{
 "Accuracy": 60.65,
 "Time": [
  26.654733064281753,
  0.6709516565339911,
  6428.657878644764
 ],
 "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": 4.891757488250732,
   "val_loss": 6.53364896774292,
   "acc": 1.46,
   "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,
    0.026306791231036186,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.01598578318953514,
    0.0,
    0.0,
    0.0,
    0.0,
    0.06106865406036377,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.027475662529468536,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.01941746659576893,
    0.0,
    0.0,
    0.0,
    0.05031441152095795,
    0.0,
    0.07526876032352448,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0454544872045517,
    0.0,
    0.1029411256313324,
    0.0,
    0.0,
    0.0,
    0.0
   ],
   "time": 25.757063325494528,
   "param": null
  },
  {
   "epoch": 1,
   "train_loss": 4.662082672119141,
   "val_loss": 4.454797267913818,
   "acc": 2.21,
   "f1": [
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.013100401498377323,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.015223579481244087,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.1333332657814026,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.03117308020591736,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.04251427948474884,
    0.0,
    0.0,
    0.0,
    0.015028166584670544,
    0.0,
    0.0,
    0.0,
    0.07100587338209152,
    0.0,
    0.0,
    0.0,
    0.0,
    0.11522630602121353,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.08823523670434952,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    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": 25.83347907848656,
   "param": null
  },
  {
   "epoch": 2,
   "train_loss": 4.34726619720459,
   "val_loss": 4.236717224121094,
   "acc": 4.46,
   "f1": [
    0.04580147936940193,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.04962775111198425,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0408162884414196,
    0.0,
    0.015624962747097015,
    0.07199995219707489,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.07308965176343918,
    0.0923076793551445,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.07999993860721588,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.024539824575185776,
    0.0,
    0.0,
    0.0,
    0.0,
    0.012371101416647434,
    0.0,
    0.05052627623081207,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.15982718765735626,
    0.0,
    0.012121161445975304,
    0.16927896440029144,
    0.24083760380744934,
    0.0,
    0.0,
    0.0,
    0.06949801743030548,
    0.0,
    0.0,
    0.12535609304904938,
    0.0,
    0.20886071026325226,
    0.03946742042899132,
    0.0,
    0.0,
    0.0,
    0.0,
    0.08043873310089111,
    0.0,
    0.0,
    0.0,
    0.0,
    0.2117646485567093,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.00934574380517006,
    0.0,
    0.0,
    0.0,
    0.04560256376862526,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.016666635870933533,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0
   ],
   "time": 26.472027929499745,
   "param": null
  },
  {
   "epoch": 3,
   "train_loss": 4.426583766937256,
   "val_loss": 4.209203720092773,
   "acc": 5.67,
   "f1": [
    0.16216211020946503,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.026143742725253105,
    0.0,
    0.0,
    0.08733618259429932,
    0.0,
    0.0,
    0.0,
    0.0,
    0.015872981399297714,
    0.05255253240466118,
    0.0,
    0.081300750374794,
    0.0,
    0.0,
    0.018867909908294678,
    0.12307686358690262,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.17948713898658752,
    0.0,
    0.0,
    0.026143742725253105,
    0.0,
    0.0,
    0.09708733856678009,
    0.0,
    0.0,
    0.0451127290725708,
    0.0,
    0.10299000144004822,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.08955218642950058,
    0.0,
    0.10909084975719452,
    0.013157849200069904,
    0.0,
    0.24999994039535522,
    0.0,
    0.0,
    0.014705840498209,
    0.0,
    0.056980010122060776,
    0.07100585103034973,
    0.012422310188412666,
    0.15294109284877777,
    0.05012527480721474,
    0.20408158004283905,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.05309731885790825,
    0.05857735127210617,
    0.08877280354499817,
    0.1602914035320282,
    0.03409085422754288,
    0.06837603449821472,
    0.05498276278376579,
    0.06023569032549858,
    0.0,
    0.0,
    0.013888844288885593,
    0.0,
    0.0,
    0.0,
    0.09230764210224152,
    0.0,
    0.0,
    0.06417106837034225,
    0.1129031851887703,
    0.0,
    0.042988717555999756,
    0.11851847171783447,
    0.015999965369701385,
    0.0,
    0.04379557445645332,
    0.052631545811891556,
    0.0,
    0.0,
    0.0,
    0.03636358678340912,
    0.0,
    0.0
   ],
   "time": 26.840541761368513,
   "param": null
  },
  {
   "epoch": 4,
   "train_loss": 4.124491214752197,
   "val_loss": 4.210258483886719,
   "acc": 7.85,
   "f1": [
    0.1948423534631729,
    0.056337978690862656,
    0.039215635508298874,
    0.0,
    0.0,
    0.01639341004192829,
    0.08242421597242355,
    0.052173860371112823,
    0.0352940633893013,
    0.03896098956465721,
    0.0,
    0.0,
    0.016806693747639656,
    0.09821421653032303,
    0.0,
    0.0869564563035965,
    0.0,
    0.1327800303697586,
    0.0,
    0.02898545376956463,
    0.123076893389225,
    0.015872981399297714,
    0.0,
    0.22702695429325104,
    0.1290322244167328,
    0.0,
    0.0,
    0.056871987879276276,
    0.0,
    0.0,
    0.10416660457849503,
    0.0,
    0.0,
    0.10256404429674149,
    0.07142851501703262,
    0.0,
    0.19323663413524628,
    0.07874010503292084,
    0.05961122363805771,
    0.0,
    0.0,
    0.03053431026637554,
    0.0,
    0.02173907682299614,
    0.0,
    0.0,
    0.0,
    0.14285707473754883,
    0.07352935522794724,
    0.03053431026637554,
    0.0,
    0.0,
    0.28641968965530396,
    0.0,
    0.11904755234718323,
    0.0,
    0.01694912277162075,
    0.027397213503718376,
    0.0,
    0.0,
    0.4145076870918274,
    0.10695184022188187,
    0.23684203624725342,
    0.0,
    0.0,
    0.01785712130367756,
    0.015747996047139168,
    0.13333328068256378,
    0.19920313358306885,
    0.07299264520406723,
    0.0,
    0.20111726224422455,
    0.0,
    0.0491802878677845,
    0.052173878997564316,
    0.08946437388658524,
    0.019047604873776436,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.13138681650161743,
    0.0,
    0.027026981115341187,
    0.0,
    0.10909084975719452,
    0.03603601083159447,
    0.012986965477466583,
    0.15331006050109863,
    0.019801972433924675,
    0.0,
    0.10465110093355179,
    0.03478258103132248,
    0.0,
    0.21728388965129852,
    0.09999996423721313,
    0.038461484014987946,
    0.019047604873776436,
    0.0
   ],
   "time": 27.967120320536196,
   "param": null
  },
  {
   "epoch": 5,
   "train_loss": 3.914532423019409,
   "val_loss": 3.8834447860717773,
   "acc": 10.93,
   "f1": [
    0.11347512155771255,
    0.08633087575435638,
    0.03333330154418945,
    0.01941746659576893,
    0.04301070049405098,
    0.14705877006053925,
    0.0,
    0.02941172383725643,
    0.09248550236225128,
    0.0,
    0.0,
    0.01785712130367756,
    0.06837603449821472,
    0.0946744978427887,
    0.07407401502132416,
    0.08823523670434952,
    0.031007712706923485,
    0.1639343649148941,
    0.08403357863426208,
    0.0,
    0.059999942779541016,
    0.12260530889034271,
    0.0,
    0.29508185386657715,
    0.15451575815677643,
    0.019801972433924675,
    0.0,
    0.10843371599912643,
    0.0,
    0.0,
    0.13385821878910065,
    0.0,
    0.0,
    0.13148783147335052,
    0.0,
    0.05498276278376579,
    0.11111105233430862,
    0.0,
    0.07648180425167084,
    0.017391279339790344,
    0.0,
    0.0,
    0.09090903401374817,
    0.13571426272392273,
    0.0,
    0.0,
    0.03448272496461868,
    0.14634142816066742,
    0.03508768975734711,
    0.17241372168064117,
    0.0,
    0.07821223139762878,
    0.36051496863365173,
    0.29677411913871765,
    0.19811314344406128,
    0.0,
    0.03252029046416283,
    0.1777777075767517,
    0.03809521719813347,
    0.0,
    0.46391740441322327,
    0.1103447899222374,
    0.0,
    0.0,
    0.0,
    0.0,
    0.06005220487713814,
    0.018181798979640007,
    0.28897330164909363,
    0.11688306927680969,
    0.251308798789978,
    0.17241373658180237,
    0.0,
    0.20494693517684937,
