smart_augmentation/higher/res/benchmark/CIFAR100/log/RandAugment(N2-M1.00)-resnet50-200 epochs -0.json

{
 "Accuracy": 59.79,
 "Time": [
  26.259036817224697,
  0.9941589586019326,
  6322.954241064377
 ],
 "Optimizer": {
  "Meta": {
   "optim": "Adam",
   "lr": 0.01
  },
  "Inner": {
   "optim": "SGD",
   "lr": 0.1,
   "momentum": 0.9,
   "decay": 0.0005,
   "nesterov": true,
   "scheduler": "cosine"
  }
 },
 "Device": "TITAN Xp",
 "Memory": [
  0.0,
  0.0
 ],
 "Rand_Aug": {
  "N": 2,
  "M": 1
 },
 "Log": [
  {
   "epoch": 0,
   "train_loss": 4.651979446411133,
   "val_loss": 4.601560592651367,
   "acc": 1.37,
   "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,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.13539649546146393,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    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,
    0.020629404112696648,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.034187983721494675,
    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": 36.36454678140581,
   "param": null
  },
  {
   "epoch": 1,
   "train_loss": 4.554860591888428,
   "val_loss": 4.5603437423706055,
   "acc": 1.55,
   "f1": [
    0.016528895124793053,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.06924641132354736,
    0.0,
    0.0,
    0.0,
    0.0,
    0.024096334353089333,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.018117755651474,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.013045649975538254,
    0.0,
    0.0,
    0.0,
    0.027915624901652336,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.06896545737981796,
    0.0,
    0.025974011048674583,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.021897759288549423
   ],
   "time": 24.143196086399257,
   "param": null
  },
  {
   "epoch": 2,
   "train_loss": 4.581501007080078,
   "val_loss": 4.441932201385498,
   "acc": 2.8,
   "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,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.11764702945947647,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.011764654889702797,
    0.0,
    0.0,
    0.0,
    0.11396007239818573,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.030059264972805977,
    0.0,
    0.0,
    0.0,
    0.08641968667507172,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.06131206080317497,
    0.0,
    0.10820893198251724,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.029702944681048393,
    0.0,
    0.0,
    0.14285710453987122,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.01643383875489235
   ],
   "time": 24.088110235519707,
   "param": null
  },
  {
   "epoch": 3,
   "train_loss": 4.363088607788086,
   "val_loss": 4.265835285186768,
   "acc": 4.18,
   "f1": [
    0.06451607495546341,
    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,
    0.07692302018404007,
    0.0,
    0.0,
    0.018348604440689087,
    0.04667859897017479,
    0.0,
    0.05511805787682533,
    0.0994763970375061,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.04587150737643242,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.02693597972393036,
    0.0,
    0.0,
    0.0,
    0.10650883615016937,
    0.014814772643148899,
    0.0967741385102272,
    0.0,
    0.0,
    0.0,
    0.05084741488099098,
    0.0,
    0.10112357884645462,
    0.0,
    0.0,
    0.0785713717341423,
    0.08264458924531937,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.17518243193626404,
    0.04215790703892708,
    0.03361339494585991,
    0.0,
    0.0,
    0.0,
    0.07570205628871918,
    0.0,
    0.0,
    0.0,
    0.028368771076202393,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.016528895124793053,
    0.0,
    0.0,
    0.09999993443489075,
    0.0,
    0.0418250598013401,
    0.04987527057528496,
    0.0315789058804512,
    0.0,
    0.0,
    0.0,
    0.029850704595446587,
    0.12169916182756424,
    0.0,
    0.0,
    0.0,
    0.0520673543214798
   ],
   "time": 24.59960715752095,
   "param": null
  },
  {
   "epoch": 4,
   "train_loss": 4.248373508453369,
   "val_loss": 4.235284805297852,
   "acc": 5.33,
   "f1": [
    0.12433858215808868,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.015624962747097015,
    0.0,
    0.016528895124793053,
    0.0,
    0.0,
    0.12021856009960175,
    0.0,
    0.0,
    0.10962960124015808,
    0.05310734361410141,
    0.0,
    0.09022550284862518,
    0.09790203720331192,
    0.0,
    0.0,
    0.04102560877799988,
    0.0,
    0.016528895124793053,
    0.06896546483039856,
    0.02857138216495514,
    0.0,
    0.0,
    0.0,
    0.013605396263301373,
    0.026666617020964622,
    0.04999994486570358,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.07207204401493073,
    0.16666661202907562,
    0.0,
    0.049999963492155075,
    0.12836967408657074,
    0.2765956521034241,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.058078911155462265,
    0.0,
    0.029629599303007126,
    0.0,
    0.0,
    0.0218181349337101,
    0.045197684317827225,
    0.0454544872045517,
    0.03478258103132248,
    0.0,
    0.0,
    0.0,
    0.206521674990654,
    0.052631545811891556,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.018017996102571487,
    0.0,
    0.0,
    0.04608289524912834,
    0.09734506905078888,
    0.0,
    0.0439121387898922,
    0.02158268354833126,
    0.0,
    0.0,
    0.0,
    0.04166661575436592,
    0.0,
    0.1493975669145584,
    0.012578566558659077,
    0.013422772288322449,
    0.0,
    0.03404250368475914
   ],
   "time": 24.405042436905205,
   "param": null
  },
  {
   "epoch": 5,
   "train_loss": 4.138130187988281,
   "val_loss": 4.229773044586182,
   "acc": 5.15,
   "f1": [
    0.22424235939979553,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.01785712130367756,
    0.0,
    0.0,
    0.0,
    0.0,
    0.01626013033092022,
    0.0,
    0.0,
    0.09230763465166092,
    0.060150329023599625,
    0.0,
    0.031007712706923485,
    0.12528999149799347,
    0.015267126262187958,
    0.0,
    0.1253405660390854,
    0.14406773447990417,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.06134963780641556,
    0.0,
    0.0,
    0.016666635870933533,
    0.0,
    0.0,
    0.03571423515677452,
    0.03389827162027359,
    0.0,
    0.019900457933545113,
    0.0,
    0.12422355264425278,
    0.0,
    0.010100958868861198,
    0.0,
    0.0,
    0.0,
    0.1855669468641281,
    0.0,
    0.10909084975719452,
    0.0,
    0.0,
    0.2137833833694458,
    0.12121206521987915,
    0.0,
    0.012422310188412666,
    0.0,
    0.0,
    0.0,
    0.018779290840029716,
    0.16049376130104065,
    0.08648644387722015,
    0.0,
    0.0413663387298584,
    0.0,
    0.0,
    0.0,
    0.0,
    0.029850704595446587,
    0.0,
    0.03669722378253937,
    0.04761900380253792,
    0.0,
    0.1907789707183838,
    0.0,
    0.03193187341094017,
    0.07246371358633041,
    0.013333287090063095,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.017543835565447807,
    0.0,
    0.08633087575435638,
    0.07070700079202652,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.07446803152561188,
    0.015151475556194782,
    0.11564621329307556,
    0.0,
    0.0,
    0.0,
    0.04411759972572327,
    0.037209250032901764
   ],
   "time": 23.43022351525724,
   "param": null
  },
  {
   "epoch": 6,
   "train_loss": 4.091901779174805,
   "val_loss": 3.9457552433013916,
   "acc": 9.25,
   "f1": [
    0.26086950302124023,
    0.01960783451795578,
    0.017391279339790344,
    0.0,
    0.0,
    0.0,
    0.0,
    0.09756091237068176,
    0.04545450210571289,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.06470586359500885,
    0.03448272496461868,
    0.05504584312438965,
    0.11827950179576874,
    0.131291002035141,
    0.01843312941491604,
    0.10271897912025452,
    0.11149819940328598,
    0.0,
    0.2701297998428345,
    0.16494840383529663,
    0.0,
    0.0,
    0.02298845164477825,
    0.0,
    0.0,
    0.12698405981063843,
    0.031745996326208115,
    0.0,
    0.027397213503718376,
    0.019801972433924675,
    0.02870810031890869,
    0.0,
    0.0,
    0.03703698515892029,
    0.019230715930461884,
    0.0,
    0.20134222507476807,
    0.0,
    0.10824737697839737,
    0.0,
    0.0,
    0.0,
    0.18604643642902374,
    0.05188065022230148,
    0.1835748255252838,
    0.0,
    0.05128200724720955,
    0.23965759575366974,
    0.36423835158348083,
    0.12698408961296082,
    0.0,
    0.0,
    0.09278344362974167,
    0.0,
    0.0,
    0.17391298711299896,
    0.0898875966668129,
    0.23529404401779175,
    0.061538416892290115,
    0.0,
    0.0,
    0.0,
    0.03278684988617897,
    0.25373125076293945,
    0.06976737827062607,
    0.21428567171096802,
    0.019047604873776436,
    0.042918406426906586,
    0.20487797260284424,
    0.0,
    0.09770990163087845,
    0.081632599234581,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.4210525453090668,
    0.0,
    0.0,
    0.11580593138933182,
    0.11464966088533401,
    0.0,
    0.0,
    0.02962958812713623,
    0.0,
    0.0,
    0.06249995529651642,
    0.0,
    0.11578940600156784,
    0.2052401304244995,
    0.09009004384279251,
    0.0825471505522728,
    0.011560643091797829,
    0.017391279339790344
   ],
   "time": 22.758931804448366,
   "param": null
  },
  {
   "epoch": 7,
   "train_loss": 4.039365291595459,
   "val_loss": 3.8996167182922363,
   "acc": 10.56,
   "f1": [
    0.2705313265323639,
    0.10476183891296387,
    0.013793058693408966,
    0.0,
    0.023121336475014687,
    0.046511583030223846,
    0.03603601083159447,
    0.018691571429371834,
    0.05084741488099098,
    0.0,
    0.0,
    0.0,
    0.12307686358690262,
    0.0,
    0.01851850003004074,
    0.015151475556194782,
    0.019801972433924675,
    0.20948609709739685,
    0.0,
    0.0215053241699934,
    0.13079014420509338,
    0.10539843887090683,
    0.03809521719813347,
    0.26406922936439514,
    0.13937276601791382,
    0.0,
    0.0,
    0.08620685338973999,
    0.0,
    0.017391279339790344,
    0.23636355996131897,
    0.0,
    0.011627855710685253,
    0.13829782605171204,
    0.017093989998102188,
    0.07772016525268555,
    0.051281996071338654,
    0.05925920605659485,
    0.03448272496461868,
    0.014285671524703503,
    0.0,
    0.0,
    0.0,
    0.0805368572473526,
    0.0,
    0.0,
    0.037037014961242676,
    0.21890540421009064,
    0.14960624277591705,
    0.1735159158706665,
    0.0,
    0.03809521719813347,
    0.37188202142715454,
    0.2976743280887604,
    0.1485147923231125,
    0.025973977521061897,
    0.0666666254401207,
    0.03636358305811882,
    0.0,
    0.018691571429371834,
    0.38888877630233765,
    0.07674941420555115,
    0.1709401160478592,
    0.0,
    0.047999948263168335,
    0.021186409518122673,
    0.0,
    0.061538416892290115,
    0.24580998718738556,
    0.08637868613004684,
    0.3348836302757263,
    0.34129685163497925,
    0.0368097648024559,
    0.2535210847854614,
    0.0,
    0.16152015328407288,
    0.11180117726325989,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.3376622498035431,
    0.0,
    0.025477658957242966,
    0.13445371389389038,
    0.12738847732543945,
    0.043478239327669144,
    0.013244986534118652,
    0.07352935522794724,
    0.0,
    0.08429113030433655,
    0.05970144271850586,
    0.0,
    0.11235949397087097,
    0.23589736223220825,
    0.08888883143663406,
    0.08029191195964813,
    0.012986965477466583,
    0.017093989998102188
   ],
   "time": 22.822358848527074,
   "param": null
  },
  {
   "epoch": 8,
   "train_loss": 3.9564404487609863,
   "val_loss": 3.9328787326812744,
   "acc": 11.01,
   "f1": [
    0.3118278682231903,
    0.12213735282421112,
    0.0,
    0.0,
    0.04424773529171944,
    0.0303029902279377,
    0.0,
    0.05161285027861595,
    0.050955384969711304,
    0.0,
    0.0,
    0.0,
    0.1081080511212349,
    0.10822507739067078,
    0.06837603449821472,
    0.03278684988617897,
    0.0,
    0.14606735110282898,
    0.18309850990772247,
    0.0,
    0.15774643421173096,
    0.10752684623003006,
    0.03846152126789093,
    0.2710842788219452,
    0.08556142449378967,
    0.0,
    0.0,
    0.0692640095949173,
    0.0,
    0.0,
    0.17445477843284607,
    0.06493500620126724,
    0.015624962747097015,
    0.08943083882331848,
    0.011627855710685253,
    0.06756751239299774,
    0.06153840571641922,
    0.17488785088062286,
    0.05357138067483902,
    0.05673753470182419,
    0.03669722378253937,
    0.21333326399326324,
    0.019230758771300316,
    0.07692302763462067,
    0.03225802257657051,
    0.031007712706923485,
    0.0,
    0.2097901701927185,
    0.10928954929113388,
    0.21305835247039795,
    0.0,
    0.018691571429371834,
    0.309909850358963,
    0.2870369255542755,
    0.19428564608097076,
    0.030612189322710037,
    0.018691571429371834,
    0.01941746659576893,
    0.017699090763926506,
    0.061673954129219055,
    0.3833332657814026,
    0.08306703716516495,
    0.22377613186836243,
    0.027210839092731476,
    0.015037554316222668,
    0.0,
    0.061673954129219055,
    0.17699110507965088,
    0.19999994337558746,
    0.049382660537958145,
    0.12068961560726166,
    0.25675666332244873,
    0.012738806195557117,
    0.0874999463558197,
    0.03389827162027359,
    0.11190231889486313,
    0.07352935522794724,
    0.0,
    0.029850704595446587,
    0.025157181546092033,
    0.0,
    0.0,
    0.3984062969684601,
    0.0,
    0.0,
    0.0,
    0.14606736600399017,
    0.0,
    0.0,
    0.09937881678342819,
    0.03448272496461868,
    0.01960783451795578,
    0.0,
    0.01626013033092022,
    0.18006426095962524,
    0.1818181425333023,
    0.12499994784593582,
    0.0338982529938221,
    0.0,
    0.03636360913515091
   ],
   "time": 27.426130643114448,
   "param": null
  },
  {
   "epoch": 9,
   "train_loss": 3.9022669792175293,
   "val_loss": 3.803464412689209,
   "acc": 12.85,
   "f1": [
    0.31999990344047546,
    0.0504201278090477,
    0.03773583099246025,
    0.038834936916828156,
    0.04624272137880325,
    0.08333326876163483,
    0.12440184503793716,
    0.09137050062417984,
    0.05901635065674782,
    0.0,
    0.0,
    0.060150329023599625,
    0.13043473660945892,
    0.1278194934129715,
    0.0,
    0.0,
    0.0,
    0.0958903580904007,
    0.14563101530075073,
    0.0753137469291687,
    0.1407034695148468,
    0.15189869701862335,
    0.0,
    0.33492809534072876,
    0.17674411833286285,
    0.017241353169083595,
    0.0,
    0.08749996870756149,
    0.0,
    0.07119735330343246,
    0.20858892798423767,
    0.010928910225629807,
    0.10465110093355179,
    0.10800741612911224,
    0.0,
    0.016528895124793053,
    0.16326524317264557,
    0.10752681642770767,
    0.06829261779785156,
    0.04137926548719406,
    0.0,
    0.26519328355789185,
    0.09061484038829803,
    0.1186046153306961,
    0.052173860371112823,
    0.035398200154304504,
    0.06329108029603958,
    0.22842632234096527,
    0.11547341197729111,
    0.2580644488334656,
    0.0,
    0.0,
    0.26199257373809814,
    0.3166666030883789,
    0.2685184180736542,
    0.015999965369701385,
    0.027397213503718376,
    0.13333328068256378,
    0.07608690112829208,
    0.02116396836936474,
    0.4574466943740845,
    0.11111105233430862,
    0.23204411566257477,
    0.0491802878677845,
    0.011834269389510155,
    0.0,
    0.0368097648024559,
    0.20588228106498718,
    0.22929932177066803,
    0.04761900380253792,
    0.05714283511042595,
    0.3935483396053314,
    0.0,
    0.2099446803331375,
    0.0,
    0.2347417026758194,
    0.29189181327819824,
    0.0,
    0.03007514588534832,
    0.04379557445645332,
    0.0,
    0.0,
    0.35897427797317505,
    0.0,
    0.03571426123380661,
    0.14814810454845428,
    0.19999992847442627,
    0.0,
    0.0451127365231514,
    0.1534988433122635,
    0.09032251685857773,
    0.12598420679569244,
    0.03636360913515091,
    0.017093989998102188,
    0.14937752485275269,
    0.17187494039535522,
    0.14107878506183624,
    0.06956515461206436,
    0.0,
    0.1061946302652359
   ],
   "time": 25.43821011763066,
   "param": null
  },
  {
   "epoch": 10,
   "train_loss": 3.762136459350586,
   "val_loss": 3.7145724296569824,
   "acc": 13.37,
   "f1": [
    0.3023254871368408,
    0.15204671025276184,
    0.018691571429371834,
    0.05917154625058174,
    0.013793058693408966,
    0.11418046057224274,
    0.0,
    0.08610563725233078,
    0.0454544872045517,
    0.09395967423915863,
    0.05309731885790825,
    0.0,
    0.1302931159734726,
    0.019801972433924675,
    0.0,
    0.05555552989244461,
    0.0,
    0.24258756637573242,
    0.22325573861598969,
    0.03252029046416283,
    0.1548386514186859,
    0.11659189313650131,
    0.05309731885790825,
    0.10909084975719452,
    0.09424077719449997,
    0.0,
    0.01785712130367756,
    0.1343872994184494,
    0.03305782005190849,
    0.0,
    0.23140490055084229,
    0.059040531516075134,
    0.05454542860388756,
    0.18333326280117035,
    0.0,
    0.08552625775337219,
    0.09999993443489075,
    0.0,
    0.043478213250637054,
    0.0,
    0.0,
    0.0,
    0.0,
    0.15744678676128387,
    0.06130262464284897,
    0.0,
    0.03418800234794617,
    0.2676055133342743,
    0.1635219305753708,
    0.22962957620620728,
    0.0,
    0.052173878997564316,
    0.505263090133667,
    0.33532923460006714,
    0.2603549063205719,
    0.0,
    0.07843131572008133,
    0.07476632297039032,
    0.10280367732048035,
    0.12064962089061737,
    0.5339804887771606,
    0.098684161901474,
    0.32142847776412964,
    0.1156068742275238,
    0.017241353169083595,
    0.0,
    0.046511583030223846,
    0.2677823603153229,
    0.3311687707901001,
    0.08196717500686646,
    0.10084028542041779,
    0.35435429215431213,
    0.03658531606197357,
    0.05172409862279892,
    0.05882347375154495,
    0.1525658518075943,
    0.2464454174041748,
    0.01694912277162075,
    0.04195799678564072,
    0.08910884708166122,
    0.03389827162027359,
    0.05747120454907417,
    0.4701491594314575,
    0.10447756201028824,
    0.0,
    0.031745996326208115,
    0.12204722315073013,
    0.042553141713142395,
    0.021052582189440727,
    0.1525423228740692,
    0.03508768975734711,
    0.19905206561088562,
    0.019801972433924675,
    0.043165422976017,
    0.2968749403953552,
    0.16872425377368927,
    0.14364632964134216,
    0.0804019421339035,
    0.08955217897891998,
    0.01785712130367756
   ],
   "time": 26.895621850155294,
   "param": null
  },
  {
   "epoch": 11,
   "train_loss": 3.702974319458008,
   "val_loss": 3.5153942108154297,
   "acc": 16.94,
   "f1": [
    0.37696322798728943,
    0.16666659712791443,
    0.016528895124793053,
    0.03571426123380661,
    0.042553141713142395,
    0.04958673566579819,
    0.03636360913515091,
    0.14385147392749786,
    0.1275167316198349,
    0.14285707473754883,
    0.0,
    0.03007514588534832,
    0.20083676278591156,
    0.12745091319084167,
    0.08759118616580963,
    0.08108101785182953,
    0.0645160898566246,
    0.33179715275764465,
    0.23376615345478058,
    0.019801972433924675,
    0.22727267444133759,
    0.2123456448316574,
    0.13846148550510406,
    0.32467523217201233,
    0.08196717500686646,
    0.0,
    0.039215635508298874,
    0.11063823103904724,
    0.14981268346309662,
    0.0,
    0.13999994099140167,
    0.04878043383359909,
    0.08391603082418442,
    0.1584157794713974,
    0.08333327621221542,
    0.11249993741512299,
    0.1705881953239441,
    0.05128201097249985,
    0.07741929590702057,
    0.04195799678564072,
    0.0,
    0.28571420907974243,
    0.08791206032037735,
    0.1731843203306198,
    0.054421715438365936,
    0.06629828363656998,
    0.07947013527154922,
    0.31081071496009827,
    0.19318175315856934,
    0.1911763846874237,
    0.0,
    0.06779655069112778,
    0.4712643027305603,
    0.38190943002700806,
    0.2686566412448883,
    0.09009002149105072,
    0.13978487253189087,
    0.11199995130300522,
    0.08620686084032059,
    0.13496926426887512,
    0.5714284181594849,
    0.13580238819122314,
    0.39130425453186035,
    0.027210839092731476,
    0.0336134098470211,
    0.14840982854366302,
    0.04137926548719406,
    0.2066420167684555,
    0.40485823154449463,
    0.17194563150405884,
    0.2871793806552887,
    0.4694834351539612,
    0.06486479938030243,
    0.23423415422439575,
    0.09615378081798553,
    0.28776973485946655,
    0.3512194752693176,
    0.0,
    0.053763385862112045,
    0.1130434200167656,
    0.0,
    0.0,
    0.48756206035614014,
    0.017241353169083595,
    0.08108101785182953,
    0.2264150083065033,
    0.24615378677845,
    0.10918110609054565,
    0.05031441152095795,
    0.19951331615447998,
    0.1062801256775856,
    0.21800939738750458,
    0.03571426123380661,
    0.06060601398348808,
    0.3420073091983795,
    0.2662721276283264,
    0.1609906554222107,
    0.10196072608232498,
    0.10791362822055817,
    0.08092478662729263
   ],
   "time": 27.207549654878676,
   "param": null
  },
  {
   "epoch": 12,
   "train_loss": 3.6582658290863037,
   "val_loss": 3.4583826065063477,
   "acc": 17.0,
   "f1": [
    0.38709667325019836,
    0.2616821527481079,
    0.11510787159204483,
    0.0,
    0.04878043383359909,
    0.09174305200576782,
    0.08571423590183258,
    0.1482965648174286,
    0.11914890259504318,
    0.2014387845993042,
    0.019047604873776436,
    0.0,
    0.18823520839214325,
    0.14893612265586853,
    0.11347512155771255,
    0.03389827162027359,
    0.0,
    0.23364479839801788,
    0.1985815018415451,
    0.0,
    0.24409443140029907,
    0.20545069873332977,
    0.09411758184432983,
    0.41269823908805847,
    0.27173903584480286,
    0.11578943580389023,
    0.08648642897605896,
    0.11475405097007751,
    0.0,
    0.09523804485797882,
    0.18811874091625214,
    0.0779816135764122,
    0.0,
    0.077922023832798,
    0.03225803002715111,
    0.10322573781013489,
    0.18867920339107513,
    0.0967741385102272,
    0.1240309551358223,
    0.11059901863336563,
    0.0,
    0.41095879673957825,
    0.05839410796761513,
    0.015037554316222668,
    0.08695648610591888,
    0.10928954929113388,
    0.06711404025554657,
    0.2758620083332062,
    0.26666656136512756,
    0.23834188282489777,
    0.019138703122735023,
    0.018017996102571487,
    0.4542936086654663,
    0.45197728276252747,
    0.27173903584480286,
    0.0,
    0.11282043904066086,
    0.07142854481935501,
    0.1877022236585617,
    0.07476632297039032,
    0.579234778881073,
    0.16304342448711395,
    0.3636362850666046,
    0.08695648610591888,
    0.0451127365231514,
    0.11678826063871384,
    0.0,
    0.11881181597709656,
    0.3753845691680908,
    0.30107519030570984,
    0.0,
    0.5267855525016785,
    0.0303029902279377,
    0.26162785291671753,
    0.13065321743488312,
    0.29032251238822937,
    0.37410059571266174,
    0.0,
    0.05614030361175537,
    0.17085421085357666,
    0.0,
    0.06956518441438675,
    0.509316623210907,
    0.15602830052375793,
    0.052631527185440063,
    0.18227845430374146,
    0.19736835360527039,
    0.0666666030883789,
    0.05208327993750572,
    0.1339712291955948,
    0.03305782005190849,
    0.2290075570344925,
    0.1896551102399826,
    0.0336134098470211,
    0.30163928866386414,
    0.2794116735458374,
    0.1333332657814026,
    0.15533974766731262,
    0.052631545811891556,
    0.08737857639789581
   ],
   "time": 26.62515108473599,
   "param": null
  },
  {
   "epoch": 13,
   "train_loss": 3.6324262619018555,
   "val_loss": 3.5043859481811523,
   "acc": 19.31,
   "f1": [
    0.45197728276252747,
    0.26415085792541504,
    0.16384175419807434,
    0.14634141325950623,
    0.08333326876163483,
    0.18803411722183228,
    0.03846152126789093,
    0.18532812595367432,
    0.16216209530830383,
    0.23041465878486633,
    0.0,
    0.018348604440689087,
    0.12030069530010223,
    0.11594197899103165,
    0.09160300344228745,
    0.11023616790771484,
    0.0,
    0.28372085094451904,
    0.22929932177066803,
    0.054054029285907745,
    0.2236841470003128,
    0.2592591643333435,
    0.10144922137260437,
    0.39130425453186035,
    0.3424123525619507,
    0.10389603674411774,
    0.054054029285907745,
    0.11926598846912384,
    0.13138681650161743,
    0.14965979754924774,
    0.238805890083313,
    0.15909084677696228,
    0.019230758771300316,
    0.18749994039535522,
    0.1062801256775856,
    0.09523802995681763,
    0.18840573728084564,
    0.12676051259040833,
    0.13483139872550964,
    0.2124999314546585,
    0.0,
    0.429447740316391,
    0.10860924422740936,
    0.01785712130367756,
    0.05780341476202011,
    0.06956518441438675,
    0.07947013527154922,
    0.2953019142150879,
    0.30303022265434265,
    0.2758619785308838,
    0.02919703535735607,
    0.03225803002715111,
    0.4897958040237427,
    0.238805890083313,
    0.30769217014312744,
    0.03603601083159447,
    0.20388342440128326,
    0.15624994039535522,
    0.20560741424560547,
    0.06106865406036377,
    0.5656563639640808,
    0.14134269952774048,
    0.16528919339179993,
    0.20105813443660736,
    0.023255761712789536,
    0.0921052023768425,
    0.028168966993689537,
    0.23744283616542816,
    0.46564874053001404,
    0.2549019157886505,
    0.3373492956161499,
    0.4978901743888855,
    0.08823524415493011,
    0.25112098455429077,
    0.03252029046416283,
    0.29473674297332764,
    0.402515709400177,
    0.05797096714377403,
    0.11789470165967941,
    0.08727267384529114,
    0.03603601083159447,
    0.03333330154418945,
    0.4999998211860657,
    0.1052631139755249,
    0.0,
    0.23602473735809326,
    0.2024793028831482,
    0.12871280312538147,
    0.0,
    0.11510787159204483,
    0.20408155024051666,
    0.38251355290412903,
    0.09756092727184296,
    0.1028570905327797,
    0.3999999165534973,
    0.2898550033569336,
    0.17679551243782043,
    0.13333331048488617,
    0.0,
    0.09944745898246765
   ],
   "time": 25.874186330474913,
   "param": null
  },
  {
   "epoch": 14,
   "train_loss": 3.4575448036193848,
   "val_loss": 3.3177380561828613,
   "acc": 20.13,
   "f1": [
    0.4210525155067444,
    0.22770395874977112,
    0.10434778034687042,
    0.09090903401374817,
    0.09933770447969437,
    0.2097901701927185,
    0.03809521719813347,
    0.1661720722913742,
    0.17616572976112366,
    0.19767434895038605,
    0.0,
    0.0,
    0.17441853880882263,
    0.15217384696006775,
    0.13173647224903107,
    0.05607474222779274,
    0.035398200154304504,
    0.34615373611450195,
    0.21319790184497833,
    0.193548321723938,
    0.2521738111972809,
    0.24019604921340942,
    0.17054256796836853,
    0.36180898547172546,
    0.2833786606788635,
    0.0805368572473526,
    0.11483246088027954,
    0.09561749547719955,
    0.09876536577939987,
    0.10370365530252457,
    0.29473674297332764,
    0.12162157148122787,
    0.018867909908294678,
    0.2749999165534973,
    0.09638547897338867,
    0.18245607614517212,
    0.1971830278635025,
    0.13533830642700195,
    0.06106865406036377,
    0.18032778799533844,
    0.019230758771300316,
    0.39130425453186035,
    0.1219511553645134,
    0.11173177510499954,
    0.08510631322860718,
    0.09999993443489075,
    0.12121205776929855,
    0.327868789434433,
    0.10344822704792023,
    0.282828152179718,
    0.0,
    0.047244053333997726,
    0.5703123807907104,
    0.47236168384552,
    0.21138201653957367,
    0.017241353169083595,
    0.22099439799785614,
    0.17322827875614166,
    0.20526309311389923,
    0.10769226402044296,
    0.4518827795982361,
    0.18478251993656158,
    0.3524228036403656,
    0.193308487534523,
    0.05970143526792526,
    0.10370365530252457,
    0.1229049563407898,
    0.24060142040252686,
    0.32775911688804626,
    0.32258057594299316,
    0.3367346227169037,
    0.40217384696006775,
    0.015872981399297714,
    0.23863628506660461,
    0.0946744978427887,
    0.23290200531482697,
    0.4281149208545685,
    0.03305782005190849,
    0.12865489721298218,
    0.0,
    0.04324318468570709,
    0.08805025368928909,
    0.48447185754776,
    0.22797919809818268,
    0.038834936916828156,
    0.27199992537498474,
    0.24548731744289398,
    0.1846153289079666,
    0.09424077719449997,
    0.16666659712791443,
    0.2021275758743286,
    0.19745215773582458,
    0.08695648610591888,
    0.13095231354236603,
    0.47474732995033264,
    0.2547769844532013,
    0.11464963108301163,
    0.09999993443489075,
    0.09150320291519165,
    0.12578611075878143
   ],
   "time": 26.221793075092137,
   "param": null
  },
  {
   "epoch": 15,
   "train_loss": 3.538727283477783,
   "val_loss": 3.2982497215270996,
   "acc": 20.82,
   "f1": [
    0.4051445722579956,
    0.2642856538295746,
    0.11688306927680969,
    0.14285707473754883,
    0.09604516625404358,
    0.2064056247472763,
    0.07407403737306595,
    0.17194563150405884,
    0.2165604531764984,
    0.2138364315032959,
    0.019230758771300316,
    0.03846152126789093,
    0.1768706887960434,
    0.0,
    0.12941168248653412,
    0.08333329111337662,
    0.1361701488494873,
    0.31284910440444946,
    0.23437495529651642,
    0.17518241703510284,
    0.2696628272533417,
    0.22137397527694702,
    0.14399996399879456,
    0.27884605526924133,
    0.29629623889923096,
    0.0639999583363533,
    0.0,
    0.1538461148738861,
    0.11764702200889587,
    0.14925366640090942,
    0.30115818977355957,
    0.14166660606861115,
    0.10596020519733429,
    0.16216209530830383,
    0.04958673566579819,
    0.019801972433924675,
    0.1103447824716568,
    0.16666659712791443,
    0.09795912355184555,
    0.1864406168460846,
    0.09999994188547134,
    0.3521125614643097,
    0.14371250569820404,
    0.11023616790771484,
    0.03636360913515091,
    0.018691571429371834,
    0.1642511636018753,
    0.32911381125450134,
    0.24817509949207306,
    0.228571355342865,
    0.0,
    0.045714229345321655,
    0.5375493168830872,
    0.30864188075065613,
    0.35341355204582214,
    0.028168966993689537,
    0.2592591345310211,
    0.08333329111337662,
    0.22857137024402618,
    0.04687495157122612,
    0.6036034822463989,
    0.11678826063871384,
    0.4132840633392334,
    0.1801385134458542,
    0.0,
    0.1379309743642807,
    0.0,
    0.21719448268413544,
    0.4978901743888855,
    0.27835047245025635,
    0.19847320020198822,
    0.4454975128173828,
    0.031745996326208115,
    0.2117646485567093,
    0.10322573781013489,
    0.3387095630168915,
    0.3292180597782135,
    0.10655730962753296,
    0.14598533511161804,
    0.12682920694351196,
    0.0,
    0.017391279339790344,
    0.5963301062583923,
    0.154929518699646,
    0.03418800234794617,
    0.3196346163749695,
    0.2735848128795624,
    0.19795216619968414,
    0.013793058693408966,
    0.34343424439430237,
    0.16891886293888092,
    0.2815883457660675,
    0.019230758771300316,
    0.12048186361789703,
    0.22646652162075043,
    0.31055888533592224,
    0.2212388962507248,
    0.14399996399879456,
    0.07194238901138306,
    0.12307687103748322
   ],
   "time": 26.188383392058313,
   "param": null
  },
  {
   "epoch": 16,
   "train_loss": 3.324604034423828,
   "val_loss": 3.0191128253936768,
   "acc": 24.18,
   "f1": [
    0.5074625611305237,
    0.30833324790000916,
    0.2547169029712677,
    0.01639341004192829,
    0.11483246088027954,
    0.24324318766593933,
    0.19875767827033997,
    0.1754385232925415,
    0.21705421805381775,
    0.30769217014312744,
    0.03571426123380661,
    0.0447760745882988,
    0.2598869204521179,
    0.19251330196857452,
    0.07042248547077179,
    0.1438848376274109,
    0.17204295098781586,
    0.45669278502464294,
    0.12698407471179962,
    0.17283941805362701,
    0.31858399510383606,
    0.29807689785957336,
    0.21714277565479279,
    0.35714277625083923,
    0.3597560524940491,
    0.16981124877929688,
    0.07246371358633041,
    0.16666659712791443,
    0.19565211236476898,
    0.12173908948898315,
    0.2983870208263397,
    0.16346149146556854,
    0.16058386862277985,
    0.21016943454742432,
    0.1921396702528,
    0.18245607614517212,
    0.2374999225139618,
    0.1647058129310608,
    0.15199993550777435,
    0.25373128056526184,
    0.0504201278090477,
    0.47398826479911804,
    0.16272962093353271,
    0.24999991059303284,
    0.10606056451797485,
    0.07142851501703262,
    0.15384609997272491,
    0.39106133580207825,
    0.31818169355392456,
    0.31999990344047546,
    0.018181798979640007,
    0.14583328366279602,
    0.5394189953804016,
    0.44578301906585693,
    0.36046499013900757,
    0.09045220911502838,
    0.33179715275764465,
    0.12213735282421112,
    0.22222214937210083,
    0.15469607710838318,
    0.6071426868438721,
    0.20547938346862793,
    0.4088396728038788,
    0.20377352833747864,
    0.059999942779541016,
    0.08556142449378967,
    0.05586586520075798,
    0.193548321723938,
    0.5652172565460205,
    0.40485823154449463,
    0.36144572496414185,
    0.529999852180481,
    0.09395967423915863,
    0.29553258419036865,
    0.1869158148765564,
    0.3470318615436554,
    0.5454543828964233,
    0.07142851501703262,
    0.09448814392089844,
    0.15199993550777435,
    0.03508768975734711,
    0.17021270096302032,
    0.5842695236206055,
    0.27329182624816895,
    0.04195799678564072,
    0.3503648638725281,
    0.34817805886268616,
    0.23318377137184143,
    0.10181812942028046,
    0.2928570806980133,
    0.09302320331335068,
    0.3694266378879547,
    0.07936502993106842,
    0.11494245380163193,
    0.3975154161453247,
    0.36956506967544556,
    0.15294109284877777,
    0.15830111503601074,
    0.07960192114114761,
    0.17105256021022797
   ],
   "time": 26.022158209234476,
   "param": null
  },
  {
   "epoch": 17,
   "train_loss": 3.3974828720092773,
   "val_loss": 3.227750778198242,
   "acc": 22.06,
   "f1": [
    0.5150213837623596,
    0.3205127716064453,
    0.18779337406158447,
    0.08403357863426208,
    0.11111108213663101,
    0.15094336867332458,
    0.1818181276321411,
    0.2025315761566162,
    0.1509433388710022,
    0.22556383907794952,
    0.0672268494963646,
    0.017093989998102188,
    0.12206566333770752,
    0.17021270096302032,
    0.07894731312990189,
    0.14285708963871002,
    0.16363632678985596,
    0.2702701687812805,
    0.2176869958639145,
    0.22891558706760406,
    0.34523800015449524,
    0.30163928866386414,
    0.13559314608573914,
    0.3272726535797119,
    0.36158186197280884,
    0.13813810050487518,
    0.05454542860388756,
    0.15864019095897675,
    0.18633535504341125,
    0.14634142816066742,
    0.2739725410938263,
    0.0806451216340065,
    0.12068961560726166,
    0.24083760380744934,
    0.17808210849761963,
    0.01694912277162075,
    0.2244897186756134,
    0.18045106530189514,
    0.15062755346298218,
    0.3515150547027588,
    0.13513506948947906,
    0.49333325028419495,
    0.12173908948898315,
    0.18274106085300446,
    0.10967738181352615,
    0.1052631139755249,
    0.16613411903381348,
    0.3599999248981476,
    0.31468522548675537,
    0.12213735282421112,
    0.0,
    0.12017160654067993,
    0.5668014883995056,
    0.5058822631835938,
    0.25396817922592163,
    0.0,
    0.3087247312068939,
    0.09009005129337311,
    0.19463081657886505,
    0.15827332437038422,
    0.3803679943084717,
    0.18840573728084564,
    0.3693692684173584,
    0.19383254647254944,
    0.08974353224039078,
    0.13402055203914642,
    0.09356718510389328,
    0.1854303926229477,
    0.3423422574996948,
    0.36236923933029175,
    0.36470577120780945,
    0.31578943133354187,
    0.07185622304677963,
    0.2933332622051239,
    0.14937752485275269,
    0.23350249230861664,
    0.5662649273872375,
    0.11049716919660568,
    0.14342623949050903,
    0.10191076993942261,
    0.018181798979640007,
    0.17194563150405884,
    0.616278886795044,
    0.1694914698600769,
    0.1062801256775856,
    0.17142851650714874,
    0.3314915895462036,
    0.20477809011936188,
    0.07643306255340576,
    0.17877088487148285,
    0.16608992218971252,
    0.2857142388820648,
    0.03809521719813347,
    0.08641968667507172,
    0.49785396456718445,
    0.3738316595554352,
    0.09756092727184296,
    0.10526309907436371,
    0.06504061073064804,
    0.17721512913703918
   ],
   "time": 25.910041525028646,
   "param": null
  },
  {
   "epoch": 18,
   "train_loss": 3.167573928833008,
   "val_loss": 3.063434600830078,
   "acc": 25.3,
   "f1": [
    0.48398569226264954,
    0.29508185386657715,
    0.2553190290927887,
    0.18110232055187225,
    0.13973794877529144,
    0.22651924192905426,
    0.26415085792541504,
    0.21645015478134155,
    0.22349563241004944,
    0.33333322405815125,
    0.03636360913515091,
    0.014598497189581394,
    0.22727267444133759,
    0.19534875452518463,
    0.12987005710601807,
    0.11475405097007751,
    0.2191779911518097,
    0.4491524398326874,
    0.2692306637763977,
    0.24175815284252167,
    0.22666659951210022,
    0.3741495609283447,
    0.15384609997272491,
    0.466666579246521,
    0.3474902808666229,
    0.15151509642601013,
    0.07142851501703262,
    0.1499999314546585,
    0.14285707473754883,
    0.20909084379673004,
    0.2850876748561859,
    0.17307688295841217,
    0.15942023694515228,
    0.25992774963378906,
    0.1748633086681366,
    0.15957440435886383,
    0.19469019770622253,
    0.22549012303352356,
    0.13197962939739227,
    0.4025973081588745,
    0.0701754093170166,
    0.4319247901439667,
    0.19277101755142212,
    0.23270438611507416,
    0.15217386186122894,
    0.03149602562189102,
    0.15894033014774323,
    0.4050631821155548,
    0.3817426860332489,
    0.10256405174732208,
    0.03603601083159447,
    0.11049716919660568,
    0.44887775182724,
    0.47619032859802246,
    0.3723403513431549,
    0.0,
    0.3135887682437897,
    0.24203814566135406,
    0.2340424805879593,
    0.03389827162027359,
    0.6600984334945679,
    0.2589927613735199,
    0.3453236222267151,
    0.19559897482395172,
    0.05917154625058174,
    0.10169486701488495,
    0.047244053333997726,
    0.228260800242424,
    0.5208332538604736,
    0.4206008017063141,
    0.22399991750717163,
    0.5202310085296631,
    0.08429113030433655,
    0.27322396636009216,
    0.14736837148666382,
    0.4576270282268524,
    0.6060605049133301,
    0.046511583030223846,
    0.12359543144702911,
    0.15593215823173523,
    0.0869564637541771,
    0.07999995350837708,
    0.5858584046363831,
    0.08849553763866425,
    0.03669722378253937,
    0.35573115944862366,
    0.2576685845851898,
    0.30120471119880676,
    0.09756092727184296,
    0.29710137844085693,
    0.2165604531764984,
    0.2849002182483673,
    0.10256405174732208,
    0.0806451216340065,
    0.48305076360702515,
    0.3534882664680481,
    0.2404370754957199,
    0.1779140681028366,
    0.10989003628492355,
    0.13432830572128296
   ],
   "time": 25.83028938714415,
   "param": null
  },
  {
   "epoch": 19,
   "train_loss": 3.2778823375701904,
   "val_loss": 3.156047821044922,
   "acc": 24.85,
   "f1": [
    0.3757960796356201,
    0.3032069504261017,
    0.1438848376274109,
    0.1379309892654419,
    0.1288515031337738,
    0.1818181425333023,
    0.13740453124046326,
    0.23076915740966797,
    0.14925366640090942,
    0.34246566891670227,
    0.06956518441438675,
    0.03603601083159447,
    0.18897631764411926,
    0.21686740219593048,
    0.14765094220638275,
    0.20765019953250885,
    0.23602473735809326,
    0.40740731358528137,
    0.26519328355789185,
    0.2072538137435913,
    0.4090908467769623,
    0.36641210317611694,
    0.24285705387592316,
    0.4505118727684021,
    0.41721847653388977,
    0.1556885540485382,
    0.056337978690862656,
    0.16267940402030945,
    0.2378377616405487,
    0.20833326876163483,
    0.29673585295677185,
    0.194871723651886,
    0.1799999475479126,
    0.23963125050067902,
    0.07947013527154922,
    0.2076922506093979,
    0.21399171650409698,
    0.07339446991682053,
    0.09278344362974167,
    0.3670884966850281,
    0.19428564608097076,
    0.41221365332603455,
    0.2147650420665741,
    0.17616572976112366,
    0.12765949964523315,
    0.0,
    0.11678826063871384,
    0.3542855978012085,
    0.2773721516132355,
    0.389104962348938,
    0.016666635870933533,
    0.0666666105389595,
    0.48648640513420105,
    0.37735840678215027,
    0.1709401160478592,
    0.0751173123717308,
    0.3559320867061615,
    0.18978095054626465,
    0.13333328068256378,
    0.1655171811580658,
    0.6185566186904907,
    0.28571420907974243,
    0.33548372983932495,
    0.1911763995885849,
    0.11049716919660568,
    0.09999994933605194,
    0.07692302018404007,
    0.2046510875225067,
    0.38755977153778076,
    0.45643141865730286,
    0.3552630543708801,
    0.5892856121063232,
    0.0753137469291687,
    0.28571420907974243,
    0.1062801256775856,
    0.44147151708602905,
    0.6010361909866333,
    0.07339443266391754,
    0.09302320331335068,
    0.19565211236476898,
    0.0,
    0.03571426123380661,
    0.5652172565460205,
    0.1379309743642807,
    0.09356718510389328,
    0.38461533188819885,
    0.2793295085430145,
    0.2614378333091736,
    0.07751933485269547,
    0.3974357545375824,
    0.11347512155771255,
    0.29710137844085693,
    0.03809521719813347,
    0.09395967423915863,
    0.28849896788597107,
    0.3485476076602936,
    0.20304562151432037,
    0.1438848376274109,
    0.07843131572008133,
    0.22127652168273926
   ],
   "time": 25.594786815345287,
   "param": null
  },
  {
   "epoch": 20,
   "train_loss": 3.153355360031128,
   "val_loss": 3.084470748901367,
   "acc": 26.34,
   "f1": [
    0.6338796615600586,
    0.30555546283721924,
    0.21428565680980682,
    0.0,
    0.1305418312549591,
    0.2580644190311432,
    0.2837836742401123,
    0.33333322405815125,
    0.23923437297344208,
    0.36090216040611267,
    0.11320748925209045,
    0.08045971393585205,
    0.20312491059303284,
    0.12765952944755554,
    0.12857137620449066,
    0.1550387144088745,
    0.32704389095306396,
    0.4947734773159027,
    0.2482757866382599,
    0.22382664680480957,
    0.37446799874305725,
    0.3069306015968323,
    0.22222214937210083,
    0.46808499097824097,
    0.33121007680892944,
    0.20571422576904297,
    0.14285710453987122,
    0.17441856861114502,
    0.2769230008125305,
    0.1951218843460083,
    0.333333283662796,
    0.23076917231082916,
    0.23255808651447296,
    0.3508770763874054,
    0.1734103411436081,
    0.1290322095155716,
    0.24528293311595917,
    0.19289332628250122,
    0.1339712291955948,
    0.4484303891658783,
    0.17054256796836853,
    0.3975153863430023,
    0.15873010456562042,
    0.21495321393013,
    0.03418800234794617,
    0.09599995613098145,
    0.17241372168064117,
    0.36111101508140564,
    0.4192138612270355,
    0.27118635177612305,
    0.017093989998102188,
    0.10958898812532425,
    0.5909090042114258,
    0.3053433895111084,
    0.32335323095321655,
    0.0886075422167778,
    0.4205606281757355,
    0.16806717216968536,
    0.1928166002035141,
    0.1290322095155716,
    0.6341461539268494,
    0.2514968812465668,
    0.4135020077228546,
    0.22834637761116028,
    0.07947013527154922,
    0.05714280158281326,
    0.07751933485269547,
    0.1629629135131836,
    0.6666665077209473,
    0.4897957742214203,
    0.3459458649158478,
    0.5741626024246216,
    0.1226993277668953,
    0.25730982422828674,
    0.10958898812532425,
    0.5316454172134399,
    0.5624998211860657,
    0.12669678032398224,
    0.14723920822143555,
    0.1748633086681366,
    0.0,
    0.08391603082418442,
    0.6043955087661743,
    0.054054029285907745,
    0.09326418489217758,
    0.39166659116744995,
    0.228571355342865,
    0.3157894015312195,
    0.1547987163066864,
    0.28648641705513,
    0.18181809782981873,
    0.40579700469970703,
    0.18749994039535522,
    0.19230762124061584,
    0.4978901743888855,
    0.40609124302864075,
    0.24489787220954895,
    0.2142856866121292,
    0.061538416892290115,
    0.1655171811580658
   ],
   "time": 25.39792521111667,
   "param": null
  },
  {
   "epoch": 21,
   "train_loss": 2.9328835010528564,
   "val_loss": 2.870832681655884,
   "acc": 27.97,
   "f1": [
    0.4857141673564911,
    0.3195265531539917,
    0.23376618325710297,
    0.1843317300081253,
    0.09917350858449936,
    0.238805890083313,
    0.24107137322425842,
    0.2197309136390686,
    0.26615965366363525,
    0.38095229864120483,
    0.016666635870933533,
    0.0672268494963646,
    0.21951214969158173,
    0.18713442981243134,
    0.13698624074459076,
    0.24074065685272217,
    0.2869197428226471,
    0.40223461389541626,
    0.32804223895072937,
    0.22222214937210083,
    0.46491214632987976,
    0.3136455714702606,
    0.2116401493549347,
    0.4495411515235901,
    0.3727271258831024,
    0.1818181276321411,
    0.19459453225135803,
    0.2378377616405487,
    0.32298123836517334,
    0.18320602178573608,
    0.389104962348938,
    0.20645155012607574,
    0.22619038820266724,
    0.37499991059303284,
    0.2297871857881546,
    0.09333327412605286,
    0.28947362303733826,
    0.16783210635185242,
    0.14814811944961548,
    0.436893105506897,
    0.2580644190311432,
    0.5023695826530457,
    0.20571422576904297,
    0.25545164942741394,
    0.10447756201028824,
    0.09448814392089844,
    0.07999995350837708,
    0.4142855703830719,
    0.3999999165534973,
    0.1931033730506897,
    0.06134963780641556,
    0.1398600935935974,
    0.5912407636642456,
    0.5384613871574402,
    0.44559577107429504,
    0.02631574124097824,
    0.4634144902229309,
    0.2923975884914398,
    0.265060156583786,
    0.1768706887960434,
    0.6896550059318542,
    0.27472519874572754,
    0.4621847867965698,
    0.22018341720104218,
    0.06369420886039734,
    0.03305782005190849,
    0.13259662687778473,
    0.2424241602420807,
    0.5961536765098572,
    0.4634144902229309,
    0.12499995529651642,
    0.5411763787269592,
    0.0874999463558197,
    0.2374998927116394,
    0.17721512913703918,
    0.38390088081359863,
    0.5999999046325684,
    0.08823523670434952,
    0.14754092693328857,
    0.18674694001674652,
    0.0813007652759552,
    0.12121206521987915,
    0.6421051621437073,
    0.256410151720047,
    0.11965807527303696,
    0.39495787024497986,
    0.2999999225139618,
    0.30701744556427,
    0.14432983100414276,
    0.292063444852829,
    0.13138681650161743,
    0.4712642431259155,
    0.22702695429325104,
    0.15894033014774323,
    0.5102879405021667,
    0.2622950077056885,
    0.17931029200553894,
    0.2356494814157486,
    0.1028570905327797,
    0.22784802317619324
   ],
   "time": 26.363395700231194,
   "param": null
  },
  {
   "epoch": 22,
   "train_loss": 3.1105594635009766,
   "val_loss": 3.0908620357513428,
   "acc": 26.62,
   "f1": [
    0.594594419002533,
    0.34042540192604065,
    0.2580644190311432,
    0.05504584312438965,
    0.13868607580661774,
    0.18823523819446564,
    0.10909086465835571,
    0.3157893717288971,
    0.20289847254753113,
    0.3285713195800781,
    0.08108101785182953,
    0.062499936670064926,
    0.23776216804981232,
    0.22284117341041565,
    0.12499994784593582,
    0.09174308180809021,
    0.28025469183921814,
    0.4870847761631012,
    0.34579432010650635,
    0.26751580834388733,
    0.5027931928634644,
    0.38260865211486816,
    0.20304563641548157,
    0.36956506967544556,
    0.48803818225860596,
    0.1885855346918106,
    0.08928567916154861,
    0.14945051074028015,
    0.3478259742259979,
    0.25185176730155945,
    0.35690221190452576,
    0.13513506948947906,
    0.20740734040737152,
    0.31055888533592224,
    0.18032778799533844,
    0.18090447783470154,
    0.228571355342865,
    0.14193542301654816,
    0.018181798979640007,
    0.4474884569644928,
    0.2433861643075943,
    0.3649634122848511,
    0.20138882100582123,
    0.2624998986721039,
    0.048780445009469986,
    0.19047611951828003,
    0.17142851650714874,
    0.3661970794200897,
    0.32835814356803894,
    0.3414633274078369,
    0.0,
    0.15476183593273163,
    0.4985162615776062,
    0.4028775990009308,
    0.2564101815223694,
    0.09459453821182251,
    0.3445377051830292,
    0.1454544961452484,
    0.21917802095413208,
    0.19607838988304138,
    0.5538460612297058,
    0.2589927613735199,
    0.3874998986721039,
    0.3240739703178406,
    0.0,
    0.12080531567335129,
    0.10256405174732208,
    0.2686566412448883,
    0.5561496019363403,
    0.4615383744239807,
    0.12499995529651642,
    0.36929452419281006,
    0.12145744264125824,
    0.3365383446216583,
    0.1242937222123146,
    0.40148690342903137,
    0.6153844594955444,
    0.0813007652759552,
    0.1548386514186859,
    0.20325198769569397,
    0.06349202245473862,
    0.1694914698600769,
    0.5726870894432068,
    0.33502528071403503,
    0.07894731312990189,
    0.25541120767593384,
    0.3276835083961487,
    0.26330527663230896,
    0.1445782482624054,
    0.27205872535705566,
    0.18713442981243134,
    0.38427940011024475,
    0.1509433388710022,
    0.19607838988304138,
    0.44827577471733093,
    0.362499862909317,
    0.2206895798444748,
    0.18867920339107513,
    0.0,
    0.15151509642601013
   ],
   "time": 26.155949554406106,
   "param": null
  },
  {
   "epoch": 23,
   "train_loss": 3.149493932723999,
   "val_loss": 2.8814501762390137,
   "acc": 29.14,
   "f1": [
    0.6227543354034424,
    0.34042540192604065,
    0.23030294477939606,
    0.20920497179031372,
    0.14847156405448914,
    0.28275856375694275,
    0.29931965470314026,
    0.3179915249347687,
    0.23661965131759644,
    0.3364485204219818,
    0.06611566245555878,
    0.037037014961242676,
    0.2871793806552887,
    0.21830980479717255,
    0.05172409862279892,
    0.20304562151432037,
    0.2589927613735199,
    0.5042015910148621,
    0.3064514994621277,
    0.19580411911010742,
    0.48739489912986755,
    0.3620177209377289,
    0.21848732233047485,
    0.4183672070503235,
    0.48034927248954773,
    0.16783210635185242,
    0.1764705330133438,
    0.17721515893936157,
    0.3493974804878235,
    0.25165554881095886,
    0.3363913893699646,
    0.3314915895462036,
    0.23484840989112854,
    0.38674020767211914,
    0.20809243619441986,
    0.14012733101844788,
    0.2485874742269516,
    0.206060528755188,
    0.11976040154695511,
    0.47963786125183105,
    0.2347417026758194,
    0.4916200041770935,
    0.2399999350309372,
    0.26004722714424133,
    0.1626015603542328,
    0.16455689072608948,
    0.13333328068256378,
    0.4699452221393585,
    0.48648643493652344,
    0.2837836742401123,
    0.054054029285907745,
    0.11475405097007751,
    0.4472048580646515,
    0.5502644181251526,
    0.4736841320991516,
    0.07476629316806793,
    0.4712642431259155,
    0.32214754819869995,
    0.3090128004550934,
    0.31226757168769836,
    0.6783624887466431,
    0.2733187973499298,
    0.2941175401210785,
    0.3135133981704712,
    0.09411758929491043,
    0.03738315775990486,
    0.19672125577926636,
    0.2702701687812805,
    0.6382977366447449,
    0.5257141590118408,
    0.36575865745544434,
    0.2834644913673401,
    0.04958673566579819,
    0.29629620909690857,
    0.208791121840477,
    0.41640371084213257,
    0.6395347118377686,
    0.13100433349609375,
    0.15384608507156372,
    0.11864402145147324,
    0.1194029152393341,
    0.24806194007396698,
    0.5512819290161133,
    0.24489788711071014,
    0.13389115035533905,
    0.32142847776412964,
    0.360248327255249,
    0.3043477237224579,
    0.22297292947769165,
    0.3523808717727661,
    0.18072283267974854,
    0.47826072573661804,
    0.05607474222779274,
    0.1438848376274109,
    0.5046727657318115,
    0.3999999165534973,
    0.054054029285907745,
    0.25961530208587646,
    0.07999995350837708,
    0.23963125050067902
   ],
   "time": 26.406537937931716,
   "param": null
  },
  {
   "epoch": 24,
   "train_loss": 3.036130666732788,
   "val_loss": 2.902139186859131,
   "acc": 29.37,
   "f1": [
    0.5989846587181091,
    0.35294109582901,
    0.24875615537166595,
    0.11594197899103165,
    0.15217387676239014,
    0.25270751118659973,
    0.348314493894577,
    0.2692306935787201,
    0.18705029785633087,
    0.2790696918964386,
    0.14207643270492554,
    0.07272724062204361,
    0.238805890083313,
    0.21428564190864563,
    0.2048192024230957,
    0.2075471132993698,
    0.30864188075065613,
    0.4913792312145233,
    0.3269230127334595,
    0.18705029785633087,
    0.5042734146118164,
    0.4200626313686371,
    0.30303019285202026,
    0.43542423844337463,
    0.4203820824623108,
    0.1965317279100418,
    0.179775208234787,
    0.20370367169380188,
    0.3023254871368408,
    0.24324317276477814,
    0.3206520974636078,
    0.2622949779033661,
    0.29268282651901245,
    0.31055888533592224,
    0.19259251654148102,
    0.1379309743642807,
    0.2687745988368988,
    0.054054029285907745,
    0.141592875123024,
    0.3999998867511749,
    0.13888882100582123,
    0.4823527932167053,
    0.2099999338388443,
    0.251428484916687,
    0.12448127567768097,
    0.13749992847442627,
    0.123287633061409,
    0.43518510460853577,
    0.5167463421821594,
    0.3803679943084717,
    0.12631572782993317,
    0.08695648610591888,
    0.5589519143104553,
    0.5464479923248291,
    0.47236168384552,
    0.01538457814604044,
    0.42982450127601624,
    0.19999992847442627,
    0.27722764015197754,
    0.31730762124061584,
    0.6488887667655945,
    0.36909863352775574,
    0.4291844367980957,
    0.2175731509923935,
    0.09574461728334427,
    0.06993001699447632,
    0.1793721318244934,
    0.2910446524620056,
    0.635837972164154,
    0.524590015411377,
    0.419999897480011,
    0.43373486399650574,
    0.0,
    0.2886596620082855,
    0.12578611075878143,
    0.393162339925766,
    0.5694442987442017,
    0.14432983100414276,
    0.16374263167381287,
    0.2054053246974945,
    0.15384608507156372,
    0.271493136882782,
    0.5662099123001099,
    0.28947359323501587,
    0.10447756201028824,
    0.31410250067710876,
    0.3292180299758911,
    0.26415085792541504,
    0.19323663413524628,
    0.37373724579811096,
    0.21874994039535522,
    0.3982299864292145,
    0.1391303837299347,
    0.08955218642950058,
    0.5138887763023376,
    0.3936169147491455,
    0.2954544425010681,
    0.21505369246006012,
    0.1452513188123703,
    0.1916166990995407
   ],
   "time": 27.596882310695946,
   "param": null
  },
  {
   "epoch": 25,
   "train_loss": 3.0006461143493652,
   "val_loss": 2.897294282913208,
   "acc": 29.47,
   "f1": [
    0.5703702569007874,
    0.35748788714408875,
    0.1749999076128006,
    0.2048192322254181,
    0.1530611664056778,
    0.20532315969467163,
    0.3149605393409729,
    0.3101603388786316,
    0.2148759514093399,
    0.41414129734039307,
    0.18633535504341125,
    0.08474572747945786,
    0.20168058574199677,
    0.21890540421009064,
    0.06349202245473862,
    0.23350247740745544,
    0.30232545733451843,
    0.4705880880355835,
    0.2893615961074829,
    0.23232315480709076,
    0.5681816935539246,
    0.40170925855636597,
    0.2702701687812805,
    0.4410645365715027,
    0.5028570294380188,
    0.1052631139755249,
    0.15748025476932526,
    0.2018347978591919,
    0.294820636510849,
    0.11188805103302002,
    0.33215537667274475,
    0.2636362612247467,
    0.29702961444854736,
    0.3234041631221771,
    0.18045106530189514,
    0.14814810454845428,
    0.22093015909194946,
    0.20125779509544373,
    0.0639999583363533,
    0.40298497676849365,
    0.17948713898658752,
    0.5748501420021057,
    0.14965979754924774,
    0.2879999279975891,
    0.14084501564502716,
    0.08474572747945786,
    0.0504201278090477,
    0.35820886492729187,
    0.4366196393966675,
    0.38427940011024475,
    0.0,
    0.18909086287021637,
    0.5679011344909668,
    0.5408161878585815,
    0.4766837954521179,
    0.047244053333997726,
    0.3795619308948517,
    0.323809415102005,
    0.2480619251728058,
    0.23036640882492065,
    0.518518328666687,
    0.37908485531806946,
    0.3503648638725281,
    0.22999992966651917,
    0.15315312147140503,
    0.0806451216340065,
    0.06944438815116882,
    0.27385884523391724,
    0.515337347984314,
    0.46153831481933594,
    0.1864406168460846,
    0.5244754552841187,
    0.11731840670108795,
    0.3083699643611908,
    0.10666660219430923,
    0.40366968512535095,
    0.44507038593292236,
    0.15555550158023834,
    0.085470050573349,
    0.22680403292179108,
    0.07874010503292084,
    0.23529402911663055,
    0.5587043762207031,
    0.24637670814990997,
    0.08219172805547714,
    0.41406238079071045,
    0.38190943002700806,
    0.2865671217441559,
    0.1777777075767517,
    0.3407406508922577,
    0.22115376591682434,
    0.4070795178413391,
    0.23030294477939606,
    0.1497325599193573,
    0.5057470798492432,
    0.4102563261985779,
    0.3422052562236786,
    0.23008842766284943,
    0.015624962747097015,
    0.18181811273097992
   ],
   "time": 25.962894566357136,
   "param": null
  },
  {
   "epoch": 26,
   "train_loss": 2.7469465732574463,
   "val_loss": 2.6619927883148193,
   "acc": 31.69,
   "f1": [
    0.6325579881668091,
    0.3873516917228699,
    0.20634911954402924,
    0.16931210458278656,
    0.11111105233430862,
    0.1768706887960434,
    0.34343424439430237,
    0.1896551102399826,
    0.2909089922904968,
    0.47953203320503235,
    0.180851012468338,
    0.16326524317264557,
    0.21897803246974945,
    0.2622949779033661,
    0.09009005129337311,
    0.206060528755188,
    0.3537413775920868,
    0.4942083954811096,
    0.2807016372680664,
    0.2340424805879593,
    0.555065929889679,
    0.4096384644508362,
    0.26845628023147583,
    0.5221673846244812,
    0.507936418056488,
    0.28025469183921814,
    0.16417904198169708,
    0.2478385716676712,
    0.38766512274742126,
    0.2888887822628021,
    0.35714277625083923,
    0.29394808411598206,
    0.27472516894340515,
    0.26666662096977234,
    0.2244897037744522,
    0.14285707473754883,
    0.24817509949207306,
    0.1857142299413681,
    0.14285708963871002,
    0.4025973081588745,
    0.2707422971725464,
    0.5421684980392456,
    0.19999995827674866,
    0.2774868309497833,
    0.19672125577926636,
    0.1282050609588623,
    0.14516125619411469,
    0.4093022048473358,
    0.42253512144088745,
    0.35416656732559204,
    0.06557372957468033,
    0.21960778534412384,
    0.5934958457946777,
    0.5628139972686768,
    0.4269661605358124,
    0.09950242191553116,
    0.45161277055740356,
    0.2972972095012665,
    0.22950811684131622,
    0.27218925952911377,
    0.6417909264564514,
    0.3453236222267151,
    0.46808499097824097,
    0.2761903405189514,
    0.17241373658180237,
    0.12857137620449066,
    0.10071936994791031,
    0.32558128237724304,
    0.6271185278892517,
    0.5531913638114929,
    0.4248703718185425,
    0.4936707317829132,
    0.1395348161458969,
    0.341666579246521,
    0.19999992847442627,
    0.5465114712715149,
    0.619999885559082,
    0.15116271376609802,
    0.12068961560726166,
    0.2972972095012665,
    0.07999993860721588,
    0.21839071810245514,
    0.6597937345504761,
    0.20799992978572845,
    0.18823523819446564,
    0.39301300048828125,
    0.3594468832015991,
    0.434782475233078,
    0.17355364561080933,
    0.27250605821609497,
    0.1290321946144104,
    0.4646463394165039,
    0.05357140302658081,
    0.19323663413524628,
    0.6330273747444153,
    0.45054933428764343,
    0.3066665530204773,
    0.24918025732040405,
    0.017241353169083595,
    0.3184078335762024
   ],
   "time": 26.781750603578985,
   "param": null
  },
  {
   "epoch": 27,
   "train_loss": 2.8392510414123535,
   "val_loss": 2.6167049407958984,
   "acc": 31.76,
   "f1": [
    0.5679011344909668,
    0.41176462173461914,
    0.2695651352405548,
    0.09790203720331192,
    0.13145533204078674,
    0.2613981366157532,
    0.29813653230667114,
    0.362790584564209,
    0.3057323694229126,
    0.4363635182380676,
    0.13513506948947906,
    0.1052631139755249,
    0.329317182302475,
    0.17218534648418427,
    0.16438350081443787,
    0.16923071444034576,
    0.35460981726646423,
    0.43946176767349243,
    0.3285022974014282,
    0.20472434163093567,
    0.6399998664855957,
    0.42567557096481323,
    0.3144652843475342,
    0.47840529680252075,
    0.4910178482532501,
    0.03478258103132248,
    0.19108274579048157,
    0.1944444179534912,
    0.35573115944862366,
    0.2929935157299042,
    0.32584258913993835,
    0.2675584554672241,
    0.25101208686828613,
    0.31623923778533936,
    0.2288556545972824,
    0.08333329111337662,
    0.3169397711753845,
    0.17021270096302032,
    0.18269222974777222,
    0.47674402594566345,
    0.24817509949207306,
    0.6120217442512512,
    0.15172408521175385,
    0.3116881847381592,
    0.12307687103748322,
    0.12422355264425278,
    0.17808210849761963,
    0.3771427571773529,
    0.5268816351890564,
    0.4347825348377228,
    0.06417106837034225,
    0.25157222151756287,
    0.5714284777641296,
    0.5465114712715149,
    0.3929618299007416,
    0.077738456428051,
    0.4705880880355835,
    0.3249998986721039,
    0.31372538208961487,
    0.30541861057281494,
    0.6666665077209473,
    0.4277455508708954,
    0.3741934299468994,
    0.2798353135585785,
    0.14438499510288239,
    0.15204671025276184,
    0.10169486701488495,
    0.309278279542923,
    0.6130266785621643,
    0.5566036701202393,
    0.3905324339866638,
    0.5597013831138611,
    0.12121205031871796,
    0.324607253074646,
    0.17977523803710938,
    0.49999988079071045,
    0.6567163467407227,
    0.15637856721878052,
    0.18181811273097992,
    0.29523801803588867,
    0.11392398923635483,
    0.299465149641037,
    0.6820808053016663,
    0.24390234053134918,
    0.13008125126361847,
    0.3557691276073456,
    0.3065692186355591,
    0.36051490902900696,
    0.16107375919818878,
    0.42580634355545044,
    0.28571417927742004,
    0.41048023104667664,
    0.22666659951210022,
    0.20689648389816284,
    0.5913977026939392,
    0.43265292048454285,
    0.35193121433258057,
    0.19393931329250336,
    0.12307685613632202,
    0.23437494039535522
   ],
   "time": 25.93513049557805,
   "param": null
  },
  {
   "epoch": 28,
   "train_loss": 2.689894676208496,
   "val_loss": 2.7516729831695557,
   "acc": 32.7,
   "f1": [
    0.6511626243591309,
    0.39852389693260193,
    0.28444433212280273,
    0.08510632067918777,
    0.1563517451286316,
    0.280898779630661,
    0.4081631600856781,
    0.3419688045978546,
    0.29433953762054443,
    0.35918357968330383,
    0.1507537066936493,
    0.19480513036251068,
    0.28444433212280273,
    0.208791121840477,
    0.15999992191791534,
    0.10714281350374222,
    0.30769217014312744,
    0.47773265838623047,
    0.3428570628166199,
    0.2727271318435669,
    0.5624998807907104,
    0.4344826936721802,
    0.23321551084518433,
    0.442952960729599,
    0.5119453072547913,
    0.22510816156864166,
    0.19767434895038605,
    0.1914892941713333,
    0.3495934009552002,
    0.2797201871871948,
    0.3318776488304138,
    0.2871793806552887,
    0.30097079277038574,
    0.28225794434547424,
    0.24999989569187164,
    0.16853927075862885,