    0.03199996426701546,
    0.14917124807834625,
    0.08333326876163483,
    0.018867909908294678,
    0.0,
    0.0,
    0.0,
    0.01851850003004074,
    0.4666665494441986,
    0.11607135832309723,
    0.0,
    0.14799150824546814,
    0.1994459480047226,
    0.019047604873776436,
    0.0,
    0.09395967423915863,
    0.0,
    0.0,
    0.1476014256477356,
    0.04587150737643242,
    0.085470050573349,
    0.27177694439888,
    0.0,
    0.07989346235990524,
    0.03555550053715706,
    0.0
   ],
   "time": 27.641478205099702,
   "param": null
  },
  {
   "epoch": 6,
   "train_loss": 3.795681953430176,
   "val_loss": 3.715066909790039,
   "acc": 13.11,
   "f1": [
    0.3707864284515381,
    0.16058386862277985,
    0.07142854481935501,
    0.07468873262405396,
    0.0,
    0.11570242047309875,
    0.1333332657814026,
    0.10486888140439987,
    0.04844285920262337,
    0.03773583099246025,
    0.0,
    0.0,
    0.09271517395973206,
    0.14285708963871002,
    0.05172409862279892,
    0.04195799678564072,
    0.0,
    0.208791121840477,
    0.21951214969158173,
    0.0,
    0.17085421085357666,
    0.016806693747639656,
    0.09790203720331192,
    0.2695034444332123,
    0.19548864662647247,
    0.14184391498565674,
    0.0,
    0.0904311090707779,
    0.0,
    0.0,
    0.20231211185455322,
    0.01785712130367756,
    0.01960783451795578,
    0.11594196408987045,
    0.0,
    0.04210520535707474,
    0.15894033014774323,
    0.1594683825969696,
    0.0,
    0.07407402247190475,
    0.0,
    0.19999992847442627,
    0.019047604873776436,
    0.1565995216369629,
    0.03199996426701546,
    0.0,
    0.0,
    0.057692285627126694,
    0.14012733101844788,
    0.17431186139583588,
    0.0,
    0.07580170780420303,
    0.34319522976875305,
    0.31730762124061584,
    0.21556879580020905,
    0.0,
    0.12999993562698364,
    0.1438848376274109,
    0.014925332739949226,
    0.0,
    0.509090781211853,
    0.12154688686132431,
    0.15624994039535522,
    0.10476183891296387,
    0.01941746659576893,
    0.03418800234794617,
    0.03749994933605194,
    0.0838322788476944,
    0.3076922595500946,
    0.1551019698381424,
    0.3076922297477722,
    0.2121211439371109,
    0.02962958812713623,
    0.04444439709186554,
    0.11255405098199844,
    0.1833060085773468,
    0.0,
    0.0,
    0.05426351726055145,
    0.15384607017040253,
    0.0,
    0.0,
    0.5020919442176819,
    0.10112354159355164,
    0.027149269357323647,
    0.15315312147140503,
    0.27884605526924133,
    0.0,
    0.06329110264778137,
    0.1846153438091278,
    0.0,
    0.07179483026266098,
    0.13924044370651245,
    0.015999965369701385,
    0.22598862648010254,
    0.2444443702697754,
    0.1596243679523468,
    0.07490631192922592,
    0.05204455554485321,
    0.0
   ],
   "time": 27.2800302663818,
   "param": null
  },
  {
   "epoch": 7,
   "train_loss": 3.7811086177825928,
   "val_loss": 3.523954153060913,
   "acc": 15.66,
   "f1": [
    0.39148926734924316,
    0.1945524662733078,
    0.14126387238502502,
    0.018691571429371834,
    0.0,
    0.15646253526210785,
    0.0,
    0.018017996102571487,
    0.14534878730773926,
    0.1802816390991211,
    0.0,
    0.03225803002715111,
    0.1164020448923111,
    0.13407815992832184,
    0.1242937222123146,
    0.052631527185440063,
    0.03809521719813347,
    0.22789113223552704,
    0.13445372879505157,
    0.0,
    0.26993855834007263,
    0.2181817591190338,
    0.0,
    0.30057796835899353,
    0.46938762068748474,
    0.13580238819122314,
    0.0,
    0.0538720041513443,
    0.07142854481935501,
    0.09859149903059006,
    0.21259836852550507,
    0.027649717405438423,
    0.11764701455831528,
    0.09395968168973923,
    0.0,
    0.0980391725897789,
    0.18082188069820404,
    0.14049580693244934,
    0.03571426123380661,
    0.039215635508298874,
    0.0,
    0.4393938481807709,
    0.07655496150255203,
    0.1559632420539856,
    0.05084741488099098,
    0.03603601083159447,
    0.06557370722293854,
    0.22950810194015503,
    0.15172408521175385,
    0.255813866853714,
    0.0,
    0.10084030032157898,
    0.48251745104789734,
    0.36065563559532166,
    0.27199992537498474,
    0.0,
    0.11764700710773468,
    0.1481480896472931,
    0.0336134098470211,
    0.03278684988617897,
    0.4361701011657715,
    0.14479632675647736,
    0.2524271011352539,
    0.0,
    0.07194238901138306,
    0.01960783451795578,
    0.01785712130367756,
    0.019047604873776436,
    0.2542954981327057,
    0.1694914698600769,
    0.054054029285907745,
    0.41314542293548584,
    0.0,
    0.20138882100582123,
    0.0,
    0.3135133981704712,
    0.2545454204082489,
    0.01851850003004074,
    0.048780445009469986,
    0.1181817501783371,
    0.0,
    0.012345629744231701,
    0.46636757254600525,
    0.04687495157122612,
    0.0,
    0.08620686084032059,
    0.26451605558395386,
    0.03809521719813347,
    0.08605849742889404,
    0.12033192068338394,
    0.03478258103132248,
    0.13414627313613892,
    0.09022551029920578,
    0.0,
    0.2783504128456116,
    0.3184078335762024,
    0.13095231354236603,
    0.11616159230470657,
    0.060085780918598175,
    0.03389827162027359
   ],
   "time": 27.732477474957705,
   "param": null
  },
  {
   "epoch": 8,
   "train_loss": 3.7130274772644043,
   "val_loss": 3.5354199409484863,
   "acc": 15.01,
   "f1": [
    0.39495787024497986,
    0.1945524662733078,
    0.06289302557706833,
    0.03278684988617897,
    0.08071742951869965,
    0.15189866721630096,
    0.10071936994791031,
    0.12578611075878143,
    0.17801040410995483,
    0.14285707473754883,
    0.027210839092731476,
    0.014084463939070702,
    0.09090902656316757,
    0.06557372957468033,
    0.0869564563035965,
    0.13580238819122314,
    0.049382660537958145,
    0.2910216152667999,
    0.21301770210266113,
    0.01941746659576893,
    0.2118379771709442,
    0.20598001778125763,
    0.0,
    0.1811593621969223,
    0.2247510552406311,
    0.15517236292362213,
    0.0,
    0.026143742725253105,
    0.017093989998102188,
    0.07947013527154922,
    0.06410250812768936,
    0.10588231682777405,
    0.07142851501703262,
    0.11486482620239258,
    0.018691571429371834,
    0.0,
    0.17272719740867615,
    0.03846152126789093,
    0.03278684988617897,
    0.12222215533256531,
    0.01941746659576893,
    0.14754094183444977,
    0.09569370746612549,
    0.16458849608898163,
    0.0,
    0.0921052023768425,
    0.0886075422167778,
    0.2687745988368988,
    0.05607474222779274,
    0.15384608507156372,
    0.0,
    0.017391279339790344,
    0.4184914231300354,
    0.28124991059303284,
    0.25352105498313904,
    0.027397213503718376,
    0.18749992549419403,
    0.152671679854393,
    0.11347512155771255,
    0.019230758771300316,
    0.3430798649787903,
    0.12021850794553757,
    0.19867542386054993,
    0.10370364785194397,
    0.06808504462242126,
    0.03278684988617897,
    0.10038603842258453,
    0.18220333755016327,
    0.17105259001255035,
    0.1164020448923111,
    0.0666666254401207,
    0.21243515610694885,
    0.018017996102571487,
    0.05128201097249985,
    0.08433731645345688,
    0.3024054169654846,
    0.34848475456237793,
    0.0,
    0.0336134098470211,
    0.1015227735042572,
    0.058823470026254654,
    0.06792447715997696,
    0.3940885663032532,
    0.019230758771300316,
    0.027026981115341187,
    0.21989519894123077,
    0.24999991059303284,
    0.11111105233430862,
    0.05882347375154495,
    0.08641968667507172,
    0.12280695140361786,
    0.1481480747461319,
    0.1655171811580658,
    0.05517236515879631,
    0.3619908392429352,
    0.2622949779033661,
    0.15767627954483032,
    0.09448814392089844,
    0.04580147936940193,
    0.029850704595446587
   ],
   "time": 27.26634501852095,
   "param": null
  },
  {
   "epoch": 9,
   "train_loss": 3.584000587463379,
   "val_loss": 3.4935147762298584,
   "acc": 18.45,
   "f1": [
    0.37499991059303284,
    0.09917350858449936,
    0.1951218843460083,
    0.11165045201778412,
    0.018181798979640007,
    0.037037014961242676,
    0.1126759946346283,
    0.14201176166534424,
    0.0921052023768425,
    0.22807011008262634,
    0.0,
    0.0447760745882988,
    0.15706801414489746,
    0.17073164880275726,
    0.13733899593353271,
    0.10937494784593582,
    0.0,
    0.31944435834884644,
    0.2526315152645111,
    0.04958673566579819,
    0.16923071444034576,
    0.20634913444519043,
    0.08474572747945786,
    0.38144323229789734,
    0.3435582220554352,
    0.06896547973155975,
    0.03669722378253937,
    0.18666663765907288,
    0.1524663120508194,
    0.09248548746109009,
    0.18264833092689514,
    0.09476304799318314,
    0.10769226402044296,
    0.08771926164627075,
    0.0666666254401207,
    0.10596020519733429,
    0.18181809782981873,
    0.16455689072608948,
    0.11525420844554901,
    0.06779656559228897,
    0.06779656559228897,
    0.20588228106498718,
    0.0,
    0.18934907019138336,
    0.01960783451795578,
    0.0447760745882988,
    0.11702121049165726,
    0.2575756907463074,
    0.228260800242424,
    0.26395928859710693,
    0.0,
    0.08465602248907089,
    0.410501092672348,
    0.33802807331085205,
    0.3240739703178406,
    0.012422310188412666,
    0.18300649523735046,
    0.1846153289079666,
    0.1656804084777832,
    0.14563101530075073,
    0.6280191540718079,
    0.19742482900619507,
    0.2745096981525421,
    0.1361255943775177,
    0.04854363575577736,
    0.09183667600154877,
    0.1153845563530922,
    0.2121211439371109,
    0.5022420287132263,
    0.24918025732040405,
    0.362790584564209,
    0.358024537563324,
    0.0,
    0.16143491864204407,
    0.08275856822729111,
    0.3880595862865448,
    0.21987950801849365,
    0.0804019421339035,
    0.12162157148122787,
    0.10354218631982803,
    0.0,
    0.03418800234794617,
    0.5083332657814026,
    0.05555552989244461,
    0.0336134098470211,
    0.038834936916828156,
    0.21794866025447845,
    0.1481480747461319,
    0.09824556857347488,
    0.23958325386047363,
    0.2091502547264099,
    0.3707864284515381,
    0.07272724062204361,
    0.08917191624641418,
    0.4189721941947937,
    0.2542954683303833,
    0.12499994784593582,
    0.13207541406154633,
    0.09523802995681763,
    0.06611566245555878
   ],
   "time": 26.413288455456495,
   "param": null
  },
  {
   "epoch": 10,
   "train_loss": 3.5277090072631836,
   "val_loss": 3.2370266914367676,
   "acc": 20.57,
   "f1": [
    0.4782607853412628,
    0.29189181327819824,
    0.2085307389497757,
    0.15310998260974884,
    0.09480809420347214,
    0.1639343500137329,
    0.10191076993942261,
    0.15354327857494354,
    0.16417904198169708,
    0.3203882575035095,
    0.01694912277162075,
    0.018017996102571487,
    0.13749992847442627,
    0.0,
    0.14606735110282898,
    0.11023616790771484,
    0.1272084265947342,
    0.3654821515083313,
    0.26399993896484375,
    0.09756092727184296,
    0.22598862648010254,
    0.24031001329421997,
    0.13533830642700195,
    0.35416656732559204,
    0.21446380019187927,
    0.22499993443489075,
    0.09090904891490936,
    0.12637358903884888,
    0.21686740219593048,
    0.13698624074459076,
    0.18025743961334229,
    0.12765949964523315,
    0.15028895437717438,
    0.14906825125217438,
    0.06369420886039734,
    0.07936502993106842,
    0.2240663468837738,
    0.14062495529651642,
    0.12007500231266022,
    0.08771926164627075,
    0.03333330154418945,
    0.34123215079307556,
    0.07619044184684753,
    0.1834861934185028,
    0.08979585766792297,
    0.04225347191095352,
    0.0,
    0.3771427571773529,
    0.2765956223011017,
    0.23350247740745544,
    0.0,
    0.09333327412605286,
    0.5205478072166443,
    0.4725273549556732,
    0.35675665736198425,
    0.04166661947965622,
    0.282828152179718,
    0.14705875515937805,
    0.22222217917442322,
    0.15853650867938995,
    0.5887095332145691,
    0.21404676139354706,
    0.3314915895462036,
    0.13114748895168304,
    0.016666635870933533,
    0.09195395559072495,
    0.12857137620449066,
    0.14659681916236877,
    0.4236759841442108,
    0.27242517471313477,
    0.4265401363372803,
    0.48623839020729065,
    0.0336134098470211,
    0.16184966266155243,
    0.10778438299894333,
    0.3418366611003876,
    0.4782607853412628,
    0.08934701979160309,
    0.057553909718990326,
    0.11538457125425339,
    0.014285671524703503,
    0.0,
    0.47311821579933167,
    0.09259255975484848,
    0.0504201278090477,
    0.19591830670833588,
    0.23589736223220825,
    0.11764701455831528,
    0.060150329023599625,
    0.28085100650787354,
    0.06779656559228897,
    0.334727942943573,
    0.0,
    0.035398200154304504,
    0.42857131361961365,
    0.34599146246910095,
    0.19642849266529083,
    0.1129031702876091,
    0.018348604440689087,
    0.12080531567335129
   ],
   "time": 27.320996324531734,
   "param": null
  },
  {
   "epoch": 11,
   "train_loss": 3.3922553062438965,
   "val_loss": 3.188284158706665,
   "acc": 21.79,
   "f1": [
    0.5243901014328003,
    0.2895926535129547,
    0.17910441756248474,
    0.15426994860172272,
    0.08333327621221542,
    0.15730330348014832,
    0.15384607017040253,
    0.21524657309055328,
    0.1969696283340454,
    0.35416656732559204,
    0.019047604873776436,
    0.0451127365231514,
    0.16611289978027344,
    0.12658220529556274,
    0.043478213250637054,
    0.1499999463558197,
    0.19883033633232117,
    0.3659573495388031,
    0.31284910440444946,
    0.1584157794713974,
    0.2206895798444748,
    0.21551716327667236,
    0.10434778034687042,
    0.39301300048828125,
    0.3703702688217163,
    0.06504061073064804,
    0.054054029285907745,
    0.15302488207817078,
    0.19047613441944122,
    0.11188805103302002,
    0.2550334632396698,
    0.13502103090286255,
    0.10434778034687042,
    0.24580998718738556,
    0.054794467985630035,
    0.165217325091362,
    0.15757569670677185,
    0.20487797260284424,
    0.09999993443489075,
    0.24034328758716583,
    0.09009005129337311,
    0.29629620909690857,
    0.19531244039535522,
    0.23904375731945038,
    0.08333326876163483,
    0.1528661698102951,
    0.03448272496461868,
    0.3432835042476654,
    0.2749999165534973,
    0.2264150232076645,
    0.0,
    0.05161285027861595,
    0.5693429112434387,
    0.44827574491500854,
    0.38190943002700806,
    0.052355967462062836,
    0.29268282651901245,
    0.2269502729177475,
    0.21839071810245514,
    0.11570242792367935,
    0.6127658486366272,
    0.2288556545972824,
    0.29787224531173706,
    0.12997345626354218,
    0.03550290688872337,
    0.11199995130300522,
    0.0790959894657135,
    0.20289847254753113,
    0.45222923159599304,
    0.31152641773223877,
    0.3421051502227783,
    0.4434387683868408,
    0.018017996102571487,
    0.15300540626049042,
    0.0639999583363533,
    0.29197075963020325,
    0.5263156294822693,
    0.012738806195557117,
    0.09420283883810043,
    0.19587622582912445,
    0.05128201097249985,
    0.03846152126789093,
    0.5937498807907104,
    0.1940297782421112,
    0.017699090763926506,
    0.22055134177207947,
    0.2561575770378113,
    0.22222214937210083,
    0.09150320291519165,
    0.2256097048521042,
    0.2212388664484024,
    0.3076922297477722,
    0.08571423590183258,
    0.10344821214675903,
    0.4595744013786316,
    0.35193121433258057,
    0.21965309977531433,
    0.13725484907627106,
    0.01694912277162075,
    0.06611566245555878
   ],
   "time": 27.066316656768322,
   "param": null
  },
  {
   "epoch": 12,
   "train_loss": 3.2507882118225098,
   "val_loss": 3.1143686771392822,
   "acc": 23.0,
   "f1": [
    0.5283017754554749,
    0.291139155626297,
    0.24864855408668518,
    0.10256403684616089,
    0.15075373649597168,
    0.07575751841068268,
    0.1866666078567505,
    0.20118334889411926,
    0.20689651370048523,
    0.39195966720581055,
    0.0,
    0.018348604440689087,
    0.1971830278635025,
    0.14965979754924774,
    0.09655166417360306,
    0.10852707922458649,
    0.2378377616405487,
    0.3647058308124542,
    0.2588233947753906,
    0.05555552989244461,
    0.2610618770122528,
    0.25706934928894043,
    0.01960783451795578,
    0.37426888942718506,
    0.4143425226211548,
    0.16260157525539398,
    0.08403357863426208,
    0.1706666201353073,
    0.21874994039535522,
    0.03738315775990486,
    0.21518981456756592,
    0.2054380178451538,
    0.17142851650714874,
    0.19875767827033997,
    0.1639343500137329,
    0.06493500620126724,
    0.23529402911663055,
    0.16744180023670197,
    0.11267601698637009,
    0.2333332598209381,
    0.09302320331335068,
    0.3874998986721039,
    0.17567561566829681,
    0.18947364389896393,
    0.13333328068256378,
    0.01785712130367756,
    0.16923069953918457,
    0.331034392118454,
    0.3363635540008545,
    0.2937852144241333,
    0.0,
    0.017241353169083595,
    0.5225805640220642,
    0.4271843731403351,