    0.2485874742269516,
    0.2749998867511749,
    0.15789467096328735,
    0.43749991059303284,
    0.23809516429901123,
    0.5470084547996521,
    0.22962957620620728,
    0.1985815018415451,
    0.0813007652759552,
    0.119999960064888,
    0.20238088071346283,
    0.4120170772075653,
    0.5428570508956909,
    0.4221104085445404,
    0.07874010503292084,
    0.18181811273097992,
    0.5681817531585693,
    0.5350316762924194,
    0.5374448299407959,
    0.04225347191095352,
    0.4805193543434143,
    0.3053433895111084,
    0.390243798494339,
    0.3703702688217163,
    0.6376810669898987,
    0.329268217086792,
    0.42857128381729126,
    0.2147238850593567,
    0.07999995350837708,
    0.21518979966640472,
    0.1546391248703003,
    0.2617800235748291,
    0.6509432196617126,
    0.5421244502067566,
    0.45714277029037476,
    0.5089604258537292,
    0.085470050573349,
    0.31067952513694763,
    0.1639343500137329,
    0.5357141494750977,
    0.5853657722473145,
    0.15573763847351074,
    0.2181817591190338,
    0.27615058422088623,
    0.05504584312438965,
    0.2899627387523651,
    0.6994534134864807,
    0.2276422083377838,
    0.05882347747683525,
    0.40764322876930237,
    0.2761903405189514,
    0.281512588262558,
    0.2099999338388443,
    0.3367346227169037,
    0.29702961444854736,
    0.4198893904685974,
    0.07272724062204361,
    0.1798941045999527,
    0.5770750045776367,
    0.4030417203903198,
    0.3599999248981476,
    0.09523806720972061,
    0.035398200154304504,
    0.3517240583896637
   ],
   "time": 25.899378213100135,
   "param": null
  },
  {
   "epoch": 29,
   "train_loss": 2.800170660018921,
   "val_loss": 2.7214605808258057,
   "acc": 33.59,
   "f1": [
    0.6083332300186157,
    0.38636353611946106,
    0.23776215314865112,
    0.12422355264425278,
    0.1398600935935974,
    0.3139533996582031,
    0.3168315887451172,
    0.3274335563182831,
    0.3389829695224762,
    0.42931926250457764,
    0.12765952944755554,
    0.19999994337558746,
    0.30388686060905457,
    0.193548321723938,
    0.1642511636018753,
    0.23115570843219757,
    0.36046499013900757,
    0.4684014320373535,
    0.29861101508140564,
    0.16260157525539398,
    0.653465211391449,
    0.4179103672504425,
    0.3151514232158661,
    0.528571367263794,
    0.5402297377586365,
    0.09259255975484848,
    0.24657529592514038,
    0.20547938346862793,
    0.3794870972633362,
    0.26666656136512756,
    0.40624988079071045,
    0.3248406946659088,
    0.36842095851898193,
    0.2580644488334656,
    0.20408158004283905,
    0.03225803002715111,
    0.3121950626373291,
    0.1911763846874237,
    0.17333325743675232,
    0.4538460373878479,
    0.34615373611450195,
    0.5650222897529602,
    0.22834637761116028,
    0.24870456755161285,
    0.16853927075862885,
    0.13698624074459076,
    0.2485205978155136,
    0.40740731358528137,
    0.5375493168830872,
    0.41935470700263977,
    0.11764698475599289,
    0.2605363130569458,
    0.49333325028419495,
    0.577777624130249,
    0.5363982915878296,
    0.08264458924531937,
    0.47499990463256836,
    0.35023030638694763,
    0.3034482002258301,
    0.3793102502822876,
    0.4328356981277466,
    0.3855420649051666,
    0.40217384696006775,
    0.2999998927116394,
    0.16774186491966248,
    0.22784802317619324,
    0.22222216427326202,
    0.3043477535247803,
    0.4926685094833374,
    0.535353422164917,
    0.3232322335243225,
    0.22033889591693878,
    0.1126759946346283,
    0.3940885663032532,
    0.2105262726545334,
    0.4281524419784546,
    0.5338077545166016,
    0.14207643270492554,
    0.20264311134815216,
    0.25936591625213623,
    0.15458931028842926,
    0.239520862698555,
    0.6473428606987,
    0.30976420640945435,
    0.21556879580020905,
    0.3831416666507721,
    0.38144323229789734,
    0.3738316595554352,
    0.12598420679569244,
    0.4179103374481201,
    0.2580644190311432,
    0.45248857140541077,
    0.25777769088745117,
    0.1916166990995407,
    0.6176469922065735,
    0.4705881178379059,
    0.3694778084754944,
    0.2566370666027069,
    0.12359543144702911,
    0.43438899517059326
   ],
   "time": 25.19338208064437,
   "param": null
  },
  {
   "epoch": 30,
   "train_loss": 2.78149151802063,
   "val_loss": 2.5455849170684814,
   "acc": 34.67,
   "f1": [
    0.7272725701332092,
    0.4401912987232208,
    0.256410151720047,
    0.21374039351940155,
    0.09459453821182251,
    0.3711339235305786,
    0.33802807331085205,
    0.40384599566459656,
    0.3465345501899719,
    0.45901623368263245,
    0.22666659951210022,
    0.19580411911010742,
    0.3594468832015991,
    0.23529404401779175,
    0.11851847171783447,
    0.20689648389816284,
    0.3675675094127655,
    0.44897952675819397,
    0.3485476076602936,
    0.2758619785308838,
    0.6700506210327148,
    0.4526748061180115,
    0.314606636762619,
    0.45833322405815125,
    0.5369648933410645,
    0.19999991357326508,
    0.24539868533611298,
    0.2105262279510498,
    0.43181803822517395,
    0.28965505957603455,
    0.3946187198162079,
    0.32258057594299316,
    0.32214754819869995,
    0.29953908920288086,
    0.2793295085430145,
    0.15384608507156372,
    0.3109539747238159,
    0.24324317276477814,
    0.18934904038906097,
    0.4576270282268524,
    0.3066665530204773,
    0.5749998092651367,
    0.21130216121673584,
    0.3113206624984741,
    0.1407034695148468,
    0.06779656559228897,
    0.236453115940094,
    0.4487178325653076,
    0.4347825348377228,
    0.45595842599868774,
    0.12017160654067993,
    0.2444443702697754,
    0.5309733152389526,
    0.5795453190803528,
    0.5078123807907104,
    0.06557372957468033,
    0.48275846242904663,
    0.413043349981308,
    0.3597121238708496,
    0.3402060866355896,
    0.7319586277008057,
    0.47058814764022827,
    0.3499998450279236,
    0.2702701687812805,
    0.20087330043315887,
    0.18072283267974854,
    0.1775147169828415,
    0.2660549581050873,
    0.6506022810935974,
    0.5180721879005432,
    0.3908044993877411,
    0.487499862909317,
    0.16058388352394104,
    0.28767114877700806,
    0.2025315910577774,
    0.6315788626670837,
    0.48598119616508484,
    0.14598533511161804,
    0.1913042813539505,
    0.32888880372047424,
    0.13818176090717316,
    0.23776215314865112,
    0.6767675280570984,
    0.279411643743515,
    0.23157887160778046,
    0.4210525155067444,
    0.3950616121292114,
    0.35294109582901,
    0.085470050573349,
    0.3786981403827667,
    0.28571420907974243,
    0.4607841968536377,
    0.1911763846874237,
    0.22115376591682434,
    0.601449191570282,
    0.47761180996894836,
    0.3678159713745117,
    0.27649760246276855,
    0.20338976383209229,
    0.3817426860332489
   ],
   "time": 26.098806613124907,
   "param": null
  },
  {
   "epoch": 31,
   "train_loss": 2.5727734565734863,
   "val_loss": 2.5198817253112793,
   "acc": 34.53,
   "f1": [
    0.7135133743286133,
    0.34177201986312866,
    0.18439710140228271,
    0.21259836852550507,
    0.16326524317264557,
    0.3144652843475342,
    0.3501483201980591,
    0.3098590672016144,
    0.3435581922531128,
    0.4999998211860657,
    0.17948710918426514,
    0.16901402175426483,
    0.37944653630256653,
    0.35193121433258057,
    0.13333328068256378,
    0.22099439799785614,
    0.3878786563873291,
    0.5130433440208435,
    0.3299662470817566,
    0.27488142251968384,
    0.6442306041717529,
    0.38497641682624817,
    0.30303019285202026,
    0.42528724670410156,
    0.559054970741272,
    0.23287664353847504,
    0.25396817922592163,
    0.2115383893251419,
    0.41964274644851685,
    0.28971952199935913,
    0.3088234066963196,
    0.35335680842399597,
    0.31901830434799194,
    0.31645557284355164,
    0.212290421128273,
    0.161943256855011,
    0.3076922297477722,
    0.3152172863483429,
    0.20089279115200043,
    0.43749985098838806,
    0.31055888533592224,
    0.5410627126693726,
    0.2765956223011017,
    0.3106059730052948,
    0.24034328758716583,
    0.16666661202907562,
    0.22330091893672943,
    0.44444432854652405,
    0.49999988079071045,
    0.38095226883888245,
    0.0701754093170166,
    0.2464454174041748,
    0.558139443397522,
    0.5614033341407776,
    0.5238093733787537,
    0.10218973457813263,
    0.4267514944076538,
    0.42285704612731934,
    0.3129250705242157,
    0.25157222151756287,
    0.6878305077552795,
    0.3538460433483124,
    0.4725273549556732,
    0.29473677277565,
    0.13333329558372498,
    0.16666659712791443,
    0.19259251654148102,
    0.24489787220954895,
    0.6484373807907104,
    0.46905529499053955,
    0.434782475233078,
    0.5291004180908203,
    0.14678892493247986,
    0.3503648638725281,
    0.16560502350330353,
    0.37681153416633606,
    0.662983238697052,
    0.0666666105389595,
    0.21333324909210205,
    0.2996253967285156,
    0.0869564637541771,
    0.2784809172153473,
    0.6878305077552795,
    0.29850736260414124,
    0.26751580834388733,
    0.3247862756252289,
    0.41739121079444885,
    0.45348823070526123,
    0.22935770452022552,
    0.3265305459499359,
    0.27777770161628723,
    0.43850257992744446,
    0.22222214937210083,
    0.2085307389497757,
    0.6578946113586426,
    0.4736841320991516,
    0.3599999248981476,
    0.28025469183921814,
    0.08823523670434952,
    0.4502616822719574
   ],
   "time": 25.70468287356198,
   "param": null
  },
  {
   "epoch": 32,
   "train_loss": 2.679234743118286,
   "val_loss": 2.700286865234375,
   "acc": 34.86,
   "f1": [
    0.5377048254013062,
    0.4233575761318207,
    0.2580644488334656,
    0.05594400689005852,
    0.18269222974777222,
    0.2512076497077942,
    0.3829786479473114,
    0.44210511445999146,
    0.4019606411457062,
    0.4303796589374542,
    0.19154927134513855,
    0.24454142153263092,
    0.3443707227706909,
    0.321428507566452,
    0.2208588421344757,
    0.2676055133342743,
    0.28415292501449585,
    0.48684197664260864,
    0.4105958938598633,
    0.26600977778434753,
    0.6467660069465637,
    0.3319837749004364,
    0.23050840198993683,
    0.47963786125183105,
    0.5333333015441895,
    0.19867542386054993,
    0.2705881595611572,
    0.20689648389816284,
    0.3324936628341675,
    0.2677164673805237,
    0.3485476076602936,
    0.3157893717288971,
    0.3832334280014038,
    0.35862061381340027,
    0.24999991059303284,
    0.15999993681907654,
    0.30270257592201233,
    0.22058817744255066,
    0.21556879580020905,
    0.39705875515937805,
    0.12068961560726166,
    0.6195651292800903,
    0.13333328068256378,
    0.3824450969696045,
    0.10256405174732208,
    0.13740453124046326,
    0.3025209605693817,
    0.43373486399650574,
    0.5999999046325684,
    0.44943806529045105,
    0.14201176166534424,
    0.3456788659095764,
    0.5923076272010803,
    0.4840763211250305,
    0.35658904910087585,
    0.1445782631635666,
    0.5423727631568909,
    0.3253011107444763,
    0.4221104085445404,
    0.3376622200012207,
    0.6923075318336487,
    0.47846877574920654,
    0.4320986270904541,
    0.32456132769584656,
    0.10447756201028824,
    0.11920525878667831,
    0.25116273760795593,
    0.29801318049430847,
    0.6590906977653503,
    0.629441499710083,
    0.47474732995033264,
    0.5514705181121826,
    0.16666659712791443,
    0.33333322405815125,
    0.14689259231090546,
    0.5464479923248291,
    0.619246780872345,
    0.20447281002998352,
    0.19178076088428497,
    0.2962961792945862,
    0.12345672398805618,
    0.3186812400817871,
    0.7164177894592285,
    0.2649005651473999,
    0.16326524317264557,
    0.46808499097824097,
    0.27777767181396484,
    0.412811279296875,
    0.24864855408668518,
    0.38914018869400024,
    0.2706766426563263,
    0.4578312039375305,
    0.20168058574199677,
    0.17021270096302032,
    0.6274508833885193,
    0.46636757254600525,
    0.36559128761291504,
    0.2824857831001282,
    0.1081080511212349,
    0.3555554449558258
   ],
   "time": 25.555743472650647,
   "param": null
  },
  {
   "epoch": 33,
   "train_loss": 2.6659791469573975,
   "val_loss": 3.140474796295166,
   "acc": 33.5,
   "f1": [
    0.5647058486938477,
    0.4924621880054474,
    0.24573372304439545,
    0.2264150232076645,
    0.15757569670677185,
    0.2877192199230194,
    0.40718549489974976,
    0.3703702688217163,
    0.3758388161659241,
    0.38596484065055847,
    0.085470050573349,
    0.05504584312438965,
    0.24427472054958344,
    0.27777767181396484,
    0.19736838340759277,
    0.20462042093276978,
    0.3851850926876068,
    0.50862056016922,
    0.37864065170288086,
    0.19580411911010742,
    0.64327472448349,
    0.5059288144111633,
    0.34254133701324463,
    0.5155554413795471,
    0.44559577107429504,
    0.085470050573349,
    0.193548321723938,
    0.21621613204479218,
    0.46491214632987976,
    0.28712859749794006,
    0.4204544126987457,
    0.2729306221008301,
    0.345177561044693,
    0.39004138112068176,
    0.25274714827537537,
    0.11374400556087494,
    0.2781064510345459,
    0.2482757866382599,
    0.22299645841121674,
    0.4720495045185089,
    0.2647058069705963,
    0.47619035840034485,
    0.2206895798444748,
    0.3796609342098236,
    0.22421517968177795,
    0.13422814011573792,
    0.30769217014312744,
    0.44444435834884644,
    0.4714285135269165,
    0.40935659408569336,
    0.09248548746109009,
    0.3043477237224579,
    0.5483869910240173,
    0.5685278177261353,
    0.4756755530834198,
    0.10596020519733429,
    0.5821594595909119,
    0.3112839460372925,
    0.3862067759037018,
    0.36269423365592957,
    0.5677418112754822,
    0.3597121238708496,
    0.486772358417511,
    0.3121950626373291,
    0.17813760042190552,
    0.18262800574302673,
    0.21256029605865479,
    0.32558128237724304,
    0.5653709769248962,
    0.30337074398994446,
    0.38541653752326965,
    0.5775399804115295,
    0.09160300344228745,
    0.37499985098838806,
    0.22672058641910553,
    0.6025103330612183,
    0.528571367263794,
    0.1494661271572113,
    0.23170723021030426,
    0.35185176134109497,
    0.09424077719449997,
    0.2929935157299042,
    0.5906038880348206,
    0.17241373658180237,
    0.1635219305753708,
    0.3984961211681366,
    0.4432430863380432,
    0.4365480840206146,
    0.2580644190311432,
    0.30065348744392395,
    0.27118635177612305,
    0.42639580368995667,
    0.17857135832309723,
    0.14444437623023987,
    0.5863453149795532,
    0.40641695261001587,
    0.22535203397274017,
    0.2761903405189514,
    0.16901402175426483,
    0.372413694858551
   ],
   "time": 25.430847871117294,
   "param": null
  },
  {
   "epoch": 34,
   "train_loss": 2.6613991260528564,
   "val_loss": 2.3991000652313232,
   "acc": 37.23,
   "f1": [
    0.7243241667747498,
    0.44799989461898804,
    0.283950537443161,
    0.11764698475599289,
    0.175572469830513,
    0.31205663084983826,
    0.4622640609741211,
    0.4081631600856781,
    0.3703702986240387,
    0.43956032395362854,
    0.21782170236110687,
    0.27218925952911377,
    0.4111110270023346,
    0.24324317276477814,
    0.19251330196857452,
    0.2580644488334656,
    0.40740731358528137,
    0.5684208869934082,
    0.41758227348327637,
    0.24489788711071014,
    0.6787877082824707,
    0.47808754444122314,
    0.28776970505714417,
    0.5371024012565613,
    0.5821594595909119,
    0.283950537443161,
    0.22222214937210083,
    0.22727268934249878,
    0.4269661605358124,
    0.33128824830055237,
    0.41732272505760193,
    0.40624988079071045,
    0.29464277625083923,
    0.4380951225757599,
    0.2886596620082855,
    0.28915655612945557,
    0.31746023893356323,
    0.23529404401779175,
    0.16304342448711395,
    0.5084744095802307,
    0.2550334632396698,
    0.6178008913993835,
    0.29268282651901245,
    0.3851350247859955,
    0.20883527398109436,
    0.21834053099155426,
    0.23255807161331177,
    0.45751625299453735,
    0.5555554628372192,
    0.4918031394481659,
    0.17142850160598755,
    0.2786068916320801,
    0.5362775325775146,
    0.6091369390487671,
    0.506493330001831,
    0.07751933485269547,
    0.5179281830787659,
    0.49484527111053467,
    0.3974357545375824,
    0.2999999225139618,
    0.7643977999687195,
    0.4114284813404083,
    0.5365853309631348,
    0.2931595742702484,
    0.13580238819122314,
    0.17142850160598755,
    0.20111726224422455,
    0.292817622423172,
    0.6719366312026978,
    0.5411763787269592,
    0.4855490028858185,
    0.5033111572265625,
    0.13084106147289276,
    0.3217390477657318,
    0.24409443140029907,
    0.5595853924751282,
    0.6473428606987,
    0.13461533188819885,
    0.21301770210266113,
    0.3113206624984741,
    0.12972965836524963,
    0.37894728779792786,
    0.7473682165145874,
    0.36514514684677124,
    0.3351350426673889,
    0.46456682682037354,
    0.3940885663032532,
    0.45161277055740356,
    0.33333322405815125,
    0.425531804561615,
    0.2727271616458893,
    0.4972374439239502,
    0.2127659022808075,
    0.16064251959323883,
    0.7142856121063232,
    0.45226117968559265,
    0.279411643743515,
    0.31858399510383606,
    0.15204671025276184,
    0.5652172565460205
   ],
   "time": 26.627823687158525,
   "param": null
  },
  {
   "epoch": 35,
   "train_loss": 2.594433546066284,
   "val_loss": 2.4469499588012695,
   "acc": 37.66,
   "f1": [
    0.6823527216911316,
    0.45714274048805237,
    0.2622949779033661,
    0.18018010258674622,
    0.1657457947731018,
    0.2297872006893158,
    0.45398759841918945,
    0.4685713052749634,
    0.38144323229789734,
    0.43518510460853577,
    0.1777777075767517,
    0.25165554881095886,
    0.28571420907974243,
    0.3225805461406708,
    0.22748807072639465,
    0.30697670578956604,
    0.3357663154602051,
    0.5412842631340027,
    0.33333325386047363,
    0.3056478202342987,
    0.495176762342453,
    0.445282906293869,
    0.29896897077560425,
    0.6178008913993835,
    0.6079294085502625,
    0.21399171650409698,
    0.26573416590690613,
    0.2723734676837921,
    0.45398759841918945,
    0.2795697748661041,
    0.45161277055740356,
    0.36893197894096375,
    0.3515150547027588,
    0.3636362850666046,
    0.25961530208587646,
    0.09160300344228745,
    0.2656249403953552,
    0.3516482412815094,
    0.22950810194015503,
    0.511415421962738,
    0.31632643938064575,
    0.636871337890625,
    0.26008957624435425,
    0.4255318343639374,
    0.23232315480709076,
    0.19801974296569824,
    0.29189181327819824,
    0.41249990463256836,
    0.5882351398468018,
    0.5408161878585815,
    0.0701754093170166,
    0.27118635177612305,
    0.6311109066009521,
    0.629441499710083,
    0.5882351994514465,
    0.1052631139755249,
    0.6107783317565918,
    0.3846152722835541,
    0.43902426958084106,
    0.3714284896850586,
    0.7096772789955139,
    0.45348823070526123,
    0.4720495045185089,
    0.28187909722328186,
    0.19491519033908844,
    0.17964066565036774,
    0.21582727134227753,
    0.4036695957183838,
    0.6824643611907959,
    0.5468748807907104,
    0.4133332371711731,
    0.5959182381629944,
    0.1449274718761444,
    0.29032251238822937,
    0.2617800235748291,
    0.5447760224342346,
    0.5619833469390869,
    0.14012733101844788,
    0.281406968832016,
    0.37320560216903687,
    0.10218973457813263,
    0.3798881769180298,
    0.7526880502700806,
    0.33333322405815125,
    0.20121948421001434,
    0.4365480840206146,
    0.4024389386177063,
    0.42696622014045715,
    0.2873562276363373,
    0.4434387683868408,
    0.30588221549987793,
    0.43636354804039,
    0.24657529592514038,
    0.18300646543502808,
    0.4402173161506653,
    0.4299998879432678,
    0.32558128237724304,
    0.3515150547027588,
    0.1279069036245346,
    0.445652037858963
   ],
   "time": 26.23753901012242,
   "param": null
  },
  {
   "epoch": 36,
   "train_loss": 2.5129899978637695,
   "val_loss": 2.450944662094116,
   "acc": 35.38,
   "f1": [
    0.48529404401779175,
    0.4152541756629944,
    0.3186812400817871,
    0.05517236515879631,
    0.1694914698600769,
    0.3714284896850586,
    0.3832334280014038,
    0.4186045527458191,
    0.3473052978515625,
    0.47435885667800903,
    0.18292675912380219,
    0.03921567276120186,
    0.33802807331085205,
    0.33220329880714417,
    0.11965807527303696,
    0.265060156583786,
    0.4055943191051483,
    0.5052630305290222,
    0.37563440203666687,
    0.31632643938064575,
    0.666666567325592,
    0.510416567325592,
    0.32298123836517334,
    0.45454534888267517,
    0.5378149747848511,
    0.24999992549419403,
    0.30120471119880676,
    0.218068465590477,
    0.4170615077018738,
    0.2898549735546112,
    0.3957218527793884,
    0.38738730549812317,
    0.38095226883888245,
    0.3228345811367035,
    0.29864245653152466,
    0.11920525878667831,
    0.31050220131874084,
    0.2888086140155792,
    0.19999992847442627,
    0.49484527111053467,
    0.24427472054958344,
    0.49664416909217834,
    0.2572613060474396,
    0.3904760777950287,
    0.17307688295841217,
    0.1843317300081253,
    0.318471223115921,
    0.34042543172836304,
    0.5595853924751282,
    0.5508472919464111,
    0.08849553763866425,
    0.3064514994621277,
    0.5251798033714294,
    0.5813952684402466,
    0.4818180501461029,
    0.0806451216340065,
    0.3703703284263611,
    0.3111110031604767,
    0.46363624930381775,
    0.23744283616542816,
    0.7150257229804993,
    0.5154638290405273,
    0.42162150144577026,
    0.31284910440444946,
    0.07339446991682053,
    0.18072283267974854,
    0.1290322095155716,
    0.23129244148731232,
    0.6071427464485168,
    0.5949366092681885,
    0.40796008706092834,
    0.4768211245536804,
    0.20138882100582123,
    0.3425413966178894,
    0.22222217917442322,
    0.6461536884307861,
    0.5466665029525757,
    0.1993768960237503,
    0.23300965130329132,
    0.2760942280292511,
    0.13414627313613892,
    0.33992087841033936,
    0.7065865993499756,
    0.23255807161331177,
    0.24669595062732697,
    0.49565204977989197,
    0.44578301906585693,
    0.4705881178379059,
    0.2837837040424347,
    0.39062491059303284,
    0.22891558706760406,
    0.3985764682292938,
    0.09433959424495697,
    0.1717790812253952,
    0.666666567325592,
    0.4352940320968628,
    0.3271027207374573,
    0.3240739703178406,
    0.0,
    0.48936155438423157
   ],
   "time": 26.437449162825942,
   "param": null
  },
  {
   "epoch": 37,
   "train_loss": 2.4056034088134766,
   "val_loss": 2.504035472869873,
   "acc": 37.46,
   "f1": [
    0.6454544067382812,
    0.5199998617172241,
    0.31050220131874084,
    0.1818181276321411,
    0.16080394387245178,
    0.1499999463558197,
    0.47474732995033264,
    0.37398362159729004,
    0.4363635182380676,
    0.5644170045852661,
    0.22492395341396332,
    0.16528919339179993,
    0.41176459193229675,
    0.3529410660266876,
    0.24761897325515747,
    0.2941175401210785,
    0.3874998986721039,
    0.527607262134552,
    0.3135133981704712,
    0.24460424482822418,
    0.6829267144203186,
    0.46621614694595337,
    0.3050846457481384,
    0.5271965861320496,
    0.5514401793479919,
    0.239436537027359,
    0.2404370754957199,
    0.24221445620059967,
    0.48275846242904663,
    0.2834644913673401,
    0.36871495842933655,
    0.31730762124061584,
    0.33460068702697754,
    0.3597121238708496,
    0.15873010456562042,
    0.21524657309055328,
    0.3711339235305786,
    0.26845628023147583,
    0.22105254232883453,
    0.487046480178833,
    0.35483860969543457,
    0.6309522390365601,
    0.291139155626297,
    0.4020099639892578,
    0.194871723651886,
    0.14473678171634674,
    0.2745097279548645,
    0.4705880880355835,
    0.616071343421936,
    0.474226713180542,
    0.11594197899103165,
    0.36601296067237854,
    0.5523808598518372,
    0.6562498807907104,
    0.5505616068840027,
    0.11111105233430862,
    0.5431033372879028,
    0.46153831481933594,
    0.4257424473762512,
    0.37320560216903687,
    0.7017542123794556,
    0.3878325819969177,
    0.5092591643333435,
    0.33050838112831116,
    0.18749995529651642,
    0.1129031702876091,
    0.2629106938838959,
    0.32903218269348145,
    0.6754384636878967,
    0.6326529383659363,
    0.4454544484615326,
    0.49999988079071045,
    0.15862064063549042,
    0.35602086782455444,
    0.19999992847442627,
    0.435261607170105,
    0.669999897480011,
    0.19108274579048157,
    0.23728807270526886,
    0.39130425453186035,
    0.15714280307292938,
    0.3503648638725281,
    0.7291665077209473,
    0.4115522801876068,
    0.2898549735546112,
    0.4854367673397064,
    0.32515329122543335,
    0.43930622935295105,
    0.22222214937210083,
    0.4260353744029999,
    0.3726707398891449,
    0.509090781211853,
    0.1985815018415451,
    0.16406241059303284,
    0.5138887763023376,
    0.38271600008010864,
    0.4297519624233246,
    0.33333322405815125,
    0.14925366640090942,
    0.37154141068458557
   ],
   "time": 26.78342088032514,
   "param": null
  },
  {
   "epoch": 38,
   "train_loss": 2.356715202331543,
   "val_loss": 2.3565590381622314,
   "acc": 37.01,
   "f1": [
    0.6893202662467957,
    0.43850257992744446,
    0.32432422041893005,
    0.06611566245555878,
    0.14432983100414276,
    0.3786981403827667,
    0.33599990606307983,
    0.39711183309555054,
    0.38918909430503845,
    0.43037962913513184,
    0.1052631139755249,
    0.30952370166778564,
    0.3972601890563965,
    0.2972972095012665,
    0.2790696620941162,
    0.21582727134227753,
    0.35443025827407837,
    0.5147678852081299,
    0.30656924843788147,
    0.32584258913993835,
    0.683870792388916,
    0.48109951615333557,
    0.2985073924064636,
    0.5736433863639832,
    0.6404492855072021,
    0.32911381125450134,
    0.29032251238822937,
    0.2578124403953552,
    0.38993698358535767,
    0.2424241602420807,
    0.34272295236587524,
    0.37908485531806946,
    0.3168316185474396,
    0.39365071058273315,
    0.26086947321891785,
    0.1866666078567505,
    0.36065563559532166,
    0.3411763310432434,
    0.16455689072608948,
    0.49327346682548523,
    0.2834644913673401,
    0.662650465965271,
    0.28272247314453125,
    0.3879597783088684,
    0.20430098474025726,
    0.14364632964134216,
    0.2585032880306244,
    0.4945053458213806,
    0.6283184885978699,
    0.5073169469833374,
    0.17627111077308655,
    0.36046499013900757,
    0.5396824479103088,
    0.6352940201759338,
    0.4301074147224426,
    0.12765949964523315,
    0.4999998211860657,
    0.4295300841331482,
    0.4666665494441986,
    0.3445945084095001,
    0.6249998807907104,
    0.41964274644851685,
    0.48854950070381165,
    0.28846150636672974,
    0.13496926426887512,
    0.21238930523395538,
    0.22127652168273926,
    0.2941175699234009,
    0.6536962985992432,
    0.5874997973442078,
    0.4299998879432678,
    0.4459458291530609,
    0.11042939126491547,
    0.3157894015312195,
    0.2055555284023285,
    0.5979380011558533,
    0.6761903762817383,
    0.16091948747634888,
    0.26399993896484375,
    0.3106059730052948,
    0.05970144271850586,
    0.4072396755218506,
    0.7134501934051514,
    0.3489931523799896,
    0.30366483330726624,
    0.3999998867511749,
    0.3923443853855133,
    0.4052286446094513,
    0.29824554920196533,
    0.43093910813331604,
    0.2923975884914398,
    0.5027320981025696,
    0.210526242852211,
    0.18497103452682495,
    0.725490152835846,
    0.2314048856496811,
    0.3565216362476349,
    0.3485476076602936,
    0.1657457947731018,
    0.48430484533309937
   ],
   "time": 26.21295820362866,
   "param": null
  },
  {
   "epoch": 39,
   "train_loss": 2.3424015045166016,
   "val_loss": 2.3223962783813477,
   "acc": 40.33,
   "f1": [
    0.7214610576629639,
    0.44816046953201294,
    0.23045262694358826,
    0.19047611951828003,
    0.20895515382289886,
    0.3385826051235199,
    0.43708598613739014,
    0.4414413571357727,
    0.4476189613342285,
    0.4741378724575043,
    0.12162157148122787,
    0.19480513036251068,
    0.3840578496456146,
    0.24999989569187164,
    0.1379309743642807,
    0.2251655012369156,
    0.3868311941623688,
    0.5344128608703613,
    0.3559320867061615,
    0.3352600038051605,
    0.6697673201560974,
    0.5111110210418701,
    0.3111110329627991,
    0.5727698802947998,
    0.5784311890602112,
    0.3398691415786743,
    0.364531934261322,
    0.27777767181396484,
    0.4705880880355835,
    0.3522011637687683,
    0.4170615077018738,
    0.4122805893421173,
    0.3823528289794922,
    0.4102562963962555,
    0.32835814356803894,
    0.18461531400680542,
    0.4023667275905609,
    0.31901830434799194,
    0.22784802317619324,
    0.5350316762924194,
    0.3523808717727661,
    0.6628569960594177,
    0.30303019285202026,
    0.48453593254089355,
    0.19847320020198822,
    0.2105262577533722,
    0.255143940448761,
    0.502564013004303,
    0.6292133331298828,
    0.47826072573661804,
    0.1290321946144104,
    0.3842363655567169,
    0.6025103330612183,
    0.5241377949714661,
    0.5486724376678467,
    0.14207643270492554,
    0.5933012366294861,
    0.30158719420433044,
    0.4976075291633606,
    0.35532984137535095,
    0.7336682677268982,
    0.5252523422241211,
    0.38596484065055847,
    0.3414633274078369,
    0.19047611951828003,
    0.22222214937210083,
    0.2575756907463074,
    0.36559128761291504,
    0.6403160691261292,
    0.6103284358978271,
    0.5327510237693787,
    0.591999888420105,
    0.06956518441438675,
    0.38059693574905396,
    0.2793295085430145,
    0.6865670084953308,
    0.6096652746200562,
    0.22222216427326202,
    0.263374388217926,
    0.3617020547389984,
    0.21390368044376373,
    0.4026402235031128,
    0.7272725701332092,
    0.40277767181396484,
    0.28767114877700806,
    0.47674402594566345,
    0.4324323236942291,
    0.49090901017189026,
    0.3414632976055145,
    0.43333321809768677,
    0.331707239151001,
    0.3536231219768524,
    0.1759999394416809,
    0.20304562151432037,
    0.7124462127685547,
    0.5024629235267639,
    0.3934425115585327,
    0.3666665554046631,
    0.11199995130300522,
    0.4607841968536377
   ],
   "time": 26.550324928946793,
   "param": null
  },
  {
   "epoch": 40,
   "train_loss": 2.406491994857788,
   "val_loss": 2.92683744430542,
   "acc": 30.77,
   "f1": [
    0.6759257912635803,
    0.34586456418037415,
    0.18292675912380219,
    0.2275448441505432,
    0.07272724062204361,
    0.2541435658931732,
    0.41726604104042053,
    0.3267972767353058,
    0.38095223903656006,
    0.40754708647727966,
    0.17204295098781586,
    0.16923071444034576,
    0.29585790634155273,
    0.13559314608573914,
    0.22317588329315186,
    0.1379309892654419,
    0.3289472758769989,
    0.5465114712715149,
    0.2386362999677658,
    0.15602830052375793,
    0.5929647088050842,
    0.4899998903274536,
    0.24028262495994568,
    0.26666659116744995,
    0.5256409049034119,
    0.13533830642700195,
    0.21621614694595337,
    0.15384609997272491,
    0.3741495609283447,
    0.2758619785308838,
    0.37575745582580566,
    0.31372538208961487,
    0.27777767181396484,
    0.31944435834884644,
    0.05555552989244461,
    0.16888882219791412,
    0.11320751160383224,
    0.07339446991682053,
    0.1650484949350357,
    0.31360939145088196,
    0.28491613268852234,
    0.596684992313385,
    0.10434778034687042,
    0.2933332324028015,
    0.1309090554714203,
    0.07207204401493073,
    0.19383254647254944,
    0.4379560947418213,
    0.5291004180908203,
    0.40740731358528137,
    0.09333327412605286,
    0.39560428261756897,
    0.5189187526702881,
    0.5959182381629944,
    0.4529913365840912,
    0.06896546483039856,
    0.6181816458702087,
    0.26771649718284607,
    0.35937488079071045,
    0.3376622498035431,
    0.6666665077209473,
    0.36431220173835754,
    0.42962950468063354,
    0.31944435834884644,
    0.10185178369283676,
    0.16766461730003357,
    0.22660093009471893,
    0.2547169029712677,
    0.6337447166442871,
    0.4701985716819763,
    0.3496502637863159,
    0.592920184135437,
    0.04687495157122612,
    0.35602086782455444,
    0.15748025476932526,
    0.49327346682548523,
    0.43501317501068115,
    0.19999994337558746,
    0.16119399666786194,
    0.2430938482284546,
    0.08510632067918777,
    0.3064514994621277,
    0.6770831346511841,
    0.28310492634773254,
    0.2767294645309448,
    0.4050631821155548,
    0.27472519874572754,
    0.4019606411457062,
    0.05825240537524223,
    0.20689646899700165,
    0.21138201653957367,
    0.41379299759864807,
    0.2433861643075943,
    0.081632599234581,
    0.5988698601722717,
    0.38022807240486145,
    0.26845628023147583,
    0.19607838988304138,
    0.18768325448036194,
    0.13239185512065887
   ],
   "time": 26.269326332956553,
   "param": null
  },
  {
   "epoch": 41,
   "train_loss": 2.4347949028015137,
   "val_loss": 2.4244823455810547,
   "acc": 37.81,
   "f1": [
    0.6588233709335327,
    0.45054933428764343,
    0.3272726535797119,
    0.17266181111335754,
    0.19047611951828003,
    0.3885713219642639,
    0.4727271497249603,
    0.3414633274078369,
    0.38222211599349976,
    0.4947367310523987,
    0.23376615345478058,
    0.23703694343566895,
    0.4931505620479584,
    0.32298123836517334,
    0.13414627313613892,
    0.28571417927742004,
    0.43165460228919983,
    0.5802468061447144,
    0.33633628487586975,
    0.2571427822113037,
    0.6896550059318542,
    0.5714284777641296,
    0.19999994337558746,
    0.5131577253341675,
    0.5090908408164978,
    0.22222214937210083,
    0.2622949779033661,
    0.19642849266529083,
    0.5446008443832397,
    0.38216549158096313,
    0.4063491225242615,
    0.34394893050193787,
    0.3706895411014557,
    0.42162150144577026,
    0.30285707116127014,
    0.19999992847442627,
    0.30065348744392395,
    0.25954192876815796,
    0.19108274579048157,
    0.4912279546260834,
    0.37894728779792786,
    0.6285713315010071,
    0.32195112109184265,
    0.3320462703704834,
    0.1648106575012207,
    0.11764701455831528,
    0.25165554881095886,
    0.5199998617172241,
    0.4727272093296051,
    0.3676469624042511,
    0.16091948747634888,
    0.3878325819969177,
    0.6023164391517639,
    0.5933012366294861,
    0.48587560653686523,
    0.13513506948947906,
    0.6175113916397095,
    0.4133332371711731,
    0.33333325386047363,
    0.447368323802948,
    0.7017542123794556,
    0.44380396604537964,
    0.46486473083496094,
    0.31155768036842346,
    0.20987647771835327,
    0.20689648389816284,
    0.28806576132774353,
    0.345177561044693,
    0.7619045972824097,
    0.64327472448349,
    0.4502616822719574,
    0.6116504073143005,
    0.09009005129337311,
    0.3428570628166199,
    0.231999933719635,
    0.5699480772018433,
    0.5974024534225464,
    0.16249993443489075,
    0.17624516785144806,
    0.29896897077560425,
    0.11023616790771484,
    0.3703702688217163,
    0.7578946352005005,
    0.3804876506328583,
    0.2745097279548645,
    0.5172412991523743,
    0.45833322405815125,
    0.577777624130249,
    0.2897526025772095,
    0.3972124755382538,
    0.2614377737045288,
    0.49756085872650146,
    0.2014387845993042,
    0.19999992847442627,
    0.5935482978820801,
    0.447368323802948,
    0.25954192876815796,
    0.43715834617614746,
    0.1965317279100418,
    0.37012979388237
   ],
   "time": 25.400751600973308,
   "param": null
  },
  {
   "epoch": 42,
   "train_loss": 2.3983519077301025,
   "val_loss": 2.523780107498169,
   "acc": 37.28,
   "f1": [
    0.5987259745597839,
    0.497041255235672,
    0.2550334632396698,
    0.20987649261951447,
    0.19689112901687622,
    0.3203882575035095,
    0.4135020077228546,
    0.3833865225315094,
    0.38194435834884644,
    0.4684683382511139,
    0.05309731885790825,
    0.1983470320701599,
    0.4016392230987549,
    0.21138201653957367,
    0.23255810141563416,
    0.2614840269088745,
    0.4923075735569,
    0.5128203630447388,
    0.35636353492736816,
    0.2797201871871948,
    0.5259514451026917,
    0.5599998831748962,
    0.35602086782455444,
    0.27118635177612305,
    0.4502616822719574,
    0.279411643743515,
    0.2413792610168457,
    0.15827332437038422,
    0.509090781211853,
    0.24050623178482056,
    0.31999990344047546,
    0.329317182302475,
    0.2941175401210785,
    0.32869070768356323,
    0.3586955666542053,
    0.15151509642601013,
    0.12068961560726166,
    0.32291656732559204,
    0.1749999076128006,
    0.5784311890602112,
    0.2424241602420807,
    0.5972849726676941,
    0.3392224907875061,
    0.4195120930671692,
    0.13259662687778473,
    0.11111105233430862,
    0.2838708758354187,
    0.491227924823761,
    0.5726494193077087,
    0.24793381989002228,
    0.08510632067918777,
    0.33035704493522644,
    0.6210044622421265,
    0.6321837902069092,
    0.530465841293335,
    0.07142854481935501,
    0.6063828468322754,
    0.4432430863380432,
    0.40789464116096497,
    0.42857131361961365,
    0.6614785194396973,
    0.5418717861175537,
    0.5181816816329956,
    0.3267325758934021,
    0.1129031702876091,
    0.17518241703510284,
    0.2546815574169159,
    0.36792439222335815,
    0.5842695236206055,
    0.589371919631958,
    0.41818171739578247,
    0.490322470664978,
    0.05454542860388756,
    0.2933332324028015,
    0.24999991059303284,
    0.6341462135314941,
    0.6570047736167908,
    0.21989519894123077,
    0.2435423731803894,
    0.3105262517929077,
    0.08571423590183258,
    0.3827749788761139,
    0.7748689651489258,
    0.3384614586830139,
    0.2999998927116394,
    0.4799998700618744,
    0.3974357545375824,
    0.39285704493522644,
    0.31229227781295776,
    0.3999998867511749,
    0.2580644488334656,
    0.3636362850666046,
    0.2971886694431305,
    0.23529404401779175,
    0.5345910787582397,
    0.3976607024669647,
    0.35135123133659363,
    0.2676055133342743,
    0.17021270096302032,
    0.4083332419395447
   ],
   "time": 26.13354273326695,
   "param": null
  },
  {
   "epoch": 43,
   "train_loss": 2.4493582248687744,
   "val_loss": 2.4016709327697754,
   "acc": 38.7,
   "f1": [
    0.6582276821136475,
    0.4924621880054474,
    0.30674833059310913,
    0.2131146788597107,
    0.1696968972682953,
    0.3803679943084717,
    0.45859864354133606,
    0.4215245544910431,
    0.4159998893737793,
    0.5217390060424805,
    0.25555548071861267,
    0.2424241602420807,
    0.49756085872650146,
    0.26751580834388733,
    0.13008125126361847,
    0.23611101508140564,
    0.4599998891353607,
    0.5416665077209473,
    0.3056478202342987,
    0.36470577120780945,
    0.6698111891746521,
    0.5508472919464111,
    0.4102562665939331,
    0.39735087752342224,
    0.5694443583488464,
    0.2838708758354187,
    0.324607253074646,
    0.213483065366745,
    0.47236168384552,
    0.29629620909690857,
    0.4029303193092346,
    0.4242423474788666,
    0.33684200048446655,
    0.31088078022003174,
    0.21705420315265656,
    0.26008957624435425,
    0.3065692186355591,
    0.23437494039535522,
    0.25210076570510864,
    0.44615375995635986,
    0.2721087336540222,
    0.6666665077209473,
    0.2966100871562958,
    0.360248327255249,
    0.2673266530036926,
    0.17391298711299896,
    0.2673795819282532,
    0.4415583312511444,
    0.5783131122589111,
    0.3783782720565796,
    0.13422814011573792,
    0.45121943950653076,
    0.4916200637817383,
    0.5655171275138855,
    0.5020919442176819,
    0.13043473660945892,
    0.5800864696502686,
    0.44047608971595764,
    0.4692735970020294,
    0.32234421372413635,
    0.7037035822868347,
    0.3855420649051666,
    0.4886362552642822,
    0.3319147825241089,
    0.1129031702876091,
    0.22330091893672943,
    0.22377613186836243,
    0.2765956521034241,
    0.6607141494750977,
    0.6203702688217163,
    0.42512065172195435,
    0.5830256938934326,
    0.1629629135131836,
    0.3363635540008545,
    0.23129242658615112,
    0.642857015132904,
    0.5501857995986938,
    0.16993455588817596,
    0.23225797712802887,
    0.3261801600456238,
    0.09333327412605286,
    0.36111101508140564,
    0.7512688636779785,
    0.39520949125289917,
    0.36529669165611267,
    0.4647301733493805,
    0.4615383744239807,
    0.5666665434837341,
    0.17187494039535522,
    0.4431816637516022,
    0.31372541189193726,
    0.4799998700618744,
    0.23225797712802887,
    0.2116401493549347,
    0.6995072364807129,
    0.43902426958084106,
    0.2558138370513916,
    0.33492809534072876,
    0.1657457947731018,
    0.45925915241241455
   ],
   "time": 25.701438542455435,
   "param": null
  },
  {
   "epoch": 44,
   "train_loss": 2.254027843475342,
   "val_loss": 2.2537589073181152,
   "acc": 38.74,
   "f1": [
    0.6702701449394226,
    0.4183005392551422,
    0.3576641380786896,
    0.1931033730506897,
    0.12154688686132431,
    0.3139533996582031,
    0.39189180731773376,
    0.43298953771591187,
    0.486772358417511,
    0.5199998617172241,
    0.23863628506660461,
    0.2647058069705963,
    0.49999988079071045,
    0.2635658085346222,
    0.2820512056350708,
    0.28571420907974243,
    0.47619032859802246,
    0.48580431938171387,
    0.35398221015930176,
    0.31055888533592224,
    0.7263157367706299,
    0.57297283411026,
    0.34163692593574524,
    0.5185183882713318,
    0.6255922317504883,
    0.3592813014984131,
    0.33333322405815125,
    0.2345276176929474,
    0.5025123953819275,
    0.3793102502822876,
    0.45454537868499756,
    0.40476179122924805,
    0.33502528071403503,
    0.3413173258304596,
    0.2096773386001587,
    0.28275856375694275,
    0.27999988198280334,
    0.22972965240478516,
    0.21794864535331726,
    0.5658535361289978,
    0.31428563594818115,
    0.6327682137489319,
    0.2857142388820648,
    0.3703702688217163,
    0.2078852504491806,
    0.2173912227153778,
    0.1940297782421112,
    0.4734298884868622,
    0.637362539768219,
    0.47798728942871094,
    0.19827578961849213,
    0.3999998867511749,
    0.6050419211387634,
    0.6184208989143372,
    0.5124998688697815,
    0.09523804485797882,
    0.5862067937850952,
    0.3797467350959778,
    0.4969695806503296,
    0.40476179122924805,
    0.6502462029457092,
    0.3629031479358673,
    0.5393257141113281,
    0.3636362850666046,
    0.19618524610996246,
    0.20689646899700165,
    0.27272722125053406,
    0.3357663154602051,
    0.5538460612297058,
    0.5827813148498535,
    0.42539677023887634,
    0.45833322405815125,
    0.19277101755142212,
    0.42156851291656494,
    0.22996509075164795,
    0.7292816042900085,
    0.6940637826919556,
    0.2596490681171417,
    0.22093017399311066,
    0.34234222769737244,
    0.1748633086681366,
    0.39805811643600464,
    0.7231636643409729,
    0.20689646899700165,
    0.3374998867511749,
    0.5314008593559265,
    0.46332037448883057,
    0.550898015499115,
    0.10370365530252457,
    0.413043349981308,
    0.36904752254486084,
    0.4841269254684448,
    0.2790696620941162,
    0.27615058422088623,
    0.7373736500740051,
    0.38888880610466003,
    0.29268282651901245,
    0.24324317276477814,
    0.07874010503292084,
    0.306122362613678
   ],
   "time": 25.723870136775076,
   "param": null
  },
  {
   "epoch": 45,
   "train_loss": 2.2534172534942627,
   "val_loss": 2.4749860763549805,
   "acc": 38.35,
   "f1": [
    0.7329840660095215,
    0.49107134342193604,
    0.22666659951210022,
    0.21088428795337677,
    0.19108274579048157,
    0.2959183156490326,
    0.43678146600723267,
    0.33587777614593506,
    0.3840578496456146,
    0.4042552411556244,
    0.16793887317180634,
    0.21126753091812134,
    0.4417669475078583,
    0.37320560216903687,
    0.24113468825817108,
    0.29629620909690857,
    0.4114284813404083,
    0.5901637673377991,
    0.25599992275238037,
    0.2598869204521179,
    0.5245900750160217,
    0.47975069284439087,
    0.3523315489292145,
    0.4705880880355835,
    0.6057141423225403,
    0.2575756907463074,
    0.28571417927742004,
    0.19642849266529083,
    0.3726707398891449,
    0.3529410660266876,
    0.3786981403827667,
    0.3324674963951111,
    0.3921567499637604,
    0.37735840678215027,
    0.3318384885787964,
    0.28181809186935425,
    0.3411763310432434,
    0.3121950626373291,
    0.26315781474113464,
    0.5526314973831177,
    0.2939067482948303,
    0.6408838629722595,
    0.32298123836517334,
    0.4666665494441986,
    0.18713442981243134,
    0.18181811273097992,
    0.22580638527870178,
    0.3709676265716553,
    0.6282721161842346,
    0.4916200041770935,
    0.15827332437038422,
    0.32775911688804626,
    0.6276149749755859,
    0.6077346205711365,
    0.4933919608592987,
    0.11320747435092926,
    0.594594419002533,
    0.43749988079071045,
    0.47161564230918884,
    0.4278606176376343,
    0.6787328720092773,
    0.4942527115345001,
    0.4631577730178833,
    0.27338120341300964,
    0.19469019770622253,
    0.13008125126361847,
    0.24489788711071014,
    0.24113468825817108,
    0.6888887882232666,
    0.46913570165634155,
    0.31999990344047546,
    0.45989295840263367,
    0.11612897366285324,
    0.39639630913734436,
    0.2614377737045288,
    0.587719202041626,
    0.6219511032104492,
    0.22058817744255066,
    0.2616821527481079,
    0.3529410660266876,
    0.0666666254401207,
    0.46486473083496094,
    0.7411166429519653,
    0.28124991059303284,
    0.26666656136512756,
    0.43902426958084106,
    0.3846152722835541,
    0.4068964719772339,
    0.37908485531806946,
    0.41095882654190063,
    0.3421051502227783,
    0.48484838008880615,
    0.2721087336540222,
    0.20430098474025726,
    0.5938565731048584,
    0.4577113389968872,
    0.29931965470314026,
    0.3453236222267151,
    0.12413787841796875,
    0.4183005392551422
   ],
   "time": 25.989098511636257,
   "param": null
  },
  {
   "epoch": 46,
   "train_loss": 2.2976791858673096,
   "val_loss": 2.3964829444885254,
   "acc": 38.71,
   "f1": [
    0.6431370973587036,
    0.4671532213687897,
    0.2755904495716095,
    0.20833326876163483,
    0.16666659712791443,
    0.3904760777950287,
    0.38666656613349915,
    0.4133332371711731,
    0.45595842599868774,
    0.45581385493278503,
    0.2071712464094162,
    0.3428570628166199,
    0.4910178482532501,
    0.23728805780410767,
    0.20740735530853271,
    0.2987011969089508,
    0.36956506967544556,
    0.5599998831748962,
    0.3018867075443268,
    0.25373128056526184,
    0.6666665077209473,
    0.5148513913154602,
    0.39153432846069336,
    0.6460175514221191,
    0.620320737361908,
    0.3199998736381531,
    0.33720916509628296,
    0.26666659116744995,
    0.3999998867511749,
    0.3555554449558258,
    0.41095879673957825,
    0.3225805461406708,
    0.30976420640945435,
    0.4313724637031555,
    0.24615375697612762,
    0.23350247740745544,
    0.30541861057281494,
    0.3018867075443268,
    0.24817509949207306,
    0.5198236703872681,
    0.3723403513431549,
    0.6363635063171387,
    0.2677164673805237,
    0.3555554449558258,
    0.2735848128795624,
    0.2948717176914215,
    0.2879376709461212,
    0.5168538093566895,
    0.5833332538604736,
    0.4387753903865814,
    0.1935483068227768,
    0.3699420988559723,
    0.5389220714569092,
    0.6528496146202087,
    0.502024233341217,
    0.1704544872045517,
    0.6378377079963684,
    0.24554449319839478,
    0.5517240166664124,
    0.4380951225757599,
    0.6860463619232178,
    0.4734298884868622,
    0.4342104196548462,
    0.3249998986721039,
    0.180851012468338,
    0.19672125577926636,
    0.18791939318180084,
    0.28999990224838257,
    0.6394050717353821,
    0.5263156890869141,
    0.48587560653686523,
    0.6037734746932983,
    0.123287633061409,
    0.37012979388237,
    0.2536584436893463,
    0.5106381773948669,
    0.4205377995967865,
    0.20765022933483124,
    0.30851057171821594,
    0.33128824830055237,
    0.1379309743642807,
    0.49261072278022766,
    0.7142856121063232,
    0.33333322405815125,
    0.31788066029548645,
    0.5828570127487183,
    0.38345855474472046,
    0.43749985098838806,
    0.29032251238822937,
    0.36904752254486084,
    0.36190465092658997,
    0.5145629644393921,
    0.34449753165245056,
    0.2211054563522339,
    0.635837972164154,
    0.3851850926876068,
    0.3586955666542053,
    0.30857133865356445,
    0.14606735110282898,
    0.35499995946884155
   ],
   "time": 25.55232199281454,
   "param": null
  },
  {
   "epoch": 47,
   "train_loss": 2.234675168991089,
   "val_loss": 2.260053873062134,
   "acc": 41.68,
   "f1": [
    0.6694213151931763,
    0.5325441956520081,
    0.2784809172153473,
    0.2025315761566162,
    0.22429901361465454,
    0.3654821515083313,
    0.44067782163619995,
    0.4805193543434143,
    0.3387621343135834,
    0.45859864354133606,
    0.282828152179718,
    0.19428564608097076,
    0.4244372248649597,
    0.2635658085346222,
    0.27096763253211975,
    0.3091786503791809,
    0.45054933428764343,
    0.6200872659683228,
    0.3098590672016144,
    0.3387977182865143,
    0.6790696382522583,
    0.5263156890869141,
    0.40718549489974976,
    0.6415093541145325,
    0.649214506149292,
    0.3275861144065857,
    0.3795619308948517,
    0.2522521913051605,
    0.4976957440376282,
    0.3537413775920868,
    0.37668150663375854,
    0.45871543884277344,
    0.43216070532798767,
    0.4365480840206146,
    0.3576158285140991,
    0.11688306927680969,
    0.4198893904685974,
    0.3428570628166199,
    0.32599109411239624,
    0.5760868191719055,
    0.29787227511405945,
    0.5853657722473145,
    0.3493974804878235,
    0.4277455508708954,
    0.2987011969089508,
    0.2147650271654129,
    0.33606547117233276,
    0.49261072278022766,
    0.5672725439071655,
    0.5714284777641296,
    0.2173912525177002,
    0.39520949125289917,
    0.5461253523826599,
    0.5868262648582458,
    0.5425531268119812,
    0.13461534678936005,
    0.5977010130882263,
    0.46575334668159485,
    0.5224488377571106,
    0.39999985694885254,
    0.7008545994758606,
    0.5476189255714417,
    0.38888880610466003,
    0.3516482412815094,
    0.2374998927116394,
    0.26519328355789185,
    0.31249991059303284,
    0.3384614586830139,
    0.6701029539108276,
    0.627906858921051,
    0.4358973205089569,
    0.5789473056793213,
    0.20111726224422455,
    0.3529410660266876,
    0.28999990224838257,
    0.6055775284767151,
    0.5860804915428162,
    0.220779150724411,
    0.29885047674179077,
    0.36144572496414185,
    0.18285706639289856,
    0.4050632417201996,
    0.7999998331069946,
    0.3428570330142975,
    0.31067952513694763,
    0.43598607182502747,
    0.36649200320243835,
    0.41489356756210327,
    0.3783782720565796,
    0.43921560049057007,
    0.33599987626075745,
    0.5384613871574402,
    0.28571417927742004,
    0.24120594561100006,
    0.5984846949577332,
    0.5263156890869141,
    0.432748407125473,
    0.32214754819869995,
    0.16326524317264557,
    0.4919784665107727
   ],
   "time": 26.2115440312773,
   "param": null
  },
  {
   "epoch": 48,
   "train_loss": 2.172086477279663,
   "val_loss": 2.414766550064087,
   "acc": 36.83,
   "f1": [
    0.7294116020202637,
    0.424908310174942,
    0.30075180530548096,
    0.1773398518562317,
    0.20645156502723694,
    0.09009005129337311,
    0.4108106791973114,
    0.44268766045570374,
    0.4705880880355835,
    0.33587777614593506,
    0.17266181111335754,
    0.29850736260414124,
    0.3878786563873291,
    0.3311257064342499,
    0.2127658873796463,
    0.31249991059303284,
    0.45454534888267517,
    0.43999987840652466,
    0.36051490902900696,
    0.2834644913673401,
    0.6709675192832947,
    0.49999988079071045,
    0.40659332275390625,
    0.5177992582321167,
    0.6146340370178223,
    0.2148759514093399,
    0.30120471119880676,
    0.1938774734735489,
    0.48453593254089355,
    0.2550334632396698,
    0.3511904180049896,
    0.45348823070526123,
    0.3793102204799652,
    0.35483860969543457,
    0.2938387989997864,
    0.1240309551358223,
    0.29245272278785706,
    0.22535203397274017,
    0.2603549063205719,
    0.5348835587501526,
    0.2556390166282654,
    0.6519335508346558,
    0.31205666065216064,
    0.2968035936355591,
    0.21468918025493622,
    0.1914893090724945,
    0.17518241703510284,
    0.3945577144622803,
    0.5952380299568176,
    0.4705881178379059,
    0.17834389209747314,
    0.32195112109184265,
    0.594594419002533,
    0.6217615604400635,
    0.5095540285110474,
    0.09701486676931381,
    0.5933012366294861,
    0.4814813435077667,
    0.39735087752342224,
    0.41176462173461914,
    0.6586824655532837,
    0.494381844997406,
    0.4562736749649048,
    0.34722214937210083,
    0.206060528755188,
    0.2167486995458603,
    0.30674833059310913,
    0.2844826877117157,
    0.7085200548171997,
    0.5628740787506104,
    0.28571417927742004,
    0.29687491059303284,
    0.17694365978240967,
    0.2976189851760864,
    0.24258756637573242,
    0.5744680166244507,
    0.4952380061149597,
    0.21495321393013,
    0.23463678359985352,
    0.3519999384880066,
    0.1469387263059616,
    0.2898549735546112,
    0.5814695358276367,
    0.38848912715911865,
    0.1415928602218628,
    0.3921567499637604,
    0.4146340489387512,
    0.4736841022968292,
    0.2555064857006073,
    0.4292682111263275,
    0.3999999463558197,
    0.48387086391448975,
    0.2264150232076645,
    0.1732851266860962,
    0.5323739647865295,
    0.439655065536499,
    0.37583884596824646,
    0.3801651895046234,
    0.23423415422439575,
    0.48401811718940735
   ],
   "time": 26.256991914473474,
   "param": null
  },
  {
   "epoch": 49,
   "train_loss": 2.1518521308898926,
   "val_loss": 2.430957555770874,
   "acc": 36.69,
   "f1": [
    0.3999999463558197,
    0.4780486822128296,
    0.2573528587818146,
    0.1395348310470581,
    0.13740453124046326,
    0.27329182624816895,
    0.323943555355072,
    0.44571414589881897,
    0.45033106207847595,
    0.42914968729019165,
    0.16113737225532532,
    0.21582727134227753,
    0.3948496878147125,
    0.372413694858551,
    0.2404370754957199,
    0.30952370166778564,
    0.40170925855636597,
    0.5435895919799805,
    0.3367696702480316,
    0.29677411913871765,
    0.7156862020492554,
    0.3082311153411865,
    0.34013596177101135,
    0.4765624403953552,
    0.6086955070495605,
    0.28571420907974243,
    0.19672124087810516,
    0.18181811273097992,
    0.47843125462532043,
    0.3764704465866089,
    0.43749988079071045,
    0.35023030638694763,
    0.3228698670864105,
    0.4043714702129364,
    0.2131146788597107,
    0.16853927075862885,
    0.31818172335624695,
    0.23255807161331177,
    0.26415085792541504,
    0.6057141423225403,
    0.319248765707016,
    0.6666664481163025,
    0.1896551102399826,
    0.4081631302833557,
    0.29787227511405945,
    0.16901402175426483,
    0.2699999213218689,
    0.38095226883888245,
    0.613496720790863,
    0.46999987959861755,
    0.1729728877544403,
    0.37499991059303284,
    0.5863873362541199,
    0.553672194480896,
    0.46999987959861755,
    0.09729723632335663,
    0.6066349744796753,
    0.22066546976566315,
    0.4886362552642822,
    0.37373724579811096,
    0.5714284181594849,
    0.5388599634170532,
    0.4999998211860657,
    0.31788066029548645,
    0.15789467096328735,
    0.2580644488334656,
    0.15172408521175385,
    0.2749999165534973,
    0.5072886347770691,
    0.5360823273658752,
    0.40641695261001587,
    0.6083332300186157,
    0.1698841005563736,
    0.2793295085430145,
    0.24719089269638062,
    0.6117644906044006,
    0.3932853043079376,
    0.17322827875614166,
    0.2147650271654129,
    0.4093022048473358,
    0.11702121049165726,
    0.35443025827407837,
    0.7411166429519653,
    0.3171805441379547,
    0.29687491059303284,
    0.4999998211860657,
    0.4025973379611969,
    0.5416665077209473,
    0.12727268040180206,
    0.425531804561615,
    0.2748090922832489,
    0.5199998617172241,
    0.12345672398805618,
    0.11764700710773468,
    0.6470587253570557,
    0.34177201986312866,
    0.44444432854652405,
    0.26666659116744995,
    0.20365527272224426,
    0.42105257511138916
   ],
   "time": 26.60047759115696,
   "param": null
  },
  {
   "epoch": 50,
   "train_loss": 2.386404275894165,
   "val_loss": 2.5301244258880615,
   "acc": 35.73,
   "f1": [
    0.5579708814620972,
    0.39795905351638794,
    0.2602229714393616,
    0.2117646485567093,
    0.1774192750453949,
    0.2713567018508911,
    0.31404948234558105,
    0.41212108731269836,
    0.5082871913909912,
    0.45454537868499756,
    0.18867920339107513,
    0.27338120341300964,
    0.37696322798728943,
    0.24590156972408295,
    0.2692306637763977,
    0.30769217014312744,
    0.4632767140865326,
    0.5165561437606812,
    0.3124999403953552,
    0.3703702688217163,
    0.6305417418479919,
    0.5247147083282471,
    0.37962955236434937,
    0.35937488079071045,
    0.5987259745597839,
    0.25906726717948914,
    0.28025469183921814,
    0.2048192024230957,
    0.4621211290359497,
    0.3850930631160736,
    0.41758227348327637,
    0.32352936267852783,
    0.3626372814178467,
    0.38709667325019836,
    0.11666662245988846,
    0.1971830278635025,
    0.17567561566829681,
    0.24427472054958344,
    0.20689649879932404,
    0.45390060544013977,
    0.2941175699234009,
    0.6863903999328613,
    0.24193541705608368,
    0.38356155157089233,
    0.1985815018415451,
    0.23076915740966797,
    0.2264150232076645,
    0.3679999113082886,
    0.6467660069465637,
    0.3832334280014038,
    0.11042939126491547,
    0.3134327530860901,
    0.5153372287750244,
    0.657142698764801,
    0.3945577144622803,
    0.14358967542648315,
    0.662983238697052,
    0.26484015583992004,
    0.5445024967193604,
    0.3894736170768738,
    0.5644170045852661,
    0.5023254752159119,
    0.36986294388771057,
    0.367346853017807,
    0.22317588329315186,
    0.19266046583652496,
    0.3240739703178406,
    0.33436527848243713,
    0.4108351469039917,
    0.4740259647369385,
    0.2706766128540039,
    0.554216742515564,
    0.13541659712791443,
    0.3208555281162262,
    0.25555548071861267,
    0.6601940989494324,
    0.47590360045433044,
    0.17431186139583588,
    0.19636358320713043,
    0.12389375269412994,
    0.12413787841796875,
    0.29268285632133484,
    0.5850338339805603,
    0.320441871881485,
    0.3165466785430908,
    0.535519003868103,
    0.2805194556713104,
    0.5021644234657288,
    0.19469021260738373,
    0.39416050910949707,
    0.34905651211738586,
    0.4699452221393585,
    0.3067092001438141,
    0.14705875515937805,
    0.6417111158370972,
    0.4056602716445923,
    0.3167419731616974,
    0.28571420907974243,
    0.21989519894123077,
    0.20955313742160797
   ],
   "time": 26.6269161561504,
   "param": null
  },
  {
   "epoch": 51,
   "train_loss": 2.2083632946014404,
   "val_loss": 2.2942588329315186,
   "acc": 39.57,
   "f1": [
    0.661290168762207,
    0.4705881178379059,
    0.22670020163059235,
    0.21111102402210236,
    0.20858889818191528,
    0.26666656136512756,
    0.5340908169746399,
    0.44927528500556946,
    0.3521125614643097,
    0.5333332419395447,
    0.22222214937210083,
    0.1499999612569809,
    0.4770641028881073,
    0.4145076870918274,
    0.24817509949207306,
    0.2899627387523651,
    0.4794519543647766,
    0.624390184879303,
    0.419580340385437,
    0.3225805461406708,
    0.7135677337646484,
    0.3799471855163574,
    0.3846152722835541,
    0.5508195757865906,
    0.6557375192642212,
    0.26666656136512756,
    0.2677164673805237,
    0.21621616184711456,
    0.4701491594314575,
    0.3846152722835541,
    0.4115225076675415,
    0.3868311941623688,
    0.39622631669044495,
    0.40490788221359253,
    0.36065563559532166,
    0.14342623949050903,
    0.3071160316467285,
    0.3139533996582031,
    0.2574256658554077,
    0.37016570568084717,
    0.3318776488304138,
    0.6282050013542175,
    0.4343433380126953,
    0.3765689730644226,
    0.24657529592514038,
    0.08695648610591888,
    0.2112068384885788,
    0.46428558230400085,
    0.636871337890625,
    0.5756096839904785,
    0.1866666078567505,
    0.3002544045448303,
    0.5714285373687744,
    0.6237622499465942,
    0.5767440795898438,
    0.09756092727184296,
    0.6023164391517639,
    0.4749998450279236,
    0.5681816935539246,
    0.4081631302833557,
    0.7348835468292236,
    0.5333332419395447,
    0.487046480178833,
    0.3670884966850281,
    0.2543351650238037,
    0.2585032880306244,
    0.24128678441047668,
    0.19199992716312408,
    0.7373736500740051,
    0.5798317790031433,
    0.45595842599868774,
    0.5686272978782654,
    0.1499999463558197,
    0.3469386696815491,
    0.2682925760746002,
    0.5287355184555054,
    0.6451611518859863,
    0.2482757866382599,
    0.18834073841571808,
    0.4343433380126953,
    0.05128201097249985,
    0.4358973205089569,
    0.7499999403953552,
    0.35064926743507385,
    0.2790696918964386,
    0.5314008593559265,
    0.45569607615470886,
    0.5384613871574402,
    0.1499999463558197,
    0.3841058313846588,
    0.37179476022720337,
    0.45976996421813965,
    0.18897630274295807,
    0.14399996399879456,
    0.6952379941940308,
    0.5252523422241211,
    0.2891565263271332,
    0.3364485204219818,
    0.18238988518714905,
    0.5769228935241699
   ],
   "time": 26.565366810187697,
   "param": null
  },
  {
   "epoch": 52,
   "train_loss": 2.249358892440796,
   "val_loss": 2.6464498043060303,
   "acc": 38.19,
   "f1": [
    0.6463877558708191,
    0.44311365485191345,
    0.20312491059303284,
    0.16593880951404572,
    0.1635219305753708,
    0.16666659712791443,
    0.4656083285808563,
    0.4424777626991272,
    0.4087590277194977,
    0.466666579246521,
    0.14864858984947205,
    0.2258063703775406,
    0.351144939661026,
    0.2556390166282654,
    0.17647051811218262,
    0.2212388664484024,
    0.4836600124835968,
    0.48908287286758423,
    0.3690035939216614,
    0.2976743280887604,
    0.6666665077209473,
    0.5506072044372559,
    0.4276728630065918,
    0.3929359018802643,
    0.5762710571289062,
    0.3456788659095764,
    0.28402355313301086,
    0.23744283616542816,
    0.4973543584346771,
    0.2545453608036041,
    0.3926379084587097,
    0.29147976636886597,
    0.37894728779792786,
    0.3700786530971527,
    0.2695034444332123,
    0.2475246638059616,
    0.28181809186935425,
    0.3253011107444763,
    0.22950810194015503,
    0.4532373249530792,
    0.33576634526252747,
    0.6764704585075378,
    0.22058817744255066,
    0.26540276408195496,
    0.2771083414554596,
    0.15151509642601013,
    0.2191779911518097,
    0.49999985098838806,
    0.6592177152633667,
    0.4088049829006195,
    0.14864858984947205,
    0.3285713493824005,
    0.6093748807907104,
    0.5842695236206055,
    0.53465336561203,
    0.12162157148122787,
    0.6630433797836304,
    0.5345621109008789,
    0.5153372287750244,
    0.3950616121292114,
    0.6705880761146545,
    0.5555554032325745,
    0.490322470664978,
    0.277108371257782,
    0.20077213644981384,
    0.23275858163833618,
    0.25563904643058777,
    0.3908044993877411,
    0.6812225580215454,
    0.4930231273174286,
    0.4183005392551422,
    0.4366196393966675,
    0.1551019698381424,
    0.3157893717288971,
    0.24581000208854675,
    0.4480873644351959,
    0.6599999070167542,
    0.2598869204521179,
    0.193548321723938,
    0.40659332275390625,
    0.03669722378253937,
    0.487499862909317,
    0.7872338891029358,
    0.3776223063468933,
    0.1913042962551117,
    0.48437491059303284,
    0.49999988079071045,
    0.32812488079071045,
    0.13333328068256378,
    0.4042551815509796,
    0.39999985694885254,
    0.5056177973747253,
    0.2727271616458893,
    0.21301770210266113,
    0.5548385381698608,
    0.5125626921653748,
    0.4275861382484436,
    0.2871045470237732,
    0.20588228106498718,
    0.48314592242240906
   ],
   "time": 26.414242547936738,
   "param": null
  },
  {
   "epoch": 53,
   "train_loss": 2.1391282081604004,
   "val_loss": 2.3918097019195557,
   "acc": 42.01,
   "f1": [
    0.6814157962799072,
    0.5225224494934082,
    0.22535203397274017,
    0.26262614130973816,
    0.23225797712802887,
    0.35714274644851685,
    0.5297296643257141,
    0.4740739166736603,
    0.4930231273174286,
    0.48648640513420105,
    0.11594197899103165,
    0.161290243268013,
    0.46739116311073303,
    0.43601882457733154,
    0.3087247312068939,
    0.30120471119880676,
    0.4632767140865326,
    0.5508472919464111,
    0.3926379084587097,
    0.36585354804992676,
    0.6934671998023987,
    0.6274508237838745,
    0.38918909430503845,
    0.5896413326263428,
    0.6052629947662354,
    0.3119265139102936,
    0.17886172235012054,
    0.27272719144821167,
    0.5206610560417175,
    0.3699420988559723,
    0.45320188999176025,
    0.3341901898384094,
    0.3370785713195801,
    0.3121386468410492,
    0.40975597500801086,
    0.22459883987903595,
    0.2677164673805237,
    0.34224584698677063,
    0.28019312024116516,
    0.5660375952720642,
    0.3553718030452728,
    0.6120688319206238,
    0.39810416102409363,
    0.4622220993041992,
    0.24719089269638062,
    0.21118006110191345,
    0.3185184597969055,
    0.5170730352401733,
    0.6785712838172913,
    0.5063290596008301,
    0.2716048061847687,
    0.3502824008464813,
    0.5281383991241455,
    0.590908944606781,
    0.5402297377586365,
    0.13245026767253876,
    0.596638560295105,
    0.4814813435077667,
    0.5391303300857544,
    0.3636362552642822,
    0.7339447736740112,
    0.46540868282318115,
    0.5197739005088806,
    0.3295453190803528,
    0.1799999475479126,
    0.16783210635185242,
    0.2736841142177582,
    0.3881855607032776,
    0.6265058517456055,
    0.6082947254180908,
    0.27338120341300964,
    0.5636362433433533,
    0.1858406364917755,
    0.3522725999355316,
    0.210526242852211,
    0.6799998879432678,
    0.4999999403953552,
    0.28776970505714417,
    0.299999862909317,
    0.3841058909893036,
    0.154929518699646,
    0.4537814259529114,
    0.8118810057640076,
    0.3786981403827667,
    0.3522011637687683,
    0.483754426240921,
    0.3576158285140991,
    0.45637577772140503,
    0.2033897489309311,
    0.44705867767333984,
    0.35443025827407837,
    0.5130888819694519,
    0.35294109582901,
    0.23255808651447296,
    0.5986393690109253,
    0.47008538246154785,
    0.38610032200813293,
    0.29824554920196533,
    0.1818181276321411,
    0.5647057294845581
   ],
   "time": 26.253141386434436,
   "param": null
  },
  {
   "epoch": 54,
   "train_loss": 2.209477663040161,
   "val_loss": 2.5484936237335205,
   "acc": 36.52,
   "f1": [
    0.5418058633804321,
    0.577777624130249,
    0.3315507173538208,
    0.17021268606185913,
    0.07339446991682053,
    0.23021577298641205,
    0.41095879673957825,
    0.38271594047546387,
    0.29268285632133484,
    0.4607328474521637,
    0.20689648389816284,
    0.12612608075141907,
    0.3675675094127655,
    0.28571417927742004,
    0.3109539747238159,
    0.28699544072151184,
    0.5146197080612183,
    0.5222928524017334,
    0.3456788957118988,
    0.34389129281044006,
    0.6946106553077698,
    0.5658535361289978,
    0.37426888942718506,
    0.6090908050537109,
    0.6417111158370972,
    0.280898779630661,
    0.2736841142177582,
    0.19999992847442627,
    0.434782475233078,
    0.39325833320617676,
    0.40540531277656555,
    0.3677128851413727,
    0.2901960015296936,
    0.3435581922531128,
    0.3444443643093109,
    0.2829267382621765,
    0.25157222151756287,
    0.18333324790000916,
    0.19047611951828003,
    0.5096152424812317,
    0.3575417995452881,
    0.6153844594955444,
    0.2721087336540222,
    0.4338623583316803,
    0.18978095054626465,
    0.15602830052375793,
    0.1940297782421112,
    0.37804868817329407,
    0.6091952323913574,
    0.44976064562797546,
    0.1414140909910202,
    0.3485476076602936,
    0.19548864662647247,
    0.6187844276428223,
    0.47435885667800903,
    0.140350803732872,
    0.49315062165260315,
    0.28476813435554504,
    0.517646849155426,
    0.335570365190506,
    0.6927372813224792,
    0.4814813435077667,
    0.45360812544822693,
    0.26600977778434753,
    0.1746724247932434,
    0.1799999624490738,
    0.2960287928581238,
    0.3275260329246521,
    0.44717440009117126,
    0.548076868057251,
    0.4795917272567749,
    0.5578945875167847,
    0.22119809687137604,
    0.3253587782382965,
    0.2816900610923767,
    0.5176470279693604,
    0.274143248796463,
    0.22516551613807678,
    0.22058817744255066,
    0.34389129281044006,
    0.0336134098470211,
    0.3407406508922577,
    0.797814130783081,
    0.3387977182865143,
    0.32298123836517334,
    0.4615383744239807,
    0.3931623101234436,
    0.5263156294822693,
    0.26153838634490967,
    0.32520315051078796,
    0.33057841658592224,
    0.48927029967308044,
    0.24749156832695007,
    0.13836471736431122,
    0.6263735294342041,
    0.3984062969684601,
    0.3672315776348114,
    0.28742504119873047,
    0.12499995529651642,
    0.2976743280887604
   ],
   "time": 26.10915291775018,
   "param": null
  },
  {
   "epoch": 55,
   "train_loss": 1.9640754461288452,
   "val_loss": 2.201274871826172,
   "acc": 43.61,
   "f1": [
    0.6952788233757019,
    0.47975069284439087,
    0.3209875524044037,
    0.19259251654148102,
    0.15950913727283478,
    0.2972972095012665,
    0.442952960729599,
    0.4425530731678009,
    0.5212765336036682,
    0.5664739012718201,
    0.2696628272533417,
    0.2739725112915039,
    0.4811319410800934,
    0.3657141625881195,
    0.2560974657535553,
    0.35582810640335083,
    0.49999988079071045,
    0.6403507590293884,
    0.3150182366371155,
    0.3832334280014038,
    0.6666665077209473,
    0.5767440795898438,
    0.31932762265205383,
    0.5971562266349792,
    0.5703123807907104,
    0.3351954519748688,
    0.32748526334762573,
    0.24999992549419403,
    0.4714828133583069,
    0.4331209361553192,
    0.4331796169281006,
    0.4025973081588745,
    0.39449530839920044,
    0.4585364758968353,
    0.29268282651901245,
    0.2191779911518097,
    0.4180789887905121,
    0.3432835042476654,
    0.30769217014312744,
    0.5387753844261169,
    0.3855420649051666,
    0.6742855310440063,
    0.3793102502822876,
    0.2992125153541565,
    0.22222216427326202,
    0.2739725112915039,
    0.34482747316360474,
    0.4678361415863037,
    0.6464645266532898,
    0.5306121110916138,
    0.18305081129074097,
    0.43902426958084106,
    0.6053639054298401,
    0.7757007479667664,
    0.4999998211860657,
    0.12643671035766602,
    0.6555553674697876,
    0.43564343452453613,
    0.5806450843811035,
    0.5164833664894104,
    0.7358488440513611,
    0.4935896396636963,
    0.5124998688697815,
    0.41052618622779846,
    0.256410151720047,
    0.2436547577381134,
    0.39603951573371887,
    0.2891565263271332,
    0.6387831568717957,
    0.6153843998908997,
    0.5099998712539673,
    0.5882351398468018,
    0.15277770161628723,
    0.32222211360931396,
    0.33179715275764465,
    0.6470586061477661,
    0.5586206316947937,
    0.2440677285194397,
    0.21390368044376373,
    0.4135020077228546,
    0.18947364389896393,
    0.41975298523902893,
    0.8210524320602417,
    0.41717782616615295,
    0.3952568471431732,
    0.554216742515564,
    0.42253515124320984,
    0.5267488360404968,
    0.45454537868499756,
    0.5561496019363403,
    0.4415583610534668,
    0.5915491580963135,
    0.37499985098838806,
    0.21714277565479279,
    0.6905827522277832,
    0.49484527111053467,
    0.4020099639892578,
    0.3678159713745117,
    0.09009005129337311,
    0.4436088800430298
   ],
   "time": 25.985326279886067,
   "param": null
  },
  {
   "epoch": 56,
   "train_loss": 2.3183064460754395,
   "val_loss": 2.2187278270721436,
   "acc": 41.38,
   "f1": [
    0.7439612150192261,
    0.5188283324241638,
    0.12698407471179962,
    0.20095685124397278,
    0.20202013850212097,
    0.2096773386001587,
    0.4075828194618225,
    0.5173743963241577,
    0.42290738224983215,
    0.42857134342193604,
    0.2612611949443817,
    0.3129250705242157,
    0.46478861570358276,
    0.2945735454559326,
    0.39520949125289917,
    0.33121007680892944,
    0.4951455295085907,
    0.5538460612297058,
    0.3459458649158478,
    0.24427472054958344,
    0.7602338194847107,
    0.434540331363678,
    0.4043714702129364,
    0.44783708453178406,
    0.6028706431388855,
    0.2519684433937073,
    0.32804223895072937,
    0.24908417463302612,
    0.5236050486564636,
    0.3149605393409729,
    0.47120407223701477,
    0.32751086354255676,
    0.32704389095306396,
    0.39130428433418274,
    0.393063485622406,
    0.22727267444133759,
    0.33333322405815125,
    0.36470577120780945,
    0.2934781610965729,
    0.5381525158882141,
    0.35937488079071045,
    0.5897434949874878,
    0.3783782720565796,
    0.42857128381729126,
    0.1965317279100418,
    0.2938387989997864,
    0.2702701687812805,
    0.4727271497249603,
    0.6118720173835754,
    0.4291844367980957,
    0.17857135832309723,
    0.42857134342193604,
    0.5892856121063232,
    0.6590906977653503,
    0.5414363145828247,
    0.17948710918426514,
    0.5479450821876526,
    0.550898015499115,
    0.5497074723243713,
    0.4052286446094513,
    0.735751211643219,
    0.5490195155143738,
    0.4945053458213806,
    0.29629620909690857,
    0.22285708785057068,
    0.22485199570655823,
    0.2948717474937439,
    0.34507036209106445,
    0.741572916507721,
    0.5773194432258606,
    0.3088234066963196,
    0.5050503611564636,
    0.17721512913703918,
    0.38610032200813293,
    0.30128198862075806,
    0.6240600347518921,
    0.6893202662467957,
    0.20634911954402924,
    0.31372541189193726,
    0.3285022974014282,
    0.11111106723546982,
    0.3959389626979828,
    0.7005648612976074,
    0.4745761752128601,
    0.27272719144821167,
    0.49999988079071045,
    0.46753236651420593,
    0.5654449462890625,
    0.30270257592201233,
    0.5139663219451904,
    0.418032705783844,
    0.5697672963142395,
    0.38709667325019836,
    0.15894033014774323,
    0.7199998497962952,
    0.4835163354873657,
    0.40740731358528137,
    0.36909863352775574,
    0.18390797078609467,
    0.5327101349830627
   ],
   "time": 25.530503073707223,
   "param": null
  },
  {
   "epoch": 57,
   "train_loss": 2.0188937187194824,
   "val_loss": 2.14247989654541,
   "acc": 44.51,
   "f1": [
    0.6601940989494324,
    0.4945454001426697,
    0.31155768036842346,
    0.251428484916687,
    0.2202642410993576,
    0.4324323236942291,
    0.5310733318328857,
    0.4539473056793213,
    0.47899147868156433,
    0.4113473892211914,
    0.30769219994544983,
    0.2976189851760864,
    0.49579817056655884,
    0.4023667275905609,
    0.32369929552078247,
    0.348314493894577,
    0.4274808168411255,
    0.5590060353279114,
    0.40540531277656555,
    0.3563217520713806,
    0.716762900352478,
    0.5825241804122925,
    0.3853210210800171,
    0.6037734746932983,
    0.5903612971305847,
    0.3794870972633362,
    0.36448585987091064,
    0.27611932158470154,
    0.5789472460746765,
    0.3880595862865448,
    0.46025097370147705,
    0.45569613575935364,
    0.3939392864704132,
    0.4734298884868622,
    0.41739121079444885,
    0.2796609401702881,
    0.3563217520713806,
    0.3952568471431732,
    0.3190660774707794,
    0.5230768322944641,
    0.33939382433891296,
    0.6594592928886414,
    0.4150942265987396,
    0.32835808396339417,
    0.2758619785308838,
    0.32558128237724304,
    0.27338120341300964,
    0.5514017343521118,
    0.7236180305480957,
    0.5702126026153564,
    0.227848082780838,
    0.3826713562011719,
    0.5446427464485168,
    0.7462685704231262,
    0.5526314973831177,
    0.13664589822292328,
    0.644067645072937,
    0.47674402594566345,
    0.5259258151054382,
    0.4827585518360138,
    0.6624998450279236,
    0.5308640599250793,
    0.5495494604110718,
    0.4226802885532379,
    0.19883033633232117,
    0.15894033014774323,
    0.33333325386047363,
    0.4203820824623108,
    0.7685183882713318,
    0.666666567325592,
    0.49999988079071045,
    0.6197181344032288,
    0.10884349048137665,
    0.45248857140541077,
    0.30388686060905457,
    0.6999998688697815,
    0.6835440993309021,
    0.29107969999313354,
    0.26249992847442627,
    0.43093910813331604,
    0.22680403292179108,
    0.5028570294380188,
    0.808988630771637,
    0.4646463394165039,
    0.310077428817749,
    0.5780345797538757,
    0.5096152424812317,
    0.5287355184555054,
    0.37575745582580566,
    0.5050503611564636,
    0.4878047704696655,
    0.5743588209152222,
    0.40404030680656433,
    0.2771083414554596,
    0.6503065824508667,
    0.4410255253314972,
    0.32835808396339417,
    0.43881845474243164,
    0.15789470076560974,
    0.5333331823348999
   ],
   "time": 25.999481321312487,
   "param": null
  },
  {
   "epoch": 58,
   "train_loss": 2.1031479835510254,
   "val_loss": 2.404202699661255,
   "acc": 41.4,
   "f1": [
    0.6627217531204224,
    0.5445543527603149,
    0.36909863352775574,
    0.1983470320701599,
    0.23913034796714783,
    0.36641210317611694,
    0.3999998867511749,
    0.38187694549560547,
    0.4113474488258362,
    0.4910178482532501,
    0.1126759946346283,
    0.32231393456459045,
    0.4300340414047241,
    0.3054754436016083,
    0.3043477237224579,
    0.34586456418037415,
    0.5152837038040161,
    0.5520360469818115,
    0.3267972767353058,
    0.4596272110939026,
    0.7301585674285889,
    0.6351930499076843,
    0.36123335361480713,
    0.6206895709037781,
    0.520408034324646,
    0.35616427659988403,
    0.3385826051235199,
    0.24647878110408783,
    0.3908045291900635,
    0.346666544675827,
    0.39416050910949707,
    0.4999998211860657,
    0.4095236659049988,
    0.2875816226005554,
    0.41340771317481995,
    0.1052631139755249,
    0.3432835042476654,
    0.37735840678215027,
    0.30303019285202026,
    0.6071427464485168,
    0.34599146246910095,
    0.6478871703147888,
    0.32116779685020447,
    0.4191615581512451,
    0.2288556545972824,
    0.26822152733802795,
    0.26153838634490967,
    0.3825135827064514,
    0.6371680498123169,
    0.613065242767334,
    0.21538454294204712,
    0.4819276034832001,
    0.5232066512107849,
    0.6052629947662354,
    0.5628740787506104,
    0.14634139835834503,
    0.5319147706031799,
    0.3039998710155487,
    0.5277776718139648,
    0.26760557293891907,
    0.7209300398826599,
    0.4946235418319702,
    0.3974357545375824,
    0.4634144902229309,
    0.24615375697612762,
    0.21582727134227753,
    0.2727271318435669,
    0.3771427571773529,
    0.6900583505630493,
    0.6871793866157532,
    0.4890510141849518,
    0.6272726058959961,
    0.1650484949350357,
    0.3853210210800171,
    0.29197070002555847,
    0.7243241667747498,
    0.6740330457687378,
    0.228571355342865,
    0.3356163799762726,
    0.3253587782382965,
    0.217391237616539,
    0.38150283694267273,
    0.7052630186080933,
    0.32467523217201233,
    0.34883710741996765,
    0.5167463421821594,
    0.4499998986721039,
    0.4999998211860657,
    0.3524228036403656,
    0.40789464116096497,
    0.4090907871723175,
    0.577777624130249,
    0.16216212511062622,
    0.3063828945159912,
    0.7839194536209106,
    0.3478259742259979,
    0.216666579246521,
    0.41414129734039307,
    0.1935483068227768,
    0.5512819290161133
   ],
   "time": 25.794169812463224,
   "param": null
  },
  {
   "epoch": 59,
   "train_loss": 2.174628973007202,
   "val_loss": 2.194322109222412,
   "acc": 44.19,
   "f1": [
    0.6982757449150085,
    0.5118482112884521,
    0.292817622423172,
    0.22471901774406433,
    0.28749987483024597,
    0.3192487955093384,
    0.40718549489974976,
    0.552941083908081,
    0.5180721879005432,
    0.40949547290802,
    0.2762430012226105,
    0.2312137931585312,
    0.4599998891353607,
    0.3953487277030945,
    0.29629620909690857,
    0.3399999141693115,
    0.5549131631851196,
    0.6210525035858154,
    0.4150942265987396,
    0.3764704465866089,
    0.7683613896369934,
    0.6380951404571533,
    0.3921567499637604,
    0.6703909635543823,
    0.5962731242179871,
    0.3151514232158661,
    0.27419349551200867,
    0.2774565517902374,
    0.5671641230583191,
    0.45161277055740356,
    0.38356155157089233,
    0.390243798494339,
    0.45569607615470886,
    0.4387753903865814,
    0.36474159359931946,
    0.16931210458278656,
    0.4432430863380432,
    0.43749991059303284,
    0.30303022265434265,
    0.602040708065033,
    0.27893170714378357,
    0.6976742744445801,
    0.41717782616615295,
    0.4955751299858093,
    0.24271836876869202,
    0.3369564116001129,
    0.2999999225139618,
    0.5388126373291016,
    0.6946106553077698,
    0.5595237016677856,
    0.2025315761566162,
    0.4041811525821686,
    0.554216742515564,
    0.6869564056396484,
    0.5254901647567749,
    0.212290421128273,
    0.598360538482666,
    0.42105257511138916,
    0.5125626921653748,
    0.48309168219566345,
    0.6918237209320068,
    0.6105261445045471,
    0.5172412991523743,
    0.3776223063468933,
    0.1985815018415451,
    0.20833326876163483,
    0.2589927613735199,
    0.4588233530521393,
    0.7321426868438721,
    0.45768019556999207,
    0.41610726714134216,
    0.6206895112991333,
    0.19565211236476898,
    0.4269661605358124,
    0.24516120553016663,
    0.6395347118377686,
    0.7297295928001404,
    0.323809415102005,
    0.28571417927742004,
    0.4226802885532379,
    0.21774189174175262,
    0.4604315459728241,
    0.7431692481040955,
    0.38144323229789734,
    0.36190465092658997,
    0.5590060353279114,
    0.5443036556243896,
    0.48837199807167053,
    0.42857131361961365,
    0.4656083285808563,
    0.4295300841331482,
    0.5368419289588928,
    0.3089430034160614,
    0.2399999350309372,
    0.6350363492965698,
    0.5258214473724365,
    0.44444429874420166,
    0.3886638879776001,
    0.2233501821756363,
    0.5628740787506104
   ],
   "time": 26.138470496982336,
   "param": null
  },
  {
   "epoch": 60,
   "train_loss": 1.960313320159912,
   "val_loss": 2.3437931537628174,
   "acc": 42.73,
   "f1": [
    0.7272725701332092,
    0.5696201324462891,
    0.2980768382549286,
    0.19607838988304138,
    0.19867542386054993,
    0.3124999403953552,
    0.4179103374481201,
    0.44755232334136963,
    0.5355647206306458,
    0.36768800020217896,
    0.2580644488334656,
    0.24193541705608368,
    0.3953487277030945,
    0.4454147219657898,
    0.2131146788597107,
    0.2147650271654129,
    0.4549354910850525,
    0.5403507947921753,
    0.40641695261001587,
    0.4148934781551361,
    0.635593056678772,
    0.6052630543708801,
    0.4086019992828369,
    0.5798815488815308,
    0.6470587849617004,
    0.2830768823623657,
    0.29059821367263794,
    0.26794248819351196,
    0.40939590334892273,
    0.41176459193229675,
    0.34586456418037415,
    0.3799471855163574,
    0.3566878139972687,
    0.34883713722229004,
    0.3489931523799896,
    0.1818181276321411,
    0.44578301906585693,
    0.27096763253211975,
    0.2888887822628021,
    0.5190310478210449,
    0.28328606486320496,
    0.6867468357086182,
    0.38095226883888245,
    0.4102562963962555,
    0.22471901774406433,
    0.15999993681907654,
    0.31901830434799194,
    0.45398759841918945,
    0.5637581944465637,
    0.39160826802253723,
    0.20689649879932404,
    0.4748857021331787,
    0.5810053944587708,
    0.7135133743286133,
    0.5139663219451904,
    0.1773398518562317,
    0.7053138613700867,
    0.4567900002002716,
    0.6461536884307861,
    0.4810125231742859,
    0.675324559211731,
    0.5465837121009827,
    0.5256409049034119,
    0.40641695261001587,
    0.2660943269729614,
    0.2914571762084961,
    0.3282441794872284,
    0.3575417995452881,
    0.5791245102882385,
    0.5821594595909119,
    0.47435885667800903,
    0.5352111458778381,
    0.14173223078250885,
    0.39215680956840515,
    0.32352930307388306,
    0.6602869629859924,
    0.5842695236206055,
    0.35443025827407837,
    0.2870369255542755,
    0.38571423292160034,
    0.18439710140228271,
    0.48401811718940735,
    0.7630056738853455,
    0.34013596177101135,
    0.403755784034729,
    0.5714284181594849,
    0.43243229389190674,
    0.42642638087272644,
    0.38961026072502136,
    0.4541061818599701,
    0.43333321809768677,
    0.5851062536239624,
    0.3904760777950287,
    0.21705420315265656,
    0.5923343300819397,
    0.5082871913909912,
    0.4056602716445923,
    0.3904760777950287,
    0.21857915818691254,
    0.519684910774231
   ],
   "time": 26.18670390546322,
   "param": null
  },
  {
   "epoch": 61,
   "train_loss": 1.939405083656311,
   "val_loss": 2.3482651710510254,
   "acc": 42.32,
   "f1": [
    0.7499998211860657,
    0.5206610560417175,
    0.3066665530204773,
    0.17931029200553894,
    0.2786068916320801,
    0.3644443452358246,
    0.49777767062187195,
    0.5221673846244812,
    0.4626865088939667,
    0.419580340385437,
    0.2584269046783447,
    0.24285705387592316,
    0.4065040051937103,
    0.37563440203666687,
    0.39603951573371887,
    0.26190465688705444,
    0.5463413596153259,
    0.5355647206306458,
    0.37433144450187683,
    0.4198893904685974,
    0.6582277417182922,
    0.6598983407020569,
    0.4864863455295563,
    0.5088756084442139,
    0.5277776122093201,
    0.3939392864704132,
    0.34482747316360474,
    0.15873010456562042,
    0.5833332538604736,
    0.3739129900932312,
    0.3661970794200897,
    0.3421051800251007,
    0.43636354804039,
    0.24531514942646027,
    0.36879420280456543,
    0.2594141364097595,
    0.38709667325019836,
    0.32520318031311035,
    0.3157894015312195,
    0.6382977366447449,
    0.3940885663032532,
    0.70588219165802,
    0.38502663373947144,
    0.36879420280456543,
    0.210526242852211,
    0.2810809910297394,
    0.3352600038051605,
    0.33599990606307983,
    0.6457397937774658,
    0.5155554413795471,
    0.18461529910564423,
    0.4811319410800934,
    0.5566036701202393,
    0.7100589871406555,
    0.5420559644699097,
    0.10606056451797485,
    0.6206895112991333,
    0.4974091649055481,
    0.5495494604110718,
    0.43575406074523926,
    0.6701569557189941,
    0.4810125231742859,
    0.5408803224563599,
    0.4123710095882416,
    0.2424241602420807,
    0.29629620909690857,
    0.3688523471355438,
    0.3096773326396942,
    0.7128711342811584,
    0.5955054759979248,
    0.48076915740966797,
    0.5742572546005249,
    0.208791121840477,
    0.3736262619495392,
    0.274914026260376,
    0.6609440445899963,
    0.4158877730369568,
    0.2096773386001587,
    0.25599992275238037,
    0.36018943786621094,
    0.06106865406036377,
    0.45161277055740356,
    0.7325579524040222,
    0.39735087752342224,
    0.3756905198097229,
    0.42580634355545044,
    0.4476189613342285,
    0.4545453190803528,
    0.32558128237724304,
    0.41414129734039307,
    0.38888877630233765,
    0.5463916063308716,
    0.3208954334259033,
    0.2446807622909546,
    0.5833331942558289,
    0.43835604190826416,
    0.3076922297477722,
    0.40148690342903137,
    0.2470587193965912,
    0.5291004180908203
   ],
   "time": 26.54330443032086,
   "param": null
  },
  {
   "epoch": 62,
   "train_loss": 1.8671849966049194,
   "val_loss": 2.476750135421753,
   "acc": 40.13,
   "f1": [
    0.6863903999328613,
    0.5268816351890564,
    0.3157894015312195,
    0.18055549263954163,
    0.1983470320701599,
    0.29230761528015137,
    0.4232803285121918,
    0.39426517486572266,
    0.3946187198162079,
    0.48529404401779175,
    0.2816900610923767,
    0.31088075041770935,
    0.4788731038570404,
    0.2393161654472351,
    0.3414633274078369,
    0.24060142040252686,
    0.49411749839782715,
    0.5529952645301819,
    0.36431220173835754,
    0.30303019285202026,
    0.7582416534423828,
    0.6170212030410767,
    0.3980098366737366,
    0.48318037390708923,
    0.5367646217346191,
    0.31818172335624695,
    0.38356152176856995,
    0.21524657309055328,
    0.5026736855506897,
    0.26993855834007263,
    0.47389549016952515,
    0.31788066029548645,
    0.36111101508140564,
    0.35016825795173645,
    0.3134327232837677,
    0.1550387144088745,
    0.4022987186908722,
    0.23529404401779175,
    0.23595495522022247,
    0.3467933237552643,
    0.3432835042476654,
    0.6889951229095459,
    0.3225805461406708,
    0.24637670814990997,
    0.17721512913703918,
    0.24836592376232147,
    0.3016759157180786,
    0.5222928524017334,
    0.6376810669898987,
    0.4957263767719269,
    0.18999992311000824,
    0.353312224149704,
    0.5943394899368286,
    0.6999998688697815,
    0.5151513814926147,
    0.09174308180809021,
    0.612716555595398,
    0.4662575423717499,
    0.5193368792533875,
    0.3257918357849121,
    0.7253884673118591,
    0.48305076360702515,
    0.5446807742118835,
    0.27253663539886475,
    0.23529404401779175,
    0.24203814566135406,
    0.2828281819820404,
    0.34579432010650635,
    0.7297295928001404,
    0.5874997973442078,
    0.4090908169746399,
    0.3969464600086212,
    0.14207643270492554,
    0.4075828194618225,
    0.25352105498313904,
    0.6218487024307251,
    0.6528924107551575,
    0.2656249403953552,
    0.2775118350982666,
    0.2989323139190674,
    0.09448814392089844,
    0.4230768084526062,
    0.7717389464378357,
    0.4046241343021393,
    0.26086950302124023,
    0.5170730352401733,
    0.4631577730178833,
    0.4328356981277466,
    0.22222214937210083,
    0.4324323236942291,
    0.4951455295085907,
    0.48717936873435974,
    0.29677411913871765,
    0.19875767827033997,
    0.7727271318435669,
    0.4402514398097992,
    0.35675665736198425,
    0.3139533996582031,
    0.15714280307292938,
    0.34951451420783997
   ],
   "time": 26.24509706441313,
   "param": null
  },
  {
   "epoch": 63,
   "train_loss": 1.8605135679244995,
   "val_loss": 1.97992742061615,
   "acc": 46.76,
   "f1": [
    0.7868850827217102,
    0.5764191746711731,
    0.3923443853855133,
    0.21395343542099,
    0.2795697748661041,
    0.5096152424812317,
    0.4338623583316803,
    0.5177663564682007,
    0.5531913638114929,
    0.560509443283081,
    0.33333322405815125,
    0.23776215314865112,
    0.5472635626792908,
    0.4331796169281006,
    0.29850736260414124,
    0.39195966720581055,
    0.5671641230583191,
    0.5727270841598511,
    0.4108106791973114,
    0.36269423365592957,
    0.7399998903274536,
    0.633333146572113,
    0.3878786563873291,
    0.6222221255302429,
    0.5868724584579468,
    0.40476179122924805,
    0.3636362552642822,
    0.3666665554046631,
    0.5714284181594849,
    0.4955751299858093,
    0.5197739005088806,
    0.43902426958084106,
    0.35384607315063477,
    0.468864381313324,
    0.4310343861579895,
    0.26136353611946106,
    0.4266665279865265,
    0.4200912117958069,
    0.3068180978298187,
    0.6237622499465942,
    0.4086019992828369,
    0.6868685483932495,
    0.3456788957118988,
    0.396135151386261,
    0.2580644190311432,
    0.35071080923080444,
    0.33027511835098267,
    0.4489794969558716,
    0.6740330457687378,
    0.5876776576042175,
    0.19999991357326508,
    0.43269219994544983,
    0.5791245102882385,
    0.622516393661499,
    0.5523011684417725,
    0.2212388664484024,
    0.5843619704246521,
    0.48809507489204407,
    0.6074764728546143,
    0.42156851291656494,
    0.8062825202941895,
    0.562211811542511,
    0.5095540285110474,
    0.4014597535133362,
    0.2333332598209381,
    0.2786884307861328,
    0.31901830434799194,
    0.39097732305526733,
    0.7699998021125793,
    0.7017542123794556,
    0.5271965861320496,
    0.6545453071594238,
    0.1989527940750122,
    0.41666656732559204,
    0.3453814387321472,
    0.6844443082809448,
    0.7317072153091431,
    0.3469386696815491,
    0.3318384885787964,
    0.372548907995224,
    0.19393931329250336,
    0.44221094250679016,
    0.7641507983207703,
    0.43037962913513184,
    0.3482586145401001,
    0.5918366312980652,
    0.5095540285110474,
    0.6276593804359436,
    0.4115225076675415,
    0.46575331687927246,
    0.48421040177345276,
    0.5662649273872375,
    0.3151514232158661,
    0.31730762124061584,
    0.7521365880966187,
    0.438709557056427,
    0.37453174591064453,
    0.43171796202659607,
    0.2191779911518097,
    0.6428569555282593
   ],
   "time": 26.231670352630317,
   "param": null
  },
  {
   "epoch": 64,
   "train_loss": 2.058067560195923,
   "val_loss": 2.179156541824341,
   "acc": 45.0,
   "f1": [
    0.7684727907180786,
    0.5936071872711182,
    0.34736835956573486,
    0.21319790184497833,
    0.309278279542923,
    0.4043714702129364,
    0.4794519543647766,
    0.4662575423717499,
    0.5263156890869141,
    0.5185184478759766,
    0.2775118350982666,
    0.28148138523101807,
    0.48421040177345276,
    0.28124991059303284,
    0.3515150547027588,
    0.35897424817085266,
    0.5312498211860657,
    0.6274508833885193,
    0.38647329807281494,
    0.41711217164993286,
    0.6513760089874268,
    0.6467660069465637,
    0.3823528587818146,
    0.5294116139411926,
    0.5873605012893677,
    0.35121941566467285,
    0.4041449725627899,
    0.2176869958639145,
    0.466666579246521,
    0.44970402121543884,
    0.4417177140712738,
    0.45714277029037476,
    0.40935659408569336,
    0.36311236023902893,
    0.42857131361961365,
    0.20689649879932404,
    0.415094256401062,
    0.2972972095012665,
    0.36046499013900757,
    0.5901637673377991,
    0.3575417995452881,
    0.6847825050354004,
    0.3843415677547455,
    0.45522376894950867,
    0.1240309551358223,
    0.3253011107444763,
    0.3517586886882782,
    0.425531804561615,
    0.5655171275138855,
    0.5063289999961853,
    0.14285707473754883,
    0.45569607615470886,
    0.5978259444236755,
    0.7177032232284546,
    0.5454543828964233,
    0.16058386862277985,
    0.6867468357086182,
    0.47513800859451294,
    0.5955054759979248,
    0.47798728942871094,
    0.7024388909339905,
    0.602620005607605,
    0.5283017754554749,
    0.4516127407550812,
    0.2954544425010681,
    0.24358965456485748,
    0.33333322405815125,
    0.3440859317779541,
    0.7029287219047546,
    0.5572138428688049,
    0.5373133420944214,
    0.6233765482902527,
    0.1803921014070511,
    0.34977567195892334,
    0.26966285705566406,
    0.6860463619232178,
    0.4584382176399231,
    0.35978829860687256,
    0.33121007680892944,
    0.40277767181396484,
    0.18181811273097992,
    0.45161280035972595,
    0.7678569555282593,
    0.41176459193229675,
    0.41212108731269836,
    0.5844154953956604,
    0.5371427536010742,
    0.48829421401023865,
    0.48510628938674927,
    0.502282977104187,
    0.45814967155456543,
    0.6129031181335449,
    0.26519328355789185,
    0.2790696620941162,
    0.5878593325614929,
    0.5359476208686829,
    0.41693800687789917,
    0.3837208151817322,
    0.2702701687812805,
    0.4701985716819763
   ],
   "time": 25.940230262465775,
   "param": null
  },
  {
   "epoch": 65,
   "train_loss": 1.8686981201171875,
   "val_loss": 2.510681629180908,
   "acc": 40.59,
   "f1": [
    0.6583849191665649,
    0.5182185173034668,
    0.34123215079307556,
    0.161290243268013,
    0.2345678210258484,
    0.4301074147224426,
    0.3816792964935303,
    0.4154588282108307,
    0.4969695806503296,
    0.49645376205444336,
    0.24719089269638062,
    0.2272726595401764,
    0.39473670721054077,
    0.30952370166778564,
    0.34615373611450195,
    0.28124991059303284,
    0.3609755337238312,
    0.5658535361289978,
    0.36065569519996643,
    0.3537413775920868,
    0.7425147891044617,
    0.5999999046325684,
    0.36956512928009033,
    0.37681150436401367,
    0.6467660069465637,
    0.3523315489292145,
    0.3846152722835541,
    0.19076918065547943,
    0.49999988079071045,
    0.43438899517059326,
    0.3772454261779785,
    0.4631577730178833,
    0.42528724670410156,
    0.37301579117774963,
    0.3362830877304077,
    0.09836061298847198,
    0.2258063703775406,
    0.4262293577194214,
    0.24675315618515015,
    0.23999996483325958,
    0.31081071496009827,
    0.7039104700088501,
    0.32978713512420654,
    0.3376622200012207,
    0.206060528755188,
    0.2243901938199997,
    0.3034482002258301,
    0.5271965861320496,
    0.6231154203414917,
    0.5128204226493835,
    0.14285707473754883,
    0.4406778812408447,
    0.5922329425811768,
    0.6153843998908997,
    0.5031445622444153,
    0.1657457947731018,
    0.6495725512504578,
    0.4328356981277466,
    0.616278886795044,
    0.5027931928634644,
    0.6486485004425049,
    0.4685713052749634,
    0.5388126373291016,
    0.2984126806259155,
    0.16666659712791443,
    0.2243901938199997,
    0.14399996399879456,
    0.3693692684173584,
    0.5454544425010681,
    0.6274508833885193,
    0.538461446762085,
    0.5536330938339233,
    0.11920525878667831,
    0.38888877630233765,
    0.21582727134227753,
    0.7461138963699341,
    0.6473428606987,
    0.21505369246006012,
    0.22535204887390137,
    0.3647797703742981,
    0.15384607017040253,
    0.4418603479862213,
    0.7959181666374207,
    0.40277767181396484,
    0.36842095851898193,
    0.5748501420021057,
    0.4777776598930359,
    0.5586591362953186,
    0.3555554449558258,
    0.4324323236942291,
    0.31410250067710876,
    0.4951455295085907,
    0.2962961792945862,
    0.2513660192489624,
    0.6092714071273804,
    0.44670039415359497,
    0.3522011637687683,
    0.3846152722835541,
    0.2754489779472351,
    0.38095226883888245
   ],
   "time": 26.010095697827637,
   "param": null
  },
  {
   "epoch": 66,
   "train_loss": 1.9796658754348755,
   "val_loss": 2.225733757019043,
   "acc": 43.06,
   "f1": [
    0.716577410697937,
    0.5698922872543335,
    0.39603951573371887,
    0.25157222151756287,
    0.3524589240550995,
    0.35143762826919556,
    0.5308055877685547,
    0.4324323236942291,
    0.5820105075836182,
    0.5098037719726562,
    0.2693876624107361,
    0.28358200192451477,
    0.43265292048454285,
    0.360248327255249,
    0.3694266378879547,
    0.4365480840206146,
    0.4899998903274536,
    0.685082733631134,
    0.40624988079071045,
    0.3537413775920868,
    0.6701029539108276,
    0.6086955070495605,
    0.21374039351940155,
    0.4864863455295563,
    0.6071426868438721,
    0.35714277625083923,
    0.28368785977363586,
    0.21698109805583954,
    0.40727266669273376,
    0.4662575423717499,
    0.40609124302864075,
    0.4331209361553192,
    0.44444435834884644,
    0.39189180731773376,
    0.4278606176376343,
    0.22119809687137604,
    0.3999998867511749,
    0.45833322405815125,
    0.26760557293891907,
    0.5517240166664124,
    0.31802111864089966,
    0.7368419766426086,
    0.4226802885532379,
    0.45398759841918945,
    0.18749994039535522,
    0.2592591643333435,
    0.2617800235748291,
    0.4938269853591919,
    0.7476633787155151,
    0.47953203320503235,
    0.2659573554992676,
    0.4678361415863037,
    0.609053373336792,
    0.7106597423553467,
    0.5549131631851196,
    0.21463409066200256,
    0.5833331942558289,
    0.4768211245536804,
    0.5903612971305847,
    0.4041811525821686,
    0.5781249403953552,
    0.5161288380622864,
    0.44303786754608154,
    0.4238409399986267,
    0.1100916936993599,
    0.25777769088745117,
    0.3088234066963196,
    0.24050623178482056,
    0.6790696382522583,
    0.5231786966323853,
    0.4886362552642822,
    0.4315789043903351,
    0.11678826063871384,
    0.3398057222366333,
    0.3351954519748688,
    0.7058822512626648,
    0.5882351994514465,
    0.33333322405815125,
    0.2847456634044647,
    0.38095223903656006,
    0.18018010258674622,
    0.46534639596939087,
    0.7777776122093201,
    0.42580634355545044,
    0.31404948234558105,
    0.5584414005279541,
    0.491227924823761,
    0.5367646217346191,
    0.40624988079071045,
    0.45637571811676025,
    0.4266665577888489,
    0.5164833664894104,
    0.21705420315265656,
    0.2585032880306244,
    0.7551018595695496,
    0.4959348142147064,
    0.26666656136512756,
    0.3999998867511749,
    0.28695645928382874,
    0.3630768656730652
   ],
   "time": 25.59333389531821,
   "param": null
  },
  {
   "epoch": 67,
   "train_loss": 1.9153348207473755,
   "val_loss": 2.3826663494110107,
   "acc": 43.48,
   "f1": [
    0.6943003535270691,
    0.5303866267204285,
    0.2599999010562897,
    0.2592591643333435,
    0.32369929552078247,
    0.3945577144622803,
    0.47435885667800903,
    0.46575334668159485,
    0.3937006890773773,
    0.4913792312145233,
    0.28054288029670715,
    0.2531644403934479,
    0.4481326937675476,
    0.466403067111969,
    0.3529410660266876,
    0.3402060866355896,
    0.4257424473762512,
    0.579710066318512,
    0.4749998450279236,
    0.45398759841918945,
    0.6909089684486389,
    0.5641024708747864,
    0.4499998986721039,
    0.44571420550346375,
    0.4626864492893219,
    0.3575417995452881,
    0.39160826802253723,
    0.2430938482284546,
    0.4930231273174286,
    0.37125736474990845,
    0.4219408333301544,
    0.34686335921287537,
    0.4230768084526062,
    0.4433496594429016,
    0.39153432846069336,
    0.2790696918964386,
    0.3840578496456146,
    0.3057323694229126,
    0.3113206624984741,
    0.5714284181594849,
    0.35714274644851685,
    0.644067645072937,
    0.25423723459243774,
    0.45624998211860657,
    0.27329182624816895,
    0.16058386862277985,
    0.30097079277038574,
    0.41221365332603455,
    0.6597937345504761,
    0.49999988079071045,
    0.24844713509082794,
    0.5199998617172241,
    0.6484373807907104,
    0.6885244250297546,
    0.5999999046325684,
    0.11111105233430862,
    0.6914892196655273,
    0.4832712709903717,
    0.6113988757133484,
    0.47798728942871094,
    0.6863903999328613,
    0.6153844594955444,
    0.4698793888092041,
    0.3414632976055145,
    0.2097901701927185,
    0.26666656136512756,
    0.36180898547172546,
    0.18181811273097992,
    0.6781607270240784,
    0.3174602687358856,
    0.4927534759044647,
    0.5062499046325684,
    0.11055269837379456,
    0.37735840678215027,
    0.36269423365592957,
    0.6153845191001892,
    0.6454544067382812,
    0.28571417927742004,
    0.326315701007843,
    0.37499991059303284,
    0.16593880951404572,
    0.45238080620765686,
    0.7619046568870544,
    0.3957218527793884,
    0.3529410660266876,
    0.5575219988822937,
    0.37962955236434937,
    0.48251745104789734,
    0.34848475456237793,
    0.5505616068840027,
    0.5119045972824097,
    0.504761815071106,
    0.28124991059303284,
    0.25945934653282166,
    0.7287448048591614,
    0.4705880880355835,
    0.5360823273658752,
    0.36514514684677124,
    0.2681563198566437,
    0.5193368792533875
   ],
   "time": 25.44591143168509,
   "param": null
  },
  {
   "epoch": 68,
   "train_loss": 1.7391735315322876,
   "val_loss": 2.02630877494812,
   "acc": 46.62,
   "f1": [
    0.7214610576629639,
    0.5541123747825623,
    0.32835814356803894,
    0.13223135471343994,
    0.1985815018415451,
    0.44791656732559204,
    0.5368419289588928,
    0.5841582417488098,
    0.5628139972686768,
    0.53987717628479,
    0.3669723868370056,
    0.29166656732559204,
    0.4950493574142456,
    0.39735087752342224,
    0.37735840678215027,
    0.43678146600723267,
    0.4799998700618744,
    0.644067645072937,
    0.363636314868927,
    0.36123335361480713,
    0.7121950387954712,
    0.6095237135887146,
    0.43786972761154175,
    0.6236557960510254,
    0.7030301690101624,
    0.3953487277030945,
    0.3711339235305786,
    0.3231440484523773,
    0.553672194480896,
    0.4598929286003113,
    0.46363624930381775,
    0.47435885667800903,
    0.34726682305336,
    0.438709557056427,
    0.40926632285118103,
    0.3307085633277893,
    0.491227924823761,
    0.38157883286476135,
    0.24817509949207306,
    0.6198345422744751,
    0.36820071935653687,
    0.684491753578186,
    0.35897424817085266,
    0.5221673846244812,
    0.2918148636817932,
    0.27999988198280334,
    0.2649005651473999,
    0.5894736051559448,
    0.6204378604888916,
    0.5538460612297058,
    0.22988496720790863,
    0.3768996298313141,
    0.5876287817955017,
    0.7323941588401794,
    0.491227924823761,
    0.2371133416891098,
    0.6799998879432678,
    0.5502644181251526,
    0.5820105075836182,
    0.5022420287132263,
    0.7176468968391418,
    0.5833331942558289,
    0.5454544425010681,
    0.40740731358528137,
    0.32432422041893005,
    0.2629481256008148,
    0.35294109582901,
    0.4307691156864166,
    0.7213113307952881,
    0.6481480002403259,
    0.48205116391181946,
    0.563535749912262,
    0.1499999314546585,
    0.44554442167282104,
    0.3286384046077728,
    0.7142855525016785,
    0.672268807888031,
    0.3228698670864105,
    0.31275710463523865,
    0.3885713219642639,
    0.20648963749408722,
    0.4084506034851074,
    0.7499998807907104,
    0.41148313879966736,
    0.4432988464832306,
    0.6408838629722595,
    0.47787603735923767,
    0.5847951769828796,
    0.44444432854652405,
    0.5393257141113281,
    0.49350637197494507,
    0.6511626243591309,
    0.3489360511302948,
    0.262857049703598,
    0.6751590371131897,
    0.5820105075836182,
    0.5086703896522522,
    0.43564343452453613,
    0.18934904038906097,
    0.4615383744239807
   ],
   "time": 26.170124053955078,
   "param": null
  },
  {
   "epoch": 69,
   "train_loss": 1.8680161237716675,
   "val_loss": 1.990529179573059,
   "acc": 46.37,
   "f1": [
    0.7378638982772827,
    0.5957446098327637,
    0.3118278682231903,
    0.1965317279100418,
    0.29714274406433105,
    0.4263565242290497,
    0.46511611342430115,
    0.527607262134552,
    0.5677418112754822,
    0.5612244009971619,
    0.37004393339157104,
    0.26027390360832214,
    0.5566036701202393,
    0.4975123405456543,
    0.43373486399650574,
    0.30555543303489685,
    0.43749988079071045,
    0.5333331823348999,
    0.5153372287750244,
    0.36986294388771057,
    0.7134501934051514,
    0.4586666226387024,
    0.44585973024368286,
    0.5714284181594849,
    0.6736840605735779,
    0.3625729978084564,
    0.37908485531806946,
    0.3365383446216583,
    0.5156248807907104,
    0.4177214205265045,
    0.4257424473762512,
    0.4285713732242584,
    0.4615383446216583,
    0.4590162932872772,
    0.378378301858902,
    0.26373621821403503,
    0.4253392219543457,
    0.48039206862449646,
    0.2968749403953552,
    0.6951870322227478,
    0.40329205989837646,
    0.7283949255943298,
    0.4698793888092041,
    0.4551723301410675,
    0.20289847254753113,
    0.3414633274078369,
    0.27999991178512573,
    0.5277776122093201,
    0.6774192452430725,
    0.5333332419395447,
    0.29508185386657715,
    0.5326631665229797,
    0.4936707317829132,
    0.5590060949325562,
    0.5086703896522522,
    0.19999992847442627,
    0.7243241667747498,
    0.5130433440208435,
    0.6703295111656189,
    0.5044246912002563,
    0.7204300165176392,
    0.45348823070526123,
    0.5023254752159119,
    0.43708598613739014,
    0.22105254232883453,
    0.21126753091812134,
    0.3522011637687683,
    0.462584912776947,
    0.7938142418861389,
    0.5468748807907104,
    0.5124998688697815,
    0.5874125361442566,
    0.21602784097194672,
    0.4112148582935333,
    0.31205663084983826,
    0.6885244846343994,
    0.5043477416038513,
    0.3647797703742981,
    0.30366483330726624,
    0.47190994024276733,
    0.15662643313407898,
    0.5308055877685547,
    0.7674416899681091,
    0.3874998986721039,
    0.3720929026603699,
    0.5301203727722168,
    0.5614033341407776,
    0.506122350692749,
    0.4292682111263275,
    0.48208463191986084,
    0.45595842599868774,
    0.5654449462890625,
    0.3287670612335205,
    0.28965505957603455,
    0.6739129424095154,
    0.49107134342193604,
    0.4688993990421295,
    0.4491977095603943,
    0.2605040967464447,
    0.5575755834579468
   ],
   "time": 26.432877589948475,
   "param": null
  },
  {
   "epoch": 70,
   "train_loss": 1.859099268913269,
   "val_loss": 1.9330449104309082,
   "acc": 48.17,
   "f1": [
    0.7472525835037231,
    0.5887848734855652,
    0.3703702688217163,
    0.19847320020198822,
    0.31372541189193726,
    0.41711217164993286,
    0.5128203630447388,
    0.5432096719741821,
    0.5396823883056641,
    0.5934064984321594,
    0.3384614586830139,
    0.3287670612335205,
    0.5933012366294861,
    0.4108106791973114,
    0.37125736474990845,
    0.40206170082092285,
    0.559139609336853,
    0.6739128828048706,
    0.49765241146087646,
    0.4269661605358124,
    0.741783857345581,
    0.5735292434692383,
    0.46956515312194824,
    0.6978722214698792,
    0.6335402131080627,
    0.4319247901439667,
    0.40677958726882935,
    0.2864721119403839,
    0.6122447848320007,
    0.4408162534236908,
    0.4549761712551117,
    0.5238093733787537,
    0.5061726570129395,
    0.4366810917854309,
    0.45353153347969055,
    0.07407403737306595,
    0.445652037858963,
    0.390243798494339,
    0.33962252736091614,
    0.6735749840736389,
    0.3999998867511749,
    0.7106597423553467,
    0.3999998867511749,
    0.5102879405021667,
    0.30697670578956604,
    0.2830187678337097,
    0.3066665530204773,
    0.46999987959861755,
    0.6761903762817383,
    0.6203702688217163,
    0.3369564116001129,
    0.4065573215484619,
    0.5695363283157349,
    0.666666567325592,
    0.5135133862495422,
    0.2099446803331375,
    0.7745096683502197,
    0.5212119817733765,
    0.619289219379425,
    0.4607328474521637,
    0.7934780716896057,
    0.5473682880401611,
    0.5101213455200195,
    0.3959389626979828,
    0.2480619251728058,
    0.24324317276477814,
    0.3057323694229126,
    0.4615383446216583,
    0.7857140898704529,
    0.6820808053016663,
    0.5133689045906067,
    0.675324559211731,
    0.17560969293117523,
    0.504761815071106,
    0.3013697862625122,
    0.7272725701332092,
    0.7461138963699341,
    0.2953019142150879,
    0.2923975884914398,
    0.44444432854652405,
    0.11347512155771255,
    0.5049503445625305,
    0.7454543113708496,
    0.4081631600856781,
    0.44444429874420166,
    0.5756096839904785,
    0.56043940782547,
    0.5789473056793213,
    0.43636354804039,
    0.502024233341217,
    0.43999990820884705,
    0.5398228764533997,
    0.26845628023147583,
    0.2843601107597351,
    0.735751211643219,
    0.5073169469833374,
    0.3376622200012207,
    0.46153831481933594,
    0.31155768036842346,
    0.5126049518585205
   ],
   "time": 26.5481897899881,
   "param": null
  },
  {
   "epoch": 71,
   "train_loss": 1.8181580305099487,
   "val_loss": 2.23126482963562,
   "acc": 42.3,
   "f1": [
    0.741572916507721,
    0.48936164379119873,
    0.37450188398361206,
    0.20689649879932404,
    0.24580998718738556,
    0.37499991059303284,
    0.4945053458213806,
    0.4250870645046234,
    0.47933873534202576,
    0.482758492231369,
    0.22988496720790863,
    0.30769217014312744,
    0.4705881178379059,
    0.4432988464832306,
    0.348314493894577,
    0.4146340489387512,
    0.45161277055740356,
    0.31249988079071045,
    0.38176634907722473,
    0.2656249403953552,
    0.6308723092079163,
    0.5395682454109192,
    0.41048023104667664,
    0.5818180441856384,
    0.6274508833885193,
    0.3209875524044037,
    0.34013596177101135,
    0.26315784454345703,
    0.5139663219451904,
    0.3522011637687683,
    0.4527026414871216,
    0.4489794969558716,
    0.37864065170288086,
    0.41007187962532043,
    0.41610726714134216,
    0.2923975884914398,
    0.4277455508708954,
    0.3453236222267151,
    0.2634729743003845,
    0.5333332419395447,
    0.38571420311927795,
    0.6835440993309021,
    0.40637436509132385,
    0.3855420649051666,
    0.1810344010591507,
    0.22999992966651917,
    0.2745096981525421,
    0.5800864696502686,
    0.6175113916397095,
    0.4207119047641754,
    0.21404676139354706,
    0.48167529702186584,
    0.624390184879303,
    0.722222089767456,
    0.45859870314598083,
    0.18579228222370148,
    0.7219511270523071,
    0.4727271497249603,
    0.5555553436279297,
    0.4313724637031555,
    0.6357613801956177,
    0.49814119935035706,
    0.5058822631835938,
    0.4242422580718994,
    0.17105256021022797,
    0.23188398778438568,
    0.2890172600746155,
    0.2934781610965729,
    0.698689877986908,
    0.603550136089325,
    0.4924241304397583,
    0.5371427536010742,
    0.17834389209747314,
    0.30939218401908875,
    0.2906573414802551,
    0.6528924107551575,
    0.7017542123794556,
    0.3157894015312195,
    0.25547438859939575,
    0.3076922297477722,
    0.2084941565990448,
    0.43037962913513184,
    0.7590360045433044,
    0.35862061381340027,
    0.3453814387321472,
    0.37499985098838806,
    0.4496123194694519,
    0.5575755834579468,
    0.4236452281475067,
    0.38666656613349915,
    0.4412810206413269,
    0.5360823273658752,
    0.331034392118454,
    0.2571427822113037,
    0.5517240166664124,
    0.4551723301410675,
    0.2399999350309372,
    0.4153004288673401,
    0.17518241703510284,
    0.3961038589477539
   ],
   "time": 25.936355490237474,
   "param": null
  },
  {
   "epoch": 72,
   "train_loss": 1.7268589735031128,
   "val_loss": 2.271458864212036,
   "acc": 44.55,
   "f1": [
    0.6642335057258606,
    0.5273630023002625,
    0.3247862458229065,
    0.28965505957603455,
    0.24999991059303284,
    0.3419688045978546,
    0.5232557058334351,
    0.45226117968559265,
    0.5628740787506104,
    0.3833332657814026,
    0.3278687596321106,
    0.2983424663543701,
    0.4834122061729431,
    0.3999998867511749,
    0.4108106791973114,
    0.33128824830055237,
    0.5327101349830627,
    0.6460175514221191,
    0.4782607853412628,
    0.34042543172836304,
    0.573584794998169,
    0.5888323187828064,
    0.4347825050354004,
    0.5060239434242249,
    0.47058814764022827,
    0.31152641773223877,
    0.31249988079071045,
    0.2893615961074829,
    0.4444443881511688,
    0.44198882579803467,
    0.38709667325019836,
    0.4023667275905609,
    0.43902426958084106,
    0.4262293577194214,
    0.45569607615470886,
    0.2312137931585312,
    0.33333325386047363,
    0.23703694343566895,
    0.3003951609134674,
    0.6267279982566833,
    0.32989683747291565,
    0.6489360928535461,
    0.4705881178379059,
    0.38356155157089233,
    0.28723397850990295,
    0.3499998450279236,
    0.3208555281162262,
    0.5454544425010681,
    0.7513810992240906,
    0.5369126200675964,
    0.21518979966640472,
    0.5161289572715759,
    0.5903083086013794,
    0.6463412642478943,
    0.5201792120933533,
    0.14893612265586853,
    0.6923075318336487,
    0.4914284646511078,
    0.5833331942558289,
    0.5053762197494507,
    0.6909089088439941,
    0.5632182359695435,
    0.3823528289794922,
    0.4632767140865326,
    0.20155030488967896,
    0.27322396636009216,
    0.3599999248981476,
    0.3880595862865448,
    0.6615383625030518,
    0.6153845191001892,
    0.5185183882713318,
    0.5092023611068726,
    0.1916166990995407,
    0.4081631600856781,
    0.22556383907794952,
    0.7142854928970337,
    0.6991149187088013,
    0.2959182858467102,
    0.2953019142150879,
    0.41628947854042053,
    0.1061946451663971,
    0.41666656732559204,
    0.6490064859390259,
    0.3013697564601898,
    0.2999999225139618,
    0.5446807742118835,
    0.44554442167282104,
    0.4919354021549225,
    0.3111110031604767,
    0.4487178325653076,
    0.42857134342193604,
    0.6231154203414917,
    0.3478259742259979,
    0.26315778493881226,
    0.6905827522277832,
    0.4963502585887909,
    0.4431816637516022,
    0.3823528289794922,
    0.17142851650714874,
    0.5514401793479919
   ],
   "time": 26.377699312753975,
   "param": null
  },
  {
   "epoch": 73,
   "train_loss": 1.8260780572891235,
   "val_loss": 2.037904977798462,
   "acc": 48.43,
   "f1": [
    0.7916665077209473,
    0.5624998807907104,
    0.37305691838264465,
    0.28806576132774353,
    0.3267325758934021,
    0.33128824830055237,
    0.6067414879798889,
    0.5395347476005554,
    0.579439103603363,
    0.5333332419395447,
    0.28571417927742004,
    0.3493974804878235,
    0.5863873362541199,
    0.48780474066734314,
    0.3758388161659241,
    0.37453174591064453,
    0.517857015132904,
    0.6276149749755859,
    0.4357975721359253,
    0.32214754819869995,
    0.6379309296607971,
    0.558139443397522,
    0.4632767140865326,
    0.6502462029457092,
    0.6698563694953918,
    0.4042551815509796,
    0.43902432918548584,
    0.3195265531539917,
    0.5670101642608643,
    0.4221104085445404,
    0.4857141971588135,
    0.382271409034729,
    0.4041449725627899,
    0.4250870645046234,
    0.3950616121292114,
    0.30621999502182007,
    0.47761180996894836,
    0.39473676681518555,
    0.31623923778533936,
    0.6697246432304382,
    0.4123710095882416,
    0.6701569557189941,
    0.49579817056655884,
    0.4262293577194214,
    0.3318384885787964,
    0.31914883852005005,
    0.22377613186836243,
    0.4084506034851074,
    0.5599998235702515,
    0.5555553436279297,
    0.23776215314865112,
    0.49523797631263733,
    0.6431370973587036,
    0.7089946269989014,
    0.6467660069465637,
    0.20833326876163483,
    0.6995072364807129,
    0.4861876964569092,
    0.6632122993469238,
    0.4824901819229126,
    0.7875646352767944,
    0.5570775270462036,
    0.46896544098854065,
    0.41176459193229675,
    0.23437494039535522,
    0.26315781474113464,
    0.3838382363319397,
    0.43362823128700256,
    0.7654319405555725,
    0.6594592928886414,
    0.558139443397522,
    0.6756755113601685,
    0.2473117560148239,
    0.393063485622406,
    0.31168824434280396,
    0.727272629737854,
    0.626414954662323,
    0.3043477237224579,
    0.35643553733825684,
    0.4463517963886261,
    0.13740453124046326,
    0.49484527111053467,
    0.7692306637763977,
    0.3703702986240387,
    0.44210511445999146,
    0.6399998664855957,
    0.5520831942558289,
    0.5433069467544556,
    0.4210525155067444,
    0.5053379535675049,
    0.47470811009407043,
    0.6288658380508423,
    0.4148934781551361,
    0.3260868787765503,
    0.7452828288078308,
    0.5533979535102844,
    0.42253509163856506,
    0.4271843731403351,
    0.3196720480918884,
    0.5727270841598511
   ],
   "time": 26.658944020047784,
   "param": null
  },
  {
   "epoch": 74,
   "train_loss": 1.746841311454773,
   "val_loss": 2.1278276443481445,
   "acc": 44.84,
   "f1": [
    0.6543208360671997,
    0.6030149459838867,
    0.2553190588951111,
    0.271493136882782,
    0.22598862648010254,
    0.43846145272254944,
    0.5158370137214661,
    0.5548385381698608,
    0.5829595327377319,
    0.5599998831748962,
    0.308139443397522,
    0.28571417927742004,
    0.47916653752326965,
    0.4149376451969147,
    0.3065692186355591,
    0.3921567499637604,
    0.5294116735458374,
    0.5863873362541199,
    0.23622041940689087,
    0.4588233530521393,
    0.7085712552070618,
    0.4527026414871216,
    0.3885713219642639,
    0.5666666626930237,
    0.6734693050384521,
    0.4198893904685974,
    0.41212108731269836,
    0.2849314212799072,
    0.6222221255302429,
    0.4236452281475067,
    0.3716215491294861,
    0.4086686670780182,
    0.4238409399986267,
    0.27016884088516235,
    0.27419349551200867,
    0.2558138370513916,
    0.33587777614593506,
    0.445282906293869,
    0.3247862458229065,
    0.6562498807907104,
    0.42051267623901367,
    0.7294116020202637,
    0.3679999113082886,
    0.28571417927742004,
    0.28965505957603455,
    0.26046502590179443,
    0.3374998867511749,
    0.4947367310523987,
    0.6457397937774658,
    0.5347984433174133,
    0.161290243268013,
    0.5025123953819275,
    0.5919281840324402,
    0.5390069484710693,
    0.5684208869934082,
    0.11042939126491547,
    0.6989246010780334,
    0.3149605393409729,
    0.6043955087661743,
    0.4339621663093567,
    0.736263632774353,
    0.5744680166244507,
    0.5698322653770447,
    0.38914018869400024,
    0.2745097279548645,
    0.14399996399879456,
    0.3703702688217163,
    0.4432430863380432,
    0.7624307870864868,
    0.6018517017364502,
    0.5652172565460205,
    0.6138612627983093,
    0.21319790184497833,
    0.41176459193229675,
    0.32820504903793335,
    0.6938773989677429,
    0.6999998688697815,
    0.24615375697612762,
    0.3728812634944916,
    0.5208331942558289,
    0.18292675912380219,
    0.41471561789512634,
    0.7314283847808838,
    0.4402514398097992,
    0.3468207120895386,
    0.5111110210418701,
    0.497175008058548,
    0.5439329743385315,
    0.38596484065055847,
    0.4770641028881073,
    0.4690264165401459,
    0.5319147706031799,
    0.3708608150482178,
    0.27551010251045227,
    0.7128711342811584,
    0.4950493574142456,
    0.4343433380126953,
    0.37545114755630493,
    0.21518979966640472,
    0.4233575463294983
   ],
   "time": 26.90520101506263,
   "param": null
  },
  {
   "epoch": 75,
   "train_loss": 1.8889366388320923,
   "val_loss": 2.246406316757202,
   "acc": 48.62,
   "f1": [
    0.6721310019493103,
    0.5555554628372192,
    0.4077668786048889,
    0.2999999225139618,
    0.3127271831035614,
    0.3037973642349243,
    0.527607262134552,
    0.5685278177261353,
    0.5751632452011108,
    0.602040708065033,
    0.32051271200180054,
    0.3542855978012085,
    0.4720495045185089,
    0.4606740176677704,
    0.35687726736068726,
    0.4022345542907715,
    0.5810053944587708,
    0.6598983407020569,
    0.43979042768478394,
    0.40796008706092834,
    0.7536230683326721,
    0.5555554032325745,
    0.4835163354873657,
    0.6779659986495972,
    0.7076921463012695,
    0.36893191933631897,
    0.4433496594429016,
    0.27814561128616333,
    0.6439023613929749,
    0.5111110210418701,
    0.5145629644393921,
    0.45849794149398804,
    0.4161849021911621,
    0.4766837954521179,
    0.38341957330703735,
    0.29629620909690857,
    0.5060239434242249,
    0.39735087752342224,
    0.3350784480571747,
    0.6666665077209473,
    0.3723403513431549,
    0.7301585674285889,
    0.43199992179870605,
    0.49090901017189026,
    0.3018867075443268,
    0.320441871881485,
    0.2944161295890808,
    0.4969695806503296,
    0.7289717793464661,
    0.6742855310440063,
    0.24822686612606049,
    0.3931623101234436,
    0.5812807083129883,
    0.7437184453010559,
    0.6183573603630066,
    0.21965309977531433,
    0.7272725701332092,
    0.4980543851852417,
    0.6179773807525635,
    0.49999988079071045,
    0.7391301989555359,
    0.6010361909866333,
    0.5193368792533875,
    0.41474640369415283,
    0.26086950302124023,
    0.2673795819282532,
    0.4210525155067444,
    0.4102562665939331,
    0.7389556765556335,
    0.5982905030250549,
    0.44755232334136963,
    0.644067645072937,
    0.18072283267974854,
    0.41095879673957825,
    0.33777767419815063,
    0.7368419766426086,
    0.633962094783783,
    0.382978618144989,
    0.39603951573371887,
    0.46323519945144653,
    0.21782174706459045,
    0.5024153590202332,
    0.8021976351737976,
    0.4417177140712738,
    0.43786972761154175,
    0.6298341155052185,
    0.5189187526702881,
    0.5679011344909668,
    0.45810040831565857,
    0.5824174284934998,
    0.47798728942871094,
    0.6086955666542053,
    0.32432422041893005,
    0.2906976044178009,
    0.7789472937583923,
    0.5082871913909912,
    0.5090908408164978,
    0.4744184911251068,
    0.2705881595611572,
    0.6086955666542053
   ],
   "time": 26.638335635885596,
   "param": null
  },
  {
   "epoch": 76,
   "train_loss": 1.800552248954773,
   "val_loss": 1.8645206689834595,
   "acc": 48.81,
   "f1": [
    0.7450978755950928,
    0.6363635063171387,
    0.4230768084526062,
    0.27173903584480286,
    0.3124999403953552,
    0.33333325386047363,
    0.5316454172134399,
    0.5084744691848755,
    0.5333332419395447,
    0.5198236703872681,
    0.2937852144241333,
    0.2929935157299042,
    0.5263156890869141,
    0.46376803517341614,
    0.4694834351539612,
    0.38766512274742126,
    0.5312498211860657,
    0.6404492855072021,
    0.4210525155067444,
    0.4279834032058716,
    0.7136148810386658,
    0.5421244502067566,
    0.46231144666671753,
    0.6903551816940308,
    0.7108432054519653,
    0.3976607024669647,
    0.4685713052749634,
    0.30075180530548096,
    0.5915491580963135,
    0.3999998867511749,
    0.46835434436798096,
    0.4230768382549286,
    0.40718549489974976,
    0.43685999512672424,
    0.4315788447856903,
    0.2906976044178009,
    0.5128204226493835,
    0.39490434527397156,
    0.3575417995452881,
    0.7344631552696228,
    0.41314542293548584,
    0.683937668800354,
    0.3537413775920868,
    0.5728641748428345,
    0.2517482042312622,
    0.35121941566467285,
    0.32142847776412964,
    0.42647045850753784,
    0.6943003535270691,
    0.6467660069465637,
    0.2672064006328583,
    0.4903845191001892,
    0.6072872877120972,
    0.6999998688697815,
    0.6190475225448608,
    0.23076917231082916,
    0.7083331942558289,
    0.5045044422149658,
    0.6288658380508423,
    0.47674402594566345,
    0.7839194536209106,
    0.5274723768234253,
    0.5697672963142395,
    0.4306218922138214,
    0.19259251654148102,
    0.28235283493995667,
    0.40178558230400085,
    0.4153004288673401,
    0.835820734500885,
    0.637362539768219,
    0.5821594595909119,
    0.6752135157585144,
    0.21518979966640472,
    0.4312267005443573,
    0.31999990344047546,
    0.6829267144203186,
    0.581939697265625,
    0.2991451919078827,
    0.4236452281475067,
    0.4081631600856781,
    0.26666656136512756,
    0.5595853924751282,
    0.7632849216461182,
    0.5023254752159119,
    0.45128190517425537,
    0.5505616068840027,
    0.5139663219451904,
    0.4934209883213043,
    0.5066665410995483,
    0.5349792838096619,
    0.5476189255714417,
    0.6589593291282654,
    0.3908045291900635,
    0.299999862909317,
    0.5935482978820801,
    0.5595237016677856,
    0.45643141865730286,
    0.4545453190803528,
    0.27777767181396484,
    0.490322470664978
   ],
   "time": 25.884399512782693,
   "param": null
  },
  {
   "epoch": 77,
   "train_loss": 1.747674822807312,
   "val_loss": 2.094191312789917,
   "acc": 50.19,
   "f1": [
    0.7542855739593506,
    0.6168223023414612,
    0.36619704961776733,
    0.2941175401210785,
    0.32352930307388306,
    0.5074625611305237,
    0.5764191746711731,
    0.5621620416641235,
    0.5846152901649475,
    0.542713463306427,
    0.37349388003349304,