    0.38834938406944275,
    0.02877693437039852,
    0.28358200192451477,
    0.23030294477939606,
    0.21839071810245514,
    0.06779656559228897,
    0.6631014943122864,
    0.24761897325515747,
    0.3809523284435272,
    0.16608992218971252,
    0.04040398821234703,
    0.0,
    0.06504061073064804,
    0.22907482087612152,
    0.5668447613716125,
    0.34306561946868896,
    0.38427940011024475,
    0.5482232570648193,
    0.048780445009469986,
    0.1499999314546585,
    0.12048186361789703,
    0.47321414947509766,
    0.5488370656967163,
    0.03225803002715111,
    0.07299264520406723,
    0.1538461148738861,
    0.0,
    0.019230758771300316,
    0.5333331823348999,
    0.19548864662647247,
    0.05128201097249985,
    0.32222211360931396,
    0.2484847903251648,
    0.2357722967863083,
    0.1126759946346283,
    0.210526242852211,
    0.2251655012369156,
    0.26984119415283203,
    0.017699090763926506,
    0.0,
    0.42763152718544006,
    0.36190465092658997,
    0.255813866853714,
    0.14721721410751343,
    0.10958898812532425,
    0.06956518441438675
   ],
   "time": 26.46792279742658,
   "param": null
  },
  {
   "epoch": 13,
   "train_loss": 3.2164676189422607,
   "val_loss": 3.0090250968933105,
   "acc": 24.81,
   "f1": [
    0.5353159308433533,
    0.3265305459499359,
    0.20512813329696655,
    0.14285707473754883,
    0.12440184503793716,
    0.13636358082294464,
    0.13836471736431122,
    0.2366863340139389,
    0.2097901701927185,
    0.33476385474205017,
    0.11347512155771255,
    0.0,
    0.16883111000061035,
    0.19607838988304138,
    0.11578940600156784,
    0.09009005129337311,
    0.23030294477939606,
    0.35158494114875793,
    0.24786315858364105,
    0.09999995678663254,
    0.3552630543708801,
    0.31730762124061584,
    0.16793887317180634,
    0.3764704465866089,
    0.3884057402610779,
    0.1438848376274109,
    0.05172409862279892,
    0.1733332872390747,
    0.1629629135131836,
    0.19480513036251068,
    0.2578124403953552,
    0.16560502350330353,
    0.16406241059303284,
    0.238805890083313,
    0.12418296188116074,
    0.05357140302658081,
    0.24489787220954895,
    0.15116271376609802,
    0.17948713898658752,
    0.34246566891670227,
    0.19393931329250336,
    0.39130428433418274,
    0.14323604106903076,
    0.20512814819812775,
    0.15602830052375793,
    0.1576354056596756,
    0.10370365530252457,
    0.4365480840206146,
    0.2735848128795624,
    0.2833332419395447,
    0.03149602562189102,
    0.12244893610477448,
    0.4984024465084076,
    0.4795917272567749,
    0.3959389626979828,
    0.1030302494764328,
    0.24637673795223236,
    0.20134222507476807,
    0.208791121840477,
    0.1866665780544281,
    0.718893826007843,
    0.23529404401779175,
    0.3522387146949768,
    0.19178077578544617,
    0.015037554316222668,
    0.05925920605659485,
    0.15873010456562042,
    0.2096773386001587,
    0.5685278177261353,
    0.4313724637031555,
    0.3313608467578888,
    0.44067782163619995,
    0.0806451216340065,
    0.26241129636764526,
    0.15384608507156372,
    0.48484838008880615,
    0.5513511896133423,
    0.1461537927389145,
    0.05128201097249985,
    0.2095237374305725,
    0.02857138216495514,
    0.11976040154695511,
    0.5907171964645386,
    0.2647058069705963,
    0.01960783451795578,
    0.31404948234558105,
    0.2692306935787201,
    0.19444438815116882,
    0.04411759972572327,
    0.2124999314546585,
    0.11475405097007751,
    0.321428507566452,
    0.05882347747683525,
    0.02836875058710575,
    0.4344826936721802,
    0.37575745582580566,
    0.2347417026758194,
    0.19383254647254944,
    0.1503758728504181,
    0.1410255879163742
   ],
   "time": 26.731990359723568,
   "param": null
  },
  {
   "epoch": 14,
   "train_loss": 3.199688673019409,
   "val_loss": 3.0178332328796387,
   "acc": 26.44,
   "f1": [
    0.4881354868412018,
    0.31944435834884644,
    0.22299645841121674,
    0.1752987504005432,
    0.17307686805725098,
    0.21890543401241302,
    0.2658226788043976,
    0.251428484916687,
    0.27488142251968384,
    0.39583319425582886,
    0.0,
    0.0,
    0.27705615758895874,
    0.17142851650714874,
    0.13333328068256378,
    0.11678826063871384,
    0.26751580834388733,
    0.4454147219657898,
    0.29213473200798035,
    0.12213735282421112,
    0.45631060004234314,
    0.29135796427726746,
    0.213483065366745,
    0.4158414602279663,
    0.40229880809783936,
    0.16793887317180634,
    0.05594400689005852,
    0.17796602845191956,
    0.2269502729177475,
    0.1639343649148941,
    0.23076917231082916,
    0.22831043601036072,
    0.16513758897781372,
    0.2345678210258484,
    0.11594197899103165,
    0.17971010506153107,
    0.22377613186836243,
    0.1734103411436081,
    0.157181516289711,
    0.29577454924583435,
    0.16666661202907562,
    0.45669278502464294,
    0.19108274579048157,
    0.18884113430976868,
    0.09302320331335068,
    0.04545450210571289,
    0.0639999583363533,
    0.4189721941947937,
    0.3566878139972687,
    0.29931965470314026,
    0.0,
    0.12857137620449066,
    0.5783131718635559,
    0.44067782163619995,
    0.4299998879432678,
    0.03199996426701546,
    0.3868311941623688,
    0.23188398778438568,
    0.3022507429122925,
    0.2444443702697754,
    0.6267279982566833,
    0.33333325386047363,
    0.15652169287204742,
    0.1995660960674286,
    0.11111105233430862,
    0.06349202245473862,
    0.12765952944755554,
    0.20437949895858765,
    0.5648854374885559,
    0.4201679825782776,
    0.36686381697654724,
    0.42857131361961365,
    0.09950242191553116,
    0.27433618903160095,
    0.10852707922458649,
    0.4202333688735962,
    0.41666659712791443,
    0.04137926548719406,
    0.11510787159204483,
    0.18848159909248352,
    0.07777772098779678,
    0.1509433388710022,
    0.620320737361908,
    0.19999992847442627,
    0.03636360913515091,
    0.336633563041687,
    0.29059821367263794,
    0.2830187678337097,
    0.15028895437717438,
    0.3592231869697571,
    0.17518241703510284,
    0.40160635113716125,
    0.07092193514108658,
    0.13333328068256378,
    0.4444443881511688,
    0.4410255253314972,
    0.2617800235748291,
    0.14473678171634674,
    0.03149602562189102,
    0.10434778034687042
   ],
   "time": 26.41282774414867,
   "param": null
  },
  {
   "epoch": 15,
   "train_loss": 3.0905215740203857,
   "val_loss": 3.016681671142578,
   "acc": 27.49,
   "f1": [
    0.6272187829017639,
    0.3421051502227783,
    0.27737218141555786,
    0.18025743961334229,
    0.07518791407346725,
    0.18181811273097992,
    0.13559314608573914,
    0.2935778796672821,
    0.2736841142177582,
    0.3953487277030945,
    0.10084028542041779,
    0.13235288858413696,
    0.21428565680980682,
    0.11570242792367935,
    0.1818181276321411,
    0.1914892941713333,
    0.2816900610923767,
    0.37532129883766174,
    0.24615377187728882,
    0.11965807527303696,
    0.3855420649051666,
    0.3521125912666321,
    0.24999991059303284,
    0.4069766700267792,
    0.5056177973747253,
    0.20408158004283905,
    0.0806451216340065,
    0.19230766594409943,
    0.3047617971897125,
    0.2564101815223694,
    0.3014705181121826,
    0.2578124403953552,
    0.21428564190864563,
    0.23529402911663055,
    0.11494245380163193,
    0.04799995943903923,
    0.27322396636009216,
    0.15555550158023834,
    0.16363631188869476,
    0.33093518018722534,
    0.2545453906059265,
    0.5683058500289917,
    0.16942906379699707,
    0.17633406817913055,
    0.12345672398805618,
    0.017543835565447807,
    0.17808210849761963,
    0.4705880880355835,
    0.4081631600856781,
    0.3076922297477722,
    0.0,
    0.03333330154418945,
    0.5897434949874878,
    0.49777767062187195,
    0.3797467350959778,
    0.06936410069465637,
    0.3433475196361542,
    0.309859037399292,
    0.2443438321352005,
    0.1924685686826706,
    0.6101693511009216,
    0.2972972095012665,
    0.3726707398891449,
    0.2548261880874634,
    0.08888882398605347,
    0.10227267444133759,
    0.14864858984947205,
    0.1775147169828415,
    0.49999988079071045,
    0.4657532870769501,
    0.4495411515235901,
    0.5283017754554749,
    0.09395967423915863,
    0.22222213447093964,
    0.1438848376274109,
    0.4232081174850464,
    0.5405403971672058,
    0.1194029152393341,
    0.048780445009469986,
    0.2091502547264099,
    0.0666666254401207,
    0.152671679854393,
    0.609625518321991,
    0.3495934009552002,
    0.018691571429371834,
    0.3043477237224579,
    0.33333325386047363,
    0.32911381125450134,
    0.11612897366285324,
    0.2898550033569336,
    0.2470587193965912,
    0.38834938406944275,
    0.019047604873776436,
    0.1255604773759842,
    0.5355647206306458,
    0.3824700117111206,
    0.2623906135559082,
    0.1777777224779129,
    0.0874999463558197,
    0.17021270096302032
   ],
   "time": 25.80011453293264,
   "param": null
  },
  {
   "epoch": 16,
   "train_loss": 3.1451284885406494,
   "val_loss": 3.02166748046875,
   "acc": 27.95,
   "f1": [
    0.5106381773948669,
    0.3100774586200714,
    0.2583025097846985,
    0.037037014961242676,
    0.11881181597709656,
    0.1809954047203064,
    0.21126753091812134,
    0.17054256796836853,
    0.21374039351940155,
    0.4203820824623108,
    0.14379078149795532,
    0.08823523670434952,
    0.21118006110191345,
    0.24999994039535522,
    0.15294109284877777,
    0.13043473660945892,
    0.31372538208961487,
    0.36979156732559204,
    0.2702701687812805,
    0.23809516429901123,
    0.39106133580207825,
    0.34532371163368225,
    0.2745096981525421,
    0.4596773386001587,
    0.43097633123397827,
    0.23030294477939606,
    0.05504584312438965,
    0.16891886293888092,
    0.22222214937210083,
    0.26881712675094604,
    0.2992125153541565,
    0.23255807161331177,
    0.210526242852211,
    0.22988496720790863,
    0.14201176166534424,
    0.0921052023768425,
    0.28415289521217346,
    0.15957440435886383,
    0.1481480896472931,
    0.3406112492084503,
    0.2546815574169159,
    0.46896544098854065,
    0.211320698261261,
    0.24257420003414154,
    0.0701754093170166,
    0.13095231354236603,
    0.11199995130300522,
    0.3921567499637604,
    0.37499991059303284,
    0.34920623898506165,
    0.03149602562189102,
    0.12371128052473068,
    0.5537458062171936,
    0.5240640044212341,
    0.46739116311073303,
    0.0785713717341423,
    0.38775497674942017,
    0.20312491059303284,
    0.2643677294254303,
    0.20779214799404144,
    0.6951870322227478,
    0.36815908551216125,
    0.41340771317481995,
    0.23926374316215515,
    0.17307688295841217,
    0.10596020519733429,
    0.17460311949253082,
    0.17391295731067657,
    0.6041665077209473,
    0.48305076360702515,
    0.36144572496414185,
    0.4357142150402069,
    0.05839410796761513,
    0.28015556931495667,
    0.08333327621221542,
    0.5024629235267639,
    0.6146340370178223,
    0.12121205776929855,
    0.07812494784593582,
    0.2598869204521179,
    0.0,
    0.08196717500686646,
    0.6363635063171387,
    0.239436537027359,
    0.1360543668270111,
    0.3148147463798523,
    0.3255813419818878,
    0.34177201986312866,
    0.1528661698102951,
    0.29189181327819824,
    0.18705029785633087,
    0.3524589240550995,
    0.06779656559228897,
    0.1101694256067276,
    0.587155818939209,
    0.3255813419818878,
    0.28712859749794006,
    0.18911170959472656,
    0.10878654569387436,
    0.24675315618515015
   ],
   "time": 25.92193492129445,
   "param": null
  },
  {
   "epoch": 17,
   "train_loss": 3.115367889404297,
   "val_loss": 2.8543689250946045,
   "acc": 29.17,
   "f1": [
    0.6368157267570496,
    0.34980979561805725,
    0.20304562151432037,
    0.11398956924676895,
    0.1630900651216507,
    0.21126753091812134,
    0.15624994039535522,
    0.30468741059303284,
    0.29585790634155273,
    0.4358973205089569,
    0.10852707922458649,
    0.04580147936940193,
    0.24203814566135406,
    0.27338123321533203,
    0.1442307084798813,
    0.19047611951828003,
    0.31249991059303284,
    0.4878047704696655,
    0.12068961560726166,
    0.20987647771835327,
    0.3823528289794922,
    0.3116370439529419,
    0.20312491059303284,
    0.46082934737205505,
    0.5543476939201355,
    0.24844713509082794,
    0.0869564637541771,
    0.1994301676750183,
    0.38709667325019836,
    0.26666659116744995,
    0.2702701985836029,
    0.2348753958940506,
    0.20708440244197845,
    0.2923975884914398,
    0.12499994784593582,
    0.11707311123609543,
    0.2812499403953552,
    0.15999993681907654,
    0.16666659712791443,
    0.3211677670478821,
    0.1971830427646637,
    0.5621620416641235,
    0.18791939318180084,
    0.2983050048351288,
    0.09302320331335068,
    0.07462681084871292,
    0.1911262422800064,
    0.4255318343639374,
    0.4574466943740845,
    0.4057970345020294,
    0.0,
    0.12658220529556274,
    0.5298013091087341,
    0.4939757287502289,
    0.396135151386261,
    0.017241353169083595,
    0.34504786133766174,
    0.358024537563324,
    0.28272244334220886,
    0.13173647224903107,
    0.7253884673118591,
    0.4083768427371979,
    0.36464083194732666,
    0.24637673795223236,
    0.17801040410995483,
    0.11827950179576874,
    0.14906825125217438,
    0.19318175315856934,
    0.639269232749939,
    0.5181816816329956,
    0.41221365332603455,
    0.5632182359695435,
    0.0451127365231514,
    0.3076922297477722,
    0.1576354056596756,
    0.47999992966651917,
    0.5937498807907104,
    0.12195117771625519,
    0.07246371358633041,
    0.2244897186756134,
    0.03418800234794617,
    0.15950913727283478,
    0.5910930633544922,
    0.2731706500053406,
    0.08771926164627075,
    0.39382225275039673,
    0.3009403645992279,
    0.3723403513431549,
    0.11834313720464706,
    0.25542163848876953,
    0.2428114414215088,
    0.4678361415863037,
    0.15686267614364624,
    0.04545450210571289,
    0.5649716258049011,
    0.4210525453090668,
    0.2923975884914398,
    0.1735159158706665,
    0.13714279234409332,
    0.17021270096302032
   ],
   "time": 26.696893960237503,
   "param": null
  },
  {
   "epoch": 18,
   "train_loss": 3.01021671295166,
   "val_loss": 3.091125965118408,
   "acc": 23.15,
   "f1": [
    0.6267279982566833,
    0.3464565873146057,
    0.2519083321094513,
    0.11827950179576874,
    0.12999993562698364,
    0.0843881294131279,
    0.2424241602420807,
    0.20312491059303284,
    0.23287664353847504,
    0.3904760777950287,
    0.0823044702410698,
    0.01785712130367756,
    0.16806717216968536,
    0.1846153289079666,
    0.1194029375910759,
    0.11965807527303696,
    0.23853203654289246,
    0.31506839394569397,
    0.24516120553016663,
    0.12213735282421112,
    0.46696019172668457,
    0.341666579246521,
    0.20689646899700165,
    0.1494252234697342,
    0.45714280009269714,
    0.13270139694213867,
    0.10370365530252457,
    0.10786512494087219,
    0.19999995827674866,
    0.20472434163093567,
    0.22797919809818268,
    0.1983470320701599,
    0.19607838988304138,
    0.29629620909690857,
    0.1629629135131836,
    0.12676052749156952,
    0.018348604440689087,
    0.0672268494963646,
    0.12499994039535522,
    0.23728805780410767,
    0.1061946302652359,
    0.4574466943740845,
    0.08403357863426208,
    0.24999989569187164,
    0.05925920605659485,
    0.048780445009469986,
    0.1499999463558197,
    0.4113473892211914,
    0.3597121238708496,
    0.18779337406158447,
    0.0,
    0.14545448124408722,
    0.6172838807106018,
    0.3259258270263672,
    0.4257424473762512,
    0.014814772643148899,
    0.4324323236942291,
    0.2251655012369156,
    0.31858399510383606,
    0.21192045509815216,
    0.23923437297344208,
    0.31932762265205383,
    0.3566878139972687,
    0.26540276408195496,
    0.08333329111337662,
    0.1481480896472931,
    0.1481480896472931,
    0.18957340717315674,
    0.2635658085346222,
    0.33865806460380554,
    0.4277455508708954,
    0.15106213092803955,
    0.07692301273345947,
    0.2941175699234009,
    0.11188805103302002,
    0.41840997338294983,
    0.45454534888267517,
    0.10650881379842758,
    0.05594400689005852,
    0.22330091893672943,
    0.014925332739949226,
    0.19428564608097076,
    0.6344084739685059,
    0.2635658085346222,
    0.1290322095155716,
    0.3229812979698181,
    0.23437494039535522,
    0.24697330594062805,
    0.15950913727283478,
    0.0967741385102272,
    0.17910441756248474,
    0.3478260040283203,
    0.12499994784593582,
    0.09302320331335068,
    0.5513511896133423,
    0.40624988079071045,
    0.17142851650714874,
    0.123287633061409,
    0.0,
    0.13157890737056732
   ],
   "time": 26.817807058803737,
   "param": null
  },
  {
   "epoch": 19,
   "train_loss": 2.973855495452881,
   "val_loss": 2.7771434783935547,
   "acc": 30.73,
   "f1": [
    0.5780345797538757,
    0.39999985694885254,
    0.24107137322425842,
    0.061538416892290115,