    0.28220847249031067,
    0.5732482671737671,
    0.4851484000682831,
    0.4502616822719574,
    0.4046241343021393,
    0.6298341155052185,
    0.7246376276016235,
    0.4717947542667389,
    0.4153004288673401,
    0.7826085686683655,
    0.6097559332847595,
    0.45121943950653076,
    0.6589146256446838,
    0.6293102502822876,
    0.44444432854652405,
    0.5028570294380188,
    0.334545373916626,
    0.6051281094551086,
    0.43930622935295105,
    0.48453593254089355,
    0.5217390656471252,
    0.44571414589881897,
    0.4867255389690399,
    0.5123152136802673,
    0.26900574564933777,
    0.5247523188591003,
    0.4516127407550812,
    0.37575745582580566,
    0.6298341155052185,
    0.3809523284435272,
    0.7213113307952881,
    0.4918031394481659,
    0.5161289572715759,
    0.30468741059303284,
    0.31939154863357544,
    0.2649005651473999,
    0.5365852117538452,
    0.658536434173584,
    0.5668447613716125,
    0.24875615537166595,
    0.5326631665229797,
    0.6339284181594849,
    0.7450978755950928,
    0.5560973882675171,
    0.2076922506093979,
    0.7549017667770386,
    0.5538460612297058,
    0.6249998807907104,
    0.553672194480896,
    0.7683613896369934,
    0.619999885559082,
    0.5660375952720642,
    0.5405403971672058,
    0.2444443702697754,
    0.2820512056350708,
    0.41441428661346436,
    0.4566209018230438,
    0.7598251700401306,
    0.6746986508369446,
    0.5121949315071106,
    0.6187844276428223,
    0.23030294477939606,
    0.413043349981308,
    0.2460567057132721,
    0.6584360599517822,
    0.7053940296173096,
    0.36619704961776733,
    0.3714284896850586,
    0.49261072278022766,
    0.2748090624809265,
    0.5393257141113281,
    0.8656715154647827,
    0.4749998450279236,
    0.43438899517059326,
    0.6341462135314941,
    0.5116277933120728,
    0.5943773984909058,
    0.42253512144088745,
    0.5583755373954773,
    0.4526748061180115,
    0.616071343421936,
    0.34972667694091797,
    0.32432422041893005,
    0.784946084022522,
    0.49999988079071045,
    0.4508668780326843,
    0.4146340489387512,
    0.30456843972206116,
    0.563380241394043
   ],
   "time": 25.947358154691756,
   "param": null
  },
  {
   "epoch": 78,
   "train_loss": 1.8039023876190186,
   "val_loss": 1.9659336805343628,
   "acc": 50.79,
   "f1": [
    0.7918779850006104,
    0.5769229531288147,
    0.3983050286769867,
    0.24516120553016663,
    0.348314493894577,
    0.466666579246521,
    0.4634144902229309,
    0.6444442868232727,
    0.5560164451599121,
    0.5730335712432861,
    0.29319363832473755,
    0.3157894015312195,
    0.6161615252494812,
    0.44444435834884644,
    0.37804868817329407,
    0.45348823070526123,
    0.603351891040802,
    0.7021275758743286,
    0.4632767140865326,
    0.4634144902229309,
    0.7897433638572693,
    0.635944664478302,
    0.48587560653686523,
    0.6666665077209473,
    0.7014216780662537,
    0.37349388003349304,
    0.47513800859451294,
    0.30935242772102356,
    0.577777624130249,
    0.4606740176677704,
    0.5094338655471802,
    0.5374448299407959,
    0.3363913893699646,
    0.44444432854652405,
    0.4720495045185089,
    0.29702961444854736,
    0.48809507489204407,
    0.5698322653770447,
    0.326315701007843,
    0.7486031651496887,
    0.4491524398326874,
    0.6790696382522583,
    0.4741378724575043,
    0.5572138428688049,
    0.28688517212867737,
    0.36180898547172546,
    0.35714274644851685,
    0.5608464479446411,
    0.715908944606781,
    0.6502462029457092,
    0.27999991178512573,
    0.5188283324241638,
    0.5860464572906494,
    0.6929132342338562,
    0.6813185214996338,
    0.21645015478134155,
    0.7342994213104248,
    0.5561496019363403,
    0.654761791229248,
    0.5024629235267639,
    0.7955800294876099,
    0.5578945875167847,
    0.5964910984039307,
    0.46999987959861755,
    0.24896258115768433,
    0.22325573861598969,
    0.42857128381729126,
    0.37815114855766296,
    0.8269229531288147,
    0.6914892196655273,
    0.5754715800285339,
    0.6637166738510132,
    0.2243901938199997,
    0.37499991059303284,
    0.3444443643093109,
    0.760416567325592,
    0.7083331942558289,
    0.36129021644592285,
    0.36190465092658997,
    0.46391740441322327,
    0.1911763846874237,
    0.5488370656967163,
    0.8214284777641296,
    0.4210525155067444,
    0.4588233530521393,
    0.6243385076522827,
    0.5853657722473145,
    0.6077346205711365,
    0.5161288976669312,
    0.6105261445045471,
    0.6054052114486694,
    0.6153844594955444,
    0.34782594442367554,
    0.2707422971725464,
    0.7741933465003967,
    0.4840763211250305,
    0.5145629644393921,
    0.4690264165401459,
    0.31168824434280396,
    0.509505569934845
   ],
   "time": 25.800320490263402,
   "param": null
  },
  {
   "epoch": 79,
   "train_loss": 1.6873210668563843,
   "val_loss": 1.958660364151001,
   "acc": 47.91,
   "f1": [
    0.7344631552696228,
    0.5630251169204712,
    0.28742504119873047,
    0.2762430012226105,
    0.2910216152667999,
    0.4946235418319702,
    0.5887445211410522,
    0.5590060353279114,
    0.5423727631568909,
    0.518518328666687,
    0.3020407259464264,
    0.3311257064342499,
    0.5617976188659668,
    0.4646463394165039,
    0.4046241343021393,
    0.39560428261756897,
    0.5139663219451904,
    0.688171923160553,
    0.4278606176376343,
    0.3064514994621277,
    0.808988630771637,
    0.538181722164154,
    0.4607841968536377,
    0.6666665077209473,
    0.6625765562057495,
    0.4120170772075653,
    0.3644443452358246,
    0.29120874404907227,
    0.5689654350280762,
    0.45631060004234314,
    0.4811319410800934,
    0.4878047704696655,
    0.46938762068748474,
    0.48888877034187317,
    0.4834122061729431,
    0.27322396636009216,
    0.48387083411216736,
    0.47524741291999817,
    0.3516482412815094,
    0.5962262749671936,
    0.3972601890563965,
    0.7176468968391418,
    0.4236452281475067,
    0.48453593254089355,
    0.2751321792602539,
    0.36269423365592957,
    0.2147650271654129,
    0.5298011898994446,
    0.6912441253662109,
    0.5560973882675171,
    0.2888086140155792,
    0.5294116735458374,
    0.5476189255714417,
    0.7441859841346741,
    0.5214006900787354,
    0.2526314854621887,
    0.7046630382537842,
    0.5588234066963196,
    0.6270268559455872,
    0.43835607171058655,
    0.7526880502700806,
    0.5821594595909119,
    0.5757573843002319,
    0.48936155438423157,
    0.24175815284252167,
    0.24285705387592316,
    0.2999999225139618,
    0.434782475233078,
    0.7818180322647095,
    0.6810809373855591,
    0.5487803816795349,
    0.6408838629722595,
    0.16107375919818878,
    0.4476189613342285,
    0.2887699604034424,
    0.6863903999328613,
    0.7116562724113464,
    0.38834938406944275,
    0.29538455605506897,
    0.4916665554046631,
    0.20547938346862793,
    0.5170730352401733,
    0.8055554032325745,
    0.48447185754776,
    0.43749991059303284,
    0.5833331942558289,
    0.5081079602241516,
    0.5824174284934998,
    0.46428558230400085,
    0.49350637197494507,
    0.45128190517425537,
    0.5609754920005798,
    0.31372538208961487,
    0.282828152179718,
    0.7251460552215576,
    0.5161289572715759,
    0.4133332371711731,
    0.3646112382411957,
    0.28310492634773254,
    0.4938269853591919
   ],
   "time": 26.31159488297999,
   "param": null
  },
  {
   "epoch": 80,
   "train_loss": 1.85930597782135,
   "val_loss": 2.673915386199951,
   "acc": 40.1,
   "f1": [
    0.6741572022438049,
    0.4358208477497101,
    0.2829267382621765,
    0.20895513892173767,
    0.290502667427063,
    0.3414633274078369,
    0.442857027053833,
    0.41610726714134216,
    0.4744184911251068,
    0.5030673146247864,
    0.2765956521034241,
    0.19672124087810516,
    0.438016414642334,
    0.39189180731773376,
    0.35185176134109497,
    0.38341957330703735,
    0.3659573495388031,
    0.5833332538604736,
    0.2748814523220062,
    0.34394893050193787,
    0.6624202132225037,
    0.6019416451454163,
    0.39999985694885254,
    0.49006614089012146,
    0.634730339050293,
    0.2976189851760864,
    0.38392844796180725,
    0.20155030488967896,
    0.511627733707428,
    0.4431816637516022,
    0.3499998450279236,
    0.3561643064022064,
    0.36714968085289,
    0.39999985694885254,
    0.33333322405815125,
    0.18181811273097992,
    0.2575756907463074,
    0.3597121238708496,
    0.30769217014312744,
    0.24503308534622192,
    0.3727271258831024,
    0.6516852378845215,
    0.31372538208961487,
    0.17857137322425842,
    0.14084501564502716,
    0.19827578961849213,
    0.32402223348617554,
    0.442952960729599,
    0.6632122993469238,
    0.43720918893814087,
    0.1333332657814026,
    0.4819276034832001,
    0.619999885559082,
    0.6490564346313477,
    0.49214646220207214,
    0.16184966266155243,
    0.7263157367706299,
    0.4351463317871094,
    0.42962950468063354,
    0.5476189255714417,
    0.6666665077209473,
    0.5151513814926147,
    0.5411763787269592,
    0.3599999248981476,
    0.1612902730703354,
    0.23463678359985352,
    0.39560428261756897,
    0.289308100938797,
    0.5818181037902832,
    0.490322470664978,
    0.5056177973747253,
    0.6048778891563416,
    0.1916166990995407,
    0.35443025827407837,
    0.3196346163749695,
    0.7301585674285889,
    0.3321917653083801,
    0.2403845638036728,
    0.27083325386047363,
    0.41935476660728455,
    0.09999994188547134,
    0.30769219994544983,
    0.7485378384590149,
    0.38341957330703735,
    0.34234222769737244,
    0.45925915241241455,
    0.4905658960342407,
    0.5523808598518372,
    0.38216549158096313,
    0.4260353744029999,
    0.46017688512802124,
    0.5727698802947998,
    0.30882343649864197,
    0.23157887160778046,
    0.6574072241783142,
    0.44444432854652405,
    0.3940885663032532,
    0.40251561999320984,
    0.19736838340759277,
    0.31603771448135376
   ],
   "time": 26.123313404619694,
   "param": null
  },
  {
   "epoch": 81,
   "train_loss": 1.7091130018234253,
   "val_loss": 1.997383952140808,
   "acc": 47.91,
   "f1": [
    0.6323528289794922,
    0.5577688217163086,
    0.34161484241485596,
    0.18461529910564423,
    0.25165554881095886,
    0.3696368634700775,
    0.5833332538604736,
    0.534031331539154,
    0.6122447848320007,
    0.595959484577179,
    0.31884050369262695,
    0.2967032194137573,
    0.49999988079071045,
    0.37681150436401367,
    0.42857128381729126,
    0.38053086400032043,
    0.5418717861175537,
    0.5910930633544922,
    0.4319247901439667,
    0.45405393838882446,
    0.7014216780662537,
    0.6268655061721802,
    0.43216070532798767,
    0.6249998807907104,
    0.7187498211860657,
    0.37499988079071045,
    0.3428570330142975,
    0.2901553809642792,
    0.5441175103187561,
    0.4635760486125946,
    0.504761815071106,
    0.4099377691745758,
    0.37614670395851135,
    0.4651161730289459,
    0.46231144666671753,
    0.13223135471343994,
    0.39310336112976074,
    0.4021162986755371,
    0.34905651211738586,
    0.6701569557189941,
    0.4145076870918274,
    0.702702522277832,
    0.47524741291999817,
    0.5172412991523743,
    0.24107137322425842,
    0.2366863340139389,
    0.3249998986721039,
    0.5110130310058594,
    0.747572660446167,
    0.5941421389579773,
    0.19753079116344452,
    0.47826072573661804,
    0.47560960054397583,
    0.7181816697120667,
    0.568720281124115,
    0.12949636578559875,
    0.7473682165145874,
    0.49729716777801514,
    0.6436780691146851,
    0.5549736618995667,
    0.7942582368850708,
    0.5504586100578308,
    0.5170730352401733,
    0.5380709171295166,
    0.22222214937210083,
    0.2530611455440521,
    0.3905324339866638,
    0.38596484065055847,
    0.775861918926239,
    0.6947367191314697,
    0.5112106204032898,
    0.7136561870574951,
    0.1525423377752304,
    0.4108106791973114,
    0.30621999502182007,
    0.7474745512008667,
    0.6403160691261292,
    0.34509798884391785,
    0.34615373611450195,
    0.44715434312820435,
    0.2211054563522339,
    0.5217389464378357,
    0.8044691681861877,
    0.41717782616615295,
    0.45685264468193054,
    0.5677418112754822,
    0.4657532870769501,
    0.49019595980644226,
    0.5227271318435669,
    0.502923846244812,
    0.48309168219566345,
    0.6336632370948792,
    0.30864188075065613,
    0.3456788659095764,
    0.68199223279953,
    0.43835604190826416,
    0.4432430863380432,
    0.47999992966651917,
    0.2560974657535553,
    0.4023667871952057
   ],
   "time": 26.820770333521068,
   "param": null
  },
  {
   "epoch": 82,
   "train_loss": 1.598453402519226,
   "val_loss": 1.9142825603485107,
   "acc": 48.51,
   "f1": [
    0.6793891787528992,
    0.6288658380508423,
    0.3519999384880066,
    0.29714274406433105,
    0.2121211439371109,
    0.37563440203666687,
    0.594594419002533,
    0.6111109852790833,
    0.6066349744796753,
    0.5315313935279846,
    0.2944784462451935,
    0.2895926535129547,
    0.5730992555618286,
    0.36842095851898193,
    0.46835434436798096,
    0.3356163799762726,
    0.4812833070755005,
    0.6984125375747681,
    0.4508668780326843,
    0.41269823908805847,
    0.7208120226860046,
    0.5587043762207031,
    0.44351452589035034,
    0.6586344242095947,
    0.733333170413971,
    0.3926379084587097,
    0.4507041275501251,
    0.30864188075065613,
    0.5517240166664124,
    0.34848475456237793,
    0.46938762068748474,
    0.3974357545375824,
    0.4052286446094513,
    0.44444435834884644,
    0.35135123133659363,
    0.24489790201187134,
    0.35638293623924255,
    0.38271594047546387,
    0.3622046113014221,
    0.6605502963066101,
    0.4020099639892578,
    0.7340423464775085,
    0.5165561437606812,
    0.4816325008869171,
    0.32231393456459045,
    0.2482757866382599,
    0.2797201871871948,
    0.4832213521003723,
    0.7160492539405823,
    0.5824174284934998,
    0.2443438321352005,
    0.5434780716896057,
    0.5828570127487183,
    0.6956520080566406,
    0.5288134217262268,
    0.22857138514518738,
    0.7487682700157166,
    0.43382343649864197,
    0.5555553436279297,
    0.5520831942558289,
    0.7368419766426086,
    0.5514401793479919,
    0.6153843998908997,
    0.5263156890869141,
    0.29951682686805725,
    0.24031001329421997,
    0.3741934299468994,
    0.49773746728897095,
    0.7818180322647095,
    0.6294819116592407,
    0.5644170045852661,
    0.6769229769706726,
    0.2072538137435913,
    0.4630540609359741,
    0.28571417927742004,
    0.6877826452255249,
    0.7454543113708496,
    0.3565216362476349,
    0.3170730471611023,
    0.5775399804115295,
    0.2435423731803894,
    0.45833322405815125,
    0.8217819929122925,
    0.3088234066963196,
    0.4022987186908722,
    0.5802468061447144,
    0.5445024967193604,
    0.6145250201225281,
    0.49350637197494507,
    0.38848912715911865,
    0.497175008058548,
    0.5470084547996521,
    0.4024389386177063,
    0.23776215314865112,
    0.8169012069702148,
    0.6010927557945251,
    0.49999988079071045,
    0.46610158681869507,
    0.31297701597213745,
    0.5388126373291016
   ],
   "time": 26.29425491951406,
   "param": null
  },
  {
   "epoch": 83,
   "train_loss": 1.6006076335906982,
   "val_loss": 1.9488520622253418,
   "acc": 48.4,
   "f1": [
    0.7488985657691956,
    0.5498006939888,
    0.3977271616458893,
    0.2576685845851898,
    0.2739725410938263,
    0.4453440308570862,
    0.5802468061447144,
    0.5465837121009827,
    0.623255729675293,
    0.6086955666542053,
    0.3265305757522583,
    0.2753622233867645,
    0.5524860620498657,
    0.4044942855834961,
    0.3851850926876068,
    0.39153432846069336,
    0.5685278177261353,
    0.7168139815330505,
    0.38271594047546387,
    0.4153004288673401,
    0.6823527216911316,
    0.5968990921974182,
    0.44036686420440674,
    0.5838507413864136,
    0.7058822512626648,
    0.35636353492736816,
    0.4670657217502594,
    0.3389829695224762,
    0.5833331942558289,
    0.45320188999176025,
    0.41935470700263977,
    0.3952568471431732,
    0.5172412991523743,
    0.36029404401779175,
    0.48587560653686523,
    0.2769230008125305,
    0.5081079602241516,
    0.3786981403827667,
    0.3356642425060272,
    0.6371680498123169,
    0.43575406074523926,
    0.7191009521484375,
    0.4140968322753906,
    0.362318754196167,
    0.238805890083313,
    0.31372541189193726,
    0.3726707398891449,
    0.5142855644226074,
    0.7368419766426086,
    0.5762709975242615,
    0.193548321723938,
    0.44839850068092346,
    0.5608464479446411,
    0.7231636643409729,
    0.5988022685050964,
    0.18637987971305847,
    0.7184464335441589,
    0.5296802520751953,
    0.6057141423225403,
    0.47120407223701477,
    0.6719366312026978,
    0.4697985351085663,
    0.5824174284934998,
    0.43902426958084106,
    0.238805890083313,
    0.28571420907974243,
    0.3703702688217163,
    0.4671532213687897,
    0.7511736154556274,
    0.7087377309799194,
    0.5588234066963196,
    0.5751633048057556,
    0.21714277565479279,
    0.33939382433891296,
    0.290502667427063,
    0.6823527216911316,
    0.7256636023521423,
    0.358024537563324,
    0.34848475456237793,
    0.4402514398097992,
    0.16923071444034576,
    0.43930622935295105,
    0.788571298122406,
    0.41379302740097046,
    0.404958575963974,
    0.6350710391998291,
    0.5483869910240173,
    0.5572518110275269,
    0.42156851291656494,
    0.4623654782772064,
    0.4936169385910034,
    0.6236557960510254,
    0.434782475233078,
    0.33802807331085205,
    0.6804978251457214,
    0.5378149747848511,
    0.47808754444122314,
    0.4924621880054474,
    0.2705881595611572,
    0.6111109852790833
   ],
   "time": 26.866039710119367,
   "param": null
  },
  {
   "epoch": 84,
   "train_loss": 1.6108417510986328,
   "val_loss": 2.2711806297302246,
   "acc": 48.47,
   "f1": [
    0.7812498211860657,
    0.5872339010238647,
    0.41212108731269836,
    0.26794248819351196,
    0.35384607315063477,
    0.4177214205265045,
    0.5314008593559265,
    0.5981307029724121,
    0.5786162614822388,
    0.5999998450279236,
    0.3152708411216736,
    0.3170730471611023,
    0.5730992555618286,
    0.4835163354873657,
    0.4772725999355316,
    0.39631327986717224,
    0.5170066356658936,
    0.6282721161842346,
    0.36018943786621094,
    0.4158414602279663,
    0.754490852355957,
    0.6256982088088989,
    0.4630540609359741,
    0.4391407370567322,
    0.7021275758743286,
    0.36470577120780945,
    0.4605261981487274,
    0.3468207120895386,
    0.5317917466163635,
    0.44578301906585693,
    0.5272725820541382,
    0.5145629644393921,
    0.37864065170288086,
    0.44827574491500854,
    0.4331209659576416,
    0.2794116735458374,
    0.420338898897171,
    0.47916653752326965,
    0.3274335563182831,
    0.6371680498123169,
    0.4905658960342407,
    0.712643563747406,
    0.48837196826934814,
    0.5196077227592468,
    0.30952370166778564,
    0.30208322405815125,
    0.3444443643093109,
    0.5647057294845581,
    0.6770831346511841,
    0.4736841320991516,
    0.2264150083065033,
    0.47761180996894836,
    0.6425337791442871,
    0.7111109495162964,
    0.5454544425010681,
    0.20312494039535522,
    0.7448978424072266,
    0.5603863000869751,
    0.6296294927597046,
    0.5402297377586365,
    0.7283235192298889,
    0.517646849155426,
    0.5824174284934998,
    0.4549761712551117,
    0.29824554920196533,
    0.2622949779033661,
    0.4413144290447235,
    0.31944435834884644,
    0.7802689075469971,
    0.6956520080566406,
    0.5590060353279114,
    0.3464565873146057,
    0.23999996483325958,
    0.43930622935295105,
    0.3117646276950836,
    0.7074234485626221,
    0.7142854928970337,
    0.38043469190597534,
    0.3827749788761139,
    0.49006614089012146,
    0.17721512913703918,
    0.5821594595909119,
    0.8469385504722595,
    0.3969464600086212,
    0.4145076870918274,
    0.6528496146202087,
    0.556212842464447,
    0.5783131122589111,
    0.4280441701412201,
    0.5418717861175537,
    0.4946235418319702,
    0.635944664478302,
    0.3756905198097229,
    0.2739725112915039,
    0.7207205295562744,
    0.5301203727722168,
    0.4999999403953552,
    0.38732388615608215,
    0.23611101508140564,
    0.5294116139411926
   ],
   "time": 26.983425609767437,
   "param": null
  },
  {
   "epoch": 85,
   "train_loss": 1.533183217048645,
   "val_loss": 2.044792413711548,
   "acc": 49.59,
   "f1": [
    0.7999998331069946,
    0.5767788887023926,
    0.29166656732559204,
    0.1764705330133438,
    0.35215941071510315,
    0.4277455508708954,
    0.5573769211769104,
    0.5408803224563599,
    0.6091369390487671,
    0.5826086401939392,
    0.36158180236816406,
    0.2929935157299042,
    0.5333331823348999,
    0.41414129734039307,
    0.4919784665107727,
    0.38993698358535767,
    0.5608464479446411,
    0.6631014943122864,
    0.4266665577888489,
    0.4210525453090668,
    0.7203789353370667,
    0.5201237201690674,
    0.4699452221393585,
    0.6964284181594849,
    0.6586824655532837,
    0.3555554449558258,
    0.46486473083496094,
    0.34782594442367554,
    0.5791853666305542,
    0.4398338794708252,
    0.4924621880054474,
    0.4701194167137146,
    0.4516127407550812,
    0.4320986866950989,
    0.45454534888267517,
    0.2820512056350708,
    0.5662649273872375,
    0.5327101349830627,
    0.2962961792945862,
    0.7078649997711182,
    0.4790417551994324,
    0.6859902143478394,
    0.5028570294380188,
    0.5223879218101501,
    0.22377613186836243,
    0.35714277625083923,
    0.29197070002555847,
    0.5499998927116394,
    0.7030301690101624,
    0.6120217442512512,
    0.27329182624816895,
    0.5333331823348999,
    0.5971562266349792,
    0.7657655477523804,
    0.43165460228919983,
    0.18181811273097992,
    0.6581195592880249,
    0.5507245659828186,
    0.6306304931640625,
    0.4873095452785492,
    0.7777776122093201,
    0.4832213521003723,
    0.5514017343521118,
    0.42857131361961365,
    0.24161066114902496,
    0.22929932177066803,
    0.43999987840652466,
    0.3837208151817322,
    0.7881771922111511,
    0.6754384636878967,
    0.4113473892211914,
    0.6721990704536438,
    0.2029850333929062,
    0.42253509163856506,
    0.2692306637763977,
    0.732673168182373,
    0.7319586277008057,
    0.3882351815700531,
    0.32941165566444397,
    0.5341613292694092,
    0.20155030488967896,
    0.5233643651008606,
    0.7783250212669373,
    0.452830046415329,
    0.4358973205089569,
    0.5781989693641663,
    0.6436780691146851,
    0.5849801898002625,
    0.4790417551994324,
    0.46022719144821167,
    0.5294116735458374,
    0.5949366092681885,
    0.4086019992828369,
    0.31088075041770935,
    0.7692306041717529,
    0.5666665434837341,
    0.46808499097824097,
    0.4565216302871704,
    0.29927000403404236,
    0.5585584044456482
   ],
   "time": 26.842476746067405,
   "param": null
  },
  {
   "epoch": 86,
   "train_loss": 1.648574948310852,
   "val_loss": 1.974764347076416,
   "acc": 49.87,
   "f1": [
    0.7238093614578247,
    0.5654449462890625,
    0.38181808590888977,
    0.16923071444034576,
    0.3016759157180786,
    0.4239999055862427,
    0.5677418112754822,
    0.5662649273872375,
    0.6228069067001343,
    0.594594419002533,
    0.2258063703775406,
    0.3260868787765503,
    0.6116504073143005,
    0.4867255389690399,
    0.43298953771591187,
    0.45161277055740356,
    0.5405403971672058,
    0.6136362552642822,
    0.46913570165634155,
    0.4210525155067444,
    0.7336682677268982,
    0.6070037484169006,
    0.41666656732559204,
    0.5034012794494629,
    0.6867468357086182,
    0.3841058313846588,
    0.44137921929359436,
    0.3362830877304077,
    0.5925925374031067,
    0.5555554628372192,
    0.5283017754554749,
    0.4936707317829132,
    0.45454534888267517,
    0.5274723768234253,
    0.44976064562797546,
    0.22222216427326202,
    0.5025123953819275,
    0.4976075291633606,
    0.3408070504665375,
    0.6218487024307251,
    0.3999999165534973,
    0.7246376276016235,
    0.5030673146247864,
    0.48837196826934814,
    0.29813653230667114,
    0.3354036211967468,
    0.30065348744392395,
    0.5668447613716125,
    0.6968324184417725,
    0.5828570127487183,
    0.2933332622051239,
    0.53465336561203,
    0.672268807888031,
    0.7155961990356445,
    0.5340908169746399,
    0.22641503810882568,
    0.7671231031417847,
    0.5043476819992065,
    0.6081869602203369,
    0.48908287286758423,
    0.712643563747406,
    0.4916665554046631,
    0.5238093733787537,
    0.45348823070526123,
    0.24836592376232147,
    0.2941175699234009,
    0.4093022048473358,
    0.38709667325019836,
    0.6976742744445801,
    0.6956520080566406,
    0.5521470904350281,
    0.6850392818450928,
    0.1916166990995407,
    0.4766353964805603,
    0.3626372814178467,
    0.7108432054519653,
    0.7263157367706299,
    0.3892616331577301,
    0.3037974238395691,
    0.4550263583660126,
    0.33789944648742676,
    0.5663716197013855,
    0.7789472937583923,
    0.4205606281757355,
    0.445652037858963,
    0.5731706023216248,
    0.46153831481933594,
    0.6132074594497681,
    0.5533979535102844,
    0.6256982088088989,
    0.4741378724575043,
    0.6411482095718384,
    0.37804868817329407,
    0.29931965470314026,
    0.7477476000785828,
    0.5217390060424805,
    0.5212119817733765,
    0.45810040831565857,
    0.2673266530036926,
    0.4417177736759186
   ],
   "time": 27.686173127032816,
   "param": null
  },
  {
   "epoch": 87,
   "train_loss": 1.6229939460754395,
   "val_loss": 2.0325405597686768,
   "acc": 49.0,
   "f1": [
    0.6142856478691101,
    0.5465837121009827,
    0.37696322798728943,
    0.23076915740966797,
    0.278787761926651,
    0.40769219398498535,
    0.5859870910644531,
    0.5771142840385437,
    0.5419353246688843,
    0.4899327754974365,
    0.28820955753326416,
    0.30051806569099426,
    0.5098037719726562,
    0.48837196826934814,
    0.3945577144622803,
    0.37499991059303284,
    0.5172412991523743,
    0.5830256938934326,
    0.46788978576660156,
    0.47398826479911804,
    0.6787328720092773,
    0.5586206316947937,
    0.46739116311073303,
    0.5269460082054138,
    0.6847825050354004,
    0.3574143946170807,
    0.33587777614593506,
    0.3627450466156006,
    0.5999999046325684,
    0.4366196393966675,
    0.4561401903629303,
    0.4949493706226349,
    0.425531804561615,
    0.46082934737205505,
    0.4705880880355835,
    0.30337071418762207,
    0.46808499097824097,
    0.44943806529045105,
    0.3977271616458893,
    0.7037035822868347,
    0.4070795178413391,
    0.7272725701332092,
    0.5333331823348999,
    0.535353422164917,
    0.25185176730155945,
    0.23437494039535522,
    0.30952370166778564,
    0.5197739005088806,
    0.70588219165802,
    0.5988698601722717,
    0.18749994039535522,
    0.5276594758033752,
    0.6367345452308655,
    0.6769229173660278,
    0.5889569520950317,
    0.23208186030387878,
    0.7918779850006104,
    0.33256345987319946,
    0.6938773989677429,
    0.5918366312980652,
    0.7647057771682739,
    0.4814813435077667,
    0.518518328666687,
    0.4914284646511078,
    0.3121386468410492,
    0.31858399510383606,
    0.5333332419395447,
    0.4324323236942291,
    0.7142856121063232,
    0.6761903762817383,
    0.47190994024276733,
    0.6419751644134521,
    0.20833326876163483,
    0.4377681314945221,
    0.2999999225139618,
    0.7537687420845032,
    0.661224365234375,
    0.35443025827407837,
    0.3599999248981476,
    0.5485712885856628,
    0.2436547577381134,
    0.5207546353340149,
    0.7909602522850037,
    0.3267972767353058,
    0.3855420649051666,
    0.5934064984321594,
    0.5363127589225769,
    0.6167399883270264,
    0.42647045850753784,
    0.5157230496406555,
    0.5561496019363403,
    0.5359999537467957,
    0.39111098647117615,
    0.33333322405815125,
    0.5867506861686707,
    0.5714284777641296,
    0.5497629642486572,
    0.43999987840652466,
    0.28685250878334045,
    0.546816349029541
   ],
   "time": 27.057858761399984,
   "param": null
  },
  {
   "epoch": 88,
   "train_loss": 1.5499058961868286,
   "val_loss": 1.8944422006607056,
   "acc": 48.78,
   "f1": [
    0.7486031651496887,
    0.5685278177261353,
    0.3592813014984131,
    0.26373615860939026,
    0.28571420907974243,
    0.4509802758693695,
    0.5365852117538452,
    0.5596706867218018,
    0.5999999046325684,
    0.5730335712432861,
    0.26666656136512756,
    0.32704389095306396,
    0.5462961196899414,
    0.43786972761154175,
    0.4129553437232971,
    0.35897424817085266,
    0.44339612126350403,
    0.6831682324409485,
    0.4233575761318207,
    0.3798881769180298,
    0.7182319164276123,
    0.6270268559455872,
    0.38194435834884644,
    0.6386553049087524,
    0.7182319164276123,
    0.3999999463558197,
    0.3999999165534973,
    0.314606636762619,
    0.6982247233390808,
    0.40935659408569336,
    0.494381844997406,
    0.46938762068748474,
    0.43181803822517395,
    0.5056177973747253,
    0.44210511445999146,
    0.24418595433235168,
    0.4905658960342407,
    0.35714274644851685,
    0.3414633274078369,
    0.5702809691429138,
    0.42162150144577026,
    0.6885244846343994,
    0.4489794969558716,
    0.5098037719726562,
    0.3102039694786072,
    0.3794870972633362,
    0.22222213447093964,
    0.5521470904350281,
    0.6854837536811829,
    0.5497074723243713,
    0.28310492634773254,
    0.4699452221393585,
    0.6415093541145325,
    0.7638189196586609,
    0.5828570127487183,
    0.1985815018415451,
    0.79365074634552,
    0.4933919608592987,
    0.5942855477333069,
    0.5446427464485168,
    0.7023808360099792,
    0.5339365601539612,
    0.5813952684402466,
    0.46231144666671753,
    0.2746780216693878,
    0.25777769088745117,
    0.42647048830986023,
    0.3372548520565033,
    0.7196968197822571,
    0.7157893776893616,
    0.5333332419395447,
    0.5818180441856384,
    0.27272719144821167,
    0.3786981403827667,
    0.2983424663543701,
    0.7446807622909546,
    0.563934326171875,
    0.44036686420440674,
    0.3666665554046631,
    0.4824901819229126,
    0.2424241602420807,
    0.547485888004303,
    0.7853879332542419,
    0.5094338655471802,
    0.38157883286476135,
    0.6292133331298828,
    0.423611044883728,
    0.57297283411026,
    0.49999988079071045,
    0.5437787175178528,
    0.539215624332428,
    0.6222221255302429,
    0.39778995513916016,
    0.32034626603126526,
    0.7340423464775085,
    0.5194803476333618,
    0.5294116139411926,
    0.4431816637516022,
    0.29965147376060486,
    0.538461446762085
   ],
   "time": 26.064594427123666,
   "param": null
  },
  {
   "epoch": 89,
   "train_loss": 1.5533958673477173,
   "val_loss": 2.028337001800537,
   "acc": 48.11,
   "f1": [
    0.8140701651573181,
    0.5363127589225769,
    0.35955044627189636,
    0.2601625323295593,
    0.2560974657535553,
    0.452830046415329,
    0.5180721879005432,
    0.5668447613716125,
    0.6298341155052185,
    0.5844154953956604,
    0.3584228754043579,
    0.3468207120895386,
    0.5575755834579468,
    0.3974357545375824,
    0.4499998986721039,
    0.39999985694885254,
    0.5298011898994446,
    0.706976592540741,
    0.3121386468410492,
    0.4387753903865814,
    0.7499998807907104,
    0.6376810669898987,
    0.44578301906585693,
    0.6746986508369446,
    0.6320345401763916,
    0.37192973494529724,
    0.509090781211853,
    0.2918660044670105,
    0.6010927557945251,
    0.4052286446094513,
    0.5435895919799805,
    0.45914387702941895,
    0.40641695261001587,
    0.4463517963886261,
    0.4204544126987457,
    0.32034626603126526,
    0.527607262134552,
    0.5056177973747253,
    0.24864855408668518,
    0.706976592540741,
    0.4102562963962555,
    0.6463412642478943,
    0.4180063307285309,
    0.4672130346298218,
    0.18181811273097992,
    0.38043469190597534,
    0.37433144450187683,
    0.42857131361961365,
    0.7564765214920044,
    0.6113988757133484,
    0.2165604531764984,
    0.5128204226493835,
    0.6146787405014038,
    0.7292816042900085,
    0.6439023613929749,
    0.06299208104610443,
    0.6860463619232178,
    0.5287355184555054,
    0.6198828816413879,
    0.5529952645301819,
    0.7853879332542419,
    0.29032251238822937,
    0.5624998807907104,
    0.35158494114875793,
    0.2886596620082855,
    0.28402355313301086,
    0.31898728013038635,
    0.4277455508708954,
    0.8121825456619263,
    0.7111109495162964,
    0.6108372807502747,
    0.6702701449394226,
    0.20359273254871368,
    0.37450188398361206,
    0.2548261880874634,
    0.6829267144203186,
    0.7411763668060303,
    0.2603549063205719,
    0.3121018409729004,
    0.4550897181034088,
    0.19753079116344452,
    0.40437155961990356,
    0.8241757154464722,
    0.45751625299453735,
    0.4099377691745758,
    0.5399238467216492,
    0.524590015411377,
    0.5714284777641296,
    0.3878786563873291,
    0.5769229531288147,
    0.49382704496383667,
    0.62135910987854,
    0.4246574342250824,
    0.27380943298339844,
    0.8210524320602417,
    0.5388126373291016,
    0.47161564230918884,
    0.4593299925327301,
    0.16793887317180634,
    0.5560973882675171
   ],
   "time": 26.242900951765478,
   "param": null
  },
  {
   "epoch": 90,
   "train_loss": 1.3618508577346802,
   "val_loss": 2.0445947647094727,
   "acc": 48.17,
   "f1": [
    0.7578946352005005,
    0.5549131631851196,
    0.3999999463558197,
    0.19999994337558746,
    0.30996301770210266,
    0.4393938481807709,
    0.5359476208686829,
    0.5870645046234131,
    0.6021503806114197,
    0.6091952323913574,
    0.31999990344047546,
    0.37373724579811096,
    0.46387824416160583,
    0.44198882579803467,
    0.3999998867511749,
    0.4150942265987396,
    0.5431033372879028,
    0.6810809373855591,
    0.37305691838264465,
    0.39189180731773376,
    0.6942147016525269,
    0.6761903762817383,
    0.4854367673397064,
    0.6775954961776733,
    0.666666567325592,
    0.3846152722835541,
    0.4615383744239807,
    0.27505823969841003,
    0.5748986601829529,
    0.5217389464378357,
    0.5019010901451111,
    0.510416567325592,
    0.4266665577888489,
    0.4015443027019501,
    0.2879999279975891,
    0.31034475564956665,
    0.4662575423717499,
    0.44202888011932373,
    0.30051806569099426,
    0.6732671856880188,
    0.43575406074523926,
    0.696132481098175,
    0.3763065040111542,
    0.37499991059303284,
    0.256410151720047,
    0.37614670395851135,
    0.3068180978298187,
    0.5355647206306458,
    0.7305388450622559,
    0.5925924181938171,
    0.27999988198280334,
    0.517646849155426,
    0.4951455295085907,
    0.733333170413971,
    0.6043955087661743,
    0.2202642410993576,
    0.7214610576629639,
    0.4857141673564911,
    0.6021503806114197,
    0.43835610151290894,
    0.7727271318435669,
    0.5614033341407776,
    0.5555554628372192,
    0.3459118902683258,
    0.13223135471343994,
    0.32748526334762573,
    0.42253509163856506,
    0.3636362552642822,
    0.726495623588562,
    0.6918917894363403,
    0.5061726570129395,
    0.6199260354042053,
    0.23350247740745544,
    0.42857128381729126,
    0.3804876506328583,
    0.7162789106369019,
    0.7487682700157166,
    0.3289472758769989,
    0.3957218527793884,
    0.47999992966651917,
    0.21940921247005463,
    0.4822694659233093,
    0.7228915095329285,
    0.32812488079071045,
    0.419999897480011,
    0.5387453436851501,
    0.48611095547676086,
    0.5433961153030396,
    0.4469272196292877,
    0.4924621880054474,
    0.4822694659233093,
    0.543352484703064,
    0.22950811684131622,
    0.32579174637794495,
    0.7166664600372314,
    0.5549131631851196,
    0.45544540882110596,
    0.41975298523902893,
    0.20740734040737152,
    0.6421051621437073
   ],
   "time": 26.70020747091621,
   "param": null
  },
  {
   "epoch": 91,
   "train_loss": 1.5733733177185059,
   "val_loss": 2.041618585586548,
   "acc": 48.85,
   "f1": [
    0.7263681292533875,
    0.6327682137489319,
    0.3271027207374573,
    0.26373615860939026,
    0.2585032880306244,
    0.4502616822719574,
    0.5569618940353394,
    0.5502182841300964,
    0.6066349744796753,
    0.6091952323913574,
    0.3066665530204773,
    0.2878786623477936,
    0.5531913638114929,
    0.42857131361961365,
    0.4406778812408447,
    0.4292236268520355,
    0.4578312039375305,
    0.6499998569488525,
    0.40659332275390625,
    0.32214754819869995,
    0.7085200548171997,
    0.633165717124939,
    0.3984961211681366,
    0.6176468729972839,
    0.6623375415802002,
    0.4024389386177063,
    0.4324323236942291,
    0.2547769844532013,
    0.5643152594566345,
    0.5088756084442139,
    0.5198236703872681,
    0.44147151708602905,
    0.4705881178379059,
    0.4259258210659027,
    0.39473676681518555,
    0.2211054563522339,
    0.38216549158096313,
    0.42857134342193604,
    0.3578946590423584,
    0.5503354668617249,
    0.43243229389190674,
    0.710382342338562,
    0.4766353964805603,
    0.46391740441322327,
    0.28685250878334045,
    0.2482757866382599,
    0.3523315489292145,
    0.462584912776947,
    0.7477476000785828,
    0.559321939945221,
    0.3470318615436554,
    0.44217678904533386,
    0.6095237135887146,
    0.72251296043396,
    0.6041665077209473,
    0.18791939318180084,
    0.6909089684486389,
    0.49824556708335876,
    0.48611095547676086,
    0.5232066512107849,
    0.7513225674629211,
    0.4295300841331482,
    0.5454544425010681,
    0.44303786754608154,
    0.239520862698555,
    0.23728805780410767,
    0.452830046415329,
    0.3923075795173645,
    0.7280333638191223,
    0.6910993456840515,
    0.5647057294845581,
    0.6298341155052185,
    0.19289332628250122,
    0.3592813014984131,
    0.31896543502807617,
    0.7342994213104248,
    0.576051652431488,
    0.3703702688217163,
    0.3838382363319397,
    0.4766353964805603,
    0.19999994337558746,
    0.4705880880355835,
    0.8195120096206665,
    0.46739116311073303,
    0.4670657217502594,
    0.6923075318336487,
    0.5263157486915588,
    0.6448596715927124,
    0.502923846244812,
    0.5492226481437683,
    0.49011847376823425,
    0.6597937345504761,
    0.3764704465866089,
    0.29473677277565,
    0.7312772870063782,
    0.5821594595909119,
    0.4293783903121948,
    0.5583755373954773,
    0.24512529373168945,
    0.579591691493988
   ],
   "time": 25.862581175751984,
   "param": null
  },
  {
   "epoch": 92,
   "train_loss": 1.4483855962753296,
   "val_loss": 1.9907861948013306,
   "acc": 49.69,
   "f1": [
    0.8058250546455383,
    0.6341462135314941,
    0.3046357035636902,
    0.18055549263954163,
    0.2923975884914398,
    0.48908287286758423,
    0.5131577253341675,
    0.5423727631568909,
    0.5849055051803589,
    0.6236557960510254,
    0.36649200320243835,
    0.22742466628551483,
    0.5858584046363831,
    0.5026176571846008,
    0.45283007621765137,
    0.4081631302833557,
    0.5714284181594849,
    0.6586344242095947,
    0.4799998700618744,
    0.4210525155067444,
    0.6964284181594849,
    0.5793650150299072,
    0.48309168219566345,
    0.6916664838790894,
    0.6502056121826172,
    0.3809523284435272,
    0.5575755834579468,
    0.3064514994621277,
    0.6376810669898987,
    0.4720495045185089,
    0.5185183882713318,
    0.5291478633880615,
    0.4044942855834961,
    0.4824119210243225,
    0.2166665941476822,
    0.2437499314546585,
    0.3874344527721405,
    0.4278606176376343,
    0.3307691812515259,
    0.5976094603538513,
    0.4731181561946869,
    0.7213113307952881,
    0.4594593644142151,
    0.4324323236942291,
    0.27083322405815125,
    0.28148138523101807,
    0.32432422041893005,
    0.4918031394481659,
    0.7715734243392944,
    0.6666664481163025,
    0.21167877316474915,
    0.49999988079071045,
    0.624390184879303,
    0.735751211643219,
    0.5478259921073914,
    0.20289847254753113,
    0.7772018909454346,
    0.5789472460746765,
    0.6528496146202087,
    0.5221673846244812,
    0.7699998021125793,
    0.5066665410995483,
    0.49999988079071045,
    0.4699452221393585,
    0.2891565263271332,
    0.28571420907974243,
    0.4491977095603943,
    0.40718549489974976,
    0.8349512815475464,
    0.721153736114502,
    0.5413532853126526,
    0.6703909635543823,
    0.2433861643075943,
    0.43216070532798767,
    0.40999990701675415,
    0.8021976351737976,
    0.7559806704521179,
    0.4339621663093567,
    0.35675665736198425,
    0.48809507489204407,
    0.14925366640090942,
    0.5229355692863464,
    0.7882351875305176,
    0.5161288976669312,
    0.42857131361961365,
    0.5596706867218018,
    0.5387753844261169,
    0.6186439990997314,
    0.40601497888565063,
    0.49689429998397827,
    0.5514017343521118,
    0.6011558771133423,
    0.29577454924583435,
    0.37305691838264465,
    0.6901960372924805,
    0.542713463306427,
    0.4153004288673401,
    0.3414633274078369,
    0.18867920339107513,
    0.6206895112991333
   ],
   "time": 26.398511291481555,
   "param": null
  },
  {
   "epoch": 93,
   "train_loss": 1.4943318367004395,
   "val_loss": 2.0723342895507812,
   "acc": 47.21,
   "f1": [
    0.7700533270835876,
    0.4788731634616852,
    0.3577980697154999,
    0.30303019285202026,
    0.33333322405815125,
    0.5108694434165955,
    0.5207098722457886,
    0.5789472460746765,
    0.5679998993873596,
    0.5340908169746399,
    0.3473052978515625,
    0.3216782510280609,
    0.4961830973625183,
    0.49999988079071045,
    0.40404030680656433,
    0.4910178482532501,
    0.5454543828964233,
    0.6594592928886414,
    0.30188676714897156,
    0.38028159737586975,
    0.7759560942649841,
    0.6185566186904907,
    0.43749988079071045,
    0.49333325028419495,
    0.7234041690826416,
    0.3209875524044037,
    0.40485823154449463,
    0.2929935157299042,
    0.659340500831604,
    0.40174663066864014,
    0.45751625299453735,
    0.4593299925327301,
    0.4577113389968872,
    0.4687499403953552,
    0.4662575423717499,
    0.22727267444133759,
    0.3795619308948517,
    0.44725728034973145,
    0.2399999350309372,
    0.6249998807907104,
    0.47572803497314453,
    0.6951870322227478,
    0.43537402153015137,
    0.4090908169746399,
    0.3406592309474945,
    0.34254133701324463,
    0.3428570330142975,
    0.5061726570129395,
    0.7722770571708679,
    0.5701355934143066,
    0.2121211588382721,
    0.4684683382511139,
    0.6301368474960327,
    0.7419353127479553,
    0.4652567207813263,
    0.23834188282489777,
    0.7142855525016785,
    0.5098037719726562,
    0.6235292553901672,
    0.4508668780326843,
    0.7272725701332092,
    0.5645932555198669,
    0.616278886795044,
    0.4678361415863037,
    0.30275216698646545,
    0.22058817744255066,
    0.36575865745544434,
    0.3756905198097229,
    0.7121210694313049,
    0.6170212030410767,
    0.49710968136787415,
    0.5714284181594849,
    0.19875767827033997,
    0.38461530208587646,
    0.3419688045978546,
    0.7142855525016785,
    0.64683997631073,
    0.42162150144577026,
    0.29801318049430847,
    0.39202648401260376,
    0.23391805589199066,
    0.517646849155426,
    0.7816091179847717,
    0.43708598613739014,
    0.3690475523471832,
    0.6382977366447449,
    0.5617976188659668,
    0.550898015499115,
    0.482758492231369,
    0.5232557058334351,
    0.4785274565219879,
    0.45624998211860657,
    0.39473670721054077,
    0.253807008266449,
    0.7647057771682739,
    0.5050503611564636,
    0.36046499013900757,
    0.4158414602279663,
    0.25165554881095886,
    0.3989070951938629
   ],
   "time": 26.164098563604057,
   "param": null
  },
  {
   "epoch": 94,
   "train_loss": 1.5401166677474976,
   "val_loss": 1.8508914709091187,
   "acc": 51.24,
   "f1": [
    0.6616540551185608,
    0.6298341155052185,
    0.3923075795173645,
    0.24999991059303284,
    0.2976743280887604,
    0.44725728034973145,
    0.6144576668739319,
    0.5641024112701416,
    0.6461536884307861,
    0.5897434949874878,
    0.30555546283721924,
    0.3043477535247803,
    0.5810053944587708,
    0.36241599917411804,
    0.4402514398097992,
    0.40701743960380554,
    0.5473682880401611,
    0.7005648612976074,
    0.4878047704696655,
    0.40178558230400085,
    0.7999997735023499,
    0.5991559624671936,
    0.4907974302768707,
    0.6946106553077698,
    0.7437184453010559,
    0.4474884569644928,
    0.439655065536499,
    0.3626372814178467,
    0.572916567325592,
    0.442952960729599,
    0.4594593644142151,
    0.4316546320915222,
    0.4414413571357727,
    0.4810125529766083,
    0.46242761611938477,
    0.271493136882782,
    0.4780486822128296,
    0.5071768760681152,
    0.3406592309474945,
    0.7431692481040955,
    0.4122805893421173,
    0.7272725701332092,
    0.4736841022968292,
    0.5465114712715149,
    0.309278279542923,
    0.35675665736198425,
    0.327868789434433,
    0.4967319071292877,
    0.735293984413147,
    0.6299998760223389,
    0.26484012603759766,
    0.5906734466552734,
    0.6506022810935974,
    0.7089946269989014,
    0.6731706857681274,
    0.24186037480831146,
    0.7799997925758362,
    0.5108224153518677,
    0.595959484577179,
    0.5027931928634644,
    0.8380950689315796,
    0.6515835523605347,
    0.5882351398468018,
    0.4249998927116394,
    0.2433861643075943,
    0.2716980576515198,
    0.36986294388771057,
    0.43902426958084106,
    0.7999998927116394,
    0.7089946269989014,
    0.5683058500289917,
    0.6915886998176575,
    0.2091502547264099,
    0.4615383446216583,
    0.320441871881485,
    0.7207205295562744,
    0.7978722453117371,
    0.382978618144989,
    0.40677955746650696,
    0.5352111458778381,
    0.23437495529651642,
    0.5396823883056641,
    0.8571427464485168,
    0.4142855703830719,
    0.48034927248954773,
    0.6265058517456055,
    0.635837972164154,
    0.6009851098060608,
    0.517646849155426,
    0.6282721161842346,
    0.5465114712715149,
    0.5273311138153076,
    0.41379299759864807,
    0.31914883852005005,
    0.7684208750724792,
    0.5714284777641296,
    0.5418717861175537,
    0.5333332419395447,
    0.31034475564956665,
    0.5799998641014099
   ],
   "time": 26.116746991872787,
   "param": null
  },
  {
   "epoch": 95,
   "train_loss": 1.4111347198486328,
   "val_loss": 2.064781904220581,
   "acc": 51.59,
   "f1": [
    0.8118810057640076,
    0.6195651292800903,
    0.3892616331577301,
    0.24999991059303284,
    0.3547168970108032,
    0.4692735970020294,
    0.5599998831748962,
    0.5569618940353394,
    0.6214687824249268,
    0.6041665077209473,
    0.29268282651901245,
    0.2721087336540222,
    0.595959484577179,
    0.36601296067237854,
    0.5388599634170532,
    0.3733331859111786,
    0.5769228935241699,
    0.7099565267562866,
    0.5212765336036682,
    0.38095223903656006,
    0.788571298122406,
    0.5938863754272461,
    0.4507041275501251,
    0.6909089088439941,
    0.6993862986564636,
    0.40718549489974976,
    0.4177214205265045,
    0.3493449091911316,
    0.5563908815383911,
    0.4352940320968628,
    0.48803818225860596,
    0.5294116139411926,
    0.4541061818599701,
    0.49549540877342224,
    0.4059404730796814,
    0.27350419759750366,
    0.45714274048805237,
    0.4914284646511078,
    0.3358207941055298,
    0.7303369045257568,
    0.45248857140541077,
    0.657142698764801,
    0.4329003393650055,
    0.47619035840034485,
    0.26315781474113464,
    0.2929935157299042,
    0.33333325386047363,
    0.5207098722457886,
    0.7499998211860657,
    0.6919430494308472,
    0.32222211360931396,
    0.5714284777641296,
    0.582089364528656,
    0.7676765322685242,
    0.6136362552642822,
    0.21538454294204712,
    0.7589742541313171,
    0.5925924777984619,
    0.5826086401939392,
    0.47963786125183105,
    0.8342244029045105,
    0.6129031181335449,
    0.635837972164154,
    0.45320188999176025,
    0.3369564116001129,
    0.29864245653152466,
    0.4596272110939026,
    0.4260868728160858,
    0.8058250546455383,
    0.6857141256332397,
    0.613756537437439,
    0.6756755113601685,
    0.2025315910577774,
    0.4232803285121918,
    0.33532923460006714,
    0.7363182306289673,
    0.7297295928001404,
    0.43850257992744446,
    0.3707864284515381,
    0.5743588209152222,
    0.24161069095134735,
    0.5989303588867188,
    0.8137252926826477,
    0.4967319071292877,
    0.39473676681518555,
    0.6570047736167908,
    0.5411763787269592,
    0.549828052520752,
    0.4938269853591919,
    0.5764191746711731,
    0.5497629642486572,
    0.6350710391998291,
    0.4020099639892578,
    0.3609755337238312,
    0.7881771922111511,
    0.5964910984039307,
    0.48044681549072266,
    0.5106381177902222,
    0.2953585684299469,
    0.6417111158370972
   ],
   "time": 26.23574284929782,
   "param": null
  },
  {
   "epoch": 96,
   "train_loss": 1.432294487953186,
   "val_loss": 1.9759811162948608,
   "acc": 48.37,
   "f1": [
    0.7456139326095581,
    0.5888887047767639,
    0.3255813419818878,
    0.21518979966640472,
    0.2577318847179413,
    0.43428558111190796,
    0.6630433797836304,
    0.5590060353279114,
    0.6270268559455872,
    0.5647057294845581,
    0.3076922297477722,
    0.38647329807281494,
    0.5257730484008789,
    0.42857134342193604,
    0.492890864610672,
    0.4699452221393585,
    0.5130888819694519,
    0.6941174864768982,
    0.5102038979530334,
    0.3670884966850281,
    0.738461434841156,
    0.6424869298934937,
    0.44651150703430176,
    0.6288208365440369,
    0.715083658695221,
    0.41148313879966736,
    0.4050631821155548,
    0.32432425022125244,
    0.5955554842948914,
    0.511627733707428,
    0.4957263767719269,
    0.4949493706226349,
    0.3697478175163269,
    0.4533332288265228,
    0.49689429998397827,
    0.17333325743675232,
    0.429447740316391,
    0.3999999165534973,
    0.3547168970108032,
    0.598360538482666,
    0.39705875515937805,
    0.6919430494308472,
    0.4855490028858185,
    0.5699480772018433,
    0.2795698046684265,
    0.3496502637863159,
    0.35483863949775696,
    0.5298011898994446,
    0.7058822512626648,
    0.5541123747825623,
    0.21524657309055328,
    0.4795917272567749,
    0.5773194432258606,
    0.6516852378845215,
    0.5972849726676941,
    0.22382664680480957,
    0.6899562478065491,
    0.5462554097175598,
    0.6594592928886414,
    0.4754716157913208,
    0.7804876565933228,
    0.5555554032325745,
    0.5408803224563599,
    0.4886362552642822,
    0.28695645928382874,
    0.2545453906059265,
    0.4065040051937103,
    0.3557691276073456,
    0.7531379461288452,
    0.5324674844741821,
    0.5795453190803528,
    0.645502507686615,
    0.22222214937210083,
    0.45454537868499756,
    0.38497641682624817,
    0.7619045972824097,
    0.741463303565979,
    0.436893105506897,
    0.2934781610965729,
    0.5213268995285034,
    0.15950913727283478,
    0.5487803816795349,
    0.7845302224159241,
    0.41212108731269836,
    0.3776223063468933,
    0.5454543828964233,
    0.4541831612586975,
    0.6077346205711365,
    0.25862061977386475,
    0.38848912715911865,
    0.4699452221393585,
    0.6288658380508423,
    0.39106133580207825,
    0.31067952513694763,
    0.6951218247413635,
    0.5341613292694092,
    0.41095879673957825,
    0.40718549489974976,
    0.28272244334220886,
    0.36754173040390015
   ],
   "time": 26.886305330321193,
   "param": null
  },
  {
   "epoch": 97,
   "train_loss": 1.3344112634658813,
   "val_loss": 2.0781962871551514,
   "acc": 50.15,
   "f1": [
    0.5789473056793213,
    0.5816732048988342,
    0.2999999225139618,
    0.2904563546180725,
    0.28965505957603455,
    0.41711217164993286,
    0.613756537437439,
    0.5408161878585815,
    0.6745560765266418,
    0.5513511896133423,
    0.3376622498035431,
    0.38461530208587646,
    0.5341613292694092,
    0.4081631600856781,
    0.45405393838882446,
    0.44036686420440674,
    0.5229355692863464,
    0.6582276821136475,
    0.5026736855506897,
    0.45161277055740356,
    0.7428569793701172,
    0.5855854153633118,
    0.4402514398097992,
    0.5949819684028625,
    0.7614211440086365,
    0.41573023796081543,
    0.5128203630447388,
    0.37815114855766296,
    0.49681520462036133,
    0.45595842599868774,
    0.5224488377571106,
    0.4297519624233246,
    0.4705880880355835,
    0.5274723768234253,
    0.42051267623901367,
    0.26086944341659546,
    0.4939270317554474,
    0.4596272110939026,
    0.3709090054035187,
    0.7040814757347107,
    0.43902426958084106,
    0.7182319164276123,
    0.48314592242240906,
    0.5510202646255493,
    0.3389829397201538,
    0.35064926743507385,
    0.3267972767353058,
    0.5566036701202393,
    0.7793425917625427,
    0.602040708065033,
    0.17283941805362701,
    0.5714284777641296,
    0.4774192273616791,
    0.7068271636962891,
    0.6054052114486694,
    0.22053225338459015,
    0.7403844594955444,
    0.40970343351364136,
    0.6730768084526062,
    0.5164833664894104,
    0.7526880502700806,
    0.5348835587501526,
    0.6153845191001892,
    0.4684014320373535,
    0.319248765707016,
    0.2967032194137573,
    0.32748526334762573,
    0.44221094250679016,
    0.710526168346405,
    0.7129628658294678,
    0.5423727631568909,
    0.6212764978408813,
    0.2707422971725464,
    0.40206170082092285,
    0.3771928548812866,
    0.7700533270835876,
    0.7619045972824097,
    0.3615383505821228,
    0.3953487277030945,
    0.49999988079071045,
    0.22988496720790863,
    0.5517240166664124,
    0.8437498211860657,
    0.3976607024669647,
    0.4417177140712738,
    0.6399998664855957,
    0.5423727631568909,
    0.659340500831604,
    0.5549131631851196,
    0.5939393043518066,
    0.40701743960380554,
    0.6060604453086853,
    0.38918909430503845,
    0.32258057594299316,
    0.6543208360671997,
    0.5365853309631348,
    0.47524741291999817,
    0.4387753903865814,
    0.3144652843475342,
    0.579234778881073
   ],
   "time": 26.951703134924173,
   "param": null
  },
  {
   "epoch": 98,
   "train_loss": 1.4775313138961792,
   "val_loss": 1.982536792755127,
   "acc": 50.2,
   "f1": [
    0.6929132342338562,
    0.609625518321991,
    0.36809808015823364,
    0.210526242852211,
    0.32835814356803894,
    0.45081958174705505,
    0.5479450821876526,
    0.6404492855072021,
    0.592920184135437,
    0.6190474629402161,
    0.3064514994621277,
    0.28402355313301086,
    0.5396823883056641,
    0.5106381177902222,
    0.43835604190826416,
    0.3926379084587097,
    0.5512819290161133,
    0.7199998497962952,
    0.5221673846244812,
    0.4365480840206146,
    0.7650271654129028,
    0.6499998569488525,
    0.4253392219543457,
    0.696517288684845,
    0.7035174369812012,
    0.40624988079071045,
    0.4918031394481659,
    0.30083560943603516,
    0.5238094329833984,
    0.44444429874420166,
    0.4225351810455322,
    0.5172412991523743,
    0.4705880880355835,
    0.413043349981308,
    0.49999988079071045,
    0.2629106938838959,
    0.47953203320503235,
    0.4914284646511078,
    0.39639630913734436,
    0.5895521640777588,
    0.42162150144577026,
    0.7176468968391418,
    0.48039206862449646,
    0.554216742515564,
    0.2617800235748291,
    0.3924049437046051,
    0.16666659712791443,
    0.5631066560745239,
    0.6138612627983093,
    0.6268655061721802,
    0.28758159279823303,
    0.5177303552627563,
    0.6454544067382812,
    0.7150257229804993,
    0.619999885559082,
    0.238805890083313,
    0.741463303565979,
    0.5352111458778381,
    0.7021275758743286,
    0.5321099162101746,
    0.7628865242004395,
    0.49999988079071045,
    0.5624998211860657,
    0.47430822253227234,
    0.26573416590690613,
    0.29694315791130066,
    0.46808499097824097,
    0.4146340489387512,
    0.7920790910720825,
    0.6551722884178162,
    0.5164833664894104,
    0.6410255432128906,
    0.2524271011352539,
    0.31746023893356323,
    0.3934425115585327,
    0.7263157367706299,
    0.754490852355957,
    0.41964274644851685,
    0.34999990463256836,
    0.539215624332428,
    0.253807008266449,
    0.5812807083129883,
    0.8124998211860657,
    0.47560960054397583,
    0.4454147219657898,
    0.5999998450279236,
    0.41666656732559204,
    0.6346153020858765,
    0.4605261981487274,
    0.550898015499115,
    0.5727698802947998,
    0.5787232518196106,
    0.43781083822250366,
    0.2699999213218689,
    0.8167537450790405,
    0.43442606925964355,
    0.3855420649051666,
    0.48535552620887756,
    0.22499993443489075,
    0.5053379535675049
   ],
   "time": 26.398922144435346,
   "param": null
  },
  {
   "epoch": 99,
   "train_loss": 1.3881001472473145,
   "val_loss": 2.2323787212371826,
   "acc": 47.3,
   "f1": [
    0.7700533270835876,
    0.5644170045852661,
    0.3824700117111206,
    0.35955044627189636,
    0.2834644913673401,
    0.24257420003414154,
    0.48529404401779175,
    0.5434780716896057,
    0.563535749912262,
    0.5714284777641296,
    0.2995593845844269,
    0.31730762124061584,
    0.44522958993911743,
    0.502564013004303,
    0.42580634355545044,
    0.3314284682273865,
    0.5166050791740417,
    0.6116504073143005,
    0.432748407125473,
    0.48167529702186584,
    0.6861923336982727,
    0.6261681318283081,
    0.42285704612731934,
    0.5072462558746338,
    0.6763284206390381,
    0.24513615667819977,
    0.3816792964935303,
    0.31872501969337463,
    0.5258214473724365,
    0.4799998700618744,
    0.4223601520061493,
    0.5280897617340088,
    0.48936155438423157,
    0.3801651895046234,
    0.35460981726646423,
    0.2558138370513916,
    0.39130425453186035,
    0.4578312039375305,
    0.33210325241088867,
    0.6497888565063477,
    0.4311925768852234,
    0.763440728187561,
    0.35443025827407837,
    0.4472048580646515,
    0.2965778410434723,
    0.28776970505714417,
    0.38862547278404236,
    0.596684992313385,
    0.7241377830505371,
    0.5662649273872375,
    0.24107137322425842,
    0.5384615063667297,
    0.592920184135437,
    0.7916665077209473,
    0.6363635063171387,
    0.2240663468837738,
    0.704545259475708,
    0.552941083908081,
    0.5999999046325684,
    0.5052630305290222,
    0.7017542123794556,
    0.6220094561576843,
    0.6198828816413879,
    0.4293783903121948,
    0.358024537563324,
    0.3084576427936554,
    0.37433144450187683,
    0.44976064562797546,
    0.7572813630104065,
    0.6359830498695374,
    0.5585584044456482,
    0.5492536425590515,
    0.19607838988304138,
    0.419999897480011,
    0.30864188075065613,
    0.7292816042900085,
    0.7243241667747498,
    0.28048771619796753,
    0.33532923460006714,
    0.525139570236206,
    0.17948710918426514,
    0.5185183882713318,
    0.802325427532196,
    0.4265401363372803,
    0.31999990344047546,
    0.5586591362953186,
    0.5428570508956909,
    0.5517240166664124,
    0.2769230008125305,
    0.5263157486915588,
    0.5096152424812317,
    0.6326529383659363,
    0.3356642425060272,
    0.2941175401210785,
    0.7327585220336914,
    0.5471696853637695,
    0.1391303837299347,
    0.3795619308948517,
    0.19875767827033997,
    0.4573642313480377
   ],
   "time": 25.885346897877753,
   "param": null
  },
  {
   "epoch": 100,
   "train_loss": 1.297094702720642,
   "val_loss": 2.199195146560669,
   "acc": 49.3,
   "f1": [
    0.6281587481498718,
    0.6304346323013306,
    0.4484303891658783,
    0.1951218843460083,
    0.2865853011608124,
    0.4705880880355835,
    0.5765764713287354,
    0.5425531268119812,
    0.596684992313385,
    0.5510202646255493,
    0.3076922297477722,
    0.3101603388786316,
    0.5809522867202759,
    0.4150942265987396,
    0.3999998867511749,
    0.38095223903656006,
    0.6296295523643494,
    0.6399998664855957,
    0.3999999165534973,
    0.45859864354133606,
    0.7241377830505371,
    0.5855512022972107,
    0.4183005392551422,
    0.6616540551185608,
    0.6597937345504761,
    0.3809523284435272,
    0.45283007621765137,
    0.2240663468837738,
    0.5033556222915649,
    0.4720495045185089,
    0.5671641230583191,
    0.5652172565460205,
    0.5076140761375427,
    0.3923443853855133,
    0.4183005392551422,
    0.27173903584480286,
    0.5052630305290222,
    0.46956515312194824,
    0.3295879364013672,
    0.7525771856307983,
    0.3804876506328583,
    0.6966290473937988,
    0.4785274565219879,
    0.46753236651420593,
    0.25945934653282166,
    0.38766512274742126,
    0.3882351815700531,
    0.5020574927330017,
    0.6826345324516296,
    0.5714284181594849,
    0.2803029716014862,
    0.5520831942558289,
    0.5527637004852295,
    0.6704543232917786,
    0.5098037719726562,
    0.22222214937210083,
    0.5333333015441895,
    0.5152837038040161,
    0.6086955070495605,
    0.34579432010650635,
    0.756756603717804,
    0.6445496082305908,
    0.6363635063171387,
    0.51666659116745,
    0.18333324790000916,
    0.27428561449050903,
    0.4230768084526062,
    0.4454544484615326,
    0.7891891002655029,
    0.702702522277832,
    0.5228214263916016,
    0.6347824931144714,
    0.20224712789058685,
    0.37305691838264465,
    0.31428563594818115,
    0.7230044603347778,
    0.7845302224159241,
    0.38053086400032043,
    0.3999999165534973,
    0.5326631665229797,
    0.24999991059303284,
    0.5333332419395447,
    0.7956987619400024,
    0.44444435834884644,
    0.4550897181034088,
    0.5333331823348999,
    0.5534589886665344,
    0.6341461539268494,
    0.554216742515564,
    0.44311365485191345,
    0.5584414005279541,
    0.6298341155052185,
    0.39252325892448425,
    0.3406592309474945,
    0.7741933465003967,
    0.5989303588867188,
    0.39634138345718384,
    0.5054942965507507,
    0.34883710741996765,
    0.6214687824249268
   ],
   "time": 25.553862732835114,
   "param": null
  },
  {
   "epoch": 101,
   "train_loss": 1.2984944581985474,
   "val_loss": 1.9501298666000366,
   "acc": 52.2,
   "f1": [
    0.7533630728721619,
    0.6557375192642212,
    0.396135151386261,
    0.28260859847068787,
    0.2681563198566437,
    0.5142855644226074,
    0.602040708065033,
    0.5511109828948975,
    0.6779659986495972,
    0.5846152901649475,
    0.3468207120895386,
    0.362499862909317,
    0.5610858201980591,
    0.5306121110916138,
    0.45859864354133606,
    0.4731181561946869,
    0.5762709975242615,
    0.5405403971672058,
    0.47747737169265747,
    0.43636354804039,
    0.7802196741104126,
    0.6497888565063477,
    0.49565204977989197,
    0.7570091485977173,
    0.6896550059318542,
    0.4090907871723175,
    0.5029938817024231,
    0.34615373611450195,
    0.5660375952720642,
    0.497041255235672,
    0.5513511896133423,
    0.5482232570648193,
    0.5164318084716797,
    0.5232557058334351,
    0.49746179580688477,
    0.29251691699028015,
    0.5217390656471252,
    0.4451826512813568,
    0.39325833320617676,
    0.72251296043396,
    0.49523797631263733,
    0.7356320023536682,
    0.48717936873435974,
    0.5408803224563599,
    0.31730762124061584,
    0.33333322405815125,
    0.2871793806552887,
    0.5581393837928772,
    0.7120417356491089,
    0.6746986508369446,
    0.27049171924591064,
    0.5278809070587158,
    0.6291078925132751,
    0.7878786325454712,
    0.6063346862792969,
    0.2153845578432083,
    0.7722770571708679,
    0.5645932555198669,
    0.6702126860618591,
    0.5425531268119812,
    0.7894735336303711,
    0.5769229531288147,
    0.6242773532867432,
    0.49214646220207214,