    0.1462140679359436,
    0.19318175315856934,
    0.2959182858467102,
    0.41414129734039307,
    0.29467079043388367,
    0.419580340385437,
    0.22549012303352356,
    0.11111106723546982,
    0.3707316219806671,
    0.22641503810882568,
    0.11428564786911011,
    0.16326524317264557,
    0.35460981726646423,
    0.49999988079071045,
    0.3399999141693115,
    0.26315781474113464,
    0.48854950070381165,
    0.34999993443489075,
    0.2656249403953552,
    0.38502663373947144,
    0.5369648933410645,
    0.2870812714099884,
    0.23478256165981293,
    0.20833326876163483,
    0.4301074147224426,
    0.2258063703775406,
    0.36051490902900696,
    0.29665064811706543,
    0.2376236915588379,
    0.3167419731616974,
    0.2037036269903183,
    0.13559316098690033,
    0.28915655612945557,
    0.24175815284252167,
    0.1845017820596695,
    0.3599999248981476,
    0.15151509642601013,
    0.5023254752159119,
    0.1843317300081253,
    0.1594202220439911,
    0.16184966266155243,
    0.18412692844867706,
    0.13675208389759064,
    0.3678159713745117,
    0.3934425115585327,
    0.22556383907794952,
    0.015999965369701385,
    0.11464963108301163,
    0.5503875017166138,
    0.5324673652648926,
    0.37179476022720337,
    0.1078430786728859,
    0.48167529702186584,
    0.23622041940689087,
    0.2888887822628021,
    0.3024389147758484,
    0.6473027467727661,
    0.4155843257904053,
    0.46428558230400085,
    0.20487797260284424,
    0.10526309162378311,
    0.08888883143663406,
    0.18749994039535522,
    0.2233501821756363,
    0.6177605390548706,
    0.5837836861610413,
    0.4186045527458191,
    0.4659497141838074,
    0.1052631139755249,
    0.37647050619125366,
    0.16091947257518768,
    0.5521470904350281,
    0.6136362552642822,
    0.06779655069112778,
    0.18719203770160675,
    0.239520862698555,
    0.052631527185440063,
    0.2120140790939331,
    0.6399998664855957,
    0.33802807331085205,
    0.210526242852211,
    0.33333322405815125,
    0.41212108731269836,
    0.37614670395851135,
    0.18248169124126434,
    0.35744670033454895,
    0.27272719144821167,
    0.3673468828201294,
    0.21782170236110687,
    0.16326524317264557,
    0.543352484703064,
    0.4634144902229309,
    0.24460424482822418,
    0.2345678210258484,
    0.08196717500686646,
    0.2676055133342743
   ],
   "time": 27.115397926419973,
   "param": null
  },
  {
   "epoch": 20,
   "train_loss": 2.9024486541748047,
   "val_loss": 2.7215912342071533,
   "acc": 32.7,
   "f1": [
    0.6865670084953308,
    0.40170925855636597,
    0.25301194190979004,
    0.1759999543428421,
    0.12676051259040833,
    0.2973976731300354,
    0.3225805461406708,
    0.3542855978012085,
    0.30882343649864197,
    0.44578301906585693,
    0.08403357863426208,
    0.14173223078250885,
    0.27667975425720215,
    0.25945934653282166,
    0.12987005710601807,
    0.1768706887960434,
    0.34482747316360474,
    0.49027228355407715,
    0.35416656732559204,
    0.20134222507476807,
    0.5714284181594849,
    0.36051490902900696,
    0.21989519894123077,
    0.521008312702179,
    0.5088756084442139,
    0.2807016372680664,
    0.2716048061847687,
    0.23076915740966797,
    0.32704389095306396,
    0.32820504903793335,
    0.27083322405815125,
    0.28104570508003235,
    0.30621999502182007,
    0.30357134342193604,
    0.24050629138946533,
    0.17560969293117523,
    0.32432422041893005,
    0.20125779509544373,
    0.16901402175426483,
    0.43786972761154175,
    0.32291656732559204,
    0.589371919631958,
    0.17647051811218262,
    0.2995593845844269,
    0.13095231354236603,
    0.06779656559228897,
    0.2048192024230957,
    0.438016414642334,
    0.4786323606967926,
    0.44347813725471497,
    0.027971982955932617,
    0.2240663468837738,
    0.5714284777641296,
    0.47999992966651917,
    0.534031331539154,
    0.11320748925209045,
    0.5308055877685547,
    0.23357655107975006,
    0.2424241602420807,
    0.2553190290927887,
    0.7272725701332092,
    0.4189721941947937,
    0.46231144666671753,
    0.24427475035190582,
    0.1525423228740692,
    0.20118334889411926,
    0.16783210635185242,
    0.31858399510383606,
    0.666666567325592,
    0.5272725820541382,
    0.5297296643257141,
    0.491227924823761,
    0.08080802112817764,
    0.2588233947753906,
    0.176470547914505,
    0.5050503611564636,
    0.5648854374885559,
    0.09523802995681763,
    0.11842100322246552,
    0.3121950626373291,
    0.09278344362974167,
    0.2699999213218689,
    0.633165717124939,
    0.33532923460006714,
    0.25945934653282166,
    0.42857131361961365,
    0.37894728779792786,
    0.34812280535697937,
    0.22314044833183289,
    0.41666656732559204,
    0.2890172600746155,
    0.442952960729599,
    0.1391303837299347,
    0.16842098534107208,
    0.4565216898918152,
    0.4085105359554291,
    0.3032785952091217,
    0.20125779509544373,
    0.13513506948947906,
    0.3295453190803528
   ],
   "time": 26.022497949190438,
   "param": null
  },
  {
   "epoch": 21,
   "train_loss": 2.771981716156006,
   "val_loss": 2.6690938472747803,
   "acc": 32.21,
   "f1": [
    0.6261681318283081,
    0.4183672070503235,
    0.15714280307292938,
    0.08235287666320801,
    0.16816812753677368,
    0.23376615345478058,
    0.3468207120895386,
    0.37735840678215027,
    0.35616427659988403,
    0.3365078270435333,
    0.21897803246974945,
    0.21518979966640472,
    0.36029404401779175,
    0.2173912525177002,
    0.20080316066741943,
    0.13698624074459076,
    0.3373492956161499,
    0.4297519624233246,
    0.33333325386047363,
    0.22748807072639465,
    0.5488370656967163,
    0.35402294993400574,
    0.2746780216693878,
    0.4777776598930359,
    0.4358973205089569,
    0.23595495522022247,
    0.2482757866382599,
    0.22352932393550873,
    0.4093022048473358,
    0.2775118350982666,
    0.29292917251586914,
    0.22950813174247742,
    0.3129250705242157,
    0.21923933923244476,
    0.18181811273097992,
    0.12716756761074066,
    0.31746023893356323,
    0.21333324909210205,
    0.15053758025169373,
    0.3999999165534973,
    0.2251655012369156,
    0.5898616909980774,
    0.09395967423915863,
    0.24836592376232147,
    0.14285707473754883,
    0.17333325743675232,
    0.18604643642902374,
    0.5084744095802307,
    0.4955751299858093,
    0.3999998867511749,
    0.018017996102571487,
    0.22304826974868774,
    0.6166006922721863,
    0.5280897617340088,
    0.5182185173034668,
    0.03278684988617897,
    0.47346925735473633,
    0.3275861144065857,
    0.3831416666507721,
    0.22535203397274017,
    0.7162789106369019,
    0.37499991059303284,
    0.47190994024276733,
    0.2613064646720886,
    0.1514195203781128,
    0.05882347747683525,
    0.19920313358306885,
    0.29850736260414124,
    0.6523603796958923,
    0.47398826479911804,
    0.4945053458213806,
    0.5384615063667297,
    0.062499936670064926,
    0.1898733526468277,
    0.15736037492752075,
    0.5756096839904785,
    0.49999988079071045,
    0.161943256855011,
    0.07936502993106842,
    0.29319363832473755,
    0.14150936901569366,
    0.28019312024116516,
    0.7089946269989014,
    0.39560428261756897,
    0.26190465688705444,
    0.36585354804992676,
    0.4018263518810272,
    0.3456788659095764,
    0.2269502729177475,
    0.43781083822250366,
    0.24836592376232147,
    0.425531804561615,
    0.11851847171783447,
    0.1729728877544403,
    0.5882351994514465,
    0.4406778812408447,
    0.3076922297477722,
    0.10687018185853958,
    0.09729723632335663,
    0.3311257064342499
   ],
   "time": 26.30393415503204,
   "param": null
  },
  {
   "epoch": 22,
   "train_loss": 2.8965353965759277,
   "val_loss": 2.564164876937866,
   "acc": 33.92,
   "f1": [
    0.635944664478302,
    0.35483860969543457,
    0.25675666332244873,
    0.15204671025276184,
    0.16564412415027618,
    0.2622950077056885,
    0.3975902497768402,
    0.38216549158096313,
    0.3626372814178467,
    0.48044681549072266,
    0.18181811273097992,
    0.27329182624816895,
    0.335570365190506,
    0.239999920129776,
    0.1081080511212349,
    0.1612902730703354,
    0.3855420649051666,
    0.47021937370300293,
    0.37599989771842957,
    0.18378373980522156,
    0.6051281094551086,
    0.46231144666671753,
    0.1654134839773178,
    0.5569618940353394,
    0.5016948580741882,
    0.28571417927742004,
    0.26993855834007263,
    0.18461531400680542,
    0.4788731336593628,