    0.29787227511405945,
    0.28855711221694946,
    0.41666656732559204,
    0.40579700469970703,
    0.8405795097351074,
    0.7513225674629211,
    0.5833332538604736,
    0.7129628658294678,
    0.2444443702697754,
    0.4070795178413391,
    0.3826086223125458,
    0.7553189396858215,
    0.7850465774536133,
    0.37735840678215027,
    0.3793102204799652,
    0.5384615063667297,
    0.26855117082595825,
    0.48464152216911316,
    0.822222113609314,
    0.4499998986721039,
    0.43902426958084106,
    0.5608464479446411,
    0.603351891040802,
    0.6633662581443787,
    0.5999998450279236,
    0.4313724637031555,
    0.47619032859802246,
    0.5833331942558289,
    0.41573023796081543,
    0.3435581922531128,
    0.7955800294876099,
    0.633165717124939,
    0.5221673846244812,
    0.4055943191051483,
    0.3209875524044037,
    0.57297283411026
   ],
   "time": 26.726408348418772,
   "param": null
  },
  {
   "epoch": 102,
   "train_loss": 1.2445167303085327,
   "val_loss": 2.026951313018799,
   "acc": 52.35,
   "f1": [
    0.8019322156906128,
    0.6162160634994507,
    0.40659332275390625,
    0.28742504119873047,
    0.36507928371429443,
    0.46923068165779114,
    0.5767440795898438,
    0.5979380011558533,
    0.6578946113586426,
    0.5789472460746765,
    0.3692306876182556,
    0.3414633274078369,
    0.579710066318512,
    0.4770641028881073,
    0.5268816351890564,
    0.4108106791973114,
    0.6483515501022339,
    0.7290639281272888,
    0.4310343861579895,
    0.45871543884277344,
    0.7835050225257874,
    0.6600984334945679,
    0.5476189255714417,
    0.7199998497962952,
    0.6468084454536438,
    0.37671226263046265,
    0.5071768760681152,
    0.38974347710609436,
    0.5918366312980652,
    0.4269661605358124,
    0.5205478072166443,
    0.48888877034187317,
    0.45161277055740356,
    0.5067872405052185,
    0.44137921929359436,
    0.15827332437038422,
    0.5517240166664124,
    0.4541061818599701,
    0.2837836742401123,
    0.7386362552642822,
    0.4319247901439667,
    0.7411166429519653,
    0.4873095452785492,
    0.4551723301410675,
    0.2965778410434723,
    0.3319500982761383,
    0.3141360282897949,
    0.48756206035614014,
    0.7135677337646484,
    0.6820808053016663,
    0.346320241689682,
    0.5549736618995667,
    0.5971562266349792,
    0.7707315683364868,
    0.6320753693580627,
    0.22950810194015503,
    0.7391301989555359,
    0.5599998831748962,
    0.6829267144203186,
    0.4785274565219879,
    0.7610617876052856,
    0.6063346862792969,
    0.6082472205162048,
    0.44852933287620544,
    0.22535203397274017,
    0.281406968832016,
    0.3771427571773529,
    0.4705881178379059,
    0.7560974955558777,
    0.7446807622909546,
    0.5676854848861694,
    0.6985644102096558,
    0.22222213447093964,
    0.4434387683868408,
    0.4153004288673401,
    0.7816091179847717,
    0.7902437448501587,
    0.40677955746650696,
    0.38271594047546387,
    0.48507454991340637,
    0.29213473200798035,
    0.49645382165908813,
    0.7664669156074524,
    0.45033106207847595,
    0.37777766585350037,
    0.6885244846343994,
    0.5999999046325684,
    0.6239315271377563,
    0.5479451417922974,
    0.5888323187828064,
    0.49999988079071045,
    0.6476188898086548,
    0.44444429874420166,
    0.378109335899353,
    0.8061222434043884,
    0.6288658380508423,
    0.4810125529766083,
    0.5333331823348999,
    0.2944784462451935,
    0.6120217442512512
   ],
   "time": 26.579964362084866,
   "param": null
  },
  {
   "epoch": 103,
   "train_loss": 1.1400376558303833,
   "val_loss": 2.3119964599609375,
   "acc": 49.99,
   "f1": [
    0.8118810057640076,
    0.6549705862998962,
    0.3199998736381531,
    0.26315781474113464,
    0.38139525055885315,
    0.5112106204032898,
    0.5374998450279236,
    0.5838507413864136,
    0.5714284777641296,
    0.4444444179534912,
    0.2955664098262787,
    0.36018943786621094,
    0.4879724383354187,
    0.4615383744239807,
    0.4705881178379059,
    0.36514514684677124,
    0.535519003868103,
    0.5745453238487244,
    0.5119045972824097,
    0.39495787024497986,
    0.7230044603347778,
    0.6055043935775757,
    0.46874985098838806,
    0.6372547745704651,
    0.7071821689605713,
    0.38490554690361023,
    0.442857027053833,
    0.3428570330142975,
    0.5714284181594849,
    0.48936155438423157,
    0.4976075291633606,
    0.4754716157913208,
    0.42639580368995667,
    0.4158414900302887,
    0.49214646220207214,
    0.2890624403953552,
    0.5258619785308838,
    0.4072396755218506,
    0.3386242389678955,
    0.6234816312789917,
    0.39655160903930664,
    0.716577410697937,
    0.4799998700618744,
    0.5317917466163635,
    0.2702701687812805,
    0.3575417995452881,
    0.33587780594825745,
    0.579710066318512,
    0.6947367191314697,
    0.5548385381698608,
    0.26666656136512756,
    0.4894513487815857,
    0.6185566186904907,
    0.742267906665802,
    0.6043955087661743,
    0.2208588421344757,
    0.7745096683502197,
    0.5363127589225769,
    0.6146340370178223,
    0.5384615063667297,
    0.7523808479309082,
    0.5803107619285583,
    0.612716555595398,
    0.47222208976745605,
    0.33684200048446655,
    0.27118635177612305,
    0.44848471879959106,
    0.5053762197494507,
    0.8265304565429688,
    0.6872245073318481,
    0.6011558771133423,
    0.579804539680481,
    0.26415085792541504,
    0.331034392118454,
    0.3699420988559723,
    0.6867468357086182,
    0.6499997973442078,
    0.2948717176914215,
    0.3350784480571747,
    0.49411749839782715,
    0.28947359323501587,
    0.5933012366294861,
    0.8135591745376587,
    0.4705881178379059,
    0.37984487414360046,
    0.6057141423225403,
    0.5312498211860657,
    0.5121106505393982,
    0.527607262134552,
    0.5154638290405273,
    0.5243901014328003,
    0.6704543232917786,
    0.41406238079071045,
    0.2571427822113037,
    0.6033897399902344,
    0.5882351994514465,
    0.41176459193229675,
    0.3999999463558197,
    0.2898550033569336,
    0.5549131631851196
   ],
   "time": 26.168608594685793,
   "param": null
  },
  {
   "epoch": 104,
   "train_loss": 1.1805830001831055,
   "val_loss": 1.8988254070281982,
   "acc": 50.61,
   "f1": [
    0.770642101764679,
    0.6291078925132751,
    0.3999999165534973,
    0.3499998450279236,
    0.33918121457099915,
    0.43442606925964355,
    0.4905658960342407,
    0.5645932555198669,
    0.6454544067382812,
    0.5942855477333069,
    0.32335323095321655,
    0.31034475564956665,
    0.6074764728546143,
    0.44827571511268616,
    0.42682915925979614,
    0.4255318343639374,
    0.5942855477333069,
    0.6236557960510254,
    0.48598119616508484,
    0.4262293577194214,
    0.7019230127334595,
    0.6774192452430725,
    0.5108694434165955,
    0.6436780691146851,
    0.7301585674285889,
    0.3425924777984619,
    0.46938762068748474,
    0.2888887822628021,
    0.5217390656471252,
    0.47619035840034485,
    0.502564013004303,
    0.4938269853591919,
    0.41048023104667664,
    0.44943806529045105,
    0.4050631821155548,
    0.22666659951210022,
    0.44444432854652405,
    0.45348823070526123,
    0.32432422041893005,
    0.6864405274391174,
    0.40394076704978943,
    0.7120417356491089,
    0.43708598613739014,
    0.502923846244812,
    0.24516122043132782,
    0.22377613186836243,
    0.3555554449558258,
    0.5365853309631348,
    0.7403313517570496,
    0.5791504979133606,
    0.2297871857881546,
    0.5660375952720642,
    0.5172412991523743,
    0.6995514035224915,
    0.5901638269424438,
    0.22222213447093964,
    0.7559806704521179,
    0.5714284777641296,
    0.6538460850715637,
    0.5294116139411926,
    0.8195120096206665,
    0.6086955666542053,
    0.5624998211860657,
    0.49523797631263733,
    0.34710732102394104,
    0.32748526334762573,
    0.3934425115585327,
    0.35962140560150146,
    0.7672412395477295,
    0.6826921701431274,
    0.5795453190803528,
    0.6596857309341431,
    0.21495321393013,
    0.4154588282108307,
    0.36893191933631897,
    0.7636361122131348,
    0.7551018595695496,
    0.4059404730796814,
    0.34554967284202576,
    0.45344120264053345,
    0.22499993443489075,
    0.5503354072570801,
    0.8043477535247803,
    0.4113473892211914,
    0.4432988464832306,
    0.5887445211410522,
    0.5555554032325745,
    0.6009388566017151,
    0.5379309058189392,
    0.49655160307884216,
    0.6022725701332092,
    0.623255729675293,
    0.37426888942718506,
    0.3135133981704712,
    0.7441858649253845,
    0.6413041353225708,
    0.5080644488334656,
    0.5046727657318115,
    0.291139155626297,
    0.541176438331604
   ],
   "time": 26.017001849599183,
   "param": null
  },
  {
   "epoch": 105,
   "train_loss": 1.1605908870697021,
   "val_loss": 2.2119760513305664,
   "acc": 49.6,
   "f1": [
    0.7720928192138672,
    0.613065242767334,
    0.43027880787849426,
    0.3170730471611023,
    0.2622949779033661,
    0.3383457660675049,
    0.6521738171577454,
    0.5764704942703247,
    0.6057690978050232,
    0.5690376162528992,
    0.3621397912502289,
    0.31999990344047546,
    0.5544553399085999,
    0.5303866267204285,
    0.44303786754608154,
    0.42708319425582886,
    0.5714285373687744,
    0.658536434173584,
    0.4792625606060028,
    0.4277455508708954,
    0.5855512022972107,
    0.657142698764801,
    0.4230768084526062,
    0.5771810412406921,
    0.6829267144203186,
    0.33444806933403015,
    0.5061726570129395,
    0.3248729705810547,
    0.5338981747627258,
    0.4123710095882416,
    0.5050503611564636,
    0.3932202160358429,
    0.41610726714134216,
    0.43298953771591187,
    0.44444432854652405,
    0.32411059737205505,
    0.48275846242904663,
    0.4230768382549286,
    0.3196720480918884,
    0.7156862020492554,
    0.4646463394165039,
    0.75862056016922,
    0.4736841022968292,
    0.4487178325653076,
    0.228571355342865,
    0.3356642425060272,
    0.35502949357032776,
    0.487499862909317,
    0.72251296043396,
    0.4805193543434143,
    0.2842104732990265,
    0.510416567325592,
    0.5744680166244507,
    0.7939696907997131,
    0.5567764043807983,
    0.22346359491348267,
    0.7459457516670227,
    0.5233643651008606,
    0.6060604453086853,
    0.5614033341407776,
    0.7359305620193481,
    0.6217615604400635,
    0.603351891040802,
    0.5066665410995483,
    0.28571417927742004,
    0.3166666030883789,
    0.47773265838623047,
    0.4886362552642822,
    0.7906975150108337,
    0.6445496082305908,
    0.4640882611274719,
    0.6122447848320007,
    0.20270265638828278,
    0.4489794969558716,
    0.378109335899353,
    0.7836255431175232,
    0.716157078742981,
    0.36144572496414185,
    0.3936169147491455,
    0.4347825050354004,
    0.20338977873325348,
    0.5043476819992065,
    0.7573963403701782,
    0.43749991059303284,
    0.37275978922843933,
    0.5414363145828247,
    0.4672130346298218,
    0.5674417018890381,
    0.5503354072570801,
    0.5291004180908203,
    0.4999998211860657,
    0.6146340370178223,
    0.3943660855293274,
    0.2714284658432007,
    0.6518517732620239,
    0.6255922317504883,
    0.44621503353118896,
    0.41346144676208496,
    0.2531644403934479,
    0.5037593245506287
   ],
   "time": 25.993735559284687,
   "param": null
  },
  {
   "epoch": 106,
   "train_loss": 1.2130364179611206,
   "val_loss": 2.2207696437835693,
   "acc": 48.55,
   "f1": [
    0.7741933465003967,
    0.4926470220088959,
    0.381294846534729,
    0.23357655107975006,
    0.238805890083313,
    0.4621847867965698,
    0.5538460612297058,
    0.48201432824134827,
    0.5810053944587708,
    0.6424869298934937,
    0.3121386468410492,
    0.20588228106498718,
    0.5537188649177551,
    0.45405393838882446,
    0.4301074147224426,
    0.45833322405815125,
    0.6039602756500244,
    0.6702126860618591,
    0.3956833779811859,
    0.45405393838882446,
    0.788571298122406,
    0.6040815114974976,
    0.4824119210243225,
    0.48979583382606506,
    0.6785712838172913,
    0.42352932691574097,
    0.36363622546195984,
    0.31627896428108215,
    0.6338796615600586,
    0.4347825050354004,
    0.558139443397522,
    0.47435885667800903,
    0.38636353611946106,
    0.5299144387245178,
    0.3875967860221863,
    0.26136353611946106,
    0.351144939661026,
    0.45643141865730286,
    0.31249991059303284,
    0.6995072364807129,
    0.491227924823761,
    0.7428569793701172,
    0.35294109582901,
    0.3999998867511749,
    0.17275743186473846,
    0.25846147537231445,
    0.360248327255249,
    0.49261072278022766,
    0.742267906665802,
    0.5764704942703247,
    0.2095237374305725,
    0.5949366092681885,
    0.6244342923164368,
    0.7709495425224304,
    0.5714284777641296,
    0.24528293311595917,
    0.7486031651496887,
    0.5098037719726562,
    0.6107783317565918,
    0.5228756666183472,
    0.7830687165260315,
    0.6249998807907104,
    0.5868262648582458,
    0.4923075735569,
    0.26388877630233765,
    0.2264150232076645,
    0.3975153863430023,
    0.34782594442367554,
    0.796208381652832,
    0.688171923160553,
    0.5546873807907104,
    0.741463303565979,
    0.14925366640090942,
    0.3879309296607971,
    0.2935778796672821,
    0.6923075318336487,
    0.7916665077209473,
    0.3558281362056732,
    0.2999999225139618,
    0.44036686420440674,
    0.2543858587741852,
    0.5298506021499634,
    0.7810649871826172,
    0.49999988079071045,
    0.42162150144577026,
    0.49999988079071045,
    0.6224488615989685,
    0.6470587849617004,
    0.4472048580646515,
    0.4823527932167053,
    0.47457611560821533,
    0.601625919342041,
    0.41758227348327637,
    0.3091786503791809,
    0.8307691216468811,
    0.6153844594955444,
    0.36144572496414185,
    0.3999998867511749,
    0.20689649879932404,
    0.4023667871952057
   ],
   "time": 26.611522716470063,
   "param": null
  },
  {
   "epoch": 107,
   "train_loss": 1.207047700881958,
   "val_loss": 1.989253282546997,
   "acc": 51.94,
   "f1": [
    0.808510422706604,
    0.6596857309341431,
    0.4324323236942291,
    0.27218925952911377,
    0.38596484065055847,
    0.42857131361961365,
    0.6101693511009216,
    0.5668447613716125,
    0.680412232875824,
    0.6299998760223389,
    0.29370617866516113,
    0.31944435834884644,
    0.5469387173652649,
    0.47115376591682434,
    0.4799998700618744,
    0.4099377691745758,
    0.5636362433433533,
    0.6356588006019592,
    0.4143425226211548,
    0.5130888819694519,
    0.7487682700157166,
    0.7177032232284546,
    0.4886876940727234,
    0.7151512503623962,
    0.7222220301628113,
    0.4299998879432678,
    0.49999988079071045,
    0.2992125153541565,
    0.5630251169204712,
    0.44444435834884644,
    0.5098037719726562,
    0.5727698802947998,
    0.4657532870769501,
    0.40729478001594543,
    0.4028775990009308,
    0.23684203624725342,
    0.4358973205089569,
    0.4947367310523987,
    0.4033612310886383,
    0.7196259498596191,
    0.4411763548851013,
    0.683937668800354,
    0.42448970675468445,
    0.45714277029037476,
    0.2893615961074829,
    0.29197070002555847,
    0.3463686406612396,
    0.47257372736930847,
    0.7272725701332092,
    0.6733667254447937,
    0.3499998450279236,
    0.5833332538604736,
    0.5748986601829529,
    0.7499999403953552,
    0.6046509742736816,
    0.25555548071861267,
    0.7439612150192261,
    0.603550136089325,
    0.602040708065033,
    0.4670049846172333,
    0.7551865577697754,
    0.6388887763023376,
    0.5485712885856628,
    0.3617020547389984,
    0.2948717176914215,
    0.32432422041893005,
    0.31944435834884644,
    0.4476189613342285,
    0.7887322306632996,
    0.6560845375061035,
    0.6105261445045471,
    0.6605502963066101,
    0.2647058069705963,
    0.45595842599868774,
    0.33333325386047363,
    0.7605632543563843,
    0.766355037689209,
    0.3522011637687683,
    0.42051267623901367,
    0.5517240166664124,
    0.2598869204521179,
    0.5023254752159119,
    0.7818180322647095,
    0.4358973205089569,
    0.4772725999355316,
    0.5741626024246216,
    0.5875704884529114,
    0.6140349507331848,
    0.522612988948822,
    0.5445543527603149,
    0.496296226978302,
    0.6439023613929749,
    0.4320986270904541,
    0.3603602349758148,
    0.7249999046325684,
    0.6315788626670837,
    0.43781083822250366,
    0.4886362552642822,
    0.2576685845851898,
    0.5991559624671936
   ],
   "time": 26.73715884797275,
   "param": null
  },
  {
   "epoch": 108,
   "train_loss": 1.339643955230713,
   "val_loss": 1.9287986755371094,
   "acc": 52.88,
   "f1": [
    0.8202245831489563,
    0.6276593804359436,
    0.36585354804992676,
    0.30769219994544983,
    0.3445691764354706,
    0.46280980110168457,
    0.6327682137489319,
    0.5868262648582458,
    0.6592177152633667,
    0.6187844276428223,
    0.3152172863483429,
    0.3195265531539917,
    0.587719202041626,
    0.4418603479862213,
    0.3795619308948517,
    0.4114284813404083,
    0.6235292553901672,
    0.6868685483932495,
    0.4509802758693695,
    0.42857128381729126,
    0.7741934061050415,
    0.5962262749671936,
    0.5443785786628723,
    0.7019230127334595,
    0.6759257912635803,
    0.42857131361961365,
    0.418803334236145,
    0.32075464725494385,
    0.5589519143104553,
    0.4705881178379059,
    0.5479451417922974,
    0.5119045972824097,
    0.4949493706226349,
    0.5112106204032898,
    0.4827585518360138,
    0.33593741059303284,
    0.543352484703064,
    0.4622640609741211,
    0.39826828241348267,
    0.729999840259552,
    0.49999988079071045,
    0.7709495425224304,
    0.46363624930381775,
    0.589371919631958,
    0.28181809186935425,
    0.3703702688217163,
    0.3597121238708496,
    0.5060239434242249,
    0.7551018595695496,
    0.6849313974380493,
    0.28571420907974243,
    0.5517240166664124,
    0.6611568927764893,
    0.7817257046699524,
    0.6243385076522827,
    0.22222214937210083,
    0.7461138963699341,
    0.5988022685050964,
    0.6413041353225708,
    0.5699480772018433,
    0.8056870102882385,
    0.6210044622421265,
    0.5549131631851196,
    0.42253515124320984,
    0.35443025827407837,
    0.31279608607292175,
    0.3555554449558258,
    0.46153831481933594,
    0.8095236420631409,
    0.7459457516670227,
    0.6399998664855957,
    0.7149319648742676,
    0.26190465688705444,
    0.4787232577800751,
    0.362499862909317,
    0.7650271654129028,
    0.7878786325454712,
    0.4169883728027344,
    0.396624356508255,
    0.4950493574142456,
    0.27551010251045227,
    0.5728154182434082,
    0.7861270308494568,
    0.5146197080612183,
    0.44970402121543884,
    0.5982142090797424,
    0.6265058517456055,
    0.6325579881668091,
    0.5570775270462036,
    0.5545453429222107,
    0.5434780716896057,
    0.613065242767334,
    0.425531804561615,
    0.34123215079307556,
    0.7489360570907593,
    0.5961536765098572,
    0.494381844997406,
    0.4533332288265228,
    0.3225805461406708,
    0.6018517017364502
   ],
   "time": 27.337051273323596,
   "param": null
  },
  {
   "epoch": 109,
   "train_loss": 1.1493043899536133,
   "val_loss": 2.12564754486084,
   "acc": 48.89,
   "f1": [
    0.755364716053009,
    0.622641384601593,
    0.36206886172294617,
    0.2647058069705963,
    0.29461750388145447,
    0.4835163354873657,
    0.6219511032104492,
    0.5674417018890381,
    0.5876287817955017,
    0.6011558771133423,
    0.31249991059303284,
    0.30952370166778564,
    0.5462554097175598,
    0.3776223063468933,
    0.429447740316391,
    0.44578301906585693,
    0.5436891913414001,
    0.6099998950958252,
    0.4857141971588135,
    0.39778995513916016,
    0.7573963403701782,
    0.48517516255378723,
    0.4632767140865326,
    0.5704697370529175,
    0.6820275187492371,
    0.39631327986717224,
    0.3407406508922577,
    0.3575417995452881,
    0.6082472205162048,
    0.4588233530521393,
    0.5114502906799316,
    0.42687737941741943,
    0.4016735553741455,
    0.46829259395599365,
    0.4520547091960907,
    0.31489354372024536,
    0.4634144902229309,
    0.38596484065055847,
    0.3625729978084564,
    0.6079294085502625,
    0.4857141971588135,
    0.727272629737854,
    0.33802807331085205,
    0.547485888004303,
    0.28464412689208984,
    0.3272726535797119,
    0.3020407259464264,
    0.3999999165534973,
    0.7005074620246887,
    0.4844719469547272,
    0.15116271376609802,
    0.5138887763023376,
    0.6009851098060608,
    0.7979272603988647,
    0.5714284181594849,
    0.15322573482990265,
    0.79365074634552,
    0.5302324295043945,
    0.6551722884178162,
    0.4916200041770935,
    0.7486031651496887,
    0.595959484577179,
    0.6315788626670837,
    0.3648647665977478,
    0.2999998927116394,
    0.24203814566135406,
    0.30851057171821594,
    0.40609124302864075,
    0.7866107225418091,
    0.6483515501022339,
    0.5517240166664124,
    0.6071426868438721,
    0.19101116061210632,
    0.44651150703430176,
    0.37301579117774963,
    0.7043477296829224,
    0.6586344242095947,
    0.42162150144577026,
    0.29166656732559204,
    0.46739116311073303,
    0.1654134839773178,
    0.5235601663589478,
    0.8062825202941895,
    0.47619032859802246,
    0.41975298523902893,
    0.5990782380104065,
    0.48510628938674927,
    0.6502462029457092,
    0.45833322405815125,
    0.40540534257888794,
    0.5470084547996521,
    0.6448085904121399,
    0.4210525155067444,
    0.23312875628471375,
    0.7570620179176331,
    0.5989846587181091,
    0.44444432854652405,
    0.45555540919303894,
    0.28749987483024597,
    0.6010361909866333
   ],
   "time": 26.464552918449044,
   "param": null
  },
  {
   "epoch": 110,
   "train_loss": 1.1207146644592285,
   "val_loss": 1.860961675643921,
   "acc": 51.4,
   "f1": [
    0.7872338891029358,
    0.657142698764801,
    0.44444432854652405,
    0.228571355342865,
    0.33333325386047363,
    0.43027880787849426,
    0.6229507327079773,
    0.5347592234611511,
    0.6497888565063477,
    0.5603446960449219,
    0.30939218401908875,
    0.23225797712802887,
    0.5513511896133423,
    0.4142855703830719,
    0.44537800550460815,
    0.430769145488739,
    0.568720281124115,
    0.6631014943122864,
    0.47747737169265747,
    0.46428558230400085,
    0.7700533270835876,
    0.6859902143478394,
    0.43523305654525757,
    0.7208120226860046,
    0.6886791586875916,
    0.4299998879432678,
    0.4615383446216583,
    0.3524228036403656,
    0.5918366312980652,
    0.47524741291999817,
    0.4910178482532501,
    0.5674417018890381,
    0.4306218922138214,
    0.44787636399269104,
    0.4499998986721039,
    0.3408070504665375,
    0.5084744095802307,
    0.44670039415359497,
    0.31638407707214355,
    0.7368419766426086,
    0.38709667325019836,
    0.7542855739593506,
    0.43093910813331604,
    0.45161277055740356,
    0.29694315791130066,
    0.32599109411239624,
    0.32298123836517334,
    0.5269460082054138,
    0.7216493487358093,
    0.6666665077209473,
    0.2746780216693878,
    0.5534589886665344,
    0.6601940989494324,
    0.7423579692840576,
    0.5628139972686768,
    0.2983424663543701,
    0.7624307870864868,
    0.5727698802947998,
    0.6341461539268494,
    0.5697672963142395,
    0.8210524320602417,
    0.614718496799469,
    0.603351891040802,
    0.5070421695709229,
    0.2934781610965729,
    0.3170730471611023,
    0.4230768084526062,
    0.4409447908401489,
    0.7946426868438721,
    0.6703295111656189,
    0.5283017754554749,
    0.7323941588401794,
    0.19867542386054993,
    0.4230768084526062,
    0.3389829397201538,
    0.7647057771682739,
    0.7272725701332092,
    0.3948496878147125,
    0.3692306578159332,
    0.5142855644226074,
    0.27530357241630554,
    0.496402770280838,
    0.808988630771637,
    0.39106133580207825,
    0.46534639596939087,
    0.5222928524017334,
    0.5617020726203918,
    0.5657369494438171,
    0.5376343131065369,
    0.6072872877120972,
    0.5714284777641296,
    0.6589593291282654,
    0.38341957330703735,
    0.2699999213218689,
    0.7614678144454956,
    0.5644170045852661,
    0.45833322405815125,
    0.5024629235267639,
    0.3057323694229126,
    0.5169490575790405
   ],
   "time": 26.437092820182443,
   "param": null
  },
  {
   "epoch": 111,
   "train_loss": 1.070580005645752,
   "val_loss": 1.997527837753296,
   "acc": 53.49,
   "f1": [
    0.765714168548584,
    0.6391751170158386,
    0.43678146600723267,
    0.3271027207374573,
    0.30701744556427,
    0.5201792120933533,
    0.6132074594497681,
    0.5990337133407593,
    0.6399998664855957,
    0.6739128828048706,
    0.36448585987091064,
    0.38095229864120483,
    0.5725190043449402,
    0.45454534888267517,
    0.525139570236206,
    0.43333321809768677,
    0.5895952582359314,
    0.666666567325592,
    0.4329003393650055,
    0.4599998891353607,
    0.7441859841346741,
    0.6905827522277832,
    0.524590015411377,
    0.7017542123794556,
    0.6701569557189941,
    0.4239630401134491,
    0.4949493706226349,
    0.35616424679756165,
    0.6630433797836304,
    0.48447185754776,
    0.5402297377586365,
    0.5779815316200256,
    0.49579817056655884,
    0.4978164732456207,
    0.4927534759044647,
    0.30857133865356445,
    0.5316454172134399,
    0.4903845191001892,
    0.37320560216903687,
    0.7099998593330383,
    0.5189187526702881,
    0.72251296043396,
    0.5436891913414001,
    0.53465336561203,
    0.2991451919078827,
    0.29139062762260437,
    0.3463686406612396,
    0.5363634824752808,
    0.7499998807907104,
    0.7070705890655518,
    0.2722512185573578,
    0.609625518321991,
    0.6139533519744873,
    0.7666665315628052,
    0.5943394899368286,
    0.29787227511405945,
    0.7473682165145874,
    0.5762709975242615,
    0.6508874893188477,
    0.5662099123001099,
    0.8140701651573181,
    0.5757575035095215,
    0.554216742515564,
    0.45106372237205505,
    0.35064926743507385,
    0.24836592376232147,
    0.43575406074523926,
    0.44705867767333984,
    0.7889906764030457,
    0.7282050251960754,
    0.5654007196426392,
    0.6982757449150085,
    0.2256409376859665,
    0.4699452221393585,
    0.3849371671676636,
    0.7472525835037231,
    0.7942582368850708,
    0.43362823128700256,
    0.3693692684173584,
    0.5137613415718079,
    0.31372541189193726,
    0.5226479768753052,
    0.7727271318435669,
    0.5124998688697815,
    0.49411749839782715,
    0.5945944786071777,
    0.535519003868103,
    0.6220094561576843,
    0.4397162199020386,
    0.57297283411026,
    0.46728962659835815,
    0.6363635063171387,
    0.45901623368263245,
    0.42857131361961365,
    0.7807015776634216,
    0.6063346862792969,
    0.5174128413200378,
    0.4974091649055481,
    0.29629620909690857,
    0.5683058500289917
   ],
   "time": 25.62826830241829,
   "param": null
  },
  {
   "epoch": 112,
   "train_loss": 1.0562618970870972,
   "val_loss": 2.097622871398926,
   "acc": 50.91,
   "f1": [
    0.7894735336303711,
    0.5903612971305847,
    0.4195120930671692,
    0.29940110445022583,
    0.3157893717288971,
    0.43362823128700256,
    0.5741626024246216,
    0.5870645046234131,
    0.6190474629402161,
    0.5132074356079102,
    0.3934425115585327,
    0.2837836742401123,
    0.622641384601593,
    0.49792519211769104,
    0.4785274565219879,
    0.43373486399650574,
    0.5624998807907104,
    0.6530610918998718,
    0.4056938886642456,
    0.4120170772075653,
    0.7403844594955444,
    0.6666665077209473,
    0.45859864354133606,
    0.6592177152633667,
    0.6785712838172913,
    0.42241373658180237,
    0.5058822631835938,
    0.3783782720565796,
    0.5951218605041504,
    0.4487178325653076,
    0.5052630305290222,
    0.5310733318328857,
    0.44230756163597107,
    0.5019010901451111,
    0.46153831481933594,
    0.2832617461681366,
    0.47826072573661804,
    0.43870964646339417,
    0.36111101508140564,
    0.6608694195747375,
    0.4864863455295563,
    0.7675674557685852,
    0.4142855703830719,
    0.5408803224563599,
    0.28712859749794006,
    0.30952370166778564,
    0.26086950302124023,
    0.5511109828948975,
    0.7387385964393616,
    0.544217586517334,
    0.23829780519008636,
    0.4754716157913208,
    0.5664739012718201,
    0.7731956839561462,
    0.49122798442840576,
    0.28571420907974243,
    0.7878786325454712,
    0.5142855644226074,
    0.6222221255302429,
    0.5638296604156494,
    0.7176468968391418,
    0.5485230684280396,
    0.5889569520950317,
    0.5389220714569092,
    0.2424241602420807,
    0.29292917251586914,
    0.4135337173938751,
    0.4530385434627533,
    0.8172040581703186,
    0.7142854928970337,
    0.5370368957519531,
    0.633333146572113,
    0.17610056698322296,
    0.4262293577194214,
    0.3369564116001129,
    0.8021976351737976,
    0.7875646352767944,
    0.42512065172195435,
    0.42290738224983215,
    0.49746179580688477,
    0.28491613268852234,
    0.5446427464485168,
    0.7802196741104126,
    0.5201792120933533,
    0.33516478538513184,
    0.5999998450279236,
    0.5860464572906494,
    0.5588234066963196,
    0.5396823883056641,
    0.5833331942558289,
    0.5595237016677856,
    0.653658390045166,
    0.4358973503112793,
    0.3259258270263672,
    0.7359305620193481,
    0.6169153451919556,
    0.3837208151817322,
    0.4145453870296478,
    0.23448269069194794,
    0.582914412021637
   ],
   "time": 25.89284333959222,
   "param": null
  },
  {
   "epoch": 113,
   "train_loss": 0.9814055562019348,
   "val_loss": 2.3162858486175537,
   "acc": 49.13,
   "f1": [
    0.7953214645385742,
    0.5578945875167847,
    0.3432835042476654,
    0.1052631139755249,
    0.28352484107017517,
    0.4727271497249603,
    0.5812807083129883,
    0.6336632370948792,
    0.5641024708747864,
    0.6031745076179504,
    0.3866170048713684,
    0.30674833059310913,
    0.4946995675563812,
    0.4094487428665161,
    0.4914284646511078,
    0.36111101508140564,
    0.6086955666542053,
    0.6893202662467957,
    0.3267972767353058,
    0.4487804174423218,
    0.7499997615814209,
    0.5766422748565674,
    0.4598929286003113,
    0.6386553049087524,
    0.7247704863548279,
    0.4114284813404083,
    0.4301074147224426,
    0.37499991059303284,
    0.6187844276428223,
    0.43575406074523926,
    0.35714274644851685,
    0.5284972786903381,
    0.3905324339866638,
    0.3619631230831146,
    0.5086703896522522,
    0.32258057594299316,
    0.42253512144088745,
    0.41568616032600403,
    0.3764704465866089,
    0.666666567325592,
    0.4417177140712738,
    0.7231636643409729,
    0.26754382252693176,
    0.37426888942718506,
    0.2121211439371109,
    0.3275861144065857,
    0.3456788659095764,
    0.4945053458213806,
    0.6490064859390259,
    0.6597937345504761,
    0.2550334632396698,
    0.5444443225860596,
    0.6210044622421265,
    0.6826345324516296,
    0.6198828816413879,
    0.22471901774406433,
    0.8144328594207764,
    0.573333203792572,
    0.6467065215110779,
    0.5339365601539612,
    0.7964600324630737,
    0.5595237016677856,
    0.5699998736381531,
    0.34054049849510193,
    0.3101603388786316,
    0.26455017924308777,
    0.39583319425582886,
    0.46808499097824097,
    0.798029363155365,
    0.7582416534423828,
    0.6363635063171387,
    0.7130433320999146,
    0.25870639085769653,
    0.4313724637031555,
    0.3435581922531128,
    0.7116562724113464,
    0.7186145782470703,
    0.35897424817085266,
    0.38461530208587646,
    0.5683058500289917,
    0.20987647771835327,
    0.41967207193374634,
    0.7999997735023499,
    0.4129031002521515,
    0.39583319425582886,
    0.582914412021637,
    0.5497074723243713,
    0.5359999537467957,
    0.43749991059303284,
    0.4339621961116791,
    0.4573989808559418,
    0.613496720790863,
    0.33599990606307983,
    0.3082706034183502,
    0.6893938183784485,
    0.5446008443832397,
    0.41284388303756714,
    0.4541061818599701,
    0.1709401160478592,
    0.5988022685050964
   ],
   "time": 25.652584453113377,
   "param": null
  },
  {
   "epoch": 114,
   "train_loss": 1.1074625253677368,
   "val_loss": 1.9892408847808838,
   "acc": 52.52,
   "f1": [
    0.7922703623771667,
    0.6368157267570496,
    0.367346853017807,
    0.29523801803588867,
    0.3157894015312195,
    0.494381844997406,
    0.5842695236206055,
    0.5399999022483826,
    0.6625765562057495,
    0.5481480360031128,
    0.3524589240550995,
    0.37320560216903687,
    0.6320753693580627,
    0.47222211956977844,
    0.39160826802253723,
    0.4352940320968628,
    0.5753422975540161,
    0.7319586277008057,
    0.393063485622406,
    0.4567900002002716,
    0.698689877986908,
    0.5923076272010803,
    0.4919784665107727,
    0.6458331942558289,
    0.7039104700088501,
    0.4227641224861145,
    0.47560960054397583,
    0.34848475456237793,
    0.5462554097175598,
    0.4485980272293091,
    0.4827585518360138,
    0.5142855644226074,
    0.5365853309631348,
    0.49999988079071045,
    0.3945577144622803,
    0.34482747316360474,
    0.53987717628479,
    0.49773746728897095,
    0.37130793929100037,
    0.7715734243392944,
    0.447368323802948,
    0.7282606959342957,
    0.47435885667800903,
    0.5660375952720642,
    0.2980768382549286,
    0.429447740316391,
    0.2775118350982666,
    0.5714284181594849,
    0.7586205005645752,
    0.6514284610748291,
    0.2891565263271332,
    0.572916567325592,
    0.6028706431388855,
    0.762376070022583,
    0.613065242767334,
    0.27173903584480286,
    0.7636361122131348,
    0.5775399804115295,
    0.6598983407020569,
    0.5174128413200378,
    0.7789472937583923,
    0.620320737361908,
    0.6057141423225403,
    0.4545453190803528,
    0.3354036211967468,
    0.2967032194137573,
    0.38190943002700806,
    0.5128204226493835,
    0.7864076495170593,
    0.693333089351654,
    0.4946235418319702,
    0.6616540551185608,
    0.27488142251968384,
    0.38775497674942017,
    0.3617020547389984,
    0.7239817380905151,
    0.7593581080436707,
    0.43956032395362854,
    0.367346853017807,
    0.49729716777801514,
    0.3016759157180786,
    0.5702809691429138,
    0.7909602522850037,
    0.5363634824752808,
    0.5056177973747253,
    0.600858211517334,
    0.5699998736381531,
    0.5910930633544922,
    0.45112770795822144,
    0.5668447613716125,
    0.5217390656471252,
    0.6180256605148315,
    0.4607841968536377,
    0.30107519030570984,
    0.7817257046699524,
    0.5599998831748962,
    0.4947367310523987,
    0.4766837954521179,
    0.29714274406433105,
    0.6009388566017151
   ],
   "time": 26.241753425449133,
   "param": null
  },
  {
   "epoch": 115,
   "train_loss": 1.1050246953964233,
   "val_loss": 2.0542736053466797,
   "acc": 51.46,
   "f1": [
    0.7073169350624084,
    0.5714284777641296,
    0.37499991059303284,
    0.2790696918964386,
    0.29518067836761475,
    0.5321887135505676,
    0.5204460024833679,
    0.5786162614822388,
    0.61146479845047,
    0.6321242451667786,
    0.32432422041893005,
    0.28767114877700806,
    0.5762709975242615,
    0.568720281124115,
    0.4615383446216583,
    0.43715834617614746,
    0.5402297377586365,
    0.6735749840736389,
    0.4717947542667389,
    0.45238080620765686,
    0.7666665315628052,
    0.5895521640777588,
    0.4814813435077667,
    0.5973153114318848,
    0.7578946352005005,
    0.3758388161659241,
    0.4790417551994324,
    0.2614377737045288,
    0.6635069251060486,
    0.5157893896102905,
    0.4886362552642822,
    0.5176470279693604,
    0.4834122061729431,
    0.4867255389690399,
    0.504761815071106,
    0.2718445658683777,
    0.487046480178833,
    0.43956032395362854,
    0.37735840678215027,
    0.6787877082824707,
    0.4777776598930359,
    0.7314283847808838,
    0.5060239434242249,
    0.5533979535102844,
    0.24999992549419403,
    0.35897424817085266,
    0.3116881847381592,
    0.5380114912986755,
    0.7444443106651306,
    0.6285713315010071,
    0.28571417927742004,
    0.5948716402053833,
    0.5757573843002319,
    0.7956987619400024,
    0.5828570127487183,
    0.23214277625083923,
    0.7708331346511841,
    0.5971562266349792,
    0.6419751644134521,
    0.49999988079071045,
    0.775280773639679,
    0.5955054759979248,
    0.596684992313385,
    0.404958575963974,
    0.36559128761291504,
    0.3448275029659271,
    0.4487804174423218,
    0.3917524814605713,
    0.7929513454437256,
    0.631578803062439,
    0.5180721879005432,
    0.5748501420021057,
    0.20454540848731995,
    0.41818171739578247,
    0.36619704961776733,
    0.7857141494750977,
    0.541666567325592,
    0.3696681261062622,
    0.34013596177101135,
    0.5248867273330688,
    0.23958325386047363,
    0.577777624130249,
    0.8258705139160156,
    0.5057469606399536,
    0.4539005756378174,
    0.6285713315010071,
    0.577777624130249,
    0.614718496799469,
    0.5502644181251526,
    0.5656563639640808,
    0.5494503974914551,
    0.6499998569488525,
    0.46242761611938477,
    0.33333322405815125,
    0.7022899389266968,
    0.5628139972686768,
    0.509505569934845,
    0.46808499097824097,
    0.36111101508140564,
    0.6117644906044006
   ],
   "time": 25.888977056369185,
   "param": null
  },
  {
   "epoch": 116,
   "train_loss": 1.0428251028060913,
   "val_loss": 2.0114834308624268,
   "acc": 54.01,
   "f1": [
    0.786729633808136,
    0.6509432196617126,
    0.4615383446216583,
    0.3389829397201538,
    0.3943660855293274,
    0.49999988079071045,
    0.5119045972824097,
    0.6292133331298828,
    0.6739128828048706,
    0.7021275758743286,
    0.32584258913993835,
    0.34615373611450195,
    0.5756096839904785,
    0.49999985098838806,
    0.490322470664978,
    0.45161277055740356,
    0.6169153451919556,
    0.6885244846343994,
    0.44776105880737305,
    0.45348823070526123,
    0.797814130783081,
    0.6016947627067566,
    0.5208331942558289,
    0.7168139815330505,
    0.7142855525016785,
    0.48076915740966797,
    0.5052630305290222,
    0.33755266666412354,
    0.6231154203414917,
    0.5242717266082764,
    0.5314008593559265,
    0.5744680166244507,
    0.4864863455295563,
    0.4344826936721802,
    0.5463916063308716,
    0.193548321723938,
    0.5833332538604736,
    0.47970473766326904,
    0.3837208151817322,
    0.7208120226860046,
    0.41071420907974243,
    0.736263632774353,
    0.5396823883056641,
    0.5870645046234131,
    0.2433861643075943,
    0.38043469190597534,
    0.36842095851898193,
    0.5302324295043945,
    0.7513810992240906,
    0.6836733222007751,
    0.2962961792945862,
    0.6018517017364502,
    0.5573769211769104,
    0.8108106255531311,
    0.5999998450279236,
    0.21097040176391602,
    0.7446807622909546,
    0.616278886795044,
    0.710382342338562,
    0.563380241394043,
    0.7830187082290649,
    0.6007603406906128,
    0.602040708065033,
    0.4297519624233246,
    0.36809808015823364,
    0.2513660192489624,
    0.4104476869106293,
    0.4666665494441986,
    0.8258705139160156,
    0.718893826007843,
    0.6363635063171387,
    0.6666665077209473,
    0.2659573554992676,
    0.4549761712551117,
    0.34177201986312866,
    0.7685183882713318,
    0.7813951373100281,
    0.42857128381729126,
    0.4362138509750366,
    0.5196077227592468,
    0.3111110329627991,
    0.5469387173652649,
    0.841529905796051,
    0.48809507489204407,
    0.4999998211860657,
    0.5863873362541199,
    0.6162160634994507,
    0.6444442868232727,
    0.5799998641014099,
    0.5689654350280762,
    0.5344826579093933,
    0.6082947254180908,
    0.4293783903121948,
    0.38461530208587646,
    0.7531379461288452,
    0.6327682137489319,
    0.4769873321056366,
    0.5454544425010681,
    0.3418802320957184,
    0.5439999103546143
   ],
   "time": 26.76383095048368,
   "param": null
  },
  {
   "epoch": 117,
   "train_loss": 1.0822714567184448,
   "val_loss": 2.121581554412842,
   "acc": 49.5,
   "f1": [
    0.7860695123672485,
    0.6874998807907104,
    0.3555554449558258,
    0.31249991059303284,
    0.2771083414554596,
    0.4787232577800751,
    0.580357015132904,
    0.5809127688407898,
    0.6086955666542053,
    0.5422221422195435,
    0.26027390360832214,
    0.2898550033569336,
    0.5599998831748962,
    0.4081631600856781,
    0.5121949315071106,
    0.3786981403827667,
    0.5955054759979248,
    0.6289306282997131,
    0.4717947542667389,
    0.39069753885269165,
    0.7868850827217102,
    0.6016947627067566,
    0.4808742105960846,
    0.48888877034187317,
    0.6824643611907959,
    0.44311365485191345,
    0.4835163354873657,
    0.3398057222366333,
    0.5203251242637634,
    0.4021162986755371,
    0.5188283324241638,
    0.5256409049034119,
    0.4659089744091034,
    0.4174756109714508,
    0.47154462337493896,
    0.2700421214103699,
    0.49999988079071045,
    0.502564013004303,
    0.3675212860107422,
    0.6324109435081482,
    0.43428558111190796,
    0.7356320023536682,
    0.48309168219566345,
    0.47967469692230225,
    0.3088802397251129,
    0.30125513672828674,
    0.30952370166778564,
    0.5894736051559448,
    0.6587300300598145,
    0.5157230496406555,
    0.2731706500053406,
    0.5381165146827698,
    0.5882351994514465,
    0.8019800782203674,
    0.6058090329170227,
    0.2094240039587021,
    0.7108432054519653,
    0.5521470904350281,
    0.6631014943122864,
    0.4734981656074524,
    0.6543208360671997,
    0.5999998450279236,
    0.5753422975540161,
    0.4835163354873657,
    0.348314493894577,
    0.31730762124061584,
    0.4380951225757599,
    0.3999998867511749,
    0.7444443106651306,
    0.5977010130882263,
    0.5244443416595459,
    0.46478861570358276,
    0.17142851650714874,
    0.41379299759864807,
    0.31147530674934387,
    0.7521365880966187,
    0.7295595407485962,
    0.3583814203739166,
    0.30496448278427124,
    0.5333331823348999,
    0.24166658520698547,
    0.5612244009971619,
    0.8359786868095398,
    0.5139663219451904,
    0.4152541756629944,
    0.554216742515564,
    0.5483869910240173,
    0.6596857309341431,
    0.5483869910240173,
    0.5813952684402466,
    0.5272725820541382,
    0.6499998569488525,
    0.39999985694885254,
    0.31884047389030457,
    0.7374299764633179,
    0.502564013004303,
    0.3797467350959778,
    0.369145929813385,
    0.2843601107597351,
    0.5529952645301819
   ],
   "time": 26.626429652795196,
   "param": null
  },
  {
   "epoch": 118,
   "train_loss": 1.0791213512420654,
   "val_loss": 2.0383851528167725,
   "acc": 51.78,
   "f1": [
    0.7922703623771667,
    0.6403939127922058,
    0.34246566891670227,
    0.289308100938797,
    0.35820886492729187,
    0.47560960054397583,
    0.5786800384521484,
    0.5398228764533997,
    0.6473428606987,
    0.5810053944587708,
    0.26804113388061523,
    0.3255813419818878,
    0.6779659986495972,
    0.44585973024368286,
    0.49999988079071045,
    0.4183005392551422,
    0.49785396456718445,
    0.6748464703559875,
    0.474226713180542,
    0.4133332371711731,
    0.7379677891731262,
    0.6698563694953918,
    0.4705881178379059,
    0.704761803150177,
    0.728155255317688,
    0.40796008706092834,
    0.4999998211860657,
    0.3470318615436554,
    0.5599998831748962,
    0.49006614089012146,
    0.5727270841598511,
    0.4615383744239807,
    0.45161277055740356,
    0.38571420311927795,
    0.4386615753173828,
    0.2531644403934479,
    0.5327101349830627,
    0.4276728630065918,
    0.37499985098838806,
    0.675324559211731,
    0.4792625606060028,
    0.6999998688697815,
    0.47257372736930847,
    0.5915491580963135,
    0.29787224531173706,
    0.34123215079307556,
    0.27999988198280334,
    0.5411763787269592,
    0.7064219117164612,
    0.6425337791442871,
    0.2559240758419037,
    0.518518328666687,
    0.6255922317504883,
    0.7918779850006104,
    0.6179773807525635,
    0.2577318847179413,
    0.753488302230835,
    0.602040708065033,
    0.6298341155052185,
    0.5564514994621277,
    0.7692306637763977,
    0.5106381177902222,
    0.5802468061447144,
    0.559139609336853,
    0.26262614130973816,
    0.28571420907974243,
    0.3763439953327179,
    0.4382469058036804,
    0.8484846949577332,
    0.7305934429168701,
    0.5795453190803528,
    0.6099998950958252,
    0.2262442708015442,
    0.4454544484615326,
    0.32638880610466003,
    0.7476633787155151,
    0.725490152835846,
    0.38095229864120483,
    0.31999990344047546,
    0.5315313935279846,
    0.28455275297164917,
    0.5680471658706665,
    0.8359786868095398,
    0.48837196826934814,
    0.44848471879959106,
    0.5925924777984619,
    0.5570775270462036,
    0.6404492855072021,
    0.525345504283905,
    0.6011558771133423,
    0.5632652044296265,
    0.6238530874252319,
    0.47474732995033264,
    0.3741934299468994,
    0.7251460552215576,
    0.6421051621437073,
    0.4666665494441986,
    0.5198236703872681,
    0.3483870029449463,
    0.5539904832839966
   ],
   "time": 26.927220683544874,
   "param": null
  },
  {
   "epoch": 119,
   "train_loss": 0.9768681526184082,
   "val_loss": 1.9636768102645874,
   "acc": 52.14,
   "f1": [
    0.8020831942558289,
    0.5313652157783508,
    0.4485980272293091,
    0.28310492634773254,
    0.31932762265205383,
    0.47517725825309753,
    0.5443036556243896,
    0.5740739107131958,
    0.6334840059280396,
    0.5760868191719055,
    0.34782594442367554,
    0.3855420649051666,
    0.5726870894432068,
    0.5268816351890564,
    0.48837196826934814,
    0.4585364758968353,
    0.633333146572113,
    0.7053138613700867,
    0.4573989808559418,
    0.43749988079071045,
    0.7835050225257874,
    0.6568626165390015,
    0.4631577730178833,
    0.7251460552215576,
    0.6325579881668091,
    0.39130425453186035,
    0.44537800550460815,
    0.3982299864292145,
    0.6011558771133423,
    0.4489794969558716,
    0.5876287817955017,
    0.43835604190826416,
    0.4646463394165039,
    0.47236168384552,
    0.5059288144111633,
    0.2264150232076645,
    0.5125626921653748,
    0.4810125529766083,
    0.33210325241088867,
    0.7128711342811584,
    0.4727271497249603,
    0.7428569793701172,
    0.4236452281475067,
    0.5595237016677856,
    0.3025829493999481,
    0.31168824434280396,
    0.34615373611450195,
    0.5412842631340027,
    0.7513810992240906,
    0.6153844594955444,
    0.3232322335243225,
    0.5942855477333069,
    0.6044443249702454,
    0.763440728187561,
    0.609625518321991,
    0.23963125050067902,
    0.7428569793701172,
    0.5333331823348999,
    0.6524062752723694,
    0.4662575423717499,
    0.7870368957519531,
    0.6547083854675293,
    0.5989846587181091,
    0.5145629644393921,
    0.3524228036403656,
    0.2931033670902252,
    0.42931926250457764,
    0.47190994024276733,
    0.8196719884872437,
    0.7434553503990173,
    0.5608464479446411,
    0.7234041690826416,
    0.16560502350330353,
    0.42857131361961365,
    0.35714274644851685,
    0.7586205005645752,
    0.7664669156074524,
    0.415094256401062,
    0.3571428060531616,
    0.5405403971672058,
    0.29268285632133484,
    0.6099998950958252,
    0.7928992509841919,
    0.5283017754554749,
    0.42342329025268555,
    0.6341462135314941,
    0.5421684980392456,
    0.6091369390487671,
    0.5321099162101746,
    0.5933012366294861,
    0.5619046092033386,
    0.6244342923164368,
    0.3783782720565796,
    0.3515150547027588,
    0.8359786868095398,
    0.6395347118377686,
    0.44347813725471497,
    0.45669278502464294,
    0.291139155626297,
    0.5650222897529602
   ],
   "time": 27.089382456615567,
   "param": null
  },
  {
   "epoch": 120,
   "train_loss": 1.0340237617492676,
   "val_loss": 1.8467698097229004,
   "acc": 51.84,
   "f1": [
    0.7533630728721619,
    0.6310158967971802,
    0.3919999301433563,
    0.3114185929298401,
    0.35185176134109497,
    0.4938269853591919,
    0.5913977026939392,
    0.5741626024246216,
    0.6350710391998291,
    0.589371919631958,
    0.33121007680892944,
    0.31730762124061584,
    0.5436891913414001,
    0.4916200041770935,
    0.44571414589881897,
    0.43902432918548584,
    0.5214006900787354,
    0.6989246010780334,
    0.4939757287502289,
    0.4191615581512451,
    0.7389161586761475,
    0.5475284457206726,
    0.48958322405815125,
    0.6666665077209473,
    0.6503065824508667,
    0.43678146600723267,
    0.4999998211860657,
    0.33333319425582886,
    0.5607475638389587,
    0.47236168384552,
    0.5497629642486572,
    0.596684992313385,
    0.5263157486915588,
    0.4529913365840912,
    0.5443785786628723,
    0.26519328355789185,
    0.5358850359916687,
    0.4705881178379059,
    0.3755101263523102,
    0.7234041690826416,
    0.4331796169281006,
    0.7529409527778625,
    0.4537814259529114,
    0.5081079602241516,
    0.28415289521217346,
    0.4195120930671692,
    0.3838382363319397,
    0.535519003868103,
    0.7307690382003784,
    0.6133331656455994,
    0.2838708758354187,
    0.5840706825256348,
    0.5743588209152222,
    0.7191009521484375,
    0.6376810669898987,
    0.2399999350309372,
    0.7196259498596191,
    0.6195651292800903,
    0.6601940989494324,
    0.44318172335624695,
    0.7715734243392944,
    0.5952380299568176,
    0.5681816935539246,
    0.5025123953819275,
    0.37575745582580566,
    0.32051271200180054,
    0.41346144676208496,
    0.34586456418037415,
    0.733333170413971,
    0.6788989305496216,
    0.5384613871574402,
    0.6293102502822876,
    0.256809264421463,
    0.40322571992874146,
    0.3348415493965149,
    0.7619045972824097,
    0.8144328594207764,
    0.33802807331085205,
    0.37623751163482666,
    0.552941083908081,
    0.279411643743515,
    0.5369648933410645,
    0.7999998331069946,
    0.48314592242240906,
    0.4713374376296997,
    0.5990782380104065,
    0.5287355184555054,
    0.5941421389579773,
    0.5649716258049011,
    0.5922329425811768,
    0.5568180084228516,
    0.6594592928886414,
    0.4069766402244568,
    0.30057793855667114,
    0.7441859841346741,
    0.5875704884529114,
    0.45405393838882446,
    0.4549761712551117,
    0.3088802397251129,
    0.5374998450279236
   ],
   "time": 26.3360496731475,
   "param": null
  },
  {
   "epoch": 121,
   "train_loss": 0.953460156917572,
   "val_loss": 2.0879907608032227,
   "acc": 50.72,
   "f1": [
    0.7455620169639587,
    0.6596857309341431,
    0.40975597500801086,
    0.26900574564933777,
    0.34579432010650635,
    0.4999998211860657,
    0.5396823883056641,
    0.5326085686683655,
    0.6055043935775757,
    0.5095540285110474,
    0.33333322405815125,
    0.3445377051830292,
    0.4924621880054474,
    0.47999992966651917,
    0.4914284646511078,
    0.4102562963962555,
    0.5743588209152222,
    0.711340069770813,
    0.40322571992874146,
    0.45320188999176025,
    0.7931032776832581,
    0.6046510338783264,
    0.46376800537109375,
    0.6764704585075378,
    0.6301368474960327,
    0.42168664932250977,
    0.45226117968559265,
    0.3117869794368744,
    0.6473986506462097,
    0.4733726978302002,
    0.5643563270568848,
    0.534031331539154,
    0.38095226883888245,
    0.4505927860736847,
    0.494381844997406,
    0.193548321723938,
    0.5063289999961853,
    0.494381844997406,
    0.32352936267852783,
    0.7150257229804993,
    0.5228756666183472,
    0.702702522277832,
    0.33421745896339417,
    0.3936169147491455,
    0.22047238051891327,
    0.30567678809165955,
    0.33333322405815125,
    0.5333331823348999,
    0.7614211440086365,
    0.6467660069465637,
    0.3314915895462036,
    0.5560973882675171,
    0.6607928276062012,
    0.7666665315628052,
    0.6847825050354004,
    0.26136353611946106,
    0.8021976351737976,
    0.5066665410995483,
    0.6982247233390808,
    0.5833331942558289,
    0.7641507983207703,
    0.5454543828964233,
    0.5741626024246216,
    0.34903040528297424,
    0.3232322335243225,
    0.30158719420433044,
    0.40251561999320984,
    0.3703702688217163,
    0.8246443271636963,
    0.6628569960594177,
    0.6167399883270264,
    0.6395347118377686,
    0.19607838988304138,
    0.45714277029037476,
    0.42857131361961365,
    0.7922703623771667,
    0.8359786868095398,
    0.3726235330104828,
    0.4102562665939331,
    0.4916200041770935,
    0.24025969207286835,
    0.5555554628372192,
    0.8135591745376587,
    0.46153831481933594,
    0.4745761454105377,
    0.6666665077209473,
    0.612716555595398,
    0.6736840605735779,
    0.5028570294380188,
    0.4799998700618744,
    0.5463413596153259,
    0.6700506210327148,
    0.38028159737586975,
    0.3619908392429352,
    0.7978722453117371,
    0.6399998664855957,
    0.44651150703430176,
    0.40160635113716125,
    0.25675666332244873,
    0.5173743963241577
   ],
   "time": 26.28442584257573,
   "param": null
  },
  {
   "epoch": 122,
   "train_loss": 0.9599597454071045,
   "val_loss": 2.013779401779175,
   "acc": 53.88,
   "f1": [
    0.7857141494750977,
    0.644067645072937,
    0.4688993990421295,
    0.2543351650238037,
    0.32804223895072937,
    0.4951455295085907,
    0.6424869298934937,
    0.629441499710083,
    0.6256982088088989,
    0.5773194432258606,
    0.38524580001831055,
    0.3478260338306427,
    0.6262625455856323,
    0.509090781211853,
    0.5118482112884521,
    0.41840997338294983,
    0.579710066318512,
    0.7351350784301758,
    0.5060239434242249,
    0.46540868282318115,
    0.729999840259552,
    0.6168223023414612,
    0.5227271318435669,
    0.7037035822868347,
    0.7549017667770386,
    0.46491214632987976,
    0.4974091649055481,
    0.35502949357032776,
    0.5714284777641296,
    0.5257141590118408,
    0.4999998211860657,
    0.5110130310058594,
    0.45595842599868774,
    0.5514401793479919,
    0.5405403971672058,
    0.22222214937210083,
    0.5632182359695435,
    0.49710968136787415,
    0.37704911828041077,
    0.7199999094009399,
    0.40740731358528137,
    0.7368419766426086,
    0.4623654782772064,
    0.5454543828964233,
    0.27118635177612305,
    0.3414633274078369,
    0.30588221549987793,
    0.5283017754554749,
    0.79365074634552,
    0.6464645266532898,
    0.25906726717948914,
    0.5483869910240173,
    0.6162160634994507,
    0.796116292476654,
    0.6514284610748291,
    0.17567561566829681,
    0.7826085686683655,
    0.5938863754272461,
    0.6787877082824707,
    0.5730335712432861,
    0.784946084022522,
    0.5948716402053833,
    0.6555553674697876,
    0.47398826479911804,
    0.3846152722835541,
    0.24999991059303284,
    0.47190994024276733,
    0.43999990820884705,
    0.7965367436408997,
    0.7403313517570496,
    0.6195651292800903,
    0.7393363118171692,
    0.22222214937210083,
    0.48205116391181946,
    0.3950616121292114,
    0.775280773639679,
    0.7190080881118774,
    0.4242422580718994,
    0.41666656732559204,
    0.5164318084716797,
    0.2588234543800354,
    0.5940592885017395,
    0.8717947006225586,
    0.4772725999355316,
    0.4938269853591919,
    0.6516852378845215,
    0.5499998927116394,
    0.6299998760223389,
    0.5888323187828064,
    0.6343611478805542,
    0.5636362433433533,
    0.6759257912635803,
    0.4566209018230438,
    0.3171805441379547,
    0.7844825983047485,
    0.6320753693580627,
    0.5714284181594849,
    0.47619032859802246,
    0.3308822214603424,
    0.6418603658676147
   ],
   "time": 26.50149097107351,
   "param": null
  },
  {
   "epoch": 123,
   "train_loss": 0.9022233486175537,
   "val_loss": 1.8950328826904297,
   "acc": 54.25,
   "f1": [
    0.7792205810546875,
    0.6702701449394226,
    0.35467973351478577,
    0.26666656136512756,
    0.3842363655567169,
    0.4031619727611542,
    0.6524062752723694,
    0.561576247215271,
    0.6740330457687378,
    0.5609754920005798,
    0.3654821515083313,
    0.28402355313301086,
    0.5868724584579468,
    0.5513511896133423,
    0.47826072573661804,
    0.4081631302833557,
    0.5566036701202393,
    0.7450978755950928,
    0.5060239434242249,
    0.4466018080711365,
    0.742574155330658,
    0.6384613513946533,
    0.4914284646511078,
    0.6730768084526062,
    0.72251296043396,
    0.4050632119178772,
    0.4720495045185089,
    0.32941165566444397,
    0.6210525035858154,
    0.509090781211853,
    0.577777624130249,
    0.5205478072166443,
    0.506912350654602,
    0.5208331942558289,
    0.5189187526702881,
    0.2545453608036041,
    0.5578945875167847,
    0.535353422164917,
    0.382978618144989,
    0.6948355436325073,
    0.4159998893737793,
    0.7243241667747498,
    0.5164833664894104,
    0.5405404567718506,
    0.3119265139102936,
    0.40659332275390625,
    0.3779526650905609,
    0.6129031181335449,
    0.7857141494750977,
    0.6885244846343994,
    0.32335323095321655,
    0.5221238136291504,
    0.595959484577179,
    0.7692306041717529,
    0.6203702688217163,
    0.2629106938838959,
    0.7661689519882202,
    0.6178008913993835,
    0.6666665077209473,
    0.5754715800285339,
    0.775119423866272,
    0.6179773807525635,
    0.5978259444236755,
    0.5443785786628723,
    0.38918909430503845,
    0.34920626878738403,
    0.48453593254089355,
    0.4745761454105377,
    0.847618818283081,
    0.722222089767456,
    0.5698322653770447,
    0.6808509230613708,
    0.21857915818691254,
    0.4945454001426697,
    0.39999985694885254,
    0.7547168731689453,
    0.7804876565933228,
    0.403755784034729,
    0.4183672070503235,
    0.5384613871574402,
    0.2909089922904968,
    0.5855854153633118,
    0.8829784989356995,
    0.5133689045906067,
    0.4108106791973114,
    0.6421051621437073,
    0.5544553399085999,
    0.5774056911468506,
    0.5680471658706665,
    0.5824174284934998,
    0.5363634824752808,
    0.6666665077209473,
    0.4659089744091034,
    0.3522011637687683,
    0.7627117037773132,
    0.5999999046325684,
    0.4790417551994324,
    0.47513800859451294,
    0.2887699604034424,
    0.6633662581443787
   ],
   "time": 26.011934651061893,
   "param": null
  },
  {
   "epoch": 124,
   "train_loss": 0.755610466003418,
   "val_loss": 1.822746992111206,
   "acc": 54.36,
   "f1": [
    0.7889906764030457,
    0.7325579524040222,
    0.41975298523902893,
    0.2731276750564575,
    0.37433144450187683,
    0.548076868057251,
    0.5869563817977905,
    0.6171427369117737,
    0.6514284610748291,
    0.5393257737159729,
    0.33333322405815125,
    0.33816415071487427,
    0.5858584046363831,
    0.510416567325592,
    0.45595842599868774,
    0.42512065172195435,
    0.5579397678375244,
    0.7647057771682739,
    0.46428558230400085,
    0.3853210210800171,
    0.7731956839561462,
    0.582089364528656,
    0.529999852180481,
    0.6347824931144714,
    0.7573963403701782,
    0.44444429874420166,
    0.49315062165260315,
    0.36470577120780945,
    0.5526314973831177,
    0.45121943950653076,
    0.49327346682548523,
    0.45847171545028687,
    0.5681816935539246,
    0.4734298884868622,
    0.48936155438423157,
    0.3148147463798523,
    0.56043940782547,
    0.5099998712539673,
    0.3628690838813782,
    0.7512688636779785,
    0.4951455295085907,
    0.7666665315628052,
    0.5714284181594849,
    0.5714284777641296,
    0.33333322405815125,
    0.44444429874420166,
    0.40579700469970703,
    0.5608464479446411,
    0.7403844594955444,
    0.6589593291282654,
    0.38095223903656006,
    0.575916051864624,
    0.6238530874252319,
    0.8110597729682922,
    0.6532661318778992,
    0.21463409066200256,
    0.7524750828742981,
    0.5957446098327637,
    0.6632652282714844,
    0.49999988079071045,
    0.7614678144454956,
    0.6296294927597046,
    0.6214687824249268,
    0.46788978576660156,
    0.4088396728038788,
    0.36269423365592957,
    0.46215128898620605,
    0.41573023796081543,
    0.8246443271636963,
    0.7008545994758606,
    0.5578945875167847,
    0.6502056121826172,
    0.21719448268413544,
    0.4380951225757599,
    0.3508770763874054,
    0.7860695123672485,
    0.747572660446167,
    0.3874998986721039,
    0.44311365485191345,
    0.5648146867752075,
    0.27472516894340515,
    0.587719202041626,
    0.8341706395149231,
    0.5088756084442139,
    0.5227271318435669,
    0.602620005607605,
    0.5913977026939392,
    0.6122447848320007,
    0.5654449462890625,
    0.5892856121063232,
    0.5524860620498657,
    0.6815640926361084,
    0.518134593963623,
    0.39603951573371887,
    0.7407405972480774,
    0.6538460850715637,
    0.4599998891353607,
    0.5137613415718079,
    0.35454532504081726,
    0.6596857309341431
   ],
   "time": 25.131799397990108,
   "param": null
  },
  {
   "epoch": 125,
   "train_loss": 0.8171952962875366,
   "val_loss": 2.3372812271118164,
   "acc": 51.9,
   "f1": [
    0.7980766892433167,
    0.683937668800354,
    0.4135020077228546,
    0.31081071496009827,
    0.2983424663543701,
    0.4300340414047241,
    0.56043940782547,
    0.5398228764533997,
    0.6701029539108276,
    0.580357015132904,
    0.3744291365146637,
    0.30409345030784607,
    0.5381165146827698,
    0.41610726714134216,
    0.44651150703430176,
    0.40490788221359253,
    0.5674417018890381,
    0.710526168346405,
    0.4115522801876068,
    0.43999990820884705,
    0.7291665077209473,
    0.711340069770813,
    0.5070421695709229,
    0.5657892823219299,
    0.6266093254089355,
    0.3859647810459137,
    0.4705881178379059,
    0.38709667325019836,
    0.6321242451667786,
    0.45398759841918945,
    0.5146197080612183,
    0.4913792312145233,
    0.4878047704696655,
    0.4494381248950958,
    0.5368419289588928,
    0.2873562276363373,
    0.4733726978302002,
    0.47222211956977844,
    0.37735840678215027,
    0.7246376276016235,
    0.41610726714134216,
    0.7290639281272888,
    0.5483869910240173,
    0.49350637197494507,
    0.2999998927116394,
    0.3771928548812866,
    0.36065563559532166,
    0.5825241804122925,
    0.7668392062187195,
    0.6595743298530579,
    0.2348753958940506,
    0.5664739012718201,
    0.5869563817977905,
    0.7914437651634216,
    0.6349205374717712,
    0.23529404401779175,
    0.7783782482147217,
    0.6049381494522095,
    0.654761791229248,
    0.5317917466163635,
    0.7114623785018921,
    0.5549131631851196,
    0.6589593291282654,
    0.4463517963886261,
    0.3586955666542053,
    0.3287670314311981,
    0.4854367673397064,
    0.413043349981308,
    0.7589284181594849,
    0.7102801203727722,
    0.5652172565460205,
    0.6261681318283081,
    0.24844713509082794,
    0.47572803497314453,
    0.3431371748447418,
    0.7238093614578247,
    0.7053138613700867,
    0.3409090042114258,
    0.37499991059303284,
    0.46096643805503845,
    0.20634911954402924,
    0.48888882994651794,
    0.7790696024894714,
    0.4772725999355316,
    0.4278606176376343,
    0.6067414879798889,
    0.5918366312980652,
    0.5882351398468018,
    0.5297296643257141,
    0.5856351852416992,
    0.5648854374885559,
    0.5950412750244141,
    0.4162435233592987,
    0.31325289607048035,
    0.7655500173568726,
    0.629441499710083,
    0.39795905351638794,
    0.46242761611938477,
    0.24999992549419403,
    0.6396394968032837
   ],
   "time": 26.102496492676437,
   "param": null
  },
  {
   "epoch": 126,
   "train_loss": 0.7583442330360413,
   "val_loss": 1.9519445896148682,
   "acc": 54.83,
   "f1": [
    0.7341771125793457,
    0.6634145379066467,
    0.48484835028648376,
    0.2987011969089508,
    0.3440859317779541,
    0.4931505620479584,
    0.6171427369117737,
    0.6249998807907104,
    0.6849313974380493,
    0.649484395980835,
    0.3775508999824524,
    0.3827749788761139,
    0.6057690978050232,