    0.3096773326396942,
    0.2955664098262787,
    0.2796609401702881,
    0.3529410660266876,
    0.39999985694885254,
    0.18079088628292084,
    0.19689112901687622,
    0.2674417495727539,
    0.2578396499156952,
    0.18674694001674652,
    0.47798728942871094,
    0.28571417927742004,
    0.4872726500034332,
    0.2283950001001358,
    0.2949639558792114,
    0.21804505586624146,
    0.15894033014774323,
    0.2727271318435669,
    0.502282977104187,
    0.4785713851451874,
    0.4417177140712738,
    0.08510632067918777,
    0.20454540848731995,
    0.5882351398468018,
    0.5380114912986755,
    0.49999988079071045,
    0.059880178421735764,
    0.5418717861175537,
    0.3468207120895386,
    0.37499991059303284,
    0.26666656136512756,
    0.7399998903274536,
    0.4810125529766083,
    0.4550897181034088,
    0.2601625323295593,
    0.13207541406154633,
    0.11042939126491547,
    0.16494840383529663,
    0.2389935851097107,
    0.6255505681037903,
    0.5769229531288147,
    0.2786884307861328,
    0.6008967757225037,
    0.09999994188547134,
    0.35877853631973267,
    0.2138364166021347,
    0.5868724584579468,
    0.6075947880744934,
    0.1279069036245346,
    0.07017537951469421,
    0.18461529910564423,
    0.08888883143663406,
    0.26086950302124023,
    0.6477271318435669,
    0.3184078335762024,
    0.2697673439979553,
    0.4125559628009796,
    0.44554442167282104,
    0.42857131361961365,
    0.1965811401605606,
    0.2935778796672821,
    0.23321551084518433,
    0.48913031816482544,
    0.2091502547264099,
    0.16279064118862152,
    0.5433069467544556,
    0.46445485949516296,
    0.239436537027359,
    0.28220847249031067,
    0.07042248547077179,
    0.25165554881095886
   ],
   "time": 26.15953259449452,
   "param": null
  },
  {
   "epoch": 23,
   "train_loss": 2.903625965118408,
   "val_loss": 2.6853575706481934,
   "acc": 34.8,
   "f1": [
    0.6528496146202087,
    0.4316546320915222,
    0.21839071810245514,
    0.0639999583363533,
    0.1839999407529831,
    0.27433618903160095,
    0.3850930631160736,
    0.45054933428764343,
    0.42512065172195435,
    0.4545453190803528,
    0.21198150515556335,
    0.161290243268013,
    0.41717782616615295,
    0.23529404401779175,
    0.07575751841068268,
    0.2025315761566162,
    0.3666665554046631,
    0.5784311890602112,
    0.26297569274902344,
    0.3209875524044037,
    0.637362539768219,
    0.49746179580688477,
    0.22352932393550873,
    0.4920634329319,
    0.5145629644393921,
    0.20588228106498718,
    0.27631568908691406,
    0.2633450925350189,
    0.40892186760902405,
    0.30555543303489685,
    0.3576158583164215,
    0.3586955666542053,
    0.2816900610923767,
    0.31746023893356323,
    0.2256409376859665,
    0.08888883143663406,
    0.3043477237224579,
    0.251308798789978,
    0.2268906980752945,
    0.41176462173461914,
    0.32704389095306396,
    0.6310158967971802,
    0.2944784462451935,
    0.34920623898506165,
    0.20168060064315796,
    0.11851847171783447,
    0.27083322405815125,
    0.4624998867511749,
    0.4714285135269165,
    0.42708319425582886,
    0.06451607495546341,
    0.23280414938926697,
    0.5585584044456482,
    0.6024095416069031,
    0.4727271497249603,
    0.08247417211532593,
    0.5520831942558289,
    0.30449819564819336,
    0.38216549158096313,
    0.3478259742259979,
    0.6322579383850098,
    0.47161564230918884,
    0.42801550030708313,
    0.2754489779472351,
    0.17085421085357666,
    0.2066115140914917,
    0.11570242792367935,
    0.2598424553871155,
    0.6007903814315796,
    0.5358489155769348,
    0.4670657217502594,
    0.4967319369316101,
    0.1533922702074051,
    0.21359217166900635,
    0.10606056451797485,
    0.6124400496482849,
    0.6384975910186768,
    0.19047611951828003,
    0.13333328068256378,
    0.31746023893356323,
    0.11620791256427765,
    0.33128824830055237,
    0.6608694195747375,
    0.29197070002555847,
    0.1857142299413681,
    0.46632111072540283,
    0.37209296226501465,
    0.3999998867511749,
    0.314606636762619,
    0.3950616121292114,
    0.24719089269638062,
    0.46332037448883057,
    0.2545453608036041,
    0.1641024947166443,
    0.604255199432373,
    0.4725273549556732,
    0.345177561044693,
    0.22105254232883453,
    0.15789468586444855,
    0.31999990344047546
   ],
   "time": 25.986076499335468,
   "param": null
  },
  {
   "epoch": 24,
   "train_loss": 2.8320162296295166,
   "val_loss": 2.6865711212158203,
   "acc": 33.46,
   "f1": [
    0.6376810669898987,
    0.41573023796081543,
    0.2550334632396698,
    0.08917191624641418,
    0.1743868887424469,
    0.2550334930419922,
    0.4042551815509796,
    0.41269823908805847,
    0.3627450466156006,
    0.4685713052749634,
    0.14634139835834503,
    0.10909086465835571,
    0.3647797703742981,
    0.21138201653957367,
    0.18823520839214325,
    0.23841053247451782,
    0.33027511835098267,
    0.5462183356285095,
    0.21192045509815216,
    0.30487796664237976,
    0.6516852378845215,
    0.3851507604122162,
    0.2559240758419037,
    0.5679011344909668,
    0.6310158967971802,
    0.2014387845993042,
    0.31724128127098083,
    0.2153845578432083,
    0.4657532870769501,
    0.22413784265518188,
    0.37012979388237,
    0.36458322405815125,
    0.29032251238822937,
    0.24761897325515747,
    0.2674417495727539,
    0.152671679854393,
    0.3636362552642822,
    0.29743579030036926,
    0.2146892100572586,
    0.45859864354133606,
    0.2686566412448883,
    0.5888323187828064,
    0.1931033730506897,
    0.3319500982761383,
    0.23255808651447296,
    0.09599995613098145,
    0.23225797712802887,
    0.37681150436401367,
    0.4836600124835968,
    0.3797467350959778,
    0.0,
    0.2966100871562958,
    0.5630251169204712,
    0.5666665434837341,
    0.47846877574920654,
    0.07352935522794724,
    0.5810053944587708,
    0.3726707398891449,
    0.3522011637687683,
    0.3151514232158661,
    0.6810809373855591,
    0.4186045527458191,
    0.41573023796081543,
    0.24999991059303284,
    0.16346149146556854,
    0.18749994039535522,
    0.21582727134227753,
    0.20689648389816284,
    0.6666665077209473,
    0.47999998927116394,
    0.4105958938598633,
    0.5606060028076172,
    0.16049376130104065,
    0.34579432010650635,
    0.15340906381607056,
    0.429378479719162,
    0.6436780691146851,
    0.17293229699134827,
    0.1584157794713974,
    0.26455017924308777,
    0.09009002149105072,
    0.2611463963985443,
    0.6698111891746521,
    0.31999990344047546,
    0.2147650271654129,
    0.423912912607193,
    0.3576158285140991,
    0.4227641224861145,
    0.20689649879932404,
    0.3100774884223938,
    0.282828152179718,
    0.4907974302768707,
    0.17322827875614166,
    0.13207541406154633,
    0.6188339591026306,
    0.3134327232837677,
    0.39183664321899414,
    0.16666659712791443,
    0.09929072856903076,
    0.2525251507759094
   ],
   "time": 25.325667208060622,
   "param": null
  },
  {
   "epoch": 25,
   "train_loss": 2.6626551151275635,
   "val_loss": 2.6409425735473633,
   "acc": 35.8,
   "f1": [
    0.6766167879104614,
    0.452830046415329,
    0.25668442249298096,
    0.1445782482624054,
    0.11764700710773468,
    0.255143940448761,
    0.30075180530548096,
    0.4413144290447235,
    0.4162435233592987,
    0.46808499097824097,
    0.17435890436172485,
    0.33492809534072876,
    0.3247862756252289,
    0.2837369441986084,
    0.13445372879505157,
    0.18518511950969696,
    0.4631577730178833,
    0.496296226978302,
    0.33532923460006714,
    0.26086947321891785,
    0.5876776576042175,
    0.4827585518360138,
    0.28571417927742004,
    0.6330273747444153,
    0.6524062752723694,
    0.22314044833183289,
    0.28947359323501587,
    0.18518514931201935,
    0.4415583312511444,
    0.3950616121292114,
    0.36144569516181946,
    0.31818172335624695,
    0.31275710463523865,
    0.37563440203666687,
    0.20512813329696655,
    0.10769226402044296,
    0.30545443296432495,
    0.18867920339107513,
    0.19323663413524628,
    0.5124998688697815,
    0.32369929552078247,
    0.6372547745704651,
    0.2736841142177582,
    0.34710732102394104,
    0.23129244148731232,
    0.2275448441505432,
    0.21874991059303284,
    0.3731342554092407,
    0.5333332419395447,
    0.4242422878742218,
    0.03571426123380661,
    0.21951214969158173,
    0.6350710391998291,
    0.41481471061706543,
    0.4974091649055481,
    0.09691624343395233,
    0.5656563639640808,