    0.5531913042068481,
    0.4814813435077667,
    0.45901623368263245,
    0.6516852378845215,
    0.7272725701332092,
    0.534031331539154,
    0.43786972761154175,
    0.7932959794998169,
    0.7123286128044128,
    0.5189187526702881,
    0.7526880502700806,
    0.7319586277008057,
    0.4729062616825104,
    0.445652037858963,
    0.34523800015449524,
    0.6483515501022339,
    0.46082934737205505,
    0.5414846539497375,
    0.5894736051559448,
    0.4404331147670746,
    0.5151513814926147,
    0.4786323606967926,
    0.30555546283721924,
    0.5410627126693726,
    0.558139443397522,
    0.41628947854042053,
    0.7450978755950928,
    0.5060239434242249,
    0.7428569793701172,
    0.5762709975242615,
    0.5422221422195435,
    0.2867382764816284,
    0.4123710095882416,
    0.35643553733825684,
    0.5287355184555054,
    0.7902437448501587,
    0.6705200672149658,
    0.33179715275764465,
    0.5645932555198669,
    0.6350710391998291,
    0.7981219291687012,
    0.6446279287338257,
    0.2914571762084961,
    0.7450978755950928,
    0.5561496019363403,
    0.7089946269989014,
    0.5940592885017395,
    0.8076921701431274,
    0.6499998569488525,
    0.5766869187355042,
    0.5026736855506897,
    0.3499998450279236,
    0.31506839394569397,
    0.4418603479862213,
    0.44444432854652405,
    0.8543688058853149,
    0.7181816697120667,
    0.6138612627983093,
    0.6666665077209473,
    0.220779150724411,
    0.4577113389968872,
    0.3693692684173584,
    0.8253965377807617,
    0.7843136787414551,
    0.4322032928466797,
    0.3908044993877411,
    0.5113635063171387,
    0.36303624510765076,
    0.5654007196426392,
    0.8156423568725586,
    0.47674402594566345,
    0.4507041275501251,
    0.5999998450279236,
    0.5838507413864136,
    0.653658390045166,
    0.5502644181251526,
    0.6011558771133423,
    0.5744680166244507,
    0.6124400496482849,
    0.45685264468193054,
    0.35714277625083923,
    0.7719296216964722,
    0.6310158967971802,
    0.48756206035614014,
    0.4976957440376282,
    0.24999992549419403,
    0.585152804851532
   ],
   "time": 25.76693775318563,
   "param": null
  },
  {
   "epoch": 127,
   "train_loss": 0.882920503616333,
   "val_loss": 1.78294038772583,
   "acc": 54.37,
   "f1": [
    0.7593581080436707,
    0.6914892196655273,
    0.43349742889404297,
    0.35051536560058594,
    0.32950183749198914,
    0.5083332657814026,
    0.631578803062439,
    0.6292133331298828,
    0.6560845375061035,
    0.5981307029724121,
    0.3469386696815491,
    0.3314284682273865,
    0.5643152594566345,
    0.5058822631835938,
    0.5425531268119812,
    0.4083768427371979,
    0.541666567325592,
    0.725490152835846,
    0.5365853309631348,
    0.43749991059303284,
    0.7536230683326721,
    0.6478871703147888,
    0.525345504283905,
    0.7298576831817627,
    0.7676765322685242,
    0.4120602011680603,
    0.4615383446216583,
    0.38341957330703735,
    0.6774192452430725,
    0.48387083411216736,
    0.594594419002533,
    0.5240640044212341,
    0.4509802758693695,
    0.48401811718940735,
    0.4489794969558716,
    0.17449656128883362,
    0.49710968136787415,
    0.4095236659049988,
    0.3726707398891449,
    0.7216493487358093,
    0.5027931928634644,
    0.733333170413971,
    0.41212108731269836,
    0.5520831942558289,
    0.3386242389678955,
    0.4200912117958069,
    0.38181808590888977,
    0.5505616068840027,
    0.7897433638572693,
    0.7089946269989014,
    0.3374998867511749,
    0.6043955087661743,
    0.6288658380508423,
    0.8137252926826477,
    0.6926827430725098,
    0.23036640882492065,
    0.7638189196586609,
    0.5989303588867188,
    0.633165717124939,
    0.5868262648582458,
    0.8059700727462769,
    0.6105261445045471,
    0.6203702688217163,
    0.5257730484008789,
    0.34246566891670227,
    0.30392149090766907,
    0.3846152722835541,
    0.43349742889404297,
    0.8285712599754333,
    0.7513810992240906,
    0.6326529383659363,
    0.6878305077552795,
    0.2312137931585312,
    0.43850257992744446,
    0.38461530208587646,
    0.8282826542854309,
    0.7454543113708496,
    0.4476189613342285,
    0.4052862524986267,
    0.5660375952720642,
    0.3237409293651581,
    0.5158728957176208,
    0.8571427464485168,
    0.5108694434165955,
    0.4159998893737793,
    0.666666567325592,
    0.5476189255714417,
    0.5766422748565674,
    0.5454544425010681,
    0.6095237135887146,
    0.589371919631958,
    0.6079294085502625,
    0.4698793888092041,
    0.39631327986717224,
    0.6996196508407593,
    0.6198828816413879,
    0.5190838575363159,
    0.49305546283721924,
    0.26206886768341064,
    0.6336632370948792
   ],
   "time": 25.77354555018246,
   "param": null
  },
  {
   "epoch": 128,
   "train_loss": 0.9148122668266296,
   "val_loss": 2.1569631099700928,
   "acc": 51.71,
   "f1": [
    0.7902437448501587,
    0.6507176160812378,
    0.48314592242240906,
    0.2569831311702728,
    0.33064505457878113,
    0.3697478771209717,
    0.5833331942558289,
    0.5560973882675171,
    0.6467065215110779,
    0.5754715800285339,
    0.32222211360931396,
    0.3592813014984131,
    0.4590163230895996,
    0.497041255235672,
    0.5303866267204285,
    0.43786972761154175,
    0.6009388566017151,
    0.6637929677963257,
    0.44615375995635986,
    0.44067782163619995,
    0.6923075318336487,
    0.7128711342811584,
    0.4799998700618744,
    0.5662649273872375,
    0.6749998331069946,
    0.33333325386047363,
    0.49689429998397827,
    0.31632643938064575,
    0.6321242451667786,
    0.5189187526702881,
    0.4910178482532501,
    0.5023254752159119,
    0.45263150334358215,
    0.42857134342193604,
    0.4805193543434143,
    0.30057793855667114,
    0.4720495045185089,
    0.40394076704978943,
    0.37179476022720337,
    0.7434553503990173,
    0.40975597500801086,
    0.7419353127479553,
    0.4615383446216583,
    0.535519003868103,
    0.27722764015197754,
    0.3384614586830139,
    0.4179103374481201,
    0.5145629644393921,
    0.7169809341430664,
    0.6265058517456055,
    0.28999990224838257,
    0.5882351994514465,
    0.4969695806503296,
    0.7684727907180786,
    0.5970147848129272,
    0.20779214799404144,
    0.7407405972480774,
    0.5647057294845581,
    0.61146479845047,
    0.5820105075836182,
    0.7958113551139832,
    0.6057690978050232,
    0.6162160634994507,
    0.46153831481933594,
    0.2983424663543701,
    0.28999990224838257,
    0.5079363584518433,
    0.4120602011680603,
    0.6946563720703125,
    0.7150257229804993,
    0.574585497379303,
    0.6902653574943542,
    0.239999920129776,
    0.47161564230918884,
    0.3478259742259979,
    0.8235291838645935,
    0.6143343448638916,
    0.35616424679756165,
    0.43781083822250366,
    0.5112106204032898,
    0.2745097279548645,
    0.5714285373687744,
    0.8585857152938843,
    0.48684197664260864,
    0.41148313879966736,
    0.6326529383659363,
    0.5806450843811035,
    0.6055043935775757,
    0.5333331823348999,
    0.5533979535102844,
    0.5833332538604736,
    0.6296295523643494,
    0.4046241343021393,
    0.3583814203739166,
    0.5423728227615356,
    0.569696843624115,
    0.47210294008255005,
    0.5431033372879028,
    0.3087247312068939,
    0.5876776576042175
   ],
   "time": 25.715547810308635,
   "param": null
  },
  {
   "epoch": 129,
   "train_loss": 0.8750803470611572,
   "val_loss": 2.088092565536499,
   "acc": 52.6,
   "f1": [
    0.835820734500885,
    0.6470586061477661,
    0.3037974238395691,
    0.31818172335624695,
    0.3736262619495392,
    0.47222211956977844,
    0.6043955087661743,
    0.5833331942558289,
    0.6564101576805115,
    0.5490195155143738,
    0.2585032880306244,
    0.3139533996582031,
    0.5425531268119812,
    0.5608464479446411,
    0.4720495045185089,
    0.36529669165611267,
    0.5323193669319153,
    0.6227105259895325,
    0.40641695261001587,
    0.520408034324646,
    0.7821780443191528,
    0.6301368474960327,
    0.49214646220207214,
    0.6761903762817383,
    0.7439612150192261,
    0.38914018869400024,
    0.4084506034851074,
    0.31325289607048035,
    0.5380709171295166,
    0.5031445622444153,
    0.4942527115345001,
    0.48888882994651794,
    0.4408600926399231,
    0.4576270282268524,
    0.4942527115345001,
    0.3113206624984741,
    0.5326085686683655,
    0.37864065170288086,
    0.3459458649158478,
    0.6666665077209473,
    0.4550897181034088,
    0.7487177848815918,
    0.504761815071106,
    0.5730335712432861,
    0.3271027207374573,
    0.3428570330142975,
    0.3474902808666229,
    0.552941083908081,
    0.7450978755950928,
    0.6628569960594177,
    0.3025209605693817,
    0.5899998545646667,
    0.6113988757133484,
    0.7924526929855347,
    0.5668014883995056,
    0.23129244148731232,
    0.735293984413147,
    0.6139533519744873,
    0.6570047736167908,
    0.5948716402053833,
    0.7462685704231262,
    0.5869563817977905,
    0.5882351398468018,
    0.5148513317108154,
    0.3068782389163971,
    0.3121950626373291,
    0.40206170082092285,
    0.46540868282318115,
    0.7914437651634216,
    0.6636770367622375,
    0.5595853924751282,
    0.6553670763969421,
    0.24193541705608368,
    0.47236168384552,
    0.37962955236434937,
    0.7643977999687195,
    0.7004218101501465,
    0.4246574342250824,
    0.41717782616615295,
    0.5981307029724121,
    0.2727271318435669,
    0.5555554032325745,
    0.8844219446182251,
    0.524590015411377,
    0.4951455295085907,
    0.575107216835022,
    0.543859601020813,
    0.5508472919464111,
    0.5454543828964233,
    0.6046510338783264,
    0.5647057294845581,
    0.6629211902618408,
    0.4561401903629303,
    0.32584258913993835,
    0.6308242678642273,
    0.613756537437439,
    0.5289854407310486,
    0.4434387683868408,
    0.2873562276363373,
    0.627906858921051
   ],
   "time": 26.544475931674242,
   "param": null
  },
  {
   "epoch": 130,
   "train_loss": 0.792487382888794,
   "val_loss": 2.0481491088867188,
   "acc": 53.12,
   "f1": [
    0.7623316645622253,
    0.649484395980835,
    0.3783782720565796,
    0.32183900475502014,
    0.3959389626979828,
    0.4918031394481659,
    0.6206895112991333,
    0.6217615604400635,
    0.6666664481163025,
    0.6067414879798889,
    0.3018867075443268,
    0.34905651211738586,
    0.5882351994514465,
    0.5464479923248291,
    0.47798728942871094,
    0.4145076870918274,
    0.6043955087661743,
    0.7216493487358093,
    0.5133689045906067,
    0.4150942265987396,
    0.7272725701332092,
    0.5631767511367798,
    0.5268816351890564,
    0.6639342904090881,
    0.7218933701515198,
    0.44198882579803467,
    0.4799998700618744,
    0.3118278682231903,
    0.5840706825256348,
    0.5257730484008789,
    0.5164318084716797,
    0.5063290596008301,
    0.3961038589477539,
    0.48387083411216736,
    0.5263157486915588,
    0.2333332598209381,
    0.49999988079071045,
    0.5076140761375427,
    0.4057970345020294,
    0.6995514035224915,
    0.4432988464832306,
    0.7675674557685852,
    0.4331209361553192,
    0.613065242767334,
    0.3184078335762024,
    0.3736262619495392,
    0.3468207120895386,
    0.5897434949874878,
    0.7846888303756714,
    0.6212764978408813,
    0.2545453906059265,
    0.6067414879798889,
    0.6476188898086548,
    0.7431692481040955,
    0.6497460603713989,
    0.2148759663105011,
    0.8036527633666992,
    0.5188283324241638,
    0.6956520080566406,
    0.5779815316200256,
    0.7218933701515198,
    0.6229507327079773,
    0.5754715800285339,
    0.4864863455295563,
    0.31316718459129333,
    0.3070864975452423,
    0.4210525155067444,
    0.43373486399650574,
    0.8163263201713562,
    0.7088606357574463,
    0.3999999165534973,
    0.6666665077209473,
    0.21705421805381775,
    0.3983050286769867,
    0.3504272401332855,
    0.7755100131034851,
    0.814814567565918,
    0.4203820824623108,
    0.4086019992828369,
    0.4670657217502594,
    0.31836724281311035,
    0.568720281124115,
    0.8659791350364685,
    0.5308640599250793,
    0.4774192273616791,
    0.622641384601593,
    0.6031745076179504,
    0.625640869140625,
    0.5454543828964233,
    0.6595743298530579,
    0.6057690978050232,
    0.6666665077209473,
    0.3720929026603699,
    0.3707864284515381,
    0.804232656955719,
    0.6632652282714844,
    0.5675674080848694,
    0.4351463317871094,
    0.3367346227169037,
    0.602620005607605
   ],
   "time": 27.082391625270247,
   "param": null
  },
  {
   "epoch": 131,
   "train_loss": 0.7559167742729187,
   "val_loss": 1.7401535511016846,
   "acc": 55.66,
   "f1": [
    0.8410254716873169,
    0.6777776479721069,
    0.45685264468193054,
    0.35051536560058594,
    0.3666665554046631,
    0.5145629644393921,
    0.6048778891563416,
    0.5918366312980652,
    0.7187498211860657,
    0.6161615252494812,
    0.36180898547172546,
    0.38222211599349976,
    0.5399238467216492,
    0.4973543584346771,
    0.4897957742214203,
    0.4236452281475067,
    0.6428569555282593,
    0.7391303181648254,
    0.5308055877685547,
    0.5073169469833374,
    0.7817257046699524,
    0.6329113245010376,
    0.4927534759044647,
    0.7684208750724792,
    0.7562187314033508,
    0.42290738224983215,
    0.4508668780326843,
    0.39148926734924316,
    0.6041665077209473,
    0.5081079602241516,
    0.570175290107727,
    0.562211811542511,
    0.4854367673397064,
    0.45569613575935364,
    0.547485888004303,
    0.2699999213218689,
    0.5731706023216248,
    0.4519229531288147,
    0.41379299759864807,
    0.7156862020492554,
    0.4976075291633606,
    0.7499999403953552,
    0.47524741291999817,
    0.5673075914382935,
    0.3529410660266876,
    0.39999985694885254,
    0.3421051502227783,
    0.5688887238502502,
    0.7891891002655029,
    0.6744184494018555,
    0.3313608467578888,
    0.5833331942558289,
    0.5599998831748962,
    0.798029363155365,
    0.6701569557189941,
    0.26519328355789185,
    0.8080806732177734,
    0.5999999046325684,
    0.6867468357086182,
    0.5555554032325745,
    0.8181816339492798,
    0.5780345797538757,
    0.5945944786071777,
    0.47222211956977844,
    0.33532923460006714,
    0.35121941566467285,
    0.48888877034187317,
    0.4631577730178833,
    0.7738691568374634,
    0.7272725701332092,
    0.6528496146202087,
    0.7264149188995361,
    0.23391805589199066,
    0.43956032395362854,
    0.37305691838264465,
    0.7899998426437378,
    0.7649767994880676,
    0.4646463394165039,
    0.4432988464832306,
    0.5999999046325684,
    0.34817805886268616,
    0.5555554032325745,
    0.8756217360496521,
    0.5142855644226074,
    0.4910178482532501,
    0.6266093254089355,
    0.5454544425010681,
    0.6399998664855957,
    0.509090781211853,
    0.6044443249702454,
    0.5701355934143066,
    0.6752135157585144,
    0.4382021129131317,
    0.42156851291656494,
    0.7999998331069946,
    0.6464645266532898,
    0.47619035840034485,
    0.5410627126693726,
    0.34394893050193787,
    0.6388887763023376
   ],
   "time": 25.84691373258829,
   "param": null
  },
  {
   "epoch": 132,
   "train_loss": 0.8283696174621582,
   "val_loss": 1.7575197219848633,
   "acc": 54.79,
   "f1": [
    0.796208381652832,
    0.6910993456840515,
    0.4069766402244568,
    0.34736835956573486,
    0.3299999237060547,
    0.525139570236206,
    0.6019416451454163,
    0.573839545249939,
    0.6517856121063232,
    0.5676854848861694,
    0.29885047674179077,
    0.33928561210632324,
    0.6432158946990967,
    0.5284972786903381,
    0.4812833070755005,
    0.46486473083496094,
    0.5915491580963135,
    0.7411763668060303,
    0.5102038979530334,
    0.4790417551994324,
    0.7745096683502197,
    0.5928853154182434,
    0.4924621880054474,
    0.7117116451263428,
    0.7462685704231262,
    0.4137929677963257,
    0.4954127371311188,
    0.3832334280014038,
    0.5394189953804016,
    0.4585364758968353,
    0.5301203727722168,
    0.5683058500289917,
    0.4808742105960846,
    0.44444432854652405,
    0.5849055051803589,
    0.2934781610965729,
    0.5894736051559448,
    0.49999988079071045,
    0.3636362552642822,
    0.7238093614578247,
    0.45054933428764343,
    0.7150257229804993,
    0.49999988079071045,
    0.6129031181335449,
    0.27083322405815125,
    0.4183672070503235,
    0.37185919284820557,
    0.5951218605041504,
    0.7107436656951904,
    0.6701029539108276,
    0.3433475196361542,
    0.538461446762085,
    0.5811964869499207,
    0.8076921701431274,
    0.6794257164001465,
    0.2485205978155136,
    0.798029363155365,
    0.5934064984321594,
    0.6860463619232178,
    0.5279186367988586,
    0.8499998450279236,
    0.5876776576042175,
    0.6354165077209473,
    0.542713463306427,
    0.28358200192451477,
    0.31764698028564453,
    0.43404245376586914,
    0.4999998211860657,
    0.8054296970367432,
    0.7363182306289673,
    0.5773194432258606,
    0.7208120226860046,
    0.21333326399326324,
    0.44210511445999146,
    0.39330533146858215,
    0.7582937479019165,
    0.7239817380905151,
    0.43781083822250366,
    0.4347825050354004,
    0.5333332419395447,
    0.2967032194137573,
    0.5989303588867188,
    0.8055554032325745,
    0.5423727631568909,
    0.49999988079071045,
    0.6503065824508667,
    0.5662099123001099,
    0.6311109066009521,
    0.5544553399085999,
    0.6078430414199829,
    0.5714284181594849,
    0.6555553674697876,
    0.3882351815700531,
    0.3999998867511749,
    0.7870368957519531,
    0.6009851098060608,
    0.49090901017189026,
    0.5108694434165955,
    0.26415085792541504,
    0.6237622499465942
   ],
   "time": 26.670940432697535,
   "param": null
  },
  {
   "epoch": 133,
   "train_loss": 0.8013778328895569,
   "val_loss": 1.9932236671447754,
   "acc": 55.06,
   "f1": [
    0.8061222434043884,
    0.6399998664855957,
    0.3878786563873291,
    0.3370785713195801,
    0.3517586886882782,
    0.5410627126693726,
    0.6060605049133301,
    0.6255922317504883,
    0.6596857309341431,
    0.62135910987854,
    0.3151514232158661,
    0.4154588282108307,
    0.5972849726676941,
    0.5238093733787537,
    0.5119045972824097,
    0.42290738224983215,
    0.6600984334945679,
    0.7826085686683655,
    0.4973543584346771,
    0.5092591643333435,
    0.7403844594955444,
    0.6577776670455933,
    0.5507245063781738,
    0.6578946113586426,
    0.79365074634552,
    0.4221104085445404,
    0.5056177973747253,
    0.2955664098262787,
    0.6380951404571533,
    0.49746179580688477,
    0.5277776718139648,
    0.555065929889679,
    0.45685264468193054,
    0.5106381177902222,
    0.5686272978782654,
    0.3152172863483429,
    0.5654449462890625,
    0.4634144902229309,
    0.36144572496414185,
    0.7322402596473694,
    0.4656083285808563,
    0.7539265155792236,
    0.4481326937675476,
    0.6008967757225037,
    0.32748526334762573,
    0.4277455508708954,
    0.31858399510383606,
    0.5614033341407776,
    0.7230044603347778,
    0.7058822512626648,
    0.30303022265434265,
    0.5363127589225769,
    0.610878586769104,
    0.8155338168144226,
    0.5925924777984619,
    0.26262614130973816,
    0.7999997735023499,
    0.6516852378845215,
    0.6822428703308105,
    0.5544553399085999,
    0.7999998927116394,
    0.6477271318435669,
    0.6027396321296692,
    0.4857141971588135,
    0.38181808590888977,
    0.3517586886882782,
    0.44621503353118896,
    0.4947367310523987,
    0.7826085686683655,
    0.7169809341430664,
    0.5437787175178528,
    0.7107436656951904,
    0.22594137489795685,
    0.3859647810459137,
    0.419999897480011,
    0.7614211440086365,
    0.6666665077209473,
    0.39490434527397156,
    0.4249998927116394,
    0.5425531268119812,
    0.2810809910297394,
    0.5769229531288147,
    0.8457710146903992,
    0.5136610269546509,
    0.3776223063468933,
    0.6173911690711975,
    0.5842695236206055,
    0.6415093541145325,
    0.5425531268119812,
    0.5991188287734985,
    0.6126124858856201,
    0.6666665077209473,
    0.39548009634017944,
    0.36046499013900757,
    0.8399998545646667,
    0.6701029539108276,
    0.5258214473724365,
    0.507771909236908,
    0.28025469183921814,
    0.6448085904121399
   ],
   "time": 25.878632359206676,
   "param": null
  },
  {
   "epoch": 134,
   "train_loss": 0.6675509810447693,
   "val_loss": 1.9722729921340942,
   "acc": 54.52,
   "f1": [
    0.7557602524757385,
    0.6488887667655945,
    0.47715723514556885,
    0.309278279542923,
    0.3783782720565796,
    0.49765241146087646,
    0.5644170045852661,
    0.5855854153633118,
    0.6989246010780334,
    0.583690881729126,
    0.34558814764022827,
    0.35359105467796326,
    0.6161136031150818,
    0.5082871913909912,
    0.46082934737205505,
    0.4433496594429016,
    0.6120217442512512,
    0.7177032232284546,
    0.45599988102912903,
    0.4690264165401459,
    0.7959181666374207,
    0.6146787405014038,
    0.5664739012718201,
    0.6966290473937988,
    0.7499998807907104,
    0.3984062969684601,
    0.5485712885856628,
    0.3563217520713806,
    0.5913977026939392,
    0.5363127589225769,
    0.48684197664260864,
    0.5420559644699097,
    0.5393257141113281,
    0.4866918921470642,
    0.5029938817024231,
    0.3409090042114258,
    0.47190994024276733,
    0.49350637197494507,
    0.45226117968559265,
    0.7199998497962952,
    0.44221094250679016,
    0.7305388450622559,
    0.5026736855506897,
    0.5290321707725525,
    0.2727271616458893,
    0.35955044627189636,
    0.3841806650161743,
    0.5795453190803528,
    0.7715734243392944,
    0.7089946269989014,
    0.31386852264404297,
    0.5643563270568848,
    0.6237622499465942,
    0.7938142418861389,
    0.639269232749939,
    0.2685184180736542,
    0.7938142418861389,
    0.49999988079071045,
    0.6774192452430725,
    0.5684208869934082,
    0.8376961946487427,
    0.6229507327079773,
    0.6272726058959961,
    0.6171427369117737,
    0.3315507173538208,
    0.29629623889923096,
    0.4799998700618744,
    0.48958322405815125,
    0.7982454895973206,
    0.742267906665802,
    0.6146340370178223,
    0.7339447736740112,
    0.21118006110191345,
    0.4561402499675751,
    0.37768232822418213,
    0.7641507983207703,
    0.7678569555282593,
    0.48167529702186584,
    0.4226802885532379,
    0.5915491580963135,
    0.24999991059303284,
    0.5775861144065857,
    0.822222113609314,
    0.5277776718139648,
    0.4699452221393585,
    0.6181816458702087,
    0.5315313935279846,
    0.607594907283783,
    0.5333331823348999,
    0.5521470904350281,
    0.6009851098060608,
    0.7053138613700867,
    0.4070795178413391,
    0.34999990463256836,
    0.7798163890838623,
    0.6190475225448608,
    0.5429863333702087,
    0.5314008593559265,
    0.30232545733451843,
    0.6027396321296692
   ],
   "time": 25.641170759685338,
   "param": null
  },
  {
   "epoch": 135,
   "train_loss": 0.7144149541854858,
   "val_loss": 1.8779596090316772,
   "acc": 54.35,
   "f1": [
    0.7031248211860657,
    0.6783624887466431,
    0.3445691764354706,
    0.28712859749794006,
    0.3384614586830139,
    0.5566036701202393,
    0.6145250201225281,
    0.5772356390953064,
    0.6560845375061035,
    0.5876776576042175,
    0.37158459424972534,
    0.322274774312973,
    0.6470587849617004,
    0.4561401903629303,
    0.4699452221393585,
    0.4454975128173828,
    0.5809127688407898,
    0.7374299764633179,
    0.4855490028858185,
    0.38636353611946106,
    0.7878786325454712,
    0.6175113916397095,
    0.5128204226493835,
    0.7314813137054443,
    0.7157893776893616,
    0.35359105467796326,
    0.4916200041770935,
    0.3627450466156006,
    0.5614033937454224,
    0.4799998700618744,
    0.5531913638114929,
    0.5019919276237488,
    0.53465336561203,
    0.497041255235672,
    0.5492226481437683,
    0.28571420907974243,
    0.5193368792533875,
    0.4919784665107727,
    0.41474640369415283,
    0.7297295928001404,
    0.4770641028881073,
    0.7628865242004395,
    0.48314592242240906,
    0.5825241804122925,
    0.30303022265434265,
    0.32214754819869995,
    0.36714968085289,
    0.6120217442512512,
    0.7373270392417908,
    0.7272725701332092,
    0.27777767181396484,
    0.5714284181594849,
    0.6666665077209473,
    0.7669901251792908,
    0.6243385076522827,
    0.2580644488334656,
    0.7536230683326721,
    0.5537188649177551,
    0.7219511270523071,
    0.6301368474960327,
    0.7759560942649841,
    0.5624998807907104,
    0.4836600124835968,
    0.47916653752326965,
    0.40677958726882935,
    0.3508771061897278,
    0.36269423365592957,
    0.4766353964805603,
    0.8333331942558289,
    0.7641507983207703,
    0.5824174284934998,
    0.7314813137054443,
    0.19999995827674866,
    0.45555540919303894,
    0.36180898547172546,
    0.784946084022522,
    0.7904760241508484,
    0.35602086782455444,
    0.4262293577194214,
    0.5281383991241455,
    0.3121950626373291,
    0.6120217442512512,
    0.8224297761917114,
    0.49710968136787415,
    0.4705881178379059,
    0.6700506210327148,
    0.5699480772018433,
    0.6603772640228271,
    0.5769228935241699,
    0.6444442868232727,
    0.5948716402053833,
    0.6462881565093994,
    0.37373724579811096,
    0.40659332275390625,
    0.8359786868095398,
    0.6170212030410767,
    0.5799998641014099,
    0.5344826579093933,
    0.36051490902900696,
    0.6382977366447449
   ],
   "time": 25.812677015550435,
   "param": null
  },
  {
   "epoch": 136,
   "train_loss": 0.5744383931159973,
   "val_loss": 1.9387561082839966,
   "acc": 54.22,
   "f1": [
    0.8095236420631409,
    0.6218487024307251,
    0.4630540609359741,
    0.30097079277038574,
    0.4366810917854309,
    0.5673075914382935,
    0.6701029539108276,
    0.5999998450279236,
    0.6509432196617126,
    0.6031745076179504,
    0.31284910440444946,
    0.3299999237060547,
    0.6565654873847961,
    0.4861876964569092,
    0.45360812544822693,
    0.4518827795982361,
    0.6628569960594177,
    0.722466766834259,
    0.45454537868499756,
    0.46491214632987976,
    0.7914437651634216,
    0.6330273747444153,
    0.5414363145828247,
    0.5836064219474792,
    0.6826345324516296,
    0.42580634355545044,
    0.4712642431259155,
    0.39622631669044495,
    0.6320753693580627,
    0.46739116311073303,
    0.5895952582359314,
    0.4506172239780426,
    0.45405393838882446,
    0.4978164732456207,
    0.47524741291999817,
    0.3272726535797119,
    0.4596272110939026,
    0.43428558111190796,
    0.3454544246196747,
    0.72251296043396,
    0.4886362552642822,
    0.7734804749488831,
    0.4233575761318207,
    0.5241934061050415,
    0.2430938482284546,
    0.4146340489387512,
    0.37288129329681396,
    0.5876287817955017,
    0.770642101764679,
    0.6697246432304382,
    0.2673266530036926,
    0.5820105075836182,
    0.6315788626670837,
    0.7314283847808838,
    0.5714284777641296,
    0.29213473200798035,
    0.7627905607223511,
    0.6263735294342041,
    0.7136148810386658,
    0.5999999046325684,
    0.7941174507141113,
    0.5743588209152222,
    0.603351891040802,
    0.5125626921653748,
    0.3760683238506317,
    0.27329182624816895,
    0.42857128381729126,
    0.44776105880737305,
    0.7747746706008911,
    0.7149757146835327,
    0.5384613871574402,
    0.6918917894363403,
    0.24999991059303284,
    0.45454534888267517,
    0.3979056477546692,
    0.7857141494750977,
    0.7522122263908386,
    0.40404030680656433,
    0.4549761712551117,
    0.5071768760681152,
    0.2389935851097107,
    0.5555554032325745,
    0.8383836150169373,
    0.550898015499115,
    0.5146197080612183,
    0.6407765746116638,
    0.5918366312980652,
    0.6255922317504883,
    0.5479451417922974,
    0.5882351994514465,
    0.6217615604400635,
    0.6871793866157532,
    0.47398826479911804,
    0.3999998867511749,
    0.8137252926826477,
    0.6270268559455872,
    0.44559577107429504,
    0.48535552620887756,
    0.29319363832473755,
    0.6354165077209473
   ],
   "time": 25.66952962707728,
   "param": null
  },
  {
   "epoch": 137,
   "train_loss": 0.7473906874656677,
   "val_loss": 1.9399739503860474,
   "acc": 54.23,
   "f1": [
    0.7555554509162903,
    0.6728971004486084,
    0.42931926250457764,
    0.3592813014984131,
    0.3675675094127655,
    0.4408945143222809,
    0.5975608825683594,
    0.6483515501022339,
    0.6630433797836304,
    0.5938863754272461,
    0.3584904372692108,
    0.34920626878738403,
    0.5263156890869141,
    0.40251561999320984,
    0.47222208976745605,
    0.42253509163856506,
    0.631578803062439,
    0.678413987159729,
    0.48936155438423157,
    0.467661589384079,
    0.7630056738853455,
    0.5977010130882263,
    0.5513511896133423,
    0.7209300398826599,
    0.7717389464378357,
    0.3419688045978546,
    0.5301203727722168,
    0.36792439222335815,
    0.596638560295105,
    0.5408161878585815,
    0.5380114912986755,
    0.5136610269546509,
    0.5079363584518433,
    0.4907405972480774,
    0.49090901017189026,
    0.32160791754722595,
    0.5099998712539673,
    0.3976607322692871,
    0.396135151386261,
    0.7599998116493225,
    0.4507041275501251,
    0.7199999094009399,
    0.43749991059303284,
    0.613756537437439,
    0.31325289607048035,
    0.3957218527793884,
    0.3957218527793884,
    0.5806450843811035,
    0.741572916507721,
    0.70588219165802,
    0.29139062762260437,
    0.5989303588867188,
    0.594594419002533,
    0.8080806732177734,
    0.6439023613929749,
    0.27433618903160095,
    0.7668392062187195,
    0.5549131631851196,
    0.6948355436325073,
    0.6051281094551086,
    0.7804876565933228,
    0.613756537437439,
    0.6057141423225403,
    0.5869563817977905,
    0.3276835083961487,
    0.3384614586830139,
    0.43333321809768677,
    0.5454543828964233,
    0.8623852133750916,
    0.7290639281272888,
    0.5990337133407593,
    0.7004607319831848,
    0.19607838988304138,
    0.42156851291656494,
    0.37804868817329407,
    0.7090908288955688,
    0.7999997735023499,
    0.4411763548851013,
    0.4634144902229309,
    0.5922329425811768,
    0.2748090624809265,
    0.4832214415073395,
    0.8351646065711975,
    0.49411749839782715,
    0.41884803771972656,
    0.5876287817955017,
    0.5833332538604736,
    0.6097559332847595,
    0.5396824479103088,
    0.5671641230583191,
    0.5636362433433533,
    0.666666567325592,
    0.45901623368263245,
    0.37499991059303284,
    0.6984125375747681,
    0.6116504073143005,
    0.4864863455295563,
    0.511415421962738,
    0.28571420907974243,
    0.645502507686615
   ],
   "time": 26.3302563726902,
   "param": null
  },
  {
   "epoch": 138,
   "train_loss": 0.6559005379676819,
   "val_loss": 2.021435022354126,
   "acc": 55.27,
   "f1": [
    0.8212559223175049,
    0.6288658380508423,
    0.42156851291656494,
    0.3300969898700714,
    0.36649200320243835,
    0.553672194480896,
    0.6118720173835754,
    0.6278025507926941,
    0.6666665077209473,
    0.5730992555618286,
    0.29032251238822937,
    0.3566878139972687,
    0.5887848734855652,
    0.5348835587501526,
    0.4903845191001892,
    0.45414838194847107,
    0.6421051621437073,
    0.7070705890655518,
    0.4973543584346771,
    0.4485980272293091,
    0.8044691681861877,
    0.6495725512504578,
    0.5399999022483826,
    0.7043477296829224,
    0.7474745512008667,
    0.4046241343021393,
    0.47474732995033264,
    0.41975298523902893,
    0.6086955666542053,
    0.4873095452785492,
    0.5851062536239624,
    0.5244443416595459,
    0.45918354392051697,
    0.5254236459732056,
    0.5188678503036499,
    0.2564101815223694,
    0.5217390060424805,
    0.44827571511268616,
    0.4277455508708954,
    0.7596151828765869,
    0.5157893896102905,
    0.7272725701332092,
    0.5046727657318115,
    0.5258619785308838,
    0.3348836302757263,
    0.41884803771972656,
    0.36607131361961365,
    0.5614033341407776,
    0.7363634705543518,
    0.6153845191001892,
    0.33497530221939087,
    0.5652172565460205,
    0.6030149459838867,
    0.7446807622909546,
    0.6733667254447937,
    0.2588233947753906,
    0.7787609100341797,
    0.6043955087661743,
    0.6946106553077698,
    0.624390184879303,
    0.7638189196586609,
    0.569696843624115,
    0.6428569555282593,
    0.4975123405456543,
    0.3952568471431732,
    0.35483860969543457,
    0.43181803822517395,
    0.43171796202659607,
    0.7894734740257263,
    0.721153736114502,
    0.6451612114906311,
    0.6629211902618408,
    0.2095237374305725,
    0.46938762068748474,
    0.40659332275390625,
    0.8163263201713562,
    0.7350426316261292,
    0.4466018080711365,
    0.41176459193229675,
    0.5026176571846008,
    0.36686381697654724,
    0.6384975910186768,
    0.8380950689315796,
    0.5320196151733398,
    0.5590060353279114,
    0.6217615604400635,
    0.633333146572113,
    0.6735749840736389,
    0.5333331823348999,
    0.607594907283783,
    0.5677964687347412,
    0.6829267144203186,
    0.49999988079071045,
    0.3710406422615051,
    0.7761192321777344,
    0.6338796615600586,
    0.5663716197013855,
    0.47967469692230225,
    0.26519328355789185,
    0.6082947254180908
   ],
   "time": 26.03416888602078,
   "param": null
  },
  {
   "epoch": 139,
   "train_loss": 0.7057230472564697,
   "val_loss": 1.9728032350540161,
   "acc": 55.05,
   "f1": [
    0.8115940690040588,
    0.7340423464775085,
    0.46739116311073303,
    0.36809808015823364,
    0.3351954519748688,
    0.46808502078056335,
    0.6235292553901672,
    0.6237622499465942,
    0.7234041690826416,
    0.5677964687347412,
    0.3824700117111206,
    0.3459458649158478,
    0.5294116139411926,
    0.45405393838882446,
    0.525139570236206,
    0.4530385434627533,
    0.6403939127922058,
    0.7166664600372314,
    0.4725273549556732,
    0.48039206862449646,
    0.7487682700157166,
    0.7035174369812012,
    0.5371427536010742,
    0.696517288684845,
    0.7512688636779785,
    0.3900708854198456,
    0.5061726570129395,
    0.4210525155067444,
    0.5652172565460205,
    0.5485712885856628,
    0.5648146867752075,
    0.5258214473724365,
    0.5212765336036682,
    0.46969687938690186,
    0.5333331823348999,
    0.2456139326095581,
    0.5269460082054138,
    0.4307691156864166,
    0.4075828194618225,
    0.7499998807907104,
    0.4651161730289459,
    0.7722770571708679,
    0.5291004180908203,
    0.5988022685050964,
    0.378109335899353,
    0.3908045291900635,
    0.3389829397201538,
    0.5892856121063232,
    0.7817257046699524,
    0.6282050013542175,
    0.3287670314311981,
    0.5860464572906494,
    0.5773194432258606,
    0.7830687165260315,
    0.727272629737854,
    0.24390235543251038,
    0.7024388909339905,
    0.5454544425010681,
    0.642857015132904,
    0.5053762197494507,
    0.7772924304008484,
    0.6499998569488525,
    0.6344084739685059,
    0.5789472460746765,
    0.3057323694229126,
    0.36893191933631897,
    0.4869564175605774,
    0.5027320981025696,
    0.8629439473152161,
    0.7184464335441589,
    0.6136362552642822,
    0.7004218101501465,
    0.19277101755142212,
    0.4315788447856903,
    0.3894736170768738,
    0.7793425917625427,
    0.7562187314033508,
    0.46913567185401917,
    0.4102562665939331,
    0.5671641230583191,
    0.28187909722328186,
    0.5490195155143738,
    0.83157879114151,
    0.5227271318435669,
    0.42708319425582886,
    0.5671641230583191,
    0.518134593963623,
    0.5819671154022217,
    0.5668447613716125,
    0.6222221255302429,
    0.5504586100578308,
    0.6635069251060486,
    0.45544540882110596,
    0.3699999153614044,
    0.7672412395477295,
    0.6285713315010071,
    0.4629628360271454,
    0.5473682880401611,
    0.31372538208961487,
    0.6445496082305908
   ],
   "time": 25.747403322719038,
   "param": null
  },
  {
   "epoch": 140,
   "train_loss": 0.5880829691886902,
   "val_loss": 2.069969415664673,
   "acc": 54.08,
   "f1": [
    0.8140701651573181,
    0.6627905368804932,
    0.5189187526702881,
    0.3351954519748688,
    0.41048023104667664,
    0.43181803822517395,
    0.6530610918998718,
    0.6077346205711365,
    0.631578803062439,
    0.555065929889679,
    0.35616424679756165,
    0.30769217014312744,
    0.6041665077209473,
    0.4469272196292877,
    0.5054942965507507,
    0.4098359942436218,
    0.6216214895248413,
    0.7419353127479553,
    0.5148513317108154,
    0.5164833664894104,
    0.7363182306289673,
    0.6288208365440369,
    0.535519003868103,
    0.7004218101501465,
    0.7322402596473694,
    0.38392844796180725,
    0.4624998867511749,
    0.25954192876815796,
    0.6666665077209473,
    0.4923075735569,
    0.552941083908081,
    0.4625406265258789,
    0.4916200041770935,
    0.5445543527603149,
    0.48623839020729065,
    0.24864855408668518,
    0.4579438269138336,
    0.5240174531936646,
    0.34736835956573486,
    0.7213113307952881,
    0.4108526110649109,
    0.7368419766426086,
    0.5028570294380188,
    0.5882351398468018,
    0.30046939849853516,
    0.38596484065055847,
    0.36464083194732666,
    0.5543476939201355,
    0.7578946352005005,
    0.6219511032104492,
    0.29292917251586914,
    0.5809522867202759,
    0.5357141494750977,
    0.7619045972824097,
    0.6451612114906311,
    0.22608689963817596,
    0.7488582730293274,
    0.5727270841598511,
    0.6506022810935974,
    0.5863873362541199,
    0.7978722453117371,
    0.5952380299568176,
    0.64327472448349,
    0.526829183101654,
    0.31506839394569397,
    0.2775118350982666,
    0.49599987268447876,
    0.48275846242904663,
    0.8461536765098572,
    0.675555408000946,
    0.5624998211860657,
    0.6972475647926331,
    0.198198139667511,
    0.49411749839782715,
    0.3459458649158478,
    0.7699998021125793,
    0.754385769367218,
    0.4239630401134491,
    0.4065040051937103,
    0.5405403971672058,
    0.2704625427722931,
    0.575999915599823,
    0.8469385504722595,
    0.5297296643257141,
    0.48387083411216736,
    0.6190474629402161,
    0.6021503806114197,
    0.6470587849617004,
    0.6117644906044006,
    0.6355138421058655,
    0.609625518321991,
    0.696517288684845,
    0.488262802362442,
    0.39784935116767883,
    0.7574467062950134,
    0.6602869629859924,
    0.5193797945976257,
    0.46636757254600525,
    0.36815908551216125,
    0.6403939127922058
   ],
   "time": 26.587595622986555,
   "param": null
  },
  {
   "epoch": 141,
   "train_loss": 0.5927814245223999,
   "val_loss": 2.035745143890381,
   "acc": 54.83,
   "f1": [
    0.8110597729682922,
    0.6585364937782288,
    0.4299064576625824,
    0.31627896428108215,
    0.4311925768852234,
    0.5436891913414001,
    0.6470587849617004,
    0.6506022810935974,
    0.6514284610748291,
    0.6111109852790833,
    0.4222221076488495,
    0.37696322798728943,
    0.5844747424125671,
    0.48809507489204407,
    0.4785274565219879,
    0.45161277055740356,
    0.6519335508346558,
    0.7464112639427185,
    0.5133689045906067,
    0.4607841968536377,
    0.7512688636779785,
    0.6517856121063232,
    0.5136610269546509,
    0.7073169350624084,
    0.7244896292686462,
    0.4098359942436218,
    0.48447185754776,
    0.3383457660675049,
    0.6334840059280396,
    0.4840763211250305,
    0.5437787175178528,
    0.4980543851852417,
    0.47115376591682434,
    0.49999988079071045,
    0.4924621880054474,
    0.3043477237224579,
    0.5158370137214661,
    0.5185184478759766,
    0.43171796202659607,
    0.7731956839561462,
    0.5303866267204285,
    0.7909602522850037,
    0.5084744691848755,
    0.5514017343521118,
    0.3398057222366333,
    0.3129250705242157,
    0.3351350426673889,
    0.5784311890602112,
    0.7619045972824097,
    0.7487682700157166,
    0.3594468832015991,
    0.5592415928840637,
    0.5654449462890625,
    0.7958113551139832,
    0.6666665077209473,
    0.23696675896644592,
    0.7322402596473694,
    0.5853657722473145,
    0.6836733222007751,
    0.590908944606781,
    0.7813951373100281,
    0.6404492855072021,
    0.6344084739685059,
    0.5284972786903381,
    0.2767294645309448,
    0.2741115987300873,
    0.452830046415329,
    0.41176459193229675,
    0.8437498211860657,
    0.7476633787155151,
    0.6633164882659912,
    0.6599999070167542,
    0.25570768117904663,
    0.48484835028648376,
    0.3644443452358246,
    0.7922703623771667,
    0.7999997735023499,
    0.4114284813404083,
    0.34482747316360474,
    0.47560960054397583,
    0.3071160316467285,
    0.6266093254089355,
    0.8540538549423218,
    0.5212119817733765,
    0.49411749839782715,
    0.6499998569488525,
    0.5757573843002319,
    0.596858561038971,
    0.5487803816795349,
    0.6108372807502747,
    0.6086955666542053,
    0.7089946269989014,
    0.446808397769928,
    0.3832334280014038,
    0.7699528932571411,
    0.6545453667640686,
    0.5118482112884521,
    0.4301885962486267,
    0.28571417927742004,
    0.6237622499465942
   ],
   "time": 26.338807688094676,
   "param": null
  },
  {
   "epoch": 142,
   "train_loss": 0.8444153666496277,
   "val_loss": 1.9782946109771729,
   "acc": 55.09,
   "f1": [
    0.8290153741836548,
    0.6473986506462097,
    0.4210525155067444,
    0.2569831311702728,
    0.3710406422615051,
    0.5020919442176819,
    0.6021503806114197,
    0.5895952582359314,
    0.685082733631134,
    0.6428569555282593,
    0.3711339235305786,
    0.3959389626979828,
    0.6200872659683228,
    0.5199998617172241,
    0.4656083285808563,
    0.44198882579803467,
    0.6631014943122864,
    0.7547168731689453,
    0.47368407249450684,
    0.47107425332069397,
    0.7684727907180786,
    0.622406542301178,
    0.5130888819694519,
    0.7363182306289673,
    0.7487177848815918,
    0.43925222754478455,
    0.4787232577800751,
    0.3981480300426483,
    0.5585584044456482,
    0.49999988079071045,
    0.5340908169746399,
    0.5446008443832397,
    0.5425531268119812,
    0.5603863000869751,
    0.494381844997406,
    0.2584269046783447,
    0.49999988079071045,
    0.46739116311073303,
    0.41732272505760193,
    0.7311826348304749,
    0.47619032859802246,
    0.7817257046699524,
    0.4509090185165405,
    0.5478259921073914,
    0.36815908551216125,
    0.39325833320617676,
    0.3260868787765503,
    0.5982142090797424,
    0.7512688636779785,
    0.7346937656402588,
    0.2588233947753906,
    0.5603863000869751,
    0.5472635626792908,
    0.817733883857727,
    0.6489360928535461,
    0.2790696620941162,
    0.8041235208511353,
    0.5408803224563599,
    0.7128711342811584,
    0.5753422975540161,
    0.7755100131034851,
    0.5853657722473145,
    0.6310158967971802,
    0.5136610269546509,
    0.35071080923080444,
    0.3675675094127655,
    0.44554442167282104,
    0.5217390656471252,
    0.8279068470001221,
    0.7536230683326721,
    0.6842104196548462,
    0.6544116139411926,
    0.26785707473754883,
    0.4291844367980957,
    0.41711217164993286,
    0.7671231031417847,
    0.6956520080566406,
    0.45128190517425537,
    0.4041449725627899,
    0.5957446098327637,
    0.35955044627189636,
    0.529999852180481,
    0.8307691216468811,
    0.5308640599250793,
    0.48913031816482544,
    0.6880732178688049,
    0.5567008852958679,
    0.5789472460746765,
    0.5340908169746399,
    0.5855854153633118,
    0.6066349744796753,
    0.666666567325592,
    0.3974357545375824,
    0.3714284896850586,
    0.7906975150108337,
    0.6153844594955444,
    0.46511611342430115,
    0.4924621880054474,
    0.28019312024116516,
    0.633333146572113
   ],
   "time": 26.724787485785782,
   "param": null
  },
  {
   "epoch": 143,
   "train_loss": 0.5388089418411255,
   "val_loss": 2.109884262084961,
   "acc": 56.04,
   "f1": [
    0.796116292476654,
    0.6910993456840515,
    0.43979042768478394,
    0.3417084515094757,
    0.44444432854652405,
    0.5322579741477966,
    0.6380951404571533,
    0.6145250201225281,
    0.7135677337646484,
    0.5913042426109314,
    0.30769217014312744,
    0.36018943786621094,
    0.6217615604400635,
    0.5113635063171387,
    0.467661589384079,
    0.4854367673397064,
    0.6326529383659363,
    0.7488149404525757,
    0.497041255235672,
    0.5263156890869141,
    0.725490152835846,
    0.6972475647926331,
    0.5208331942558289,
    0.666666567325592,
    0.7407405972480774,
    0.44210511445999146,
    0.47826072573661804,
    0.329268217086792,
    0.6220094561576843,
    0.5056177973747253,
    0.5921786427497864,
    0.5603863000869751,
    0.4595744013786316,
    0.5339804887771606,
    0.49999988079071045,
    0.30120471119880676,
    0.518134593963623,
    0.5177663564682007,
    0.4266665577888489,
    0.7499999403953552,
    0.43749991059303284,
    0.7692306637763977,
    0.488262802362442,
    0.5774056911468506,
    0.3350784480571747,
    0.3999999165534973,
    0.39330533146858215,
    0.5961536765098572,
    0.7839194536209106,
    0.7121950387954712,
    0.31914883852005005,
    0.6048778891563416,
    0.5899998545646667,
    0.7598251700401306,
    0.6464645266532898,
    0.2695651352405548,
    0.7999998331069946,
    0.6432158946990967,
    0.7192116975784302,
    0.5789472460746765,
    0.7939696907997131,
    0.6599999070167542,
    0.620320737361908,
    0.5024153590202332,
    0.34615373611450195,
    0.29864245653152466,
    0.47826072573661804,
    0.47899147868156433,
    0.8193830847740173,
    0.6981130838394165,
    0.6292133331298828,
    0.7359305620193481,
    0.26086950302124023,
    0.44444435834884644,
    0.41711217164993286,
    0.7899998426437378,
    0.6848247647285461,
    0.4945053458213806,
    0.40217384696006775,
    0.5846152901649475,
    0.35483860969543457,
    0.6321242451667786,
    0.829787015914917,
    0.45637571811676025,
    0.5317917466163635,
    0.6699506640434265,
    0.5517240166664124,
    0.598360538482666,
    0.603351891040802,
    0.669999897480011,
    0.5492226481437683,
    0.6635512709617615,
    0.44210511445999146,
    0.3636362552642822,
    0.7830187082290649,
    0.662983238697052,
    0.5199998617172241,
    0.517857015132904,
    0.3314915895462036,
    0.6095237135887146
   ],
   "time": 26.40236055571586,
   "param": null
  },
  {
   "epoch": 144,
   "train_loss": 0.6313109993934631,
   "val_loss": 1.9312973022460938,
   "acc": 55.48,
   "f1": [
    0.8195120096206665,
    0.624390184879303,
    0.4266665577888489,
    0.27118635177612305,
    0.4206008017063141,
    0.5126049518585205,
    0.6249998807907104,
    0.6039602756500244,
    0.7052630186080933,
    0.5913042426109314,
    0.34999990463256836,
    0.35483860969543457,
    0.6016947627067566,
    0.4565216302871704,
    0.4972374439239502,
    0.4788731336593628,
    0.6574072241783142,
    0.725490152835846,
    0.44970402121543884,
    0.43438899517059326,
    0.7439612150192261,
    0.629441499710083,
    0.5454544425010681,
    0.7052630186080933,
    0.7675674557685852,
    0.415094256401062,
    0.5121949315071106,
    0.3939392864704132,
    0.6055043935775757,
    0.5161289572715759,
    0.5180721879005432,
    0.5319147706031799,
    0.5487803816795349,
    0.5192306637763977,
    0.5370368957519531,
    0.299999862909317,
    0.5482232570648193,
    0.49579817056655884,
    0.41284388303756714,
    0.7748689651489258,
    0.4125559628009796,
    0.7826085686683655,
    0.506122350692749,
    0.5488370656967163,
    0.36180898547172546,
    0.38709667325019836,
    0.35955044627189636,
    0.5744680166244507,
    0.7572813630104065,
    0.654761791229248,
    0.30057793855667114,
    0.5656563639640808,
    0.6018517017364502,
    0.8484846949577332,
    0.6734693050384521,
    0.2692306935787201,
    0.7661689519882202,
    0.5730335712432861,
    0.6868685483932495,
    0.6091369390487671,
    0.8058250546455383,
    0.6288658380508423,
    0.6470586061477661,
    0.5196077227592468,
    0.3209875524044037,
    0.3220337927341461,
    0.4046241343021393,
    0.5145629644393921,
    0.8380950689315796,
    0.7512193918228149,
    0.6352940201759338,
    0.7102038860321045,
    0.2243901938199997,
    0.46632111072540283,
    0.3904760777950287,
    0.7956987619400024,
    0.7677723169326782,
    0.4915253520011902,
    0.45555540919303894,
    0.5446008443832397,
    0.3436122238636017,
    0.5829595327377319,
    0.8510636687278748,
    0.5714284777641296,
    0.47115376591682434,
    0.6404492855072021,
    0.5572138428688049,
    0.6115701198577881,
    0.5933012366294861,
    0.6111109852790833,
    0.5743588209152222,
    0.666666567325592,
    0.5029938817024231,
    0.41176459193229675,
    0.723577082157135,
    0.6090908050537109,
    0.4731181561946869,
    0.49999988079071045,
    0.2890172600746155,
    0.645502507686615
   ],
   "time": 25.78703106753528,
   "param": null
  },
  {
   "epoch": 145,
   "train_loss": 0.5386888384819031,
   "val_loss": 1.86772882938385,
   "acc": 54.54,
   "f1": [
    0.8265304565429688,
    0.6704543232917786,
    0.4210525155067444,
    0.2954544425010681,
    0.4072396755218506,
    0.5371427536010742,
    0.637362539768219,
    0.5863873362541199,
    0.6388887763023376,
    0.6162160634994507,
    0.31284910440444946,
    0.3579765260219574,
    0.5992216467857361,
    0.535519003868103,
    0.48453593254089355,
    0.39583319425582886,
    0.6699027419090271,
    0.7264149188995361,
    0.4785274565219879,
    0.48039206862449646,
    0.6899562478065491,
    0.6699506640434265,
    0.5319147706031799,
    0.619217038154602,
    0.7553189396858215,
    0.4306218922138214,
    0.5202310085296631,
    0.38043469190597534,
    0.5940592885017395,
    0.4897957742214203,
    0.5135133862495422,
    0.5773194432258606,
    0.4411763548851013,
    0.4787643849849701,
    0.554216742515564,
    0.28426387906074524,
    0.5098037719726562,
    0.4699452221393585,
    0.3636362552642822,
    0.7234041690826416,
    0.4973543584346771,
    0.7411166429519653,
    0.47107425332069397,
    0.5454544425010681,
    0.2962961792945862,
    0.3736262619495392,
    0.29464277625083923,
    0.603351891040802,
    0.7117116451263428,
    0.672268807888031,
    0.2999999225139618,
    0.5714284181594849,
    0.6542055010795593,
    0.7846888303756714,
    0.6526314616203308,
    0.2389935851097107,
    0.7464112639427185,
    0.6249998807907104,
    0.7052630186080933,
    0.5991901755332947,
    0.8252425789833069,
    0.5842695236206055,
    0.6470587849617004,
    0.4766353964805603,
    0.31775689125061035,
    0.2681563198566437,
    0.46428558230400085,
    0.38095229864120483,
    0.8516744375228882,
    0.7162789106369019,
    0.6145831942558289,
    0.7096772789955139,
    0.24675318598747253,
    0.48936155438423157,
    0.41071420907974243,
    0.7669901251792908,
    0.689361572265625,
    0.3443707227706909,
    0.3741934299468994,
    0.5172412395477295,
    0.24050623178482056,
    0.6320753693580627,
    0.8325356841087341,
    0.547485888004303,
    0.4431816637516022,
    0.6113536357879639,
    0.5865383148193359,
    0.6153844594955444,
    0.49006614089012146,
    0.5806450843811035,
    0.5876287817955017,
    0.6327682137489319,
    0.4670657217502594,
    0.3798881769180298,
    0.7864076495170593,
    0.6346153020858765,
    0.5685278177261353,
    0.5113635063171387,
    0.306122362613678,
    0.6774192452430725
   ],
   "time": 25.82585664652288,
   "param": null
  },
  {
   "epoch": 146,
   "train_loss": 0.6497498154640198,
   "val_loss": 1.892337679862976,
   "acc": 55.26,
   "f1": [
    0.7980766892433167,
    0.6770831346511841,
    0.46632111072540283,
    0.28846150636672974,
    0.419999897480011,
    0.5168538093566895,
    0.6934671998023987,
    0.5121950507164001,
    0.6912441253662109,
    0.5765764713287354,
    0.2716048061847687,
    0.38709667325019836,
    0.6153844594955444,
    0.5128203630447388,
    0.49746179580688477,
    0.40178558230400085,
    0.666666567325592,
    0.7572813630104065,
    0.511415421962738,
    0.4293783903121948,
    0.735751211643219,
    0.6140349507331848,
    0.5098037719726562,
    0.7272725701332092,
    0.6944442987442017,
    0.43850257992744446,
    0.49746179580688477,
    0.31999990344047546,
    0.5668447613716125,
    0.4947367310523987,
    0.5473682880401611,
    0.5377357006072998,
    0.4824119210243225,
    0.5527637004852295,
    0.5145629644393921,
    0.3097344636917114,
    0.5824174284934998,
    0.5454544425010681,
    0.3846152722835541,
    0.7772018909454346,
    0.4999998211860657,
    0.7473682165145874,
    0.4622640609741211,
    0.6017698049545288,
    0.32989683747291565,
    0.4210525155067444,
    0.3168315887451172,
    0.624390184879303,
    0.7562187314033508,
    0.6854459643363953,
    0.3363635540008545,
    0.5791853666305542,
    0.5882351994514465,
    0.7738691568374634,
    0.6350710391998291,
    0.21904754638671875,
    0.7661689519882202,
    0.5490195155143738,
    0.712643563747406,
    0.5990337133407593,
    0.8341706395149231,
    0.5764704942703247,
    0.5662649273872375,
    0.49999988079071045,
    0.31147530674934387,
    0.33497530221939087,
    0.4550263583660126,
    0.4112148582935333,
    0.8288286328315735,
    0.7290639281272888,
    0.6434781551361084,
    0.7187498211860657,
    0.22099439799785614,
    0.4299064576625824,
    0.4075828194618225,
    0.7794870138168335,
    0.7698743939399719,
    0.5056177973747253,
    0.45901623368263245,
    0.5436891913414001,
    0.4093022048473358,
    0.6161615252494812,
    0.8629439473152161,
    0.5483869910240173,
    0.5113635063171387,
    0.6526314616203308,
    0.6019416451454163,
    0.6530610918998718,
    0.5149698853492737,
    0.6399998664855957,
    0.6108372807502747,
    0.6740330457687378,
    0.44444432854652405,
    0.36448585987091064,
    0.7462685704231262,
    0.6779659986495972,
    0.5280897617340088,
    0.5044246912002563,
    0.26724129915237427,
    0.6570047736167908
   ],
   "time": 25.416806015186012,
   "param": null
  },
  {
   "epoch": 147,
   "train_loss": 0.5803732872009277,
   "val_loss": 1.9953383207321167,
   "acc": 56.71,
   "f1": [
    0.8325356841087341,
    0.6540283560752869,
    0.4043714702129364,
    0.29292917251586914,
    0.38144323229789734,
    0.526829183101654,
    0.6200872659683228,
    0.6169153451919556,
    0.7071821689605713,
    0.6502462029457092,
    0.3636362552642822,
    0.3775508999824524,
    0.6299998760223389,
    0.543352484703064,
    0.48044681549072266,
    0.4808742105960846,
    0.6017698049545288,
    0.7578946352005005,
    0.48314592242240906,
    0.4897957742214203,
    0.7722770571708679,
    0.6695650219917297,
    0.5106381177902222,
    0.7238093614578247,
    0.7755100131034851,
    0.3865545094013214,
    0.49999988079071045,
    0.40796008706092834,
    0.5662099123001099,
    0.47916653752326965,
    0.596858561038971,
    0.548076868057251,
    0.5714284181594849,
    0.4834122061729431,
    0.559321939945221,
    0.27322396636009216,
    0.5435895919799805,
    0.5099998712539673,
    0.4205606281757355,
    0.8043477535247803,
    0.49261072278022766,
    0.7916665077209473,
    0.5217390656471252,
    0.6296295523643494,
    0.36619704961776733,
    0.39325833320617676,
    0.36956506967544556,
    0.570175290107727,
    0.7448978424072266,
    0.7431692481040955,
    0.34554967284202576,
    0.5990782380104065,
    0.4999998211860657,
    0.7671231031417847,
    0.6788989305496216,
    0.309859037399292,
    0.7669901251792908,
    0.6467660069465637,
    0.7085712552070618,
    0.6099998950958252,
    0.8080806732177734,
    0.6532661318778992,
    0.649214506149292,
    0.5520831942558289,
    0.3370785713195801,
    0.2683981955051422,
    0.5161289572715759,
    0.47953203320503235,
    0.8090907335281372,
    0.7692306041717529,
    0.5917158722877502,
    0.6781114935874939,
    0.2127658873796463,
    0.45544540882110596,
    0.3636362552642822,
    0.8108106255531311,
    0.8258705139160156,
    0.45631060004234314,
    0.45360812544822693,
    0.5789472460746765,
    0.378109335899353,
    0.5963301062583923,
    0.8421050906181335,
    0.5483869910240173,
    0.5425531268119812,
    0.6320753693580627,
    0.5841582417488098,
    0.635944664478302,
    0.5977010130882263,
    0.6730768084526062,
    0.594594419002533,
    0.6893202662467957,
    0.4615383446216583,
    0.3979056477546692,
    0.8108106851577759,
    0.6458331942558289,
    0.5648146867752075,
    0.5355647206306458,
    0.32941165566444397,
    0.6486485004425049
   ],
   "time": 25.70939528103918,
   "param": null
  },
  {
   "epoch": 148,
   "train_loss": 0.5404520034790039,
   "val_loss": 2.0065317153930664,
   "acc": 54.01,
   "f1": [
    0.7873300909996033,
    0.619999885559082,
    0.403755784034729,
    0.345177561044693,
    0.3756905198097229,
    0.41258734464645386,
    0.6235292553901672,
    0.6214687824249268,
    0.666666567325592,
    0.5922329425811768,
    0.3711339235305786,
    0.30120471119880676,
    0.5531913638114929,
    0.5161288380622864,
    0.487499862909317,
    0.4198893904685974,
    0.6445496082305908,
    0.6694213151931763,
    0.4401912987232208,
    0.41346144676208496,
    0.6846845149993896,
    0.6483515501022339,
    0.5595853924751282,
    0.6632122993469238,
    0.7564765214920044,
    0.3578946590423584,
    0.4550897181034088,
    0.3384614586830139,
    0.5425531268119812,
    0.467661589384079,
    0.5485712885856628,
    0.5107913017272949,
    0.5365852117538452,
    0.48305076360702515,
    0.46835434436798096,
    0.2751321792602539,
    0.5238093733787537,
    0.45081958174705505,
    0.4158414602279663,
    0.7317072153091431,
    0.4351463317871094,
    0.7513810992240906,
    0.49999988079071045,
    0.616278886795044,
    0.3047617971897125,
    0.3374998867511749,
    0.40358731150627136,
    0.5982905030250549,
    0.7872338891029358,
    0.6857141256332397,
    0.3370785713195801,
    0.6268655061721802,
    0.5333331823348999,
    0.7889906764030457,
    0.6578946113586426,
    0.24489787220954895,
    0.7487682700157166,
    0.5414363145828247,
    0.6818180680274963,
    0.6214687824249268,
    0.7272725105285645,
    0.6368157267570496,
    0.5978259444236755,
    0.487046480178833,
    0.34782594442367554,
    0.30303022265434265,
    0.4734298884868622,
    0.42857128381729126,
    0.8235292434692383,
    0.7745096683502197,
    0.6417111158370972,
    0.6899562478065491,
    0.1898733526468277,
    0.4916665554046631,
    0.3517586886882782,
    0.7619045972824097,
    0.7586205005645752,
    0.38666656613349915,
    0.3786981403827667,
    0.5391303300857544,
    0.32291656732559204,
    0.5342959761619568,
    0.8829784989356995,
    0.5668447613716125,
    0.48888877034187317,
    0.6282721161842346,
    0.5071768760681152,
    0.5624998807907104,
    0.5584414005279541,
    0.5990337133407593,
    0.5575755834579468,
    0.666666567325592,
    0.4969695806503296,
    0.3374998867511749,
    0.7175571322441101,
    0.6570047736167908,
    0.4907405972480774,
    0.48205116391181946,
    0.30674833059310913,
    0.5991559624671936
   ],
   "time": 26.019768805243075,
   "param": null
  },
  {
   "epoch": 149,
   "train_loss": 0.5425708889961243,
   "val_loss": 1.7560549974441528,
   "acc": 55.23,
   "f1": [
    0.8235292434692383,
    0.6334840059280396,
    0.4725273549556732,
    0.19999994337558746,
    0.3853210210800171,
    0.4944648742675781,
    0.6304346323013306,
    0.6019416451454163,
    0.6764704585075378,
    0.6161615252494812,
    0.2793295085430145,
    0.360248327255249,
    0.6280191540718079,
    0.49999988079071045,
    0.5088756084442139,
    0.45631060004234314,
    0.6516852378845215,
    0.7135133743286133,
    0.4519229531288147,
    0.4414413571357727,
    0.7638189196586609,
    0.6519822478294373,
    0.5463916063308716,
    0.7619045972824097,
    0.7553189396858215,
    0.43999987840652466,
    0.49999988079071045,
    0.390243798494339,
    0.6122447848320007,
    0.505154550075531,
    0.5862067937850952,
    0.6274508833885193,
    0.5123152136802673,
    0.5344826579093933,
    0.49999988079071045,
    0.29896897077560425,
    0.4947367310523987,
    0.4868912696838379,
    0.35071080923080444,
    0.7643977999687195,
    0.4424777626991272,
    0.7526880502700806,
    0.48587560653686523,
    0.552941083908081,
    0.3636362850666046,
    0.40677958726882935,
    0.3974357545375824,
    0.6236557960510254,
    0.7668392062187195,
    0.7021275758743286,
    0.31279608607292175,
    0.6666664481163025,
    0.633165717124939,
    0.7853401899337769,
    0.7106597423553467,
    0.24580998718738556,
    0.7839194536209106,
    0.5609754920005798,
    0.7303369045257568,
    0.577777624130249,
    0.7677723169326782,
    0.5948716402053833,
    0.6249998807907104,
    0.5472635626792908,
    0.35467973351478577,
    0.2901960015296936,
    0.46009382605552673,
    0.4550263583660126,
    0.8625590801239014,
    0.7368419766426086,
    0.6770831346511841,
    0.7156862020492554,
    0.1866666078567505,
    0.44221094250679016,
    0.38578668236732483,
    0.7894735336303711,
    0.7761192321777344,
    0.43601882457733154,
    0.46363624930381775,
    0.5523808598518372,
    0.3223683834075928,
    0.5560536980628967,
    0.842696487903595,
    0.491227924823761,
    0.43171796202659607,
    0.5862067937850952,
    0.577777624130249,
    0.5962262749671936,
    0.5652172565460205,
    0.653465211391449,
    0.5858584046363831,
    0.6602869629859924,
    0.45348823070526123,
    0.38918909430503845,
    0.7385891079902649,
    0.684491753578186,
    0.563380241394043,
    0.4620688557624817,
    0.2374998927116394,
    0.6526314616203308
   ],
   "time": 26.520472523756325,
   "param": null
  },
  {
   "epoch": 150,
   "train_loss": 0.6140122413635254,
   "val_loss": 2.001006841659546,
   "acc": 54.41,
   "f1": [
    0.8282826542854309,
    0.596858561038971,
    0.43037962913513184,
    0.32124343514442444,
    0.40322571992874146,
    0.5422221422195435,
    0.6185566186904907,
    0.5933012366294861,
    0.6355138421058655,
    0.5869563817977905,
    0.2944784462451935,
    0.3878786563873291,
    0.5399238467216492,
    0.4923075735569,
    0.53987717628479,
    0.4044942855834961,
    0.629441499710083,
    0.6880732178688049,
    0.502564013004303,
    0.4236452281475067,
    0.7536230683326721,
    0.5960782766342163,
    0.510416567325592,
    0.6912441253662109,
    0.679245114326477,
    0.40394076704978943,
    0.5027931928634644,
    0.3736262619495392,
    0.6145831942558289,
    0.4623654782772064,
    0.5599998831748962,
    0.6071427464485168,
    0.49729716777801514,
    0.4140126705169678,
    0.48044681549072266,
    0.30051806569099426,
    0.5402297377586365,
    0.4765956401824951,
    0.3669723868370056,
    0.7263681292533875,
    0.507771909236908,
    0.7040814757347107,
    0.4526748061180115,
    0.5624998807907104,
    0.31325289607048035,
    0.3478259742259979,
    0.4310343861579895,
    0.6190475225448608,
    0.7649767994880676,
    0.6739128828048706,
    0.35416656732559204,
    0.5786800384521484,
    0.622641384601593,
    0.7473682165145874,
    0.6666664481163025,
    0.2758619785308838,
    0.7714284658432007,
    0.5838507413864136,
    0.6325579881668091,
    0.568720281124115,
    0.7705627083778381,
    0.6162160634994507,
    0.5727270841598511,
    0.5130888819694519,
    0.3794870972633362,
    0.35675665736198425,
    0.423912912607193,
    0.47560960054397583,
    0.8367345333099365,
    0.742574155330658,
    0.613065242767334,
    0.7142855525016785,
    0.22222216427326202,
    0.4365480840206146,
    0.41176459193229675,
    0.8082899451255798,
    0.7684727907180786,
    0.4352940320968628,
    0.43979042768478394,
    0.5698322653770447,
    0.3468207120895386,
    0.4871794283390045,
    0.8686867356300354,
    0.509316623210907,
    0.47004595398902893,
    0.590908944606781,
    0.5414363145828247,
    0.5863453149795532,
    0.5555554032325745,
    0.506122350692749,
    0.568720281124115,
    0.6082947254180908,
    0.4102562963962555,
    0.4269661605358124,
    0.6991868615150452,
    0.6733667254447937,
    0.43902432918548584,
    0.596858561038971,
    0.30303022265434265,
    0.6549705862998962
   ],
   "time": 25.935027313418686,
   "param": null
  },
  {
   "epoch": 151,
   "train_loss": 0.502282977104187,
   "val_loss": 1.8587520122528076,
   "acc": 56.45,
   "f1": [
    0.7999998331069946,
    0.6363635063171387,
    0.44444429874420166,
    0.33333325386047363,
    0.40476179122924805,
    0.5190838575363159,
    0.6595743298530579,
    0.6601940989494324,
    0.6703295111656189,
    0.5825241804122925,
    0.41666656732559204,
    0.3694266378879547,
    0.639269232749939,
    0.5775399804115295,
    0.5714284181594849,
    0.4186045527458191,
    0.6239315271377563,
    0.7106597423553467,
    0.5197739005088806,
    0.43925222754478455,
    0.7676765322685242,
    0.635944664478302,
    0.5652172565460205,
    0.7204300165176392,
    0.7759560942649841,
    0.43349742889404297,
    0.4624998867511749,
    0.3487178385257721,
    0.6291078925132751,
    0.5193368792533875,
    0.6099998950958252,
    0.5812807083129883,
    0.5053762197494507,
    0.5339365601539612,
    0.5344128608703613,
    0.3800903856754303,
    0.5555554032325745,
    0.5306121110916138,
    0.3760683238506317,
    0.7912086248397827,
    0.46017688512802124,
    0.7692306637763977,
    0.53465336561203,
    0.6091369390487671,
    0.3399999141693115,
    0.42639580368995667,
    0.36464083194732666,
    0.6060605049133301,
    0.7692306041717529,
    0.6272187829017639,
    0.35602086782455444,
    0.62135910987854,
    0.5898616909980774,
    0.7918779850006104,
    0.7111109495162964,
    0.23958325386047363,
    0.835820734500885,
    0.5820105075836182,
    0.7187498211860657,
    0.5870645046234131,
    0.7959181666374207,
    0.613756537437439,
    0.5730335712432861,
    0.5988022685050964,
    0.38043469190597534,
    0.3261801600456238,
    0.4530385434627533,
    0.4607328474521637,
    0.8720377087593079,
    0.7391301989555359,
    0.53987717628479,
    0.7391303181648254,
    0.21649475395679474,
    0.4365480840206146,
    0.42639580368995667,
    0.804232656955719,
    0.7522122263908386,
    0.4516127407550812,
    0.44444435834884644,
    0.5494503974914551,
    0.3361343741416931,
    0.5493561029434204,
    0.8691098093986511,
    0.5263156890869141,
    0.510416567325592,
    0.6467660069465637,
    0.6082472205162048,
    0.6406248807907104,
    0.5469387173652649,
    0.6074764728546143,
    0.6391751170158386,
    0.7109003663063049,
    0.4745761454105377,
    0.42168664932250977,
    0.7394956946372986,
    0.6418603658676147,
    0.5348835587501526,
    0.4541831612586975,
    0.2923975884914398,
    0.6597937345504761
   ],
   "time": 26.497510869055986,
   "param": null
  },
  {
   "epoch": 152,
   "train_loss": 0.5639669299125671,
   "val_loss": 1.8926163911819458,
   "acc": 56.82,
   "f1": [
    0.8487803936004639,
    0.6766167879104614,
    0.5025123953819275,
    0.33333325386047363,
    0.35627520084381104,
    0.5291004180908203,
    0.6421051621437073,
    0.6079294085502625,
    0.6486485004425049,
    0.6153844594955444,
    0.38461530208587646,
    0.36871495842933655,
    0.6424869298934937,
    0.5555554032325745,
    0.5668447613716125,
    0.4361701011657715,
    0.716577410697937,
    0.7596151828765869,
    0.48421040177345276,
    0.48484835028648376,
    0.7765957117080688,
    0.6700506210327148,
    0.5588234066963196,
    0.7817257046699524,
    0.7247704863548279,
    0.41148313879966736,
    0.5510202646255493,
    0.36815908551216125,
    0.659340500831604,
    0.5263156294822693,
    0.5855854153633118,
    0.5821594595909119,
    0.49999988079071045,
    0.5232066512107849,
    0.5527637004852295,
    0.31050220131874084,
    0.5882351994514465,
    0.5148513317108154,
    0.423912912607193,
    0.7539265155792236,
    0.5268816351890564,
    0.7311826348304749,
    0.47499990463256836,
    0.6016947627067566,
    0.33777767419815063,
    0.4099377691745758,
    0.42051267623901367,
    0.582914412021637,
    0.7203789353370667,
    0.6999998688697815,
    0.32258057594299316,
    0.57297283411026,
    0.5142855644226074,
    0.7722770571708679,
    0.7129628658294678,
    0.2673795819282532,
    0.8163263201713562,
    0.609625518321991,
    0.7040814757347107,
    0.6185566186904907,
    0.8080806732177734,
    0.6363635063171387,
    0.6363635063171387,
    0.5603863000869751,
    0.3383083641529083,
    0.323809415102005,
    0.4529913365840912,
    0.46913570165634155,
    0.8493149280548096,
    0.7661689519882202,
    0.5906734466552734,
    0.7676765322685242,
    0.17679551243782043,
    0.4311376214027405,
    0.3698112368583679,
    0.7817257046699524,
    0.8144328594207764,
    0.5056177973747253,
    0.4301074147224426,
    0.5188678503036499,
    0.364531934261322,
    0.6103284358978271,
    0.8542711734771729,
    0.5340908169746399,
    0.4756755530834198,
    0.6766167879104614,
    0.603351891040802,
    0.6635069251060486,
    0.5858584046363831,
    0.6448596715927124,
    0.5899998545646667,
    0.6732671856880188,
    0.48387083411216736,
    0.4077668786048889,
    0.7999998331069946,
    0.6524062752723694,
    0.5378149747848511,
    0.4811319410800934,
    0.28749987483024597,
    0.6730768084526062
   ],
   "time": 27.389959217980504,
   "param": null
  },
  {
   "epoch": 153,
   "train_loss": 0.47830861806869507,
   "val_loss": 2.0244317054748535,
   "acc": 55.32,
   "f1": [
    0.7918779850006104,
    0.6278025507926941,
    0.40796008706092834,
    0.32835814356803894,
    0.3534882664680481,
    0.5208331942558289,
    0.5630251169204712,
    0.6175113916397095,
    0.6736840605735779,
    0.5454543828964233,
    0.28402355313301086,
    0.3493974804878235,
    0.5795453190803528,
    0.509316623210907,
    0.5233643651008606,
    0.4811319410800934,
    0.6628569960594177,
    0.7628865242004395,
    0.4753361940383911,
    0.4705880880355835,
    0.788888692855835,
    0.6476188898086548,
    0.5263156890869141,
    0.7155961990356445,
    0.7348835468292236,
    0.40935659408569336,
    0.49523797631263733,
    0.3272726535797119,
    0.6268655061721802,
    0.4975123405456543,
    0.5922329425811768,
    0.5592415928840637,
    0.5045044422149658,
    0.5283017754554749,
    0.5497074723243713,
    0.33463025093078613,
    0.5621620416641235,
    0.5384615063667297,
    0.3999999165534973,
    0.7038625478744507,
    0.5310733318328857,
    0.7459457516670227,
    0.4886362552642822,
    0.5714284777641296,
    0.31970250606536865,
    0.4585364758968353,
    0.31901830434799194,
    0.6067414879798889,
    0.742081344127655,
    0.6787328720092773,
    0.25101208686828613,
    0.6122447848320007,
    0.6697246432304382,
    0.8113206028938293,
    0.5937499403953552,
    0.25510191917419434,
    0.776698887348175,
    0.5825241804122925,
    0.6971427202224731,
    0.6010927557945251,
    0.8167537450790405,
    0.6055043935775757,
    0.6444442868232727,
    0.5118482112884521,
    0.37209296226501465,
    0.3425924777984619,
    0.4434387683868408,
    0.49773746728897095,
    0.8355554342269897,
    0.7329840660095215,
    0.6069650650024414,
    0.6144576668739319,
    0.22222214937210083,
    0.4662575423717499,
    0.34848475456237793,
    0.7745096683502197,
    0.8040199875831604,
    0.4699452221393585,
    0.4018690288066864,
    0.5333332419395447,
    0.3151514232158661,
    0.6122447848320007,
    0.8736840486526489,
    0.5499998927116394,
    0.45976996421813965,
    0.6169153451919556,
    0.595959484577179,
    0.6198828816413879,
    0.5637581944465637,
    0.6785712838172913,
    0.629441499710083,
    0.6538460850715637,
    0.47715723514556885,
    0.4021162986755371,
    0.7734804749488831,
    0.680412232875824,
    0.5714284181594849,
    0.48430484533309937,
    0.2754489779472351,
    0.6180256605148315
   ],
   "time": 26.774641616269946,
   "param": null
  },
  {
   "epoch": 154,
   "train_loss": 0.4430340826511383,
   "val_loss": 1.894255518913269,
   "acc": 57.33,
   "f1": [
    0.8484846949577332,
    0.5970147848129272,
    0.48205116391181946,
    0.3402060866355896,
    0.4221104085445404,
    0.49565204977989197,
    0.613756537437439,
    0.6330273747444153,
    0.6926827430725098,
    0.6229507327079773,
    0.3694266378879547,
    0.3827749788761139,
    0.6343611478805542,
    0.539215624332428,
    0.535519003868103,
    0.4502616822719574,
    0.715083658695221,
    0.7465436458587646,
    0.4919784665107727,
    0.4799998998641968,
    0.7609753608703613,
    0.6889951229095459,
    0.5510202646255493,
    0.7676765322685242,
    0.7835050225257874,
    0.4502616822719574,
    0.4945053458213806,
    0.40206170082092285,
    0.6842104196548462,
    0.5268816351890564,
    0.5730335712432861,
    0.6008967757225037,
    0.563535749912262,
    0.48598119616508484,
    0.5394189953804016,
    0.35616424679756165,
    0.5527637004852295,
    0.521008312702179,
    0.39784935116767883,
    0.7817257046699524,
    0.534031331539154,
    0.756756603717804,
    0.5368419289588928,
    0.6078430414199829,
    0.3894736170768738,
    0.45348823070526123,
    0.278787761926651,
    0.5775399804115295,
    0.7713002562522888,
    0.7032965421676636,
    0.336633563041687,
    0.5714284777641296,
    0.5683058500289917,
    0.804232656955719,
    0.6859902143478394,
    0.26519328355789185,
    0.7256636023521423,
    0.6235292553901672,
    0.7351350784301758,
    0.6021503806114197,
    0.8075116276741028,
    0.6871793866157532,
    0.6557375192642212,
    0.5444443225860596,
    0.3617020547389984,
    0.3453814387321472,
    0.49549540877342224,
    0.49019595980644226,
    0.8446600437164307,
    0.7162789106369019,
    0.6859902143478394,
    0.7794870138168335,
    0.2547169029712677,
    0.4725273549556732,
    0.42342329025268555,
    0.7741933465003967,
    0.8041235208511353,
    0.5111110210418701,
    0.4387753903865814,
    0.5410627126693726,
    0.34123215079307556,
    0.5752211213111877,
    0.8510636687278748,
    0.5425531268119812,
    0.4148934781551361,
    0.6161615252494812,
    0.5666665434837341,
    0.6124400496482849,
    0.6255922317504883,
    0.6173911690711975,
    0.5870645046234131,
    0.7106597423553467,
    0.4924621880054474,
    0.43930622935295105,
    0.8113206028938293,
    0.6862744092941284,
    0.5059288144111633,
    0.4822133481502533,
    0.30232545733451843,
    0.6999998688697815
   ],
   "time": 26.877847579307854,
   "param": null
  },
  {
   "epoch": 155,
   "train_loss": 0.34839174151420593,
   "val_loss": 1.9871057271957397,
   "acc": 57.15,
   "f1": [
    0.8484846949577332,
    0.6570047736167908,
    0.48913031816482544,
    0.3720929026603699,
    0.39449530839920044,
    0.5573769211769104,
    0.6399998664855957,
    0.5979380011558533,
    0.6761903762817383,
    0.6229507327079773,
    0.38888877630233765,
    0.3794870972633362,
    0.629441499710083,
    0.5789472460746765,
    0.5026176571846008,
    0.4454975128173828,
    0.7272725701332092,
    0.6829266548156738,
    0.5306121110916138,
    0.48803818225860596,
    0.7857141494750977,
    0.6431716680526733,
    0.5492226481437683,
    0.7304347157478333,
    0.7074234485626221,
    0.43349742889404297,
    0.5384613871574402,
    0.3529410660266876,
    0.6735749840736389,
    0.45685264468193054,
    0.5648146867752075,
    0.5726494193077087,
    0.5358850359916687,
    0.5024629235267639,
    0.5302324295043945,
    0.3232322335243225,
    0.5799998641014099,
    0.4232803285121918,
    0.3931623101234436,
    0.7632849216461182,
    0.4974091649055481,
    0.7446807622909546,
    0.5333332419395447,
    0.6153844594955444,
    0.34977567195892334,
    0.41176459193229675,
    0.3711339235305786,
    0.5979380011558533,
    0.7395831346511841,
    0.6919430494308472,
    0.3068782389163971,
    0.5979380011558533,
    0.6274508833885193,
    0.8038275837898254,
    0.6451612114906311,
    0.29585790634155273,
    0.7881771922111511,
    0.5869563817977905,
    0.7526880502700806,
    0.62135910987854,
    0.8075116276741028,
    0.6263735294342041,
    0.6057141423225403,
    0.5301203727722168,
    0.3603602349758148,
    0.30769219994544983,
    0.49999988079071045,
    0.4861876964569092,
    0.8545452952384949,
    0.732673168182373,
    0.6041665077209473,
    0.7461138963699341,
    0.2696628272533417,
    0.4827585518360138,
    0.42253509163856506,
    0.7878786325454712,
    0.7619046568870544,
    0.3999998867511749,
    0.4230768084526062,
    0.5688071846961975,
    0.3678159713745117,
    0.6382977366447449,
    0.8540538549423218,
    0.5608464479446411,
    0.5029938817024231,
    0.6478871703147888,
    0.6378377079963684,
    0.6454544067382812,
    0.5913977026939392,
    0.6249998807907104,
    0.5803107619285583,
    0.7064675688743591,
    0.45454537868499756,
    0.4191615581512451,
    0.7873300909996033,
    0.6989246010780334,
    0.5320196151733398,
    0.5257730484008789,
    0.27777770161628723,
    0.6509432196617126
   ],
   "time": 26.414703809656203,
   "param": null
  },
  {
   "epoch": 156,
   "train_loss": 0.5125543475151062,
   "val_loss": 1.9539756774902344,
   "acc": 56.78,
   "f1": [
    0.8499998450279236,
    0.6206895112991333,
    0.5120771527290344,
    0.3542855978012085,
    0.38862547278404236,
    0.5074625611305237,
    0.6564101576805115,
    0.5925924777984619,
    0.6742855310440063,
    0.5979380011558533,
    0.34554967284202576,
    0.3804876506328583,
    0.635944664478302,
    0.5368419289588928,
    0.4150942265987396,
    0.46445485949516296,
    0.6927372813224792,
    0.7536230683326721,
    0.49214646220207214,
    0.5257730484008789,
    0.7562187314033508,
    0.6363635063171387,
    0.525139570236206,
    0.7835050225257874,
    0.7916665077209473,
    0.4339621663093567,
    0.4945053458213806,
    0.40191373229026794,
    0.633165717124939,
    0.49523797631263733,
    0.5517240166664124,
    0.5316454768180847,
    0.47787603735923767,
    0.5082871913909912,
    0.5662099123001099,
    0.2873562276363373,
    0.5476189255714417,
    0.5020919442176819,
    0.4077668786048889,
    0.7830687165260315,
    0.44725728034973145,
    0.7759560942649841,
    0.5235601663589478,
    0.6171427369117737,
    0.3636362850666046,
    0.4795917272567749,
    0.35978829860687256,
    0.5806450843811035,
    0.7487682700157166,
    0.7575755715370178,
    0.3478259742259979,
    0.5982142090797424,
    0.6481480002403259,
    0.8202763199806213,
    0.672810971736908,
    0.26519328355789185,
    0.7647057771682739,
    0.6091952323913574,
    0.6956520080566406,
    0.6113988757133484,
    0.835051417350769,
    0.6408838629722595,
    0.649214506149292,
    0.6222221255302429,
    0.42528724670410156,
    0.329317182302475,
    0.44444429874420166,
    0.45581385493278503,
    0.8465114831924438,
    0.7647057771682739,
    0.6120217442512512,
    0.7149757146835327,
    0.28220847249031067,
    0.466666579246521,
    0.4036695957183838,
    0.7699998021125793,
    0.8186526298522949,
    0.45581385493278503,
    0.4343433380126953,
    0.5445024967193604,
    0.3482586145401001,
    0.6339284181594849,
    0.844444215297699,
    0.5185183882713318,
    0.44705867767333984,
    0.6387433409690857,
    0.5858584046363831,
    0.622406542301178,
    0.5581393837928772,
    0.619289219379425,
    0.5901637673377991,
    0.6919430494308472,
    0.5026736855506897,
    0.30864188075065613,
    0.7943924069404602,
    0.6315788626670837,
    0.5112106204032898,
    0.5387753844261169,
    0.2976189851760864,
    0.688372015953064
   ],
   "time": 26.306694482453167,
   "param": null
  },
  {
   "epoch": 157,
   "train_loss": 0.4342149794101715,
   "val_loss": 1.9734350442886353,
   "acc": 56.24,
   "f1": [
    0.8075116276741028,
    0.6338796615600586,
    0.4549761712551117,
    0.2696628272533417,
    0.3370785713195801,
    0.5585584044456482,
    0.582914412021637,
    0.5991188287734985,
    0.6774192452430725,
    0.5462183356285095,
    0.33532923460006714,
    0.37373724579811096,
    0.6249998807907104,
    0.5684208869934082,
    0.4634144902229309,
    0.44670039415359497,
    0.697435736656189,
    0.7373270392417908,
    0.520408034324646,
    0.49729716777801514,
    0.7031961679458618,
    0.6666665077209473,
    0.5252523422241211,
    0.7655500173568726,
    0.7872338891029358,
    0.4808742105960846,
    0.5399999022483826,
    0.3225805461406708,
    0.5906734466552734,
    0.5405403971672058,
    0.5775399804115295,
    0.5809522867202759,
    0.5507245063781738,
    0.48936155438423157,
    0.49214646220207214,
    0.3367346227169037,
    0.4864863455295563,
    0.48535552620887756,
    0.4120602011680603,
    0.7783250212669373,
    0.47474732995033264,
    0.7499998807907104,
    0.4939757287502289,
    0.6043955087661743,
    0.30331745743751526,
    0.4245808720588684,
    0.3578946590423584,
    0.6031745076179504,
    0.7777776718139648,
    0.685082733631134,
    0.3290042281150818,
    0.6018517017364502,
    0.6567163467407227,
    0.7913042306900024,
    0.6367345452308655,
    0.2941175401210785,
    0.8121825456619263,
    0.5333332419395447,
    0.7208120226860046,
    0.6146787405014038,
    0.8095236420631409,
    0.6448085904121399,
    0.6144576668739319,
    0.6178008913993835,
    0.31627896428108215,
    0.3529410660266876,
    0.4766837954521179,
    0.5189187526702881,
    0.8173075318336487,
    0.7230044603347778,
    0.6161615252494812,
    0.6847825050354004,
    0.2528734505176544,
    0.4343433380126953,
    0.36842095851898193,
    0.7549017667770386,
    0.8039213418960571,
    0.487046480178833,
    0.38181808590888977,
    0.5971562266349792,
    0.34234222769737244,
    0.5897434949874878,
    0.8524587750434875,
    0.522612988948822,
    0.423912912607193,
    0.6320753693580627,
    0.6489360928535461,
    0.6307052373886108,
    0.5917158722877502,
    0.5809522867202759,
    0.5806450843811035,
    0.6343611478805542,
    0.4432988464832306,
    0.4204544126987457,
    0.7922703623771667,
    0.6540283560752869,
    0.5099998712539673,
    0.5599998831748962,
    0.29107969999313354,
    0.6576575636863708
   ],
   "time": 26.62725785933435,
   "param": null
  },
  {
   "epoch": 158,
   "train_loss": 0.3895220160484314,
   "val_loss": 1.9231171607971191,
   "acc": 56.75,
   "f1": [
    0.8469385504722595,
    0.7005648612976074,
    0.48913031816482544,
    0.2485874742269516,
    0.40692633390426636,
    0.5648146867752075,
    0.6195651292800903,
    0.5999999046325684,
    0.662983238697052,
    0.6320753693580627,
    0.3195265531539917,
    0.4059404730796814,
    0.6476188898086548,
    0.5670101642608643,
    0.5333332419395447,
    0.4469272196292877,
    0.6826921701431274,
    0.7678569555282593,
    0.5764704942703247,
    0.5363127589225769,
    0.7789472937583923,
    0.626865565776825,
    0.5699480772018433,
    0.6972475647926331,
    0.7777776122093201,
    0.48039206862449646,
    0.5172412991523743,
    0.35483860969543457,
    0.5999999046325684,
    0.5142855644226074,
    0.596858561038971,
    0.585152804851532,
    0.5472635626792908,
    0.5102038979530334,
    0.4756755530834198,
    0.2871793806552887,
    0.5358850359916687,
    0.5172412395477295,
    0.43442606925964355,
    0.7959181666374207,
    0.4878047704696655,
    0.7578946352005005,
    0.5192306637763977,
    0.5809127688407898,
    0.30999991297721863,
    0.4050631821155548,
    0.3693692684173584,
    0.6176469922065735,
    0.7464112639427185,
    0.7005074620246887,
    0.3510637581348419,
    0.5837318897247314,
    0.5918366312980652,
    0.778846025466919,
    0.7035174369812012,
    0.2485874742269516,
    0.7918779850006104,
    0.6243385076522827,
    0.672810971736908,
    0.5979380011558533,
    0.8058250546455383,
    0.6122447848320007,
    0.5730992555618286,
    0.5810053944587708,
    0.3669723868370056,
    0.33816415071487427,
    0.46391740441322327,
    0.47715723514556885,
    0.8155338168144226,
    0.6866952180862427,
    0.6502462029457092,
    0.7037035822868347,
    0.2719297707080841,
    0.4999998211860657,
    0.3783782124519348,
    0.8108106255531311,
    0.7601808309555054,
    0.45238080620765686,
    0.4507041275501251,
    0.5654449462890625,
    0.3286384046077728,
    0.5970147848129272,
    0.8235291838645935,
    0.5297296643257141,
    0.4733726978302002,
    0.6320753693580627,
    0.6243385076522827,
    0.5714284181594849,
    0.5411763787269592,
    0.6161136031150818,
    0.6122447848320007,
    0.6948355436325073,
    0.4705880880355835,
    0.43749985098838806,
    0.7982454895973206,
    0.6346153020858765,
    0.53465336561203,
    0.49999988079071045,
    0.25945934653282166,
    0.711340069770813
   ],
   "time": 26.317031835205853,
   "param": null
  },
  {
   "epoch": 159,
   "train_loss": 0.4448264241218567,
   "val_loss": 2.0208351612091064,
   "acc": 56.42,
   "f1": [
    0.8307691216468811,
    0.6568626165390015,
    0.494381844997406,
    0.2873562276363373,
    0.4347825348377228,
    0.5398228764533997,
    0.6153845191001892,
    0.5882351994514465,
    0.7021275758743286,
    0.6091369390487671,
    0.30864188075065613,
    0.34042540192604065,
    0.653658390045166,
    0.5145629644393921,
    0.5193368792533875,
    0.47513800859451294,
    0.7208120226860046,
    0.7130433320999146,
    0.48648640513420105,
    0.5435895919799805,
    0.784946084022522,
    0.666666567325592,
    0.5240640044212341,
    0.7731956839561462,
    0.6782606840133667,
    0.35294109582901,
    0.5444443225860596,
    0.3609755337238312,
    0.6021503806114197,
    0.4855490028858185,
    0.5842695236206055,
    0.6267279982566833,
    0.4973543584346771,
    0.4915253520011902,
    0.5168538093566895,
    0.3367346227169037,
    0.5628740787506104,
    0.46956515312194824,
    0.3899998664855957,
    0.7647057771682739,
    0.4947367310523987,
    0.7608693838119507,
    0.4867255389690399,
    0.5555554032325745,
    0.31999990344047546,
    0.4343433380126953,
    0.34343424439430237,
    0.568720281124115,
    0.7472525835037231,
    0.7473682165145874,
    0.3441859781742096,
    0.6262625455856323,
    0.5303866267204285,
    0.8374382257461548,
    0.6990289688110352,
    0.23255808651447296,
    0.7772018909454346,
    0.6321837902069092,
    0.7052022218704224,
    0.6185566186904907,
    0.8019800782203674,
    0.6249998807907104,
    0.6435642242431641,
    0.5116277933120728,
    0.42342329025268555,
    0.36559128761291504,
    0.4108106791973114,
    0.4766837954521179,
    0.8110597729682922,
    0.7076921463012695,
    0.6444442868232727,
    0.7738691568374634,
    0.271493136882782,
    0.47236168384552,
    0.37558677792549133,
    0.7821780443191528,
    0.7445886731147766,
    0.474226713180542,
    0.45555540919303894,
    0.5174128413200378,
    0.3654821515083313,
    0.5485230684280396,
    0.8253965377807617,
    0.5524860620498657,
    0.48401811718940735,
    0.6210044622421265,
    0.595959484577179,
    0.6425337791442871,
    0.5999999046325684,
    0.6055043935775757,
    0.5727270841598511,
    0.7164177894592285,
    0.4634144902229309,
    0.4198893904685974,
    0.7763711810112,
    0.6382977366447449,
    0.5175436735153198,
    0.5560536980628967,
    0.3409090042114258,
    0.663461446762085
   ],
   "time": 26.950315419584513,
   "param": null
  },
  {
   "epoch": 160,
   "train_loss": 0.36518603563308716,
   "val_loss": 1.9465606212615967,
   "acc": 56.98,
   "f1": [
    0.8301885724067688,
    0.6592177152633667,
    0.43428558111190796,
    0.3157894015312195,
    0.3295453190803528,
    0.5728641748428345,
    0.6422017216682434,
    0.6424869298934937,
    0.6918917894363403,
    0.6145831942558289,
    0.3575417995452881,
    0.37305691838264465,
    0.669999897480011,
    0.5376343131065369,
    0.5121949315071106,
    0.48314592242240906,
    0.7253884673118591,
    0.742574155330658,
    0.5567008852958679,
    0.4799998700618744,
    0.7894735336303711,
    0.6218487024307251,
    0.5118482112884521,
    0.7321426868438721,
    0.7472525835037231,
    0.48039206862449646,
    0.4946235418319702,
    0.35051536560058594,
    0.5829595327377319,
    0.5084744095802307,
    0.5685278177261353,
    0.5906734466552734,
    0.5472635626792908,
    0.5333331823348999,
    0.5446008443832397,
    0.3277309536933899,
    0.5803107619285583,
    0.5102879405021667,
    0.42727261781692505,
    0.8080806732177734,
    0.5227271318435669,
    0.7897433638572693,
    0.49214646220207214,
    0.619289219379425,
    0.2959182858467102,
    0.4361701011657715,
    0.31284910440444946,
    0.6116504073143005,
    0.7403844594955444,
    0.6733667254447937,
    0.33333325386047363,
    0.587155818939209,
    0.6091369390487671,
    0.8349512815475464,
    0.725490152835846,
    0.31325289607048035,
    0.7557602524757385,
    0.6162160634994507,
    0.6999998688697815,
    0.5933012366294861,
    0.817733883857727,
    0.6145831942558289,
    0.6399998664855957,
    0.5479451417922974,
    0.32124343514442444,
    0.32388654351234436,
    0.41818171739578247,
    0.5050503611564636,
    0.8374382257461548,
    0.725490152835846,
    0.622641384601593,
    0.7184464335441589,
    0.26728102564811707,
    0.44559577107429504,
    0.3798881769180298,
    0.7980766892433167,
    0.7875646352767944,
    0.46739116311073303,
    0.39495787024497986,
    0.5614033341407776,
    0.3594468832015991,
    0.6033056974411011,
    0.8704661726951599,
    0.5955054759979248,
    0.49999988079071045,
    0.6153844594955444,
    0.6145250201225281,
    0.6288208365440369,
    0.5812807083129883,
    0.6530610918998718,
    0.6057690978050232,
    0.7009344696998596,
    0.42682915925979614,
    0.45263150334358215,
    0.7830187082290649,
    0.6635943651199341,
    0.5199998617172241,
    0.47970473766326904,
    0.3050846457481384,
    0.6499998569488525
   ],
   "time": 26.1498509850353,
   "param": null
  },
  {
   "epoch": 161,
   "train_loss": 0.45372775197029114,
   "val_loss": 2.229628801345825,
   "acc": 56.16,
   "f1": [
    0.8390242457389832,
    0.6630433797836304,
    0.43678146600723267,
    0.3414633274078369,
    0.3880595862865448,
    0.5570775270462036,
    0.616278886795044,
    0.6559138894081116,
    0.684491753578186,
    0.5990337133407593,
    0.35955044627189636,
    0.3703702688217163,
    0.6018517017364502,
    0.5446008443832397,
    0.5029938817024231,
    0.4598929286003113,
    0.657534122467041,
    0.6967212557792664,
    0.49999988079071045,
    0.5123152136802673,
    0.760416567325592,
    0.6725662350654602,
    0.5492226481437683,
    0.6422763466835022,
    0.7134501934051514,
    0.4210525155067444,
    0.5283017754554749,
    0.30057793855667114,
    0.6167399883270264,
    0.5454543828964233,
    0.5624998807907104,
    0.5367646217346191,
    0.5326085686683655,
    0.4427480101585388,
    0.5416665077209473,
    0.30697670578956604,
    0.5063289999961853,
    0.5079363584518433,
    0.39603951573371887,
    0.7596151828765869,
    0.48936155438423157,
    0.7461138963699341,
    0.5099998712539673,
    0.6037734746932983,
    0.2790696620941162,
    0.41249990463256836,
    0.38222211599349976,
    0.6132074594497681,
    0.7434553503990173,
    0.6878305077552795,
    0.4022987186908722,
    0.5876287817955017,
    0.6048778891563416,
    0.8181816339492798,
    0.6497460603713989,
    0.2404370754957199,
    0.729999840259552,
    0.6153845191001892,
    0.7199999094009399,
    0.5714284181594849,
    0.7798163890838623,
    0.590908944606781,
    0.6559138894081116,
    0.5621620416641235,
    0.387096643447876,
    0.35643553733825684,
    0.5148513317108154,
    0.4361701011657715,
    0.8405795097351074,
    0.7129628658294678,
    0.6206895709037781,
    0.6808509230613708,
    0.29665064811706543,
    0.5294116735458374,
    0.4466018080711365,
    0.775119423866272,
    0.7304347157478333,
    0.5180721879005432,
    0.44210511445999146,
    0.5876287817955017,
    0.378109335899353,
    0.5570775270462036,
    0.8374382257461548,
    0.5232557058334351,
    0.46391740441322327,
    0.631578803062439,
    0.5654449462890625,
    0.5474451780319214,
    0.5656563639640808,
    0.5892114639282227,
    0.5821594595909119,
    0.6923075318336487,
    0.4785274565219879,
    0.38709667325019836,
    0.6899223923683167,
    0.6728971004486084,
    0.5022420287132263,
    0.5294116735458374,
    0.2705881595611572,
    0.631578803062439
   ],
   "time": 26.128653440624475,
   "param": null
  },
  {
   "epoch": 162,
   "train_loss": 0.42618048191070557,
   "val_loss": 2.0951151847839355,
   "acc": 56.97,
   "f1": [
    0.8056870102882385,
    0.6595743298530579,
    0.4299064576625824,
    0.2914571762084961,
    0.42708319425582886,
    0.5147678852081299,
    0.5628740787506104,
    0.602040708065033,
    0.7076921463012695,
    0.6078430414199829,
    0.3783782720565796,
    0.3707864284515381,
    0.6399998664855957,
    0.5520831942558289,
    0.49999988079071045,
    0.4365480840206146,
    0.6796115040779114,
    0.7605632543563843,
    0.5649716258049011,
    0.5146197080612183,
    0.7572813630104065,
    0.6249999403953552,
    0.5913977026939392,
    0.698689877986908,
    0.7932959794998169,
    0.42253509163856506,
    0.5341613292694092,
    0.3908045291900635,
    0.5537188649177551,
    0.5172412991523743,
    0.6010927557945251,
    0.5517240166664124,
    0.534031331539154,
    0.49214646220207214,
    0.5081079602241516,
    0.3587442934513092,
    0.5520831942558289,
    0.5094338655471802,
    0.4296874403953552,
    0.7745096683502197,
    0.4734298884868622,
    0.7582416534423828,
    0.5368419289588928,
    0.5990782380104065,
    0.29508185386657715,
    0.44970402121543884,
    0.3148147463798523,
    0.6011558771133423,
    0.7826085686683655,
    0.7219511270523071,
    0.37696322798728943,
    0.6363635063171387,
    0.5980390906333923,
    0.7924526929855347,
    0.6770831346511841,
    0.26728102564811707,
    0.7671231031417847,
    0.5740739107131958,
    0.7171715497970581,
    0.5818180441856384,
    0.7715734243392944,
    0.6562498807907104,
    0.6399998664855957,
    0.6111109852790833,
    0.3575417995452881,
    0.3240739703178406,
    0.49999988079071045,
    0.5287355184555054,
    0.8036527633666992,
    0.7012985944747925,
    0.6511626243591309,
    0.6696034073829651,
    0.26315781474113464,
    0.5128204226493835,
    0.46153831481933594,
    0.8061222434043884,
    0.775119423866272,
    0.4799998700618744,
    0.4343433380126953,
    0.5588234066963196,
    0.32432422041893005,
    0.6090908050537109,
    0.8472905158996582,
    0.5434780716896057,
    0.45454537868499756,
    0.666666567325592,
    0.6399998664855957,
    0.5746267437934875,
    0.5894736051559448,
    0.631578803062439,
    0.6391751170158386,
    0.6574072241783142,
    0.4787232577800751,
    0.4599998891353607,
    0.7416664958000183,
    0.6542055010795593,
    0.46808499097824097,
    0.5145629644393921,
    0.30046939849853516,
    0.7035174369812012
   ],
   "time": 26.967180771753192,
   "param": null
  },
  {
   "epoch": 163,
   "train_loss": 0.30552613735198975,
   "val_loss": 1.8858731985092163,
   "acc": 57.54,
   "f1": [
    0.8299998044967651,
    0.6560845375061035,
    0.45918354392051697,
    0.2208588421344757,
    0.3487178385257721,
    0.563380241394043,
    0.6451612114906311,
    0.6336632370948792,
    0.7064219117164612,
    0.5999999046325684,
    0.38095223903656006,
    0.39325833320617676,
    0.6808508634567261,
    0.5502644181251526,
    0.4969695806503296,
    0.5060239434242249,
    0.7150257229804993,
    0.7032965421676636,
    0.5133689045906067,
    0.4733726978302002,
    0.7748689651489258,
    0.706976592540741,
    0.5399999022483826,
    0.7669901251792908,
    0.7624307870864868,
    0.4574466943740845,
    0.5209301114082336,
    0.3942306339740753,
    0.6124400496482849,
    0.5333331823348999,
    0.6105261445045471,
    0.6086955666542053,
    0.5308055877685547,
    0.5050503611564636,
    0.5277776718139648,
    0.35748788714408875,
    0.5648146867752075,
    0.5419846177101135,
    0.41048023104667664,
    0.7979796528816223,
    0.48598119616508484,
    0.7771427035331726,
    0.5102038979530334,
    0.6210044622421265,
    0.3414633274078369,
    0.43298953771591187,
    0.3692306876182556,
    0.6310677528381348,
    0.7579907178878784,
    0.7164177894592285,
    0.3981480300426483,
    0.6095237135887146,
    0.6132074594497681,
    0.8076921701431274,
    0.7004607319831848,
    0.26881712675094604,
    0.7804876565933228,
    0.5769229531288147,
    0.7149757146835327,
    0.649484395980835,
    0.7999997735023499,
    0.6403939127922058,
    0.5680471658706665,
    0.5795453190803528,
    0.3586955666542053,
    0.35714274644851685,
    0.4253392219543457,
    0.5371427536010742,
    0.8349512815475464,
    0.7399998903274536,
    0.6338796615600586,
    0.7582937479019165,
    0.271493136882782,
    0.4873095452785492,
    0.38181808590888977,
    0.8167537450790405,
    0.776698887348175,
    0.44210511445999146,
    0.4086955785751343,
    0.5699998736381531,
    0.36820071935653687,
    0.6237622499465942,
    0.8556699156761169,
    0.5483869910240173,
    0.49261072278022766,
    0.6388887763023376,
    0.6521738171577454,
    0.6602869629859924,
    0.5849055051803589,
    0.6458331942558289,
    0.5869563817977905,
    0.6403507590293884,
    0.5125626921653748,
    0.48039206862449646,
    0.7846888303756714,
    0.688171923160553,
    0.5050503611564636,
    0.4957263767719269,
    0.30065348744392395,
    0.6730768084526062
   ],
   "time": 27.409516900777817,
   "param": null
  },
  {
   "epoch": 164,
   "train_loss": 0.34056490659713745,
   "val_loss": 1.9930675029754639,
   "acc": 57.61,
   "f1": [
    0.7911109328269958,
    0.6943003535270691,
    0.4593299925327301,
    0.32291656732559204,
    0.36842095851898193,
    0.5549736618995667,
    0.6391751170158386,
    0.6008967757225037,
    0.7311826348304749,
    0.596858561038971,
    0.31249991059303284,
    0.3535352647304535,
    0.6515835523605347,
    0.5113635063171387,
    0.563535749912262,
    0.46511611342430115,
    0.6969695687294006,
    0.7214610576629639,
    0.53465336561203,
    0.5416665077209473,
    0.7700533270835876,
    0.622406542301178,
    0.5483869910240173,
    0.7525771856307983,
    0.7783782482147217,
    0.4851484000682831,
    0.5268816351890564,
    0.3943660855293274,
    0.6009388566017151,
    0.48275846242904663,
    0.5820105075836182,
    0.5982905030250549,
    0.5284972786903381,
    0.5081079602241516,
    0.5388599634170532,
    0.2922373414039612,
    0.5543476939201355,
    0.4999999403953552,
    0.4579438269138336,
    0.7860695123672485,
    0.5148513317108154,
    0.7807484865188599,
    0.5172412991523743,
    0.6451612114906311,
    0.3384614586830139,
    0.4402514398097992,
    0.3534882664680481,
    0.6153844594955444,
    0.7881771922111511,
    0.7562187314033508,
    0.367346853017807,
    0.6027396321296692,
    0.6041665077209473,
    0.8275859951972961,
    0.6839826703071594,
    0.2404370754957199,
    0.7772018909454346,
    0.5961536765098572,
    0.7513810992240906,
    0.6170212030410767,
    0.8316829800605774,
    0.6600984334945679,
    0.6477271318435669,
    0.5728154182434082,
    0.38502663373947144,
    0.36206886172294617,
    0.4615383446216583,
    0.45814967155456543,
    0.828193724155426,
    0.742267906665802,
    0.6086955666542053,
    0.7655500173568726,
    0.22222216427326202,
    0.43601882457733154,
    0.3529411256313324,
    0.7793425917625427,
    0.7782804369926453,
    0.486772358417511,
    0.4799998700618744,
    0.595959484577179,
    0.32558128237724304,
    0.607999861240387,
    0.8659791350364685,
    0.582914412021637,
    0.4640882611274719,
    0.6631577014923096,
    0.6435642242431641,
    0.6448596715927124,
    0.5988022685050964,
    0.6217615604400635,
    0.6030149459838867,
    0.7171715497970581,
    0.45360812544822693,
    0.47120407223701477,
    0.8133969902992249,
    0.6698563694953918,
    0.5191488265991211,
    0.5339804887771606,
    0.326315701007843,
    0.6633164882659912
   ],
   "time": 27.240587829612195,
   "param": null
  },
  {
   "epoch": 165,
   "train_loss": 0.279636949300766,
   "val_loss": 2.142195463180542,
   "acc": 58.4,
   "f1": [
    0.8275859951972961,
    0.6979165077209473,
    0.44642844796180725,
    0.3940885663032532,
    0.38578668236732483,
    0.5454544425010681,
    0.688171923160553,
    0.6899998784065247,
    0.7216493487358093,
    0.6327682137489319,
    0.36956506967544556,
    0.42708319425582886,
    0.6562498807907104,
    0.5824174284934998,
    0.5652172565460205,
    0.4607841968536377,
    0.697435736656189,
    0.766355037689209,
    0.5624998807907104,
    0.5464479923248291,
    0.8066297173500061,
    0.7142855525016785,
    0.5510202646255493,
    0.7280700206756592,
    0.83157879114151,
    0.4485980272293091,
    0.5157893896102905,
    0.37158459424972534,
    0.629441499710083,
    0.5128204226493835,
    0.6009851098060608,
    0.5855854153633118,
    0.5090908408164978,
    0.5544553399085999,
    0.535353422164917,
    0.32124343514442444,
    0.5638296604156494,
    0.5027320981025696,
    0.44444432854652405,
    0.7747746706008911,
    0.5380114912986755,
    0.7700533270835876,
    0.5454543828964233,
    0.619999885559082,
    0.30046939849853516,
    0.44578301906585693,
    0.3523315489292145,
    0.6270268559455872,
    0.7381973266601562,
    0.742857038974762,
    0.34343424439430237,
    0.5837318897247314,
    0.6220094561576843,
    0.8121825456619263,
    0.693333089351654,
    0.2890172600746155,
    0.7499999403953552,
    0.6082947254180908,
    0.7450978755950928,
    0.625640869140625,
    0.8299998044967651,
    0.5851062536239624,
    0.6596857309341431,
    0.5612244009971619,
    0.3980098366737366,
    0.39473670721054077,
    0.44351452589035034,
    0.44239622354507446,
    0.8272725939750671,
    0.7329840660095215,
    0.6699027419090271,
    0.7195766568183899,
    0.2895926535129547,
    0.49261072278022766,
    0.36607131361961365,
    0.7572813630104065,
    0.7943924069404602,
    0.491227924823761,
    0.43601882457733154,
    0.5876287817955017,
    0.39560428261756897,
    0.653465211391449,
    0.8854164481163025,
    0.5543476939201355,
    0.494381844997406,
    0.6502462029457092,
    0.5961536765098572,
    0.6728971004486084,
    0.5977010130882263,
    0.6138612627983093,
    0.6380951404571533,
    0.6538460850715637,
    0.4861876964569092,
    0.46231144666671753,
    0.8195120096206665,
    0.6893202662467957,
    0.5462961196899414,
    0.5420559644699097,
    0.2727271616458893,
    0.6761903762817383
   ],
   "time": 27.303359664976597,
   "param": null
  },
  {
   "epoch": 166,
   "train_loss": 0.3181482255458832,
   "val_loss": 1.695923924446106,
   "acc": 58.35,
   "f1": [
    0.8217819929122925,
    0.721153736114502,
    0.5118482112884521,
    0.345177561044693,
    0.3654821515083313,
    0.582914412021637,
    0.6408838629722595,
    0.6376810669898987,
    0.7668392062187195,
    0.6435642242431641,
    0.3314284682273865,
    0.3882351815700531,
    0.6631577014923096,
    0.5269460082054138,
    0.5816324949264526,
    0.4824119210243225,
    0.7311826348304749,
    0.778846025466919,
    0.5312498211860657,
    0.48936155438423157,
    0.8021388649940491,
    0.6851851344108582,
    0.5380709171295166,
    0.7302902936935425,
    0.79365074634552,
    0.48453593254089355,
    0.5549131631851196,
    0.3703702688217163,
    0.639593780040741,
    0.5434780716896057,
    0.596858561038971,
    0.5913042426109314,
    0.5052630305290222,
    0.5454544425010681,
    0.53465336561203,
    0.35643553733825684,
    0.5789472460746765,
    0.5347592234611511,
    0.46788978576660156,
    0.8020302057266235,
    0.46632111072540283,
    0.7872338891029358,
    0.5240640044212341,
    0.5982905030250549,
    0.3669723868370056,
    0.48913031816482544,
    0.3763439953327179,
    0.6310158967971802,
    0.7692306637763977,
    0.7399998903274536,
    0.362790584564209,
    0.6368157267570496,
    0.6108372807502747,
    0.786729633808136,
    0.6948355436325073,
    0.32258057594299316,
    0.776698887348175,
    0.6306304931640625,
    0.742574155330658,
    0.5820105075836182,
    0.8258705139160156,
    0.6019416451454163,
    0.625640869140625,
    0.5628139972686768,
    0.3793102204799652,
    0.3318384885787964,
    0.41314542293548584,
    0.47169798612594604,
    0.8083332180976868,
    0.7599998116493225,
    0.6338796615600586,
    0.7291665077209473,
    0.2660549581050873,
    0.46009382605552673,
    0.42727261781692505,
    0.7655500173568726,
    0.8133969902992249,
    0.48913031816482544,
    0.44444429874420166,
    0.5555554032325745,
    0.34999990463256836,
    0.6074764728546143,
    0.8717947006225586,
    0.5494503974914551,
    0.5294116139411926,
    0.6540283560752869,
    0.6153845191001892,
    0.6605502963066101,
    0.603351891040802,
    0.625640869140625,
    0.5999999046325684,
    0.6826921701431274,
    0.4918031394481659,
    0.4499998688697815,
    0.8078815937042236,
    0.6943003535270691,
    0.5137613415718079,
    0.5273630023002625,
    0.32352936267852783,
    0.6857141852378845
   ],
   "time": 26.38286100141704,
   "param": null
  },
  {
   "epoch": 167,
   "train_loss": 0.3182888627052307,
   "val_loss": 1.8886204957962036,
   "acc": 57.82,
   "f1": [
    0.7980766892433167,
    0.663461446762085,
    0.510416567325592,
    0.3487178385257721,
    0.38775497674942017,
    0.5773194432258606,
    0.6990289688110352,
    0.653465211391449,
    0.7817257046699524,
    0.6413041353225708,
    0.3626372814178467,
    0.4210525155067444,
    0.6044443249702454,
    0.5425531268119812,
    0.502923846244812,
    0.4599998891353607,
    0.6999998688697815,
    0.7403844594955444,
    0.47004595398902893,
    0.5073169469833374,
    0.7777776122093201,
    0.6410255432128906,
    0.5326631665229797,
    0.7777776122093201,
    0.7807484865188599,
    0.5089284181594849,
    0.497175008058548,
    0.39603951573371887,
    0.5999999046325684,
    0.5079363584518433,
    0.5882351994514465,
    0.5787232518196106,
    0.5053762197494507,
    0.5238093733787537,
    0.5561496019363403,
    0.3487178385257721,
    0.574585497379303,
    0.49999988079071045,
    0.4198893904685974,
    0.8307691216468811,
    0.4799998700618744,
    0.7650271654129028,
    0.48913031816482544,
    0.5929647088050842,
    0.3609755337238312,
    0.47115376591682434,
    0.3626372814178467,
    0.6051281094551086,
    0.7661689519882202,
    0.7203789353370667,
    0.3417084515094757,
    0.6122447848320007,
    0.5851062536239624,
    0.8058250546455383,
    0.6822428703308105,
    0.2792791724205017,
    0.7860695123672485,
    0.6358972787857056,
    0.7291665077209473,
    0.6136362552642822,
    0.8039213418960571,
    0.6243385076522827,
    0.6069650650024414,
    0.5561496019363403,
    0.3804876506328583,
    0.3707316219806671,
    0.41711217164993286,
    0.4976075291633606,
    0.8638496398925781,
    0.6976743340492249,
    0.6111109852790833,
    0.7136148810386658,
    0.26881712675094604,
    0.4999999403953552,
    0.38139525055885315,
    0.7685183882713318,
    0.8056870102882385,
    0.5154638290405273,
    0.4365480840206146,
    0.5809522867202759,
    0.40641695261001587,
    0.5702809691429138,
    0.8910889029502869,
    0.5578945875167847,
    0.5263156890869141,
    0.6538460850715637,
    0.5842695236206055,
    0.6521738171577454,
    0.6105261445045471,
    0.6224488615989685,
    0.5825241804122925,
    0.6578946113586426,
    0.43930622935295105,
    0.44554442167282104,
    0.8212559223175049,
    0.6543776988983154,
    0.5142855644226074,
    0.5279186367988586,
    0.3101603388786316,
    0.6899998784065247
   ],
   "time": 26.278627948835492,
   "param": null
  },
  {
   "epoch": 168,
   "train_loss": 0.37268346548080444,
   "val_loss": 1.994310975074768,
   "acc": 58.09,
   "f1": [
    0.8229165077209473,
    0.6740330457687378,
    0.47826072573661804,
    0.3386242389678955,
    0.4088887572288513,
    0.6039602756500244,
    0.6979165077209473,
    0.6301368474960327,
    0.6984125375747681,
    0.6091952323913574,
    0.36065563559532166,
    0.44808733463287354,
    0.6701569557189941,
    0.5820105075836182,
    0.4914284646511078,
    0.46999987959861755,
    0.6878305077552795,
    0.7839194536209106,
    0.5274723768234253,
    0.49999988079071045,
    0.7956987619400024,
    0.672268807888031,
    0.5698922872543335,
    0.7310923337936401,
    0.7351350784301758,
    0.4919784665107727,
    0.5376343131065369,
    0.3881855607032776,
    0.6066349744796753,
    0.48387083411216736,
    0.5507245063781738,
    0.6153844594955444,
    0.526829183101654,
    0.5347592234611511,
    0.5370368957519531,
    0.31999990344047546,
    0.6021503806114197,
    0.5517240166664124,
    0.4192138612270355,
    0.8040199875831604,
    0.5263156294822693,
    0.8087430000305176,
    0.5221238136291504,
    0.5826086401939392,
    0.3510637581348419,
    0.497175008058548,
    0.34482747316360474,
    0.6217615604400635,
    0.7793425917625427,
    0.7169809341430664,
    0.33333325386047363,
    0.5980390906333923,
    0.6320753693580627,
    0.8058250546455383,
    0.6733667254447937,
    0.28571417927742004,
    0.7745096683502197,
    0.6630433797836304,
    0.7619045972824097,
    0.639269232749939,
    0.7835050225257874,
    0.633165717124939,
    0.6464645266532898,
    0.5610858201980591,
    0.38914018869400024,
    0.4239630401134491,
    0.46009382605552673,
    0.5094338655471802,
    0.8177775740623474,
    0.732673168182373,
    0.6538460850715637,
    0.716577410697937,
    0.26484012603759766,
    0.5595853924751282,
    0.368663489818573,
    0.7692306041717529,
    0.8159202337265015,
    0.44554442167282104,
    0.4343433380126953,
    0.577777624130249,
    0.3980098366737366,
    0.6391751170158386,
    0.864864706993103,
    0.5561496019363403,
    0.4938269853591919,
    0.6699506640434265,
    0.5858584046363831,
    0.679245114326477,
    0.5963301062583923,
    0.6565654873847961,
    0.5658535361289978,
    0.696078360080719,
    0.46835434436798096,
    0.4162435233592987,
    0.7939696907997131,
    0.6701029539108276,
    0.5025123953819275,
    0.46491214632987976,
    0.30939218401908875,
    0.6560845375061035
   ],
   "time": 26.775386979803443,
   "param": null
  },
  {
   "epoch": 169,
   "train_loss": 0.28114503622055054,
   "val_loss": 1.7943590879440308,
   "acc": 58.29,
   "f1": [
    0.8469385504722595,
    0.653465211391449,
    0.4623654782772064,
    0.36065563559532166,
    0.3755101263523102,
    0.5806450843811035,
    0.6666665077209473,
    0.5982142090797424,
    0.7599998116493225,
    0.6101693511009216,
    0.32558128237724304,
    0.37426888942718506,
    0.6808508634567261,
    0.5863873362541199,
    0.534031331539154,
    0.4835163354873657,
    0.6632122993469238,
    0.7465436458587646,
    0.4950493574142456,
    0.49999988079071045,
    0.7938142418861389,
    0.6889951229095459,
    0.5396823883056641,
    0.7798163890838623,
    0.742857038974762,
    0.45054933428764343,
    0.5714284181594849,
    0.40148690342903137,
    0.6354165077209473,
    0.5454543828964233,
    0.6138612627983093,
    0.616071343421936,
    0.4799998700618744,
    0.49261072278022766,
    0.5851062536239624,
    0.3135133981704712,
    0.56043940782547,
    0.5435895919799805,
    0.4550263583660126,
    0.7799997925758362,
    0.502923846244812,
    0.8241757154464722,
    0.5377357006072998,
    0.6060605049133301,
    0.36815908551216125,
    0.47916653752326965,
    0.3743841052055359,
    0.596858561038971,
    0.7777776122093201,
    0.6785712838172913,
    0.3578946590423584,
    0.6376810669898987,
    0.6009388566017151,
    0.7922703623771667,
    0.6700506210327148,
    0.29473677277565,
    0.7641507983207703,
    0.6448085904121399,
    0.7692306637763977,
    0.6073297262191772,
    0.7926266193389893,
    0.6336632370948792,
    0.6326529383659363,
    0.5398228764533997,
    0.4158414602279663,
    0.3823528587818146,
    0.46728962659835815,
    0.45248857140541077,
    0.8086954951286316,
    0.7253884673118591,
    0.6701569557189941,
    0.7486629486083984,
    0.2722512185573578,
    0.5096152424812317,
    0.3881855607032776,
    0.7586205005645752,
    0.7747746706008911,
    0.4382021129131317,
    0.46242761611938477,
    0.622641384601593,
    0.3699999153614044,
    0.6046510338783264,
    0.8686867356300354,
    0.5524860620498657,
    0.5263156294822693,
    0.6759257912635803,
    0.5948716402053833,
    0.6347824931144714,
    0.6262625455856323,
    0.6532661318778992,
    0.6116504073143005,
    0.696078360080719,
    0.4499998986721039,
    0.4607328474521637,
    0.8040199875831604,
    0.666666567325592,
    0.5102879405021667,
    0.5377357006072998,
    0.31914883852005005,
    0.6634145379066467
   ],
   "time": 25.856878250837326,
   "param": null
  },
  {
   "epoch": 170,
   "train_loss": 0.2087853103876114,
   "val_loss": 1.9050936698913574,
   "acc": 57.9,
   "f1": [
    0.8163263201713562,
    0.6728971004486084,
    0.4978164732456207,
    0.2891565263271332,
    0.38356152176856995,
    0.6153844594955444,
    0.6702701449394226,
    0.5855854153633118,
    0.7136148810386658,
    0.6091952323913574,
    0.35714277625083923,
    0.4432430863380432,
    0.6467660069465637,
    0.579234778881073,
    0.553672194480896,
    0.4756755530834198,
    0.7021275758743286,
    0.7499998807907104,
    0.5027320981025696,
    0.5202310085296631,
    0.7999997735023499,
    0.6610877513885498,
    0.522612988948822,
    0.7843136787414551,
    0.7722770571708679,
    0.4541061818599701,
    0.4903845191001892,
    0.3703702688217163,
    0.6066349744796753,
    0.5161289572715759,
    0.5853657722473145,
    0.6178008913993835,
    0.5192306637763977,
    0.5414363145828247,
    0.5951218605041504,
    0.2780747711658478,
    0.5683058500289917,
    0.5221673846244812,
    0.4339621663093567,
    0.7904760241508484,
    0.497175008058548,
    0.8124998211860657,
    0.4907405972480774,
    0.6039602756500244,
    0.31730762124061584,
    0.4623654782772064,
    0.3529410660266876,
    0.6210044622421265,
    0.7465436458587646,
    0.7109003663063049,
    0.3152708411216736,
    0.6403939127922058,
    0.5786800384521484,
    0.8055554032325745,
    0.6995072364807129,
    0.29787227511405945,
    0.7487682700157166,
    0.6702701449394226,
    0.7253884673118591,
    0.6238530874252319,
    0.7999997735023499,
    0.6138612627983093,
    0.6162160634994507,
    0.6129031181335449,
    0.40796008706092834,
    0.38095229864120483,
    0.4434387683868408,
    0.4786323606967926,
    0.7964600324630737,
    0.7487177848815918,
    0.6666665077209473,
    0.7628865242004395,
    0.24083760380744934,
    0.5454543828964233,
    0.36521732807159424,
    0.7804876565933228,
    0.8019800782203674,
    0.45360812544822693,
    0.4595744013786316,
    0.582914412021637,
    0.40999990701675415,
    0.6432158946990967,
    0.8691098093986511,
    0.5617976188659668,
    0.49999988079071045,
    0.6464645266532898,
    0.5876287817955017,
    0.6666665077209473,
    0.6069650650024414,
    0.6041665077209473,
    0.5903083086013794,
    0.6865670084953308,
    0.45238080620765686,
    0.46938762068748474,
    0.8097559213638306,
    0.6428569555282593,
    0.5185183882713318,
    0.5230767726898193,
    0.2780747711658478,
    0.6363635063171387
   ],
   "time": 26.038066596724093,
   "param": null
  },
  {
   "epoch": 171,
   "train_loss": 0.303443044424057,
   "val_loss": 1.8469034433364868,
   "acc": 57.96,
   "f1": [
    0.837209165096283,
    0.6701569557189941,
    0.4210525453090668,
    0.3465345501899719,
    0.3899998664855957,
    0.5681816935539246,
    0.6113988757133484,
    0.5887848734855652,
    0.7253884673118591,
    0.6009851098060608,
    0.2976189851760864,
    0.37894728779792786,
    0.6562498807907104,
    0.5942855477333069,
    0.4914284646511078,
    0.44670039415359497,
    0.6896550059318542,
    0.7817257046699524,
    0.5263156890869141,
    0.5108694434165955,
    0.7575755715370178,
    0.672645628452301,
    0.529999852180481,
    0.7610617876052856,
    0.7861270308494568,
    0.4734298884868622,
    0.5227271318435669,
    0.4293783903121948,
    0.6272726058959961,
    0.5340908169746399,
    0.6363635063171387,
    0.5514401793479919,
    0.5445543527603149,
    0.5348835587501526,
    0.5656563639640808,
    0.32599109411239624,
    0.5479451417922974,
    0.47474732995033264,
    0.42342329025268555,
    0.8235292434692383,
    0.507771909236908,
    0.7650271654129028,
    0.517646849155426,
    0.6044443249702454,
    0.3251230716705322,
    0.45901623368263245,
    0.3487178385257721,
    0.5869563817977905,
    0.7542371153831482,
    0.6984125375747681,
    0.39603951573371887,
    0.6055043935775757,
    0.6091369390487671,
    0.8039213418960571,
    0.6339284181594849,
    0.3157893717288971,
    0.7999998331069946,
    0.6066349744796753,
    0.72251296043396,
    0.6078430414199829,
    0.8159202337265015,
    0.6043955087661743,
    0.6421051621437073,
    0.5895952582359314,
    0.35294109582901,
    0.36521732807159424,
    0.45414838194847107,
    0.5846152901649475,
    0.8465114831924438,
    0.7181816697120667,
    0.6417111158370972,
    0.7157893776893616,
    0.30057793855667114,
    0.5049503445625305,
    0.38144323229789734,
    0.8080806732177734,
    0.8155338168144226,
    0.4705881178379059,
    0.41346144676208496,
    0.5391303300857544,
    0.37999987602233887,
    0.6138612627983093,
    0.8571427464485168,
    0.5699480772018433,
    0.5106381177902222,
    0.6770831346511841,
    0.639593780040741,
    0.6367712020874023,
    0.6304346323013306,
    0.6631014943122864,
    0.6169153451919556,
    0.6816141605377197,
    0.5052630305290222,
    0.46808499097824097,
    0.7727271318435669,
    0.6951870322227478,
    0.5155554413795471,
    0.525345504283905,
    0.3653844892978668,
    0.6565654873847961
   ],
   "time": 26.90873146057129,
   "param": null
  },
  {
   "epoch": 172,
   "train_loss": 0.2524334192276001,
   "val_loss": 1.6750109195709229,
   "acc": 58.6,
   "f1": [
    0.8487803936004639,
    0.6798028349876404,
    0.4705881178379059,
    0.32989683747291565,
    0.39603951573371887,
    0.5853657722473145,
    0.6701569557189941,
    0.6403939127922058,
    0.7081338167190552,
    0.602040708065033,
    0.32183900475502014,
    0.4114284813404083,
    0.6632652282714844,
    0.5810053944587708,
    0.5257141590118408,
    0.474226713180542,
    0.6834169626235962,
    0.7745096683502197,
    0.5247523188591003,
    0.5170730352401733,
    0.7789472937583923,
    0.6818180680274963,
    0.5463413596153259,
    0.742081344127655,
    0.7857141494750977,
    0.43902426958084106,
    0.5333331823348999,
    0.3999998867511749,
    0.5964910984039307,
    0.5212765336036682,
    0.6010927557945251,
    0.5855854153633118,
    0.5513511896133423,
    0.510416567325592,
    0.5052630305290222,
    0.3348836302757263,
    0.5658535361289978,
    0.5132741928100586,
    0.46363624930381775,
    0.8247420191764832,
    0.507771909236908,
    0.797814130783081,
    0.5326631665229797,
    0.5847455859184265,
    0.345177561044693,
    0.4606740176677704,
    0.3535352647304535,
    0.603351891040802,
    0.7729466557502747,
    0.6666665077209473,
    0.3557691276073456,
    0.6255922317504883,
    0.6431716680526733,
    0.8099998235702515,
    0.6603772640228271,
    0.30526304244995117,
    0.7981649041175842,
    0.6185566186904907,
    0.735751211643219,
    0.6073297262191772,
    0.8199998736381531,
    0.5989303588867188,
    0.6242773532867432,
    0.5989303588867188,
    0.3723403513431549,
    0.38918909430503845,
    0.45887434482574463,
    0.5685278177261353,
    0.8543688058853149,
    0.7136148810386658,
    0.6842104196548462,
    0.753488302230835,
    0.2976743280887604,
    0.507771909236908,
    0.41441428661346436,
    0.8247420191764832,
    0.8018866777420044,
    0.45348823070526123,
    0.44554442167282104,
    0.5825241804122925,
    0.39805811643600464,
    0.5972849726676941,
    0.8900521993637085,
    0.5789472460746765,
    0.5024153590202332,
    0.669999897480011,
    0.5906734466552734,
    0.6454544067382812,
    0.6461536884307861,
    0.660633385181427,
    0.6268655061721802,
    0.705357015132904,
    0.5028570294380188,
    0.48205116391181946,
    0.7762555480003357,
    0.653465211391449,
    0.5188678503036499,
    0.5198236703872681,
    0.3350784480571747,
    0.6947367191314697
   ],
   "time": 26.311672557145357,
   "param": null
  },
  {
   "epoch": 173,
   "train_loss": 0.24878691136837006,
   "val_loss": 1.8401057720184326,
   "acc": 58.09,
   "f1": [
    0.8240739107131958,
    0.669999897480011,
    0.4630540609359741,
    0.3583814203739166,
    0.4077668786048889,
    0.484615296125412,
    0.6242773532867432,
    0.6372547745704651,
    0.7127658128738403,
    0.6237622499465942,
    0.38974347710609436,
    0.37499991059303284,
    0.6255922317504883,
    0.5595853924751282,
    0.4905658960342407,
    0.4656083285808563,
    0.7024388909339905,
    0.7476633787155151,
    0.5148513317108154,
    0.5333331823348999,
    0.7722770571708679,
    0.6849313974380493,
    0.5384613871574402,
    0.7263157367706299,
    0.7860695123672485,
    0.46728962659835815,
    0.5257141590118408,
    0.43049317598342896,
    0.5818180441856384,
    0.5157893896102905,
    0.5999999046325684,
    0.5982142090797424,
    0.5444443225860596,
    0.5026176571846008,
    0.5380114912986755,
    0.3265305161476135,
    0.5543476939201355,
    0.49549540877342224,
    0.4416665732860565,
    0.8383836150169373,
    0.5073169469833374,
    0.7624307870864868,
    0.5465114712715149,
    0.6113988757133484,
    0.3696681261062622,
    0.48888877034187317,
    0.3617020547389984,
    0.5898616909980774,
    0.7499999403953552,
    0.6956520080566406,
    0.3474177420139313,
    0.6261681318283081,
    0.5454544425010681,
    0.8426394462585449,
    0.6915886998176575,
    0.2736841142177582,
    0.7714284658432007,
    0.6162160634994507,
    0.725490152835846,
    0.620320737361908,
    0.817733883857727,
    0.6421051621437073,
    0.645502507686615,
    0.5741626024246216,
    0.4210525155067444,
    0.3693692684173584,
    0.446808397769928,
    0.5217390656471252,
    0.8401824831962585,
    0.7247704863548279,
    0.6458331942558289,
    0.7242796421051025,
    0.26136353611946106,
    0.48484838008880615,
    0.3743841052055359,
    0.7809522151947021,
    0.8292681574821472,
    0.487046480178833,
    0.4808742105960846,
    0.5699998736381531,
    0.3711339235305786,
    0.5662099123001099,
    0.864864706993103,
    0.5434780716896057,
    0.49019595980644226,
    0.666666567325592,
    0.5925924777984619,
    0.622406542301178,
    0.6310158967971802,
    0.6701029539108276,
    0.6071427464485168,
    0.6926406025886536,
    0.4972374439239502,
    0.44970402121543884,
    0.7583332061767578,
    0.6599999070167542,
    0.4933919608592987,
    0.5492226481437683,
    0.35502949357032776,
    0.6730768084526062
   ],
   "time": 26.943229309283197,
   "param": null
  },
  {
   "epoch": 174,
   "train_loss": 0.21285927295684814,
   "val_loss": 1.9323039054870605,
   "acc": 59.04,
   "f1": [
    0.8341706395149231,
    0.6796115040779114,
    0.5263156890869141,
    0.3510637581348419,
    0.4036695957183838,
    0.6009851098060608,
    0.6448085904121399,
    0.6990289688110352,
    0.7121950387954712,
    0.6448085904121399,
    0.36686381697654724,
    0.44554442167282104,
    0.6237622499465942,
    0.5937498807907104,
    0.5454543828964233,
    0.5284972786903381,
    0.7135133743286133,
    0.7264572381973267,
    0.5652172565460205,
    0.49999988079071045,
    0.7916665077209473,
    0.6610877513885498,
    0.5151513814926147,
    0.7722770571708679,
    0.8062825202941895,
    0.5054942965507507,
    0.5436891913414001,
    0.4154588282108307,
    0.6336632370948792,
    0.5376343131065369,
    0.6010361909866333,
    0.6310677528381348,
    0.5133689045906067,
    0.524590015411377,
    0.5560973882675171,
    0.3157893717288971,
    0.594594419002533,
    0.46231144666671753,
    0.4509802758693695,
    0.8159202337265015,
    0.49746179580688477,
    0.7868850827217102,
    0.5045044422149658,
    0.6133331656455994,
    0.34736835956573486,
    0.48044681549072266,
    0.3387977182865143,
    0.6263735294342041,
    0.7373270392417908,
    0.7219511270523071,
    0.34343424439430237,
    0.629441499710083,
    0.6666665077209473,
    0.835820734500885,
    0.6981130838394165,
    0.2906976044178009,
    0.7804876565933228,
    0.6666665077209473,
    0.7459457516670227,
    0.6197181344032288,
    0.8078815937042236,
    0.6341462135314941,
    0.6382977366447449,
    0.6048778891563416,
    0.42512065172195435,
    0.3636362552642822,
    0.45535701513290405,
    0.502564013004303,
    0.820960521697998,
    0.7474745512008667,
    0.669999897480011,
    0.7512688636779785,
    0.2871793806552887,
    0.522612988948822,
    0.3981899321079254,
    0.798029363155365,
    0.8148146271705627,
    0.4577113389968872,
    0.4245808720588684,
    0.5754715800285339,
    0.36180898547172546,
    0.6086955666542053,
    0.864864706993103,
    0.5957446098327637,
    0.5212765336036682,
    0.6315788626670837,
    0.6086955666542053,
    0.6889951229095459,
    0.6099998950958252,
    0.6574072241783142,
    0.6305417418479919,
    0.6822428703308105,
    0.47619035840034485,
    0.44339612126350403,
    0.7850465774536133,
    0.6798028349876404,
    0.5049503445625305,
    0.5610858201980591,
    0.3076922297477722,
    0.6666665077209473
   ],
   "time": 26.929234699346125,
   "param": null
  },
  {
   "epoch": 175,
   "train_loss": 0.2026692032814026,
   "val_loss": 1.9338409900665283,
   "acc": 57.85,
   "f1": [
    0.8076921701431274,
    0.7093595266342163,
    0.4945053458213806,
    0.34042540192604065,
    0.3584904372692108,
    0.5175436735153198,
    0.633333146572113,
    0.6224488615989685,
    0.6966290473937988,
    0.5898616909980774,
    0.38251355290412903,
    0.4516127407550812,
    0.6168223023414612,
    0.5742572546005249,
    0.5142855644226074,
    0.46739116311073303,
    0.6602869629859924,
    0.7512193918228149,
    0.5230767726898193,
    0.49484527111053467,
    0.7575755715370178,
    0.6759257912635803,
    0.535353422164917,
    0.7619046568870544,
    0.7668392062187195,
    0.4705880880355835,
    0.5028570294380188,
    0.4365480840206146,
    0.5789473056793213,
    0.5291004180908203,
    0.5970147848129272,
    0.6169153451919556,
    0.5365853309631348,
    0.48809507489204407,
    0.5135133862495422,
    0.34862375259399414,
    0.5148513317108154,
    0.5638765096664429,
    0.45814967155456543,
    0.8410254716873169,
    0.44339612126350403,
    0.7955800294876099,
    0.56043940782547,
    0.6090908050537109,
    0.3510637581348419,
    0.43636354804039,
    0.4042551815509796,
    0.6255922317504883,
    0.8019322156906128,
    0.6989246010780334,
    0.3152708411216736,
    0.6267279982566833,
    0.56043940782547,
    0.817733883857727,
    0.6785712838172913,
    0.2697673439979553,
    0.7741933465003967,
    0.6311109066009521,
    0.72251296043396,
    0.595959484577179,
    0.7826085686683655,
    0.6031745076179504,
    0.6338796615600586,
    0.5684208869934082,
    0.30857133865356445,
    0.3431371748447418,
    0.44651150703430176,
    0.4808742105960846,
    0.847926139831543,
    0.7238093614578247,
    0.6489360928535461,
    0.7239817380905151,
    0.2564101815223694,
    0.522612988948822,
    0.3831774890422821,
    0.8124998211860657,
    0.8374382257461548,
    0.4670049846172333,
    0.4469272196292877,
    0.594594419002533,
    0.36448585987091064,
    0.5953487157821655,
    0.8571427464485168,
    0.5913977026939392,
    0.547485888004303,
    0.6700506210327148,
    0.594594419002533,
    0.6486485004425049,
    0.5599998831748962,
    0.7021275758743286,
    0.5948716402053833,
    0.6816141605377197,
    0.49999988079071045,
    0.4338623583316803,
    0.754385769367218,
    0.6604650020599365,
    0.5267855525016785,
    0.4978164732456207,
    0.35714274644851685,
    0.696517288684845
   ],
   "time": 26.686945312656462,
   "param": null
  },
  {
   "epoch": 176,
   "train_loss": 0.24254432320594788,
   "val_loss": 1.8524425029754639,
   "acc": 58.8,
   "f1": [
    0.8316829800605774,
    0.6560845375061035,
    0.5073169469833374,
    0.3139533996582031,
    0.3823528587818146,
    0.575107216835022,
    0.6777776479721069,
    0.6283184885978699,
    0.6880732178688049,
    0.5882351994514465,
    0.3657141625881195,
    0.3820223808288574,
    0.6507176160812378,
    0.5728641748428345,
    0.5086703896522522,
    0.474226713180542,
    0.725490152835846,
    0.7524750828742981,
    0.5499998927116394,
    0.49999988079071045,
    0.762376070022583,
    0.6580085158348083,
    0.524590015411377,
    0.7783250212669373,
    0.7643977999687195,
    0.487046480178833,
    0.525139570236206,
    0.3880595862865448,
    0.6197181344032288,
    0.5217389464378357,
    0.5799998641014099,
    0.6055043935775757,
    0.5284972786903381,
    0.520408034324646,
    0.5858584046363831,
    0.3489360511302948,
    0.5368419289588928,
    0.5066665410995483,
    0.4466018080711365,
    0.8457710146903992,
    0.4795917272567749,
    0.7777776122093201,
    0.5621620416641235,
    0.6391751170158386,
    0.3459458649158478,
    0.45810040831565857,
    0.38834938406944275,
    0.6243385076522827,
    0.7610617876052856,
    0.6772485375404358,
    0.39215680956840515,
    0.6291078925132751,
    0.6285713315010071,
    0.8235292434692383,
    0.6926406025886536,
    0.32258057594299316,
    0.786729633808136,
    0.6631577014923096,
    0.7319586277008057,
    0.6280191540718079,
    0.7938142418861389,
    0.6564101576805115,
    0.6555553674697876,
    0.6349205374717712,
    0.38775497674942017,
    0.33816415071487427,
    0.4753361940383911,
    0.486772358417511,
    0.870813250541687,
    0.7524750828742981,
    0.6372547745704651,
    0.7378638982772827,
    0.2983424663543701,
    0.48167529702186584,
    0.3923443853855133,
    0.7830187082290649,
    0.8217819929122925,
    0.48421040177345276,
    0.4380951225757599,
    0.5799998641014099,
    0.4259258210659027,
    0.5945944786071777,
    0.8586385846138,
    0.5464479923248291,
    0.4953269362449646,
    0.6600984334945679,
    0.6631577014923096,
    0.6725662350654602,
    0.6344084739685059,
    0.683937668800354,
    0.5888887047767639,
    0.6694913506507874,
    0.5081079602241516,
    0.4561401903629303,
    0.7841408252716064,
    0.6341462135314941,
    0.4950493574142456,
    0.553571343421936,
    0.3626372814178467,
    0.6798028349876404
   ],
   "time": 25.4455125303939,
   "param": null
  },
  {
   "epoch": 177,
   "train_loss": 0.2939581573009491,
   "val_loss": 2.175773859024048,
   "acc": 58.83,
   "f1": [
    0.835820734500885,
    0.666666567325592,
    0.48039206862449646,
    0.3575417995452881,
    0.3842363655567169,
    0.558139443397522,
    0.6559138894081116,
    0.6188339591026306,
    0.7219511270523071,
    0.6206895112991333,
    0.36158180236816406,
    0.4161849021911621,
    0.6910993456840515,
    0.5888887047767639,
    0.5172412991523743,
    0.5027320981025696,
    0.711340069770813,
    0.7536230683326721,
    0.5527637004852295,
    0.4999998211860657,
    0.728155255317688,
    0.6696831583976746,
    0.5279186367988586,
    0.7804876565933228,
    0.7373736500740051,
    0.46601933240890503,
    0.5026176571846008,
    0.37004393339157104,
    0.6504853367805481,
    0.5257141590118408,
    0.582914412021637,
    0.6113988757133484,
    0.5284972786903381,
    0.553672194480896,
    0.613756537437439,
    0.33492809534072876,
    0.5510202646255493,
    0.5933012366294861,
    0.45248857140541077,
    0.8383836150169373,
    0.5050503611564636,
    0.7845302224159241,
    0.5482232570648193,
    0.6138612627983093,
    0.3711339235305786,
    0.4812833070755005,
    0.3880595862865448,
    0.6178008913993835,
    0.7850465774536133,
    0.7317072153091431,
    0.36619704961776733,
    0.6542055010795593,
    0.6057690978050232,
    0.8229663372039795,
    0.675555408000946,
    0.2891565263271332,
    0.7906975150108337,
    0.6528496146202087,
    0.7578946352005005,
    0.6403939127922058,
    0.8258705139160156,
    0.6270268559455872,
    0.637362539768219,
    0.602040708065033,
    0.38144323229789734,
    0.3534882664680481,
    0.46428558230400085,
    0.5142855644226074,
    0.8214284777641296,
    0.735293984413147,
    0.6532661318778992,
    0.7309643626213074,
    0.2564101815223694,
    0.48421040177345276,
    0.3693692684173584,
    0.7669901251792908,
    0.8258705139160156,
    0.487046480178833,
    0.42452818155288696,
    0.5841582417488098,
    0.3703702688217163,
    0.6103284358978271,
    0.86021488904953,
    0.5638296604156494,
    0.5026736855506897,
    0.7070705890655518,
    0.613756537437439,
    0.660633385181427,
    0.6086955666542053,
    0.680412232875824,
    0.625640869140625,
    0.6972475647926331,
    0.4699452221393585,
    0.4599998891353607,
    0.8155338168144226,
    0.6473428606987,
    0.49999988079071045,
    0.5333332419395447,
    0.34920626878738403,
    0.6790696382522583
   ],
   "time": 26.11175130493939,
   "param": null
  },
  {
   "epoch": 178,
   "train_loss": 0.16376803815364838,
   "val_loss": 1.9214832782745361,
   "acc": 58.94,
   "f1": [
    0.8155338168144226,
    0.6769229769706726,
    0.4837207794189453,
    0.36464083194732666,
    0.39378228783607483,
    0.5296802520751953,
    0.684491753578186,
    0.6173911690711975,
    0.7219511270523071,
    0.5728154182434082,
    0.3953487277030945,
    0.40624988079071045,
    0.6464645266532898,
    0.575916051864624,
    0.5088756084442139,
    0.4615383446216583,
    0.7150257229804993,
    0.775119423866272,
    0.5502644181251526,
    0.5435895919799805,
    0.7722770571708679,
    0.6548671722412109,
    0.5161289572715759,
    0.7562187314033508,
    0.7512688636779785,
    0.46231144666671753,
    0.525139570236206,
    0.41052618622779846,
    0.6027396321296692,
    0.5280897617340088,
    0.6010927557945251,
    0.6481480002403259,
    0.5399999022483826,
    0.48167529702186584,
    0.5490195155143738,
    0.3384614586830139,
    0.5578945875167847,
    0.5533979535102844,
    0.474226713180542,
    0.8399998545646667,
    0.49756085872650146,
    0.788888692855835,
    0.5326631665229797,
    0.6435642242431641,
    0.38974347710609436,
    0.4712642431259155,
    0.3557691276073456,
    0.6338796615600586,
    0.7804876565933228,
    0.7046630382537842,
    0.35185176134109497,
    0.6280191540718079,
    0.6486485004425049,
    0.8309177160263062,
    0.6637929677963257,
    0.3068180978298187,
    0.7999998927116394,
    0.6231154203414917,
    0.7675674557685852,
    0.6161615252494812,
    0.8316829800605774,
    0.6599999070167542,
    0.6818180680274963,
    0.6113988757133484,
    0.3880595862865448,
    0.34821417927742004,
    0.5242717266082764,
    0.4923075735569,
    0.831858217716217,
    0.7378638982772827,
    0.6349205374717712,
    0.7238093614578247,
    0.28571420907974243,
    0.525345504283905,
    0.3771928548812866,
    0.778846025466919,
    0.7962961196899414,
    0.45918354392051697,
    0.44210511445999146,
    0.5806450843811035,
    0.36458322405815125,
    0.6268655061721802,
    0.8723402619361877,
    0.5744680166244507,
    0.518134593963623,
    0.6633164882659912,
    0.5849055051803589,
    0.642857015132904,
    0.5828570127487183,
    0.6732671856880188,
    0.6764704585075378,
    0.6936934590339661,
    0.5130888819694519,
    0.445652037858963,
    0.7672412395477295,
    0.6701029539108276,
    0.49999988079071045,
    0.5849055051803589,
    0.345177561044693,
    0.6603772640228271
   ],
   "time": 25.934075685217977,
   "param": null
  },
  {
   "epoch": 179,
   "train_loss": 0.2256663590669632,
   "val_loss": 2.152895927429199,
   "acc": 59.3,
   "f1": [
    0.8212559223175049,
    0.6542055010795593,
    0.47715723514556885,
    0.3316061198711395,
    0.40692633390426636,
    0.5674417018890381,
    0.6874998807907104,
    0.6445496082305908,
    0.738461434841156,
    0.6276593804359436,
    0.38636353611946106,
    0.4086019992828369,
    0.6565654873847961,
    0.5608464479446411,
    0.4919784665107727,
    0.48167529702186584,
    0.711340069770813,
    0.7735847234725952,
    0.5744680166244507,
    0.5482232570648193,
    0.7748689651489258,
    0.6696831583976746,
    0.5279186367988586,
    0.7884613275527954,
    0.7748689651489258,
    0.47393354773521423,
    0.5445024967193604,
    0.4095236659049988,
    0.6633662581443787,
    0.5217389464378357,
    0.6073297262191772,
    0.6090908050537109,
    0.5520831942558289,
    0.48803818225860596,
    0.5410627126693726,
    0.3523808717727661,
    0.5863873362541199,
    0.5299144387245178,
    0.48039206862449646,
    0.8484846949577332,
    0.4949493706226349,
    0.7802196741104126,
    0.5130888819694519,
    0.6238530874252319,
    0.3979056477546692,
    0.4699452221393585,
    0.36190465092658997,
    0.624390184879303,
    0.776698887348175,
    0.697435736656189,
    0.3636362850666046,
    0.6766167879104614,
    0.5728641748428345,
    0.8018866777420044,
    0.688372015953064,
    0.3315507173538208,
    0.7619046568870544,
    0.662983238697052,
    0.760416567325592,
    0.6063828468322754,
    0.8159202337265015,
    0.6526314616203308,
    0.6489360928535461,
    0.5888323187828064,
    0.41346144676208496,
    0.3478260338306427,
    0.49999988079071045,
    0.5595853924751282,
    0.8355554342269897,
    0.7638189196586609,
    0.6666665077209473,
    0.7115383744239807,
    0.2954544425010681,
    0.487046480178833,
    0.3999998867511749,
    0.8097559213638306,
    0.8275859951972961,
    0.494381844997406,
    0.49261072278022766,
    0.6086955666542053,
    0.39195966720581055,
    0.6220094561576843,
    0.8631577491760254,
    0.5760868191719055,
    0.5405403971672058,
    0.6700506210327148,
    0.6113988757133484,
    0.6603772640228271,
    0.575916051864624,
    0.6504853367805481,
    0.639269232749939,
    0.693333089351654,
    0.491227924823761,
    0.47916653752326965,
    0.7657655477523804,
    0.6568626165390015,
    0.5198236703872681,
    0.5263157486915588,
    0.3636362850666046,
    0.653465211391449
   ],
   "time": 26.85819437354803,
   "param": null
  },
  {
   "epoch": 180,
   "train_loss": 0.17354147136211395,
   "val_loss": 1.8163342475891113,
   "acc": 58.95,
   "f1": [
    0.8269229531288147,
    0.6530610918998718,
    0.47761180996894836,
    0.3517586886882782,
    0.38914018869400024,
    0.5545453429222107,
    0.6594592928886414,
    0.635944664478302,
    0.7087377309799194,
    0.6282721161842346,
    0.34883710741996765,
    0.4086019992828369,
    0.6467660069465637,
    0.5608464479446411,
    0.5274723768234253,
    0.45263150334358215,
    0.7199999094009399,
    0.7887322306632996,
    0.5624998807907104,
    0.542713463306427,
    0.7653059959411621,
    0.6846845149993896,
    0.5291004180908203,
    0.7817257046699524,
    0.784946084022522,
    0.44444435834884644,
    0.5425531268119812,
    0.4248703718185425,
    0.6439023613929749,
    0.4973543584346771,
    0.6129031181335449,
    0.6063346862792969,
    0.5425531268119812,
    0.5263156890869141,
    0.5567008852958679,
    0.3414633274078369,
    0.5578945875167847,
    0.568720281124115,
    0.47393354773521423,
    0.8324871063232422,
    0.46999987959861755,
    0.7826085686683655,
    0.5209301114082336,
    0.6310677528381348,
    0.37185919284820557,
    0.4772725999355316,
    0.367346853017807,
    0.6073297262191772,
    0.7715734243392944,
    0.735751211643219,
    0.37999987602233887,
    0.6336632370948792,
    0.5945944786071777,
    0.8056870102882385,
    0.6760562062263489,
    0.30456843972206116,
    0.7684727907180786,
    0.6424869298934937,
    0.7499998807907104,
    0.6129031181335449,
    0.8155338168144226,
    0.6403939127922058,
    0.6298341155052185,
    0.5786800384521484,
    0.403755784034729,
    0.3478260338306427,
    0.4748857021331787,
    0.5026176571846008,
    0.8122269511222839,
    0.7333331108093262,
    0.6951870322227478,
    0.7272725701332092,
    0.28571417927742004,
    0.4973543584346771,
    0.41176459193229675,
    0.8018866777420044,
    0.8073392510414124,
    0.4623654782772064,
    0.4530385434627533,
    0.5981307029724121,
    0.39195966720581055,
    0.6153844594955444,
    0.8795809149742126,
    0.559139609336853,
    0.5405403971672058,
    0.6633164882659912,
    0.5870645046234131,
    0.6576575636863708,
    0.6129031181335449,
    0.657142698764801,
    0.6206895112991333,
    0.6872245073318481,
    0.47513800859451294,
    0.47916653752326965,
    0.7876104116439819,
    0.6764704585075378,
    0.49999988079071045,
    0.5272725820541382,
    0.36871495842933655,
    0.6796115040779114
   ],
   "time": 26.383849293924868,
   "param": null
  },
  {
   "epoch": 181,
   "train_loss": 0.1461779624223709,
   "val_loss": 1.944341778755188,
   "acc": 58.69,
   "f1": [
    0.8299998044967651,
    0.6467660069465637,
    0.4361701011657715,
    0.3386242389678955,
    0.4214874804019928,
    0.562211811542511,
    0.6594592928886414,
    0.6418603658676147,
    0.7005074620246887,
    0.6178008913993835,
    0.35582810640335083,
    0.3934425115585327,
    0.6372547745704651,
    0.5628139972686768,
    0.5136610269546509,
    0.4607841968536377,
    0.7135677337646484,
    0.7636361122131348,
    0.5624998807907104,
    0.535353422164917,
    0.7699998021125793,
    0.652542233467102,
    0.5050503611564636,
    0.7523808479309082,
    0.7668392062187195,
    0.4411763548851013,
    0.5524860620498657,
    0.41711217164993286,
    0.6376810669898987,
    0.5168538093566895,
    0.6063828468322754,
    0.5982142090797424,
    0.5312498211860657,
    0.5164318084716797,
    0.5294116735458374,
    0.30621999502182007,
    0.5806450843811035,
    0.539215624332428,
    0.5074625611305237,
    0.835051417350769,
    0.47761180996894836,
    0.8043477535247803,
    0.492890864610672,
    0.6124400496482849,
    0.3636362552642822,
    0.46153831481933594,
    0.345177561044693,
    0.5989846587181091,
    0.7821780443191528,
    0.7411166429519653,
    0.4123710095882416,
    0.6467660069465637,
    0.5821594595909119,
    0.7943924069404602,
    0.6859902143478394,
    0.3135133981704712,
    0.7826085686683655,
    0.649214506149292,
    0.7487177848815918,
    0.596858561038971,
    0.8252425789833069,
    0.6224488615989685,
    0.6408838629722595,
    0.5863873362541199,
    0.3794870972633362,
    0.3636362552642822,
    0.49765241146087646,
    0.5099998712539673,
    0.8355554342269897,
    0.725490152835846,
    0.6947367191314697,
    0.7264149188995361,
    0.28571417927742004,
    0.4974091649055481,
    0.4380951225757599,
    0.7943924069404602,
    0.7892374992370605,
    0.486772358417511,
    0.47368407249450684,
    0.6086955666542053,
    0.38775497674942017,
    0.6146787405014038,
    0.8749998807907104,
    0.5561496019363403,
    0.5081079602241516,
    0.6124400496482849,
    0.602040708065033,
    0.619246780872345,
    0.5833332538604736,
    0.6509432196617126,
    0.5940592885017395,
    0.666666567325592,
    0.4712642431259155,
    0.4861876964569092,
    0.746887743473053,
    0.6767675280570984,
    0.4811319410800934,
    0.558139443397522,
    0.4043714702129364,
    0.6734693050384521
   ],
   "time": 26.24300919380039,
   "param": null
  },
  {
   "epoch": 182,
   "train_loss": 0.1559409648180008,
   "val_loss": 1.843462347984314,
   "acc": 59.1,
   "f1": [
    0.8173075318336487,
    0.6934671998023987,
    0.4705880880355835,
    0.3555554449558258,
    0.3999998867511749,
    0.6086955666542053,
    0.6631014943122864,
    0.6153844594955444,
    0.7319586277008057,
    0.6424869298934937,
    0.33333322405815125,
    0.4042551815509796,
    0.6666665077209473,
    0.5699998736381531,
    0.5333331823348999,
    0.48167529702186584,
    0.7150257229804993,
    0.7511310577392578,
    0.5373133420944214,
    0.5199998617172241,
    0.7614211440086365,
    0.6956520080566406,
    0.5435895919799805,
    0.7522933483123779,
    0.7699998021125793,
    0.47572803497314453,
    0.5310733318328857,
    0.41818171739578247,
    0.6280191540718079,
    0.49999988079071045,
    0.5979380011558533,
    0.6396394968032837,
    0.5538460612297058,
    0.5177663564682007,
    0.5757573843002319,
    0.3196346163749695,
    0.5531913042068481,
    0.5296802520751953,
    0.47619035840034485,
    0.8499998450279236,
    0.47368407249450684,
    0.7741934061050415,
    0.5319147706031799,
    0.6153844594955444,
    0.37185919284820557,
    0.46153831481933594,
    0.3599999248981476,
    0.6161615252494812,
    0.7499999403953552,
    0.7317072153091431,
    0.36190465092658997,
    0.6532661318778992,
    0.5858584046363831,
    0.8252425789833069,
    0.6844443082809448,
    0.3060108423233032,
    0.7692306041717529,
    0.6358972787857056,
    0.7676765322685242,
    0.6282721161842346,
    0.8055554032325745,
    0.6358972787857056,
    0.6243385076522827,
    0.602040708065033,
    0.3999998867511749,
    0.39111098647117615,
    0.506912350654602,
    0.4946235418319702,
    0.831858217716217,
    0.7317072153091431,
    0.6288658380508423,
    0.6910993456840515,
    0.2934781610965729,
    0.5070421695709229,
    0.4186045527458191,
    0.7999998331069946,
    0.8115940690040588,
    0.4973543584346771,
    0.4574466943740845,
    0.6231154203414917,
    0.3469386696815491,
    0.6310677528381348,
    0.8723402619361877,
    0.5376343131065369,
    0.5106381177902222,
    0.6865670084953308,
    0.5767440795898438,
    0.6990289688110352,
    0.6236557960510254,
    0.6634145379066467,
    0.6183573603630066,
    0.6940637826919556,
    0.4823527932167053,
    0.4731181561946869,
    0.7981219291687012,
    0.6796115040779114,
    0.5152837038040161,
    0.5446008443832397,
    0.3389829397201538,
    0.7053138613700867
   ],
   "time": 26.81745235901326,
   "param": null
  },
  {
   "epoch": 183,
   "train_loss": 0.1756301373243332,
   "val_loss": 1.9052753448486328,
   "acc": 59.19,
   "f1": [
    0.8390242457389832,
    0.6731706857681274,
    0.46829259395599365,
    0.3406592309474945,
    0.4093022048473358,
    0.5789473056793213,
    0.6486485004425049,
    0.6330273747444153,
    0.7282050251960754,
    0.6530610918998718,
    0.38150280714035034,
    0.38918909430503845,
    0.6411482095718384,
    0.5846152901649475,
    0.522222101688385,
    0.4946235418319702,
    0.7070705890655518,
    0.7454543113708496,
    0.5641024112701416,
    0.5151513814926147,
    0.7562187314033508,
    0.660633385181427,
    0.5373133420944214,
    0.762376070022583,
    0.7437184453010559,
    0.4433496594429016,
    0.5384613871574402,
    0.4170615077018738,
    0.6502462029457092,
    0.5139663219451904,
    0.5686272978782654,
    0.6280191540718079,
    0.5567008852958679,
    0.5151513814926147,
    0.561576247215271,
    0.31730762124061584,
    0.5263156890869141,
    0.5490195155143738,
    0.47321414947509766,
    0.8383836150169373,
    0.5157893896102905,
    0.7912086248397827,
    0.5189187526702881,
    0.6399998664855957,
    0.37305691838264465,
    0.5027931928634644,
    0.35051536560058594,
    0.636871337890625,
    0.7596151828765869,
    0.7164177894592285,
    0.33502528071403503,
    0.6666665077209473,
    0.6249998807907104,
    0.8113206028938293,
    0.6972475647926331,
    0.32160791754722595,
    0.7846888303756714,
    0.6702126860618591,
    0.7619045972824097,
    0.625640869140625,
    0.8299998044967651,
    0.629441499710083,
    0.649484395980835,
    0.5940592885017395,
    0.38541653752326965,
    0.3727271258831024,
    0.49999988079071045,
    0.4924621880054474,
    0.8482141494750977,
    0.7272725701332092,
    0.6560845375061035,
    0.7671231031417847,
    0.2983424663543701,
    0.4854367673397064,
    0.4093022048473358,
    0.8058250546455383,
    0.8341706395149231,
    0.44808733463287354,
    0.44221094250679016,
    0.5943394899368286,
    0.3763439953327179,
    0.6169153451919556,
    0.8617019653320312,
    0.5573769211769104,
    0.5212765336036682,
    0.6798028349876404,
    0.5714284181594849,
    0.6697673201560974,
    0.6054052114486694,
    0.6796115040779114,
    0.6028706431388855,
    0.6788989305496216,
    0.48587560653686523,
    0.48167529702186584,
    0.7999998331069946,
    0.6787328720092773,
    0.5276594758033752,
    0.5497629642486572,
    0.3575417995452881,
    0.6857141852378845
   ],
   "time": 25.86076217610389,
   "param": null
  },
  {
   "epoch": 184,
   "train_loss": 0.19905997812747955,
   "val_loss": 1.7665983438491821,
   "acc": 59.28,
   "f1": [
    0.8058250546455383,
    0.6761903762817383,
    0.5048542022705078,
    0.34224584698677063,
    0.41441428661346436,
    0.5951218605041504,
    0.6596857309341431,
    0.6325579881668091,
    0.725490152835846,
    0.6596857309341431,
    0.3515150547027588,
    0.413043349981308,
    0.6598983407020569,
    0.6054052114486694,
    0.5054942965507507,
    0.4923075735569,
    0.7106597423553467,
    0.7821780443191528,
    0.5538460612297058,
    0.5076140761375427,
    0.7589742541313171,
    0.6725662350654602,
    0.510416567325592,
    0.754385769367218,
    0.7853401899337769,
    0.4670049846172333,
    0.5212765336036682,
    0.43349742889404297,
    0.6372547745704651,
    0.5056177973747253,
    0.5846152901649475,
    0.6116504073143005,
    0.5279186367988586,
    0.5102038979530334,
    0.5756096839904785,
    0.3285022974014282,
    0.5555554032325745,
    0.5352111458778381,
    0.46788978576660156,
    0.8383836150169373,
    0.5052630305290222,
    0.7845302224159241,
    0.49999988079071045,
    0.6039602756500244,
    0.34254133701324463,
    0.4861876964569092,
    0.36893191933631897,
    0.625640869140625,
    0.7641507983207703,
    0.732673168182373,
    0.3517586886882782,
    0.6564101576805115,
    0.5887848734855652,
    0.8235292434692383,
    0.7004607319831848,
    0.36842095851898193,
    0.8076921701431274,
    0.6701029539108276,
    0.7589742541313171,
    0.625640869140625,
    0.8061222434043884,
    0.6169153451919556,
    0.637362539768219,
    0.6243385076522827,
    0.35820886492729187,
    0.38095229864120483,
    0.4930231273174286,
    0.49999988079071045,
    0.8407077789306641,
    0.747572660446167,
    0.6666665077209473,
    0.7329840660095215,
    0.28855711221694946,
    0.5050503611564636,
    0.43049317598342896,
    0.8018866777420044,
    0.8431370854377747,
    0.4615383446216583,
    0.4343433380126953,
    0.6350710391998291,
    0.38862547278404236,
    0.6470587849617004,
    0.8820511102676392,
    0.563535749912262,
    0.5268816351890564,
    0.6834169626235962,
    0.5837318897247314,
    0.6728971004486084,
    0.5714284777641296,
    0.6910993456840515,
    0.5999999046325684,
    0.6909089088439941,
    0.4640882611274719,
    0.5108694434165955,
    0.8037381172180176,
    0.6764704585075378,
    0.4593299925327301,
    0.5714284777641296,
    0.3542855978012085,
    0.6889951229095459
   ],
   "time": 26.885773316957057,
   "param": null
  },
  {
   "epoch": 185,
   "train_loss": 0.18397654592990875,
   "val_loss": 2.0151538848876953,
   "acc": 59.35,
   "f1": [
    0.8212559223175049,
    0.6601940989494324,
    0.47393354773521423,
    0.3586955666542053,
    0.4253392219543457,
    0.5887848734855652,
    0.6526314616203308,
    0.623255729675293,
    0.7192116975784302,
    0.6489360928535461,
    0.37426888942718506,
    0.43956032395362854,
    0.6734693050384521,
    0.6010361909866333,
    0.522222101688385,
    0.4923075735569,
    0.7120417356491089,
    0.775119423866272,
    0.5578945875167847,
    0.49999988079071045,
    0.7668392062187195,
    0.6787328720092773,
    0.5326631665229797,
    0.7457625865936279,
    0.7812498211860657,
    0.47236168384552,
    0.5217389464378357,
    0.45871543884277344,
    0.6439023613929749,
    0.4918031394481659,
    0.5980390906333923,
    0.6181817054748535,
    0.5445543527603149,
    0.5373133420944214,
    0.5671641230583191,
    0.3431371748447418,
    0.5624998807907104,
    0.5267855525016785,
    0.4424777626991272,
    0.8415840268135071,
    0.5081079602241516,
    0.7868850827217102,
    0.5333331823348999,
    0.6190475225448608,
    0.3666665554046631,
    0.4698793888092041,
    0.3654821515083313,
    0.645502507686615,
    0.7619046568870544,
    0.7177032232284546,
    0.336633563041687,
    0.6470587849617004,
    0.6074764728546143,
    0.8155338168144226,
    0.6976743340492249,
    0.35602086782455444,
    0.7980766892433167,
    0.6666665077209473,
    0.7525771856307983,
    0.6161615252494812,
    0.7857141494750977,
    0.625640869140625,
    0.636871337890625,
    0.6073297262191772,
    0.40384599566459656,
    0.396135151386261,
    0.5209301114082336,
    0.49214646220207214,
    0.8333331346511841,
    0.728155255317688,
    0.649214506149292,
    0.6951870322227478,
    0.2871793806552887,
    0.5148513317108154,
    0.42201822996139526,
    0.7741933465003967,
    0.8299998044967651,
    0.487046480178833,
    0.4347825050354004,
    0.6153844594955444,
    0.3804876506328583,
    0.6504853367805481,
    0.8795809149742126,
    0.559139609336853,
    0.5217389464378357,
    0.6635069251060486,
    0.5888323187828064,
    0.6728971004486084,
    0.596858561038971,
    0.6700506210327148,
    0.6176469922065735,
    0.6820275187492371,
    0.48314592242240906,
    0.4731181561946869,
    0.7981219291687012,
    0.6859902143478394,
    0.4976957440376282,
    0.5675674080848694,
    0.32335323095321655,
    0.6862744092941284
   ],
   "time": 27.210263589397073,
   "param": null
  },
  {
   "epoch": 186,
   "train_loss": 0.20952807366847992,
   "val_loss": 1.993436574935913,
   "acc": 59.22,
   "f1": [
    0.817733883857727,
    0.6767675280570984,
    0.4827585518360138,
    0.3478259742259979,
    0.42342329025268555,
    0.5915491580963135,
    0.6448085904121399,
    0.6448596715927124,
    0.7040814757347107,
    0.6391751170158386,
    0.38888877630233765,
    0.40641695261001587,
    0.669999897480011,
    0.6091369390487671,
    0.5056177973747253,
    0.4599998891353607,
    0.7171715497970581,
    0.7596151828765869,
    0.5549736618995667,
    0.49999988079071045,
    0.7599998116493225,
    0.6608694195747375,
    0.5463916063308716,
    0.7720928192138672,
    0.7643977999687195,
    0.467661589384079,
    0.5698922872543335,
    0.43349742889404297,
    0.6384975910186768,
    0.49999988079071045,
    0.6169153451919556,
    0.6146787405014038,
    0.5578945875167847,
    0.5151513814926147,
    0.5628139972686768,
    0.3584904372692108,
    0.5803107619285583,
    0.5263156890869141,
    0.44347813725471497,
    0.8499998450279236,
    0.5052630305290222,
    0.7826085686683655,
    0.5399999022483826,
    0.6305417418479919,
    0.35675665736198425,
    0.46511611342430115,
    0.3398057222366333,
    0.6461536884307861,
    0.7403844594955444,
    0.7199999094009399,
    0.3523315489292145,
    0.6528496146202087,
    0.5865383148193359,
    0.8097559213638306,
    0.679245114326477,
    0.3369564116001129,
    0.786729633808136,
    0.6666665077209473,
    0.7551018595695496,
    0.619999885559082,
    0.8333331942558289,
    0.6354165077209473,
    0.6378377079963684,
    0.6113988757133484,
    0.3846152722835541,
    0.3584904372692108,
    0.4851484000682831,
    0.4864863455295563,
    0.843049168586731,
    0.7169809341430664,
    0.6597937345504761,
    0.7263681292533875,
    0.2812499403953552,
    0.529999852180481,
    0.39301300048828125,
    0.8095236420631409,
    0.8316829800605774,
    0.5027320981025696,
    0.446808397769928,
    0.5922329425811768,
    0.37864065170288086,
    0.639593780040741,
    0.8842102885246277,
    0.5638296604156494,
    0.5208331942558289,
    0.6206895112991333,
    0.5970147848129272,
    0.6854459643363953,
    0.6113988757133484,
    0.6731706857681274,
    0.6262625455856323,
    0.6912441253662109,
    0.48314592242240906,
    0.4795917272567749,
    0.794520378112793,
    0.6729856729507446,
    0.4878047704696655,
    0.5511109828948975,
    0.348314493894577,
    0.6934671998023987
   ],
   "time": 26.355352718383074,
   "param": null
  },
  {
   "epoch": 187,
   "train_loss": 0.16125722229480743,
   "val_loss": 1.813574194908142,
   "acc": 59.37,
   "f1": [
    0.8115940690040588,
    0.6826921701431274,
    0.45360812544822693,
    0.37433144450187683,
    0.4484303891658783,
    0.5806450843811035,
    0.6596857309341431,
    0.6363635063171387,
    0.6999998688697815,
    0.6344084739685059,
    0.3841806650161743,
    0.4324323236942291,
    0.6943003535270691,
    0.5979380011558533,
    0.5227271318435669,
    0.5026176571846008,
    0.7157893776893616,
    0.8019800782203674,
    0.535353422164917,
    0.5157893896102905,
    0.7525771856307983,
    0.678413987159729,
    0.542713463306427,
    0.770642101764679,
    0.7619045972824097,
    0.47524741291999817,
    0.5079363584518433,
    0.4331796169281006,
    0.6291078925132751,
    0.5111110210418701,
    0.5989846587181091,
    0.5945944786071777,
    0.5445024967193604,
    0.5247523188591003,
    0.548076868057251,
    0.35121941566467285,
    0.572916567325592,
    0.539215624332428,
    0.45871543884277344,
    0.835820734500885,
    0.5193368792533875,
    0.7891891002655029,
    0.542713463306427,
    0.6237622499465942,
    0.35978829860687256,
    0.49999988079071045,
    0.35532984137535095,
    0.6458331942558289,
    0.7393363118171692,
    0.725490152835846,
    0.326315701007843,
    0.6442306041717529,
    0.6048778891563416,
    0.8118810057640076,
    0.6919430494308472,
    0.38502663373947144,
    0.7999998331069946,
    0.6499998569488525,
    0.7715734243392944,
    0.6099998950958252,
    0.8275859951972961,
    0.6169153451919556,
    0.6528496146202087,
    0.6122447848320007,
    0.3880595862865448,
    0.36190465092658997,
    0.49261072278022766,
    0.49214646220207214,
    0.843049168586731,
    0.7272725701332092,
    0.6526314616203308,
    0.7157893776893616,
    0.29319363832473755,
    0.5076140761375427,
    0.4259258210659027,
    0.8019322156906128,
    0.8341706395149231,
    0.5026736855506897,
    0.47619035840034485,
    0.6086955666542053,
    0.4020099639892578,
    0.6403939127922058,
    0.8704661726951599,
    0.5744680166244507,
    0.505154550075531,
    0.6470587849617004,
    0.6060605049133301,
    0.6796115040779114,
    0.5948716402053833,
    0.6633662581443787,
    0.6039602756500244,
    0.6785712838172913,
    0.45555540919303894,
    0.47120407223701477,
    0.7887322306632996,
    0.6824643611907959,
    0.4837207794189453,
    0.5462554097175598,
    0.3478259742259979,
    0.6764704585075378
   ],
   "time": 26.786031931638718,
   "param": null
  },
  {
   "epoch": 188,
   "train_loss": 0.23618973791599274,
   "val_loss": 1.7237868309020996,
   "acc": 59.36,
   "f1": [
    0.8309177160263062,
    0.666666567325592,
    0.4631577730178833,
    0.38144323229789734,
    0.44036686420440674,
    0.5662099123001099,
    0.6448085904121399,
    0.6511626243591309,
    0.7208120226860046,
    0.625640869140625,
    0.3678159713745117,
    0.4198893904685974,
    0.6732671856880188,
    0.5894736051559448,
    0.5414363145828247,
    0.5053762197494507,
    0.7040814757347107,
    0.7714284658432007,
    0.5492226481437683,
    0.529999852180481,
    0.7589742541313171,
    0.675555408000946,
    0.5380709171295166,
    0.7772510051727295,
    0.7643977999687195,
    0.4799998700618744,
    0.5240640044212341,
    0.43999987840652466,
    0.6346153020858765,
    0.4916200041770935,
    0.5989303588867188,
    0.5955554842948914,
    0.5595853924751282,
    0.5170730352401733,
    0.5188678503036499,
    0.3603602349758148,
    0.5578945875167847,
    0.5363634824752808,
    0.4545453190803528,
    0.8426394462585449,
    0.5106381177902222,
    0.7777776122093201,
    0.522612988948822,
    0.6532661318778992,
    0.38674020767211914,
    0.48837196826934814,
    0.3523315489292145,
    0.6321242451667786,
    0.7536230683326721,
    0.7346937656402588,
    0.37623751163482666,
    0.657142698764801,
    0.6030149459838867,
    0.7999998927116394,
    0.6976743340492249,
    0.3406592309474945,
    0.7757007479667664,
    0.6565654873847961,
    0.7738691568374634,
    0.6145831942558289,
    0.8390242457389832,
    0.6326529383659363,
    0.6344084739685059,
    0.6145831942558289,
    0.36180898547172546,
    0.3568074107170105,
    0.4897957742214203,
    0.5230767726898193,
    0.8623852133750916,
    0.7323941588401794,
    0.6483515501022339,
    0.7342994213104248,
    0.31818172335624695,
    0.502564013004303,
    0.3999998867511749,
    0.8019322156906128,
    0.8275859951972961,
    0.4974091649055481,
    0.48756206035614014,
    0.5999999046325684,
    0.37999987602233887,
    0.6220094561576843,
    0.8723402619361877,
    0.5621620416641235,
    0.49999988079071045,
    0.666666567325592,
    0.6113988757133484,
    0.6521738171577454,
    0.6030149459838867,
    0.6633662581443787,
    0.6268655061721802,
    0.6785712838172913,
    0.47826072573661804,
    0.46632111072540283,
    0.7713002562522888,
    0.6796115040779114,
    0.5112106204032898,
    0.5213673710823059,
    0.3516482412815094,
    0.6829267144203186
   ],
   "time": 25.981342042796314,
   "param": null
  },
  {
   "epoch": 189,
   "train_loss": 0.21397660672664642,
   "val_loss": 1.8299421072006226,
   "acc": 59.47,
   "f1": [
    0.8212559223175049,
    0.6699027419090271,
    0.45685264468193054,
    0.35978829860687256,
    0.42201822996139526,
    0.5882351398468018,
    0.6595743298530579,
    0.635944664478302,
    0.7227722406387329,
    0.6424869298934937,
    0.3771427571773529,
    0.4090908467769623,
    0.6799998879432678,
    0.5925924777984619,
    0.525139570236206,
    0.4899998903274536,
    0.7291665077209473,
    0.7783250212669373,
    0.5454544425010681,
    0.5499998927116394,
    0.7564765214920044,
    0.6902653574943542,
    0.5527637004852295,
    0.7511310577392578,
    0.7894735336303711,
    0.48484835028648376,
    0.5027320981025696,
    0.4226802885532379,
    0.6439023613929749,
    0.4914284646511078,
    0.625640869140625,
    0.6168223023414612,
    0.5789472460746765,
    0.5148513317108154,
    0.5365853309631348,
    0.3677128851413727,
    0.5492226481437683,
    0.5428570508956909,
    0.45871543884277344,
    0.8399998545646667,
    0.5240640044212341,
    0.7865167260169983,
    0.5125626921653748,
    0.6249998807907104,
    0.34736835956573486,
    0.48314592242240906,
    0.37305691838264465,
    0.625640869140625,
    0.7582937479019165,
    0.7244896292686462,
    0.3842363655567169,
    0.6296295523643494,
    0.5940592885017395,
    0.8118810057640076,
    0.688372015953064,
    0.3583814203739166,
    0.7772510051727295,
    0.6734693050384521,
    0.7772018909454346,
    0.6231154203414917,
    0.8212559223175049,
    0.6326529383659363,
    0.6270268559455872,
    0.620320737361908,
    0.4195120930671692,
    0.4018263518810272,
    0.4824119210243225,
    0.5102038979530334,
    0.866359293460846,
    0.7289717793464661,
    0.6526314616203308,
    0.7106597423553467,
    0.29787227511405945,
    0.5025123953819275,
    0.40692633390426636,
    0.8095236420631409,
    0.8195120096206665,
    0.49214646220207214,
    0.43564343452453613,
    0.5970147848129272,
    0.37623751163482666,
    0.6376810669898987,
    0.8842102885246277,
    0.5384613871574402,
    0.5157893896102905,
    0.6798028349876404,
    0.5999999046325684,
    0.6696831583976746,
    0.619999885559082,
    0.6731706857681274,
    0.6183573603630066,
    0.6844443082809448,
    0.4772725999355316,
    0.4766837954521179,
    0.7889906764030457,
    0.6634145379066467,
    0.48598119616508484,
    0.553571343421936,
    0.3351954519748688,
    0.6831682324409485
   ],
   "time": 25.71760704368353,
   "param": null
  },
  {
   "epoch": 190,
   "train_loss": 0.1856803297996521,
   "val_loss": 1.8055062294006348,
   "acc": 59.51,
   "f1": [
    0.8431370854377747,
    0.669999897480011,
    0.47474732995033264,
    0.35978829860687256,
    0.4090907871723175,
    0.5882351398468018,
    0.6564101576805115,
    0.6572768688201904,
    0.7064675688743591,
    0.6363635063171387,
    0.36158180236816406,
    0.4301074147224426,
    0.666666567325592,
    0.5846152901649475,
    0.525139570236206,
    0.474226713180542,
    0.7005074620246887,
    0.7826085686683655,
    0.5416665077209473,
    0.5408161878585815,
    0.7525771856307983,
    0.675324559211731,
    0.5641024112701416,
    0.7522933483123779,
    0.7783782482147217,
    0.4799998700618744,
    0.5268816351890564,
    0.43216070532798767,
    0.6411482095718384,
    0.5027931928634644,
    0.6039602756500244,
    0.6139533519744873,
    0.5492226481437683,
    0.529999852180481,
    0.5492226481437683,
    0.3827749788761139,
    0.5775399804115295,
    0.5454544425010681,
    0.4595744013786316,
    0.8399998545646667,
    0.522222101688385,
    0.7999998331069946,
    0.5306121110916138,
    0.6274508833885193,
    0.3626372814178467,
    0.4799998700618744,
    0.367346853017807,
    0.6428569555282593,
    0.7559806704521179,
    0.7253884673118591,
    0.345177561044693,
    0.6442306041717529,
    0.6046510338783264,
    0.8039213418960571,
    0.6822428703308105,
    0.36065563559532166,
    0.7830187082290649,
    0.6598983407020569,
    0.760416567325592,
    0.6078430414199829,
    0.8173075318336487,
    0.6288658380508423,
    0.6236557960510254,
    0.6113988757133484,
    0.4059404730796814,
    0.390243798494339,
    0.4897957742214203,
    0.5128204226493835,
    0.8392855525016785,
    0.722222089767456,
    0.6735749840736389,
    0.7336682677268982,
    0.3068782389163971,
    0.49999988079071045,
    0.41284388303756714,
    0.8292681574821472,
    0.8212559223175049,
    0.49999988079071045,
    0.4499998688697815,
    0.5771142840385437,
    0.372548907995224,
    0.6220094561576843,
    0.8749998807907104,
    0.56043940782547,
    0.5185183882713318,
    0.6572768688201904,
    0.6039602756500244,
    0.6940637826919556,
    0.6169153451919556,
    0.6601940989494324,
    0.6310677528381348,
    0.6785712838172913,
    0.44970402121543884,
    0.4717947542667389,
    0.7889906764030457,
    0.6761903762817383,
    0.467661589384079,
    0.5636362433433533,
    0.3586955666542053,
    0.696517288684845
   ],
   "time": 26.303955988958478,
   "param": null
  },
  {
   "epoch": 191,
   "train_loss": 0.2258632332086563,
   "val_loss": 1.6400433778762817,
   "acc": 59.45,
   "f1": [
    0.8390242457389832,
    0.6764704585075378,
    0.46391740441322327,
    0.3510637581348419,
    0.43049317598342896,
    0.5882351398468018,
    0.6736840605735779,
    0.6509432196617126,
    0.7179486155509949,
    0.6122447848320007,
    0.35359105467796326,
    0.41758227348327637,
    0.6836733222007751,
    0.5918366312980652,
    0.5303866267204285,
    0.4615383446216583,
    0.7150257229804993,
    0.7582937479019165,
    0.5624998807907104,
    0.5252523422241211,
    0.760416567325592,
    0.6814157962799072,
    0.5510202646255493,
    0.7614678144454956,
    0.7700533270835876,
    0.4734298884868622,
    0.535519003868103,
    0.44444435834884644,
    0.653465211391449,
    0.5108694434165955,
    0.613065242767334,
    0.5789473056793213,
    0.5595853924751282,
    0.53465336561203,
    0.5560973882675171,
    0.38095229864120483,
    0.5520831942558289,
    0.5410627126693726,
    0.46351921558380127,
    0.8457710146903992,
    0.5106381177902222,
    0.7802196741104126,
    0.535353422164917,
    0.6255922317504883,
    0.3440859317779541,
    0.4823527932167053,
    0.3517586886882782,
    0.6326529383659363,
    0.7572813630104065,
    0.7135677337646484,
    0.37373724579811096,
    0.6442306041717529,
    0.5825241804122925,
    0.8155338168144226,
    0.6952379941940308,
    0.3555554449558258,
    0.7922703623771667,
    0.6700506210327148,
    0.760416567325592,
    0.6288658380508423,
    0.8229663372039795,
    0.6282721161842346,
    0.6170212030410767,
    0.6082472205162048,
    0.39215680956840515,
    0.38497641682624817,
    0.47715723514556885,
    0.507771909236908,
    0.8545452952384949,
    0.7238093614578247,
    0.6595743298530579,
    0.7389161586761475,
    0.2795697748661041,
    0.5099998712539673,
    0.3926939368247986,
    0.8155338168144226,
    0.8212559223175049,
    0.4973543584346771,
    0.44791656732559204,
    0.6169153451919556,
    0.3861384987831116,
    0.6411482095718384,
    0.8854164481163025,
    0.5586591362953186,
    0.5240640044212341,
    0.6507176160812378,
    0.5989846587181091,
    0.6787328720092773,
    0.602040708065033,
    0.6764704585075378,
    0.6153844594955444,
    0.6814157962799072,
    0.4659089744091034,
    0.486772358417511,
    0.7818180322647095,
    0.6824643611907959,
    0.48598119616508484,
    0.5495494604110718,
    0.3389829397201538,
    0.6930691599845886
   ],
   "time": 26.151144796982408,
   "param": null
  },
  {
   "epoch": 192,
   "train_loss": 0.20819270610809326,
   "val_loss": 1.7498152256011963,
   "acc": 59.56,
   "f1": [
    0.8325356841087341,
    0.6766167879104614,
    0.4766837954521179,
    0.34920626878738403,
    0.41474640369415283,
    0.5701355934143066,
    0.6526314616203308,
    0.6478871703147888,
    0.7208120226860046,
    0.6326529383659363,
    0.37288129329681396,
    0.4108106791973114,
    0.6733667254447937,
    0.5786800384521484,
    0.5280897617340088,
    0.45833322405815125,
    0.7106597423553467,
    0.7641507983207703,
    0.5567008852958679,
    0.53465336561203,
    0.7589742541313171,
    0.6812225580215454,
    0.5538460612297058,
    0.7522933483123779,
    0.772486686706543,
    0.47761180996894836,
    0.5161289572715759,
    0.4183672070503235,
    0.6467660069465637,
    0.5027931928634644,
    0.625640869140625,
    0.6210044622421265,
    0.5624998807907104,
    0.5399999022483826,
    0.5445543527603149,
    0.41474640369415283,
    0.5699480772018433,
    0.5428570508956909,
    0.4573989808559418,
    0.8499998450279236,
    0.5053762197494507,
    0.7650271654129028,
    0.534031331539154,
    0.624390184879303,
    0.3783782720565796,
    0.4855490028858185,
    0.3654821515083313,
    0.6428569555282593,
    0.7722770571708679,
    0.7208120226860046,
    0.36633655428886414,
    0.6380951404571533,
    0.5911328792572021,
    0.8229663372039795,
    0.7142855525016785,
    0.35483860969543457,
    0.7793425917625427,
    0.6464645266532898,
    0.7459457516670227,
    0.629441499710083,
    0.8349512815475464,
    0.6387433409690857,
    0.631578803062439,
    0.6051281094551086,
    0.38775497674942017,
    0.3703702688217163,
    0.47715723514556885,
    0.507771909236908,
    0.8392855525016785,
    0.7238093614578247,
    0.6772485375404358,
    0.732673168182373,
    0.2887699604034424,
    0.49746179580688477,
    0.36529669165611267,
    0.8212559223175049,
    0.8229663372039795,
    0.5026176571846008,
    0.46391740441322327,
    0.5971562266349792,
    0.3999998867511749,
    0.6285713315010071,
    0.8736840486526489,
    0.57297283411026,
    0.5297296643257141,
    0.6502462029457092,
    0.5858584046363831,
    0.675555408000946,
    0.625640869140625,
    0.6761903762817383,
    0.6376810669898987,
    0.6936934590339661,
    0.49999988079071045,
    0.4787232577800751,
    0.7837835550308228,
    0.6859902143478394,
    0.4905658960342407,
    0.5363634824752808,
    0.3351350426673889,
    0.7024388909339905
   ],
   "time": 25.72006370034069,
   "param": null
  },
  {
   "epoch": 193,
   "train_loss": 0.17470140755176544,
   "val_loss": 1.857398271560669,
   "acc": 59.51,
   "f1": [
    0.8269229531288147,
    0.6893202662467957,
    0.44554442167282104,
    0.35978829860687256,
    0.41818171739578247,
    0.5714284181594849,
    0.6596857309341431,
    0.6330273747444153,
    0.7150257229804993,
    0.6321242451667786,
    0.3583814203739166,
    0.41269823908805847,
    0.6732671856880188,
    0.5925924777984619,
    0.5384613871574402,
    0.45833322405815125,
    0.7282050251960754,
    0.778846025466919,
    0.5510202646255493,
    0.5517240166664124,
    0.7551018595695496,
    0.6874998211860657,
    0.5454543828964233,
    0.7511310577392578,
    0.7668392062187195,
    0.467661589384079,
    0.5384613871574402,
    0.4487804174423218,
    0.6532661318778992,
    0.5168538093566895,
    0.6030149459838867,
    0.6063346862792969,
    0.5583755373954773,
    0.542713463306427,
    0.5360823273658752,
    0.38139525055885315,
    0.5624998807907104,
    0.539215624332428,
    0.46636757254600525,
    0.8499998450279236,
    0.5026736855506897,
    0.7845302224159241,
    0.5380709171295166,
    0.6336632370948792,
    0.3510637581348419,
    0.5086703896522522,
    0.367346853017807,
    0.6178008913993835,
    0.7549017667770386,
    0.7263681292533875,
    0.3383083641529083,
    0.6473428606987,
    0.5837318897247314,
    0.8195120096206665,
    0.6923075318336487,
    0.320441871881485,
    0.7809522151947021,
    0.6528496146202087,
    0.7731956839561462,
    0.633165717124939,
    0.8309177160263062,
    0.6262625455856323,
    0.6276593804359436,
    0.5948716402053833,
    0.4020099639892578,
    0.3669723868370056,
    0.4873095452785492,
    0.49999988079071045,
    0.8506785035133362,
    0.7499997615814209,
    0.6736840605735779,
    0.7135677337646484,
    0.2887699604034424,
    0.5128204226493835,
    0.37499988079071045,
    0.8173075318336487,
    0.8190473914146423,
    0.4919784665107727,
    0.4550263583660126,
    0.5971562266349792,
    0.3959389626979828,
    0.6476188898086548,
    0.8854164481163025,
    0.57297283411026,
    0.5326085686683655,
    0.6504853367805481,
    0.5870645046234131,
    0.7004607319831848,
    0.6178008913993835,
    0.6865670084953308,
    0.6249998807907104,
    0.6814157962799072,
    0.48314592242240906,
    0.4799998700618744,
    0.7782804369926453,
    0.6857141852378845,
    0.511415421962738,
    0.5437787175178528,
    0.33720916509628296,
    0.6764704585075378
   ],
   "time": 26.744084090925753,
   "param": null
  },
  {
   "epoch": 194,
   "train_loss": 0.23099163174629211,
   "val_loss": 1.8013416528701782,
   "acc": 59.67,
   "f1": [
    0.8349512815475464,
    0.6859902143478394,
    0.46391740441322327,
    0.36842095851898193,
    0.41592907905578613,
    0.5887848734855652,
    0.6526314616203308,
    0.635944664478302,
    0.7076921463012695,
    0.6428569555282593,
    0.3657141625881195,
    0.413043349981308,
    0.6865670084953308,
    0.5906734466552734,
    0.5333331823348999,
    0.4656083285808563,
    0.7142855525016785,
    0.776698887348175,
    0.5492226481437683,
    0.5360823273658752,
    0.7551018595695496,
    0.6874998211860657,
    0.542713463306427,
    0.7465436458587646,
    0.7619045972824097,
    0.48484835028648376,
    0.535519003868103,
    0.4585364758968353,
    0.653465211391449,
    0.5193368792533875,
    0.6069650650024414,
    0.5903083086013794,
    0.575916051864624,
    0.5199998617172241,
    0.5454543828964233,
    0.38392844796180725,
    0.5654449462890625,
    0.5471696853637695,
    0.47963786125183105,
    0.8383836150169373,
    0.5079363584518433,
    0.7650271654129028,
    0.5416665077209473,
    0.6372547745704651,
    0.3626372814178467,
    0.5028570294380188,
    0.3599999248981476,
    0.6326529383659363,
    0.7524750828742981,
    0.7135677337646484,
    0.35714274644851685,
    0.6570047736167908,
    0.6057690978050232,
    0.8137252926826477,
    0.6824643611907959,
    0.35359105467796326,
    0.7850465774536133,
    0.6565654873847961,
    0.7748689651489258,
    0.6363635063171387,
    0.8374382257461548,
    0.6288658380508423,
    0.6310158967971802,
    0.6010361909866333,
    0.41346144676208496,
    0.37320560216903687,
    0.4615383446216583,
    0.5208331942558289,
    0.8545452952384949,
    0.7403844594955444,
    0.6631014943122864,
    0.7317072153091431,
    0.30208322405815125,
    0.502564013004303,
    0.36792439222335815,
    0.8038275837898254,
    0.8269229531288147,
    0.5189187526702881,
    0.4502616822719574,
    0.6206895112991333,
    0.40404030680656433,
    0.6350710391998291,
    0.8795809149742126,
    0.5837836861610413,
    0.5405403971672058,
    0.6481480002403259,
    0.5929647088050842,
    0.6787328720092773,
    0.6073297262191772,
    0.6513760089874268,
    0.6280191540718079,
    0.6696034073829651,
    0.48888877034187317,
    0.4873095452785492,
    0.7889906764030457,
    0.6886791586875916,
    0.5023254752159119,
    0.5381165146827698,
    0.3409090042114258,
    0.696517288684845
   ],
   "time": 26.07876996602863,
   "param": null
  },
  {
   "epoch": 195,
   "train_loss": 0.15922224521636963,
   "val_loss": 1.833280086517334,
   "acc": 59.71,
   "f1": [
    0.8229663372039795,
    0.6862744092941284,
    0.4670049846172333,
    0.36842095851898193,
    0.4339621663093567,
    0.5860464572906494,
    0.6666665077209473,
    0.635944664478302,
    0.7171715497970581,
    0.6391751170158386,
    0.35714277625083923,
    0.42162150144577026,
    0.6799998879432678,
    0.5833332538604736,
    0.5333331823348999,
    0.4670049846172333,
    0.7319586277008057,
    0.7655500173568726,
    0.5595853924751282,
    0.5252523422241211,
    0.7589742541313171,
    0.6756755113601685,
    0.5454543828964233,
    0.7657655477523804,
    0.7684208750724792,
    0.48205116391181946,
    0.5326085686683655,
    0.43564343452453613,
    0.6372547745704651,
    0.5363127589225769,
    0.5989846587181091,
    0.5903083086013794,
    0.5583755373954773,
    0.542713463306427,
    0.5454543828964233,
    0.3669723868370056,
    0.5624998807907104,
    0.5592415928840637,
    0.47321414947509766,
    0.8472905158996582,
    0.4999998211860657,
    0.7777776122093201,
    0.5326631665229797,
    0.6310677528381348,
    0.36559128761291504,
    0.5057469606399536,
    0.3692306876182556,
    0.633165717124939,
    0.7512193918228149,
    0.7199999094009399,
    0.36633655428886414,
    0.6439023613929749,
    0.5841582417488098,
    0.8195120096206665,
    0.6915886998176575,
    0.3575417995452881,
    0.786729633808136,
    0.6464645266532898,
    0.7715734243392944,
    0.6428569555282593,
    0.8309177160263062,
    0.6532661318778992,
    0.6243385076522827,
    0.6041665077209473,
    0.4059404730796814,
    0.368663489818573,
    0.48756206035614014,
    0.5157893896102905,
    0.8468466401100159,
    0.741463303565979,
    0.6631014943122864,
    0.7040814757347107,
    0.29629620909690857,
    0.5050503611564636,
    0.36529669165611267,
    0.8076921701431274,
    0.8269229531288147,
    0.5217389464378357,
    0.4598929286003113,
    0.6161136031150818,
    0.40999990701675415,
    0.6346153020858765,
    0.8783067464828491,
    0.5760868191719055,
    0.535519003868103,
    0.6633662581443787,
    0.5911328792572021,
    0.672645628452301,
    0.613756537437439,
    0.6831682324409485,
    0.6190475225448608,
    0.678413987159729,
    0.4945053458213806,
    0.48958322405815125,
    0.7853879332542419,
    0.6889951229095459,
    0.5023254752159119,
    0.5511109828948975,
    0.3314915895462036,
    0.6862744092941284
   ],
   "time": 26.626243961043656,
   "param": null
  },
  {
   "epoch": 196,
   "train_loss": 0.17520754039287567,
   "val_loss": 1.9484158754348755,
   "acc": 59.6,
   "f1": [
    0.8349512815475464,
    0.6926827430725098,
    0.4670049846172333,
    0.3723403513431549,
    0.43243229389190674,
    0.5882351398468018,
    0.6736840605735779,
    0.635944664478302,
    0.7171715497970581,
    0.6262625455856323,
    0.3428570628166199,
    0.4153004288673401,
    0.6666665077209473,
    0.5833332538604736,
    0.547485888004303,
    0.46391740441322327,
    0.7216493487358093,
    0.7619046568870544,
    0.5624998807907104,
    0.5373133420944214,
    0.7551018595695496,
    0.678413987159729,
    0.5454543828964233,
    0.7499998211860657,
    0.7659572958946228,
    0.47236168384552,
    0.535519003868103,
    0.4278606176376343,
    0.6502462029457092,
    0.5139663219451904,
    0.6122447848320007,
    0.6017698049545288,
    0.5527637004852295,
    0.5177663564682007,
    0.53465336561203,
    0.37614670395851135,
    0.5654449462890625,
    0.5607475638389587,
    0.48623839020729065,
    0.8514849543571472,
    0.5081079602241516,
    0.7777776122093201,
    0.529999852180481,
    0.6305417418479919,
    0.3586955666542053,
    0.5058822631835938,
    0.36180898547172546,
    0.639593780040741,
    0.7487682700157166,
    0.7135677337646484,
    0.35820886492729187,
    0.6538460850715637,
    0.589371919631958,
    0.8252425789833069,
    0.7009344696998596,
    0.36158180236816406,
    0.7830187082290649,
    0.6532661318778992,
    0.7564765214920044,
    0.6217615604400635,
    0.8252425789833069,
    0.625640869140625,
    0.6378377079963684,
    0.6041665077209473,
    0.40404030680656433,
    0.3846152722835541,
    0.48484835028648376,
    0.5185183882713318,
    0.8355554342269897,
    0.7342994213104248,
    0.6631014943122864,
    0.7263681292533875,
    0.30208322405815125,
    0.5025123953819275,
    0.3744291365146637,
    0.8115940690040588,
    0.8212559223175049,
    0.5106381177902222,
    0.4550263583660126,
    0.6336632370948792,
    0.40609124302864075,
    0.6380951404571533,
    0.8795809149742126,
    0.5714284181594849,
    0.5268816351890564,
    0.6570047736167908,
    0.5841582417488098,
    0.6696034073829651,
    0.6063828468322754,
    0.6635069251060486,
    0.6280191540718079,
    0.675555408000946,
    0.48587560653686523,
    0.47715723514556885,
    0.7853879332542419,
    0.6952379941940308,
    0.4907405972480774,
    0.5315313935279846,
    0.3314915895462036,
    0.7029701471328735
   ],
   "time": 26.88979377411306,
   "param": null
  },
  {
   "epoch": 197,
   "train_loss": 0.16753384470939636,
   "val_loss": 1.8805828094482422,
   "acc": 59.63,
   "f1": [
    0.8333331942558289,
    0.6995072364807129,
    0.4599998891353607,
    0.3617020547389984,
    0.43518510460853577,
    0.5833331942558289,
    0.6736840605735779,
    0.6388887763023376,
    0.7093595266342163,
    0.6358972787857056,
    0.3522725999355316,
    0.4043714702129364,
    0.6732671856880188,
    0.5906734466552734,
    0.5414363145828247,
    0.45685264468193054,
    0.7208120226860046,
    0.7619046568870544,
    0.5595853924751282,
    0.5151513814926147,
    0.7614211440086365,
    0.6785712838172913,
    0.5482232570648193,
    0.7627905607223511,
    0.7684208750724792,
    0.47474732995033264,
    0.535519003868103,
    0.43781083822250366,
    0.6435642242431641,
    0.5227271318435669,
    0.613065242767334,
    0.6063346862792969,
    0.5595853924751282,
    0.5306121110916138,
    0.542713463306427,
    0.35616424679756165,
    0.5538460612297058,
    0.528846025466919,
    0.47747737169265747,
    0.835820734500885,
    0.5108694434165955,
    0.7802196741104126,
    0.5326631665229797,
    0.6280191540718079,
    0.36956506967544556,
    0.491227924823761,
    0.3699999153614044,
    0.6391751170158386,
    0.7536230683326721,
    0.7099998593330383,
    0.3699999153614044,
    0.6470587849617004,
    0.5784311890602112,
    0.8019322156906128,
    0.707547128200531,
    0.3563217520713806,
    0.7904760241508484,
    0.6599999070167542,
    0.7731956839561462,
    0.639593780040741,
    0.8309177160263062,
    0.629441499710083,
    0.620320737361908,
    0.6073297262191772,
    0.42156851291656494,
    0.3733331859111786,
    0.4873095452785492,
    0.5157893896102905,
    0.843049168586731,
    0.735293984413147,
    0.6666665077209473,
    0.7236180305480957,
    0.299465149641037,
    0.5230767726898193,
    0.3800903856754303,
    0.8115940690040588,
    0.8212559223175049,
    0.5081079602241516,
    0.45595842599868774,
    0.6183573603630066,
    0.4120602011680603,
    0.6439023613929749,
    0.8911916017532349,
    0.57297283411026,
    0.5268816351890564,
    0.653658390045166,
    0.5841582417488098,
    0.6696427464485168,
    0.613756537437439,
    0.6799998879432678,
    0.6124400496482849,
    0.6787328720092773,
    0.5027320981025696,
    0.49484527111053467,
    0.7853879332542419,
    0.6919430494308472,
    0.49090901017189026,
    0.5357142090797424,
    0.33333325386047363,
    0.6995072364807129
   ],
   "time": 26.902121163904667,
   "param": null
  },
  {
   "epoch": 198,
   "train_loss": 0.17124679684638977,
   "val_loss": 1.7055367231369019,
   "acc": 59.6,
   "f1": [
    0.8292681574821472,
    0.6862744092941284,
    0.46231144666671753,
    0.36842095851898193,
    0.4215245544910431,
    0.5860464572906494,
    0.6736840605735779,
    0.6272726058959961,
    0.7024388909339905,
    0.6391751170158386,
    0.3678159713745117,
    0.4432988464832306,
    0.6599999070167542,
    0.5918366312980652,
    0.5444443225860596,
    0.4766837954521179,
    0.7208120226860046,
    0.775119423866272,
    0.5744680166244507,
    0.5273630023002625,
    0.7551018595695496,
    0.6785712838172913,
    0.5538460612297058,
    0.7522933483123779,
    0.7748689651489258,
    0.4795917272567749,
    0.5326085686683655,
    0.42051267623901367,
    0.6470587849617004,
    0.5280897617340088,
    0.6082472205162048,
    0.5955554842948914,
    0.5641024112701416,
    0.520408034324646,
    0.5490195155143738,
    0.36111101508140564,
    0.5670101642608643,
    0.5454544425010681,
    0.47321414947509766,
    0.8457710146903992,
    0.5106381177902222,
    0.7821227312088013,
    0.529999852180481,
    0.6407765746116638,
    0.3756905198097229,
    0.48837196826934814,
    0.36180898547172546,
    0.6262625455856323,
    0.7368419766426086,
    0.7171715497970581,
    0.3517586886882782,
    0.6570047736167908,
    0.5825241804122925,
    0.8038275837898254,
    0.688372015953064,
    0.37426888942718506,
    0.7757007479667664,
    0.6564101576805115,
    0.7708331346511841,
    0.6358972787857056,
    0.8349512815475464,
    0.6326529383659363,
    0.620320737361908,
    0.5979380011558533,
    0.40796008706092834,
    0.3703702688217163,
    0.46999987959861755,
    0.5130888819694519,
    0.843049168586731,
    0.7403844594955444,
    0.6631014943122864,
    0.725490152835846,
    0.3076922297477722,
    0.5050503611564636,
    0.38181808590888977,
    0.8038275837898254,
    0.8151656985282898,
    0.5079363584518433,
    0.4550263583660126,
    0.6124400496482849,
    0.3999998867511749,
    0.6407765746116638,
    0.8795809149742126,
    0.5683058500289917,
    0.5326085686683655,
    0.6442306041717529,
    0.595959484577179,
    0.6822428703308105,
    0.6105261445045471,
    0.6601940989494324,
    0.62135910987854,
    0.678413987159729,
    0.4712642431259155,
    0.4766837954521179,
    0.7818180322647095,
    0.6952379941940308,
    0.4954127371311188,
    0.5495494604110718,
    0.3387977182865143,
    0.7070705890655518
   ],
   "time": 26.646306510083377,
   "param": null
  },
  {
   "epoch": 199,
   "train_loss": 0.20064228773117065,
   "val_loss": 1.6224318742752075,
   "acc": 59.79,
   "f1": [
    0.8325356841087341,
    0.6865670084953308,
    0.4545453190803528,
    0.36559128761291504,
    0.42201822996139526,
    0.6036034822463989,
    0.6631577014923096,
    0.6388887763023376,
    0.7135677337646484,
    0.6326529383659363,
    0.3636362552642822,
    0.42931926250457764,
    0.666666567325592,
    0.5833332538604736,
    0.5393257141113281,
    0.46632111072540283,
    0.7244896292686462,
    0.7714284658432007,
    0.5595853924751282,
    0.5279186367988586,
    0.7676765322685242,
    0.672645628452301,
    0.542713463306427,
    0.7677723169326782,
    0.7668392062187195,
    0.4824119210243225,
    0.5268816351890564,
    0.4271843731403351,
    0.6435642242431641,
    0.5363127589225769,
    0.6122447848320007,
    0.6146787405014038,
    0.5612244009971619,
    0.5279186367988586,
    0.5499998927116394,
    0.38053086400032043,
    0.5567008852958679,
    0.5358850359916687,
    0.4748857021331787,
    0.8514849543571472,
    0.510416567325592,
    0.7802196741104126,
    0.5333331823348999,
    0.6376810669898987,
    0.3756905198097229,
    0.49999988079071045,
    0.37185919284820557,
    0.6461536884307861,
    0.7549017667770386,
    0.727272629737854,
    0.3517586886882782,
    0.6473428606987,
    0.6108372807502747,
    0.8151656985282898,
    0.6944442987442017,
    0.3678159713745117,
    0.786729633808136,
    0.6464645266532898,
    0.7794870138168335,
    0.625640869140625,
    0.8275859951972961,
    0.6224488615989685,
    0.6276593804359436,
    0.6041665077209473,
    0.39195966720581055,
    0.37614670395851135,
    0.5050503611564636,
    0.5130888819694519,
    0.8392855525016785,
    0.742857038974762,
    0.6702701449394226,
    0.7307690382003784,
    0.30107519030570984,
    0.5050503611564636,
    0.36529669165611267,
    0.8115940690040588,
    0.8190473914146423,
    0.5185183882713318,
    0.4574466943740845,
    0.6249998807907104,
    0.39795905351638794,
    0.6341462135314941,
    0.8736840486526489,
    0.579234778881073,
    0.5326085686683655,
    0.6473428606987,
    0.5970147848129272,
    0.6576575636863708,
    0.6105261445045471,
    0.6764704585075378,
    0.6346153020858765,
    0.6905827522277832,
    0.497175008058548,
    0.47120407223701477,
    0.7782804369926453,
    0.6952379941940308,
    0.5023254752159119,
    0.5610858201980591,
    0.329670250415802,
    0.696078360080719
   ],
   "time": 26.373210629448295,
   "param": null
  }
 ]
}