    0.28220847249031067,
    0.47916653752326965,
    0.2941175401210785,
    0.6964284181594849,
    0.42948710918426514,
    0.3287670612335205,
    0.2843136191368103,
    0.18181811273097992,
    0.20588228106498718,
    0.21897803246974945,
    0.2977098226547241,
    0.653465211391449,
    0.6105261445045471,
    0.49999988079071045,
    0.6175113916397095,
    0.14285708963871002,
    0.2528734505176544,
    0.20731700956821442,
    0.6509432196617126,
    0.5872339010238647,
    0.15827332437038422,
    0.14285707473754883,
    0.2941175401210785,
    0.14364632964134216,
    0.24896258115768433,
    0.6249998807907104,
    0.367346853017807,
    0.28571417927742004,
    0.4918031394481659,
    0.37301579117774963,
    0.3351063132286072,
    0.22352932393550873,
    0.3999998867511749,
    0.24324317276477814,
    0.4274808168411255,
    0.21874991059303284,
    0.18064509332180023,
    0.6046510934829712,
    0.44827574491500854,
    0.38392844796180725,
    0.2954544723033905,
    0.145695298910141,
    0.3842363655567169
   ],
   "time": 26.14137783460319,
   "param": null
  },
  {
   "epoch": 26,
   "train_loss": 2.746488571166992,
   "val_loss": 2.9744460582733154,
   "acc": 28.13,
   "f1": [
    0.3999999463558197,
    0.34920626878738403,
    0.24999991059303284,
    0.14285708963871002,
    0.09655166417360306,
    0.14285708963871002,
    0.24427472054958344,
    0.3356642425060272,
    0.20869557559490204,
    0.3778800964355469,
    0.09999994188547134,
    0.03773583099246025,
    0.30107519030570984,
    0.11475405097007751,
    0.17964066565036774,
    0.1866666078567505,
    0.31818172335624695,
    0.46739116311073303,
    0.24773406982421875,
    0.26395928859710693,
    0.5517240166664124,
    0.39676105976104736,
    0.2525251507759094,
    0.5063290596008301,
    0.5217389464378357,
    0.14634141325950623,
    0.12499995529651642,
    0.1866666078567505,
    0.3690035939216614,
    0.26315778493881226,
    0.346666544675827,
    0.24528296291828156,
    0.32222211360931396,
    0.378109335899353,
    0.0701754093170166,
    0.1604277491569519,
    0.21126753091812134,
    0.18045106530189514,
    0.1494252234697342,
    0.4295300841331482,
    0.23809516429901123,
    0.6043955087661743,
    0.0707964226603508,
    0.28571417927742004,
    0.14173223078250885,
    0.05504584312438965,
    0.21333324909210205,
    0.3934425115585327,
    0.44444432854652405,
    0.36879420280456543,
    0.14399996399879456,
    0.22413785755634308,
    0.20512811839580536,
    0.42201822996139526,
    0.3824700117111206,
    0.05084741488099098,
    0.5374998450279236,
    0.12775328755378723,
    0.29139062762260437,
    0.36559128761291504,
    0.6477271318435669,
    0.3311257064342499,
    0.3285713195800781,
    0.21538454294204712,
    0.08035708963871002,
    0.1258740872144699,
    0.18633535504341125,
    0.2066420167684555,
    0.45194801688194275,
    0.5304347276687622,
    0.1415928602218628,
    0.4249998927116394,
    0.11538457125425339,
    0.3084111213684082,
    0.04761900380253792,
    0.5242717266082764,
    0.41309815645217896,
    0.13857674598693848,
    0.05172409862279892,
    0.34862375259399414,
    0.07042248547077179,
    0.25274714827537537,
    0.6705200672149658,
    0.2374998927116394,
    0.20359273254871368,
    0.4495411515235901,
    0.3139533996582031,
    0.3344050347805023,
    0.03921567276120186,
    0.20869557559490204,
    0.17333325743675232,
    0.389891654253006,
    0.20454540848731995,
    0.08474572747945786,
    0.4213332533836365,
    0.429447740316391,
    0.2673795819282532,
    0.1481480896472931,
    0.09729723632335663,
    0.3636362552642822
   ],
   "time": 26.262558130547404,
   "param": null
  },
  {
   "epoch": 27,
   "train_loss": 2.743873357772827,
   "val_loss": 2.4631404876708984,
   "acc": 34.6,
   "f1": [
    0.6787877082824707,
    0.4195120930671692,
    0.20740734040737152,
    0.123287633061409,
    0.1639343500137329,
    0.28571417927742004,
    0.3885713219642639,
    0.42105257511138916,
    0.26570045948028564,
    0.5133689045906067,
    0.14876028895378113,
    0.22093015909194946,
    0.3694266378879547,
    0.18461529910564423,
    0.13533830642700195,
    0.22222216427326202,
    0.4685713052749634,
    0.4785713851451874,
    0.314606636762619,
    0.32051271200180054,
    0.566929042339325,
    0.5146197080612183,
    0.2477063536643982,
    0.4905658960342407,
    0.5375493168830872,
    0.19847320020198822,
    0.2794759273529053,
    0.1985815167427063,
    0.5070421695709229,
    0.31428563594818115,
    0.3644443452358246,
    0.38251355290412903,
    0.32298123836517334,
    0.38190943002700806,
    0.2937852144241333,
    0.2576685845851898,
    0.35051536560058594,
    0.28019312024116516,
    0.2431371659040451,
    0.48684197664260864,
    0.3018867075443268,
    0.6826345324516296,
    0.1991700679063797,
    0.30522075295448303,
    0.1254124790430069,
    0.15384608507156372,
    0.18978095054626465,
    0.5188678503036499,
    0.46391740441322327,
    0.4897957742214203,
    0.07741929590702057,
    0.2830187678337097,
    0.4938269853591919,
    0.5863873362541199,
    0.49999988079071045,
    0.018181798979640007,
    0.5399999022483826,
    0.31788066029548645,
    0.19672124087810516,
    0.39495787024497986,
    0.7373736500740051,
    0.4269661605358124,
    0.49999988079071045,
    0.30769219994544983,
    0.1722845733165741,
    0.1862744390964508,
    0.22988496720790863,
    0.30857133865356445,
    0.7087377309799194,
    0.5728641748428345,
    0.4855490028858185,
    0.48587560653686523,
    0.14864858984947205,
    0.3315507173538208,
    0.20064722001552582,
    0.5882351398468018,
    0.5836575031280518,
    0.07999995350837708,
    0.16370102763175964,
    0.2506963014602661,
    0.07954539358615875,
    0.36162352561950684,
    0.6746986508369446,
    0.2686566412448883,
    0.19178076088428497,
    0.45871543884277344,
    0.376623272895813,
    0.3969464600086212,
    0.22018341720104218,
    0.3653844892978668,
    0.13008125126361847,
    0.43850257992744446,
    0.2702701687812805,
    0.23863628506660461,
    0.6700506210327148,
    0.4022987186908722,
    0.322274774312973,
    0.3316582143306732,
    0.12676051259040833,
    0.3636362552642822
   ],
   "time": 26.25669051706791,
   "param": null
  },
  {
   "epoch": 28,
   "train_loss": 2.691002130508423,
   "val_loss": 2.492508888244629,
   "acc": 38.1,
   "f1": [
    0.6779659986495972,
    0.452830046415329,
    0.28806576132774353,
    0.15384608507156372,
    0.1899440735578537,
    0.33466124534606934,
    0.4025973081588745,
    0.4947367310523987,
    0.49999988079071045,
    0.46242761611938477,
    0.24875615537166595,
    0.2480619251728058,
    0.438016414642334,
    0.3318384885787964,
    0.19753079116344452,
    0.24580998718738556,
    0.4155843257904053,
    0.5658535361289978,
    0.360248327255249,
    0.31645557284355164,
    0.6878305077552795,
    0.475806325674057,
    0.30357134342193604,
    0.5948274731636047,
    0.622641384601593,
    0.30232545733451843,
    0.31746023893356323,
    0.2229507565498352,
    0.5145226716995239,
    0.3300969898700714,
    0.37804868817329407,
    0.35986149311065674,
    0.3319147825241089,
    0.4034333825111389,
    0.3494423031806946,
    0.22099439799785614,
    0.3756905198097229,
    0.3021581768989563,
    0.239436537027359,
    0.48453593254089355,
    0.34615373611450195,
    0.6871164441108704,
    0.28015556931495667,
    0.3999998867511749,
    0.2206895798444748,
    0.18461529910564423,
    0.18604643642902374,
    0.48039206862449646,
    0.5876776576042175,
    0.44571414589881897,
    0.12093015760183334,
    0.2959999144077301,
    0.6129030585289001,
    0.5818180441856384,
    0.4451410174369812,
    0.13407814502716064,
    0.6404492855072021,
    0.3647797703742981,
    0.40277767181396484,
    0.3311257064342499,
    0.6060604453086853,
    0.41696101427078247,
    0.39189180731773376,
    0.33333322405815125,
    0.25352105498313904,
    0.23636355996131897,
    0.22748807072639465,
    0.21951214969158173,
    0.6375544667243958,
    0.5333332419395447,
    0.4873095452785492,
    0.5266902446746826,
    0.09815943986177444,
    0.3710406422615051,
    0.22999992966651917,
    0.6388887763023376,
    0.5685278177261353,
    0.17266181111335754,
    0.20576126873493195,
    0.37885454297065735,
    0.10071936994791031,
    0.32075464725494385,
    0.7441858649253845,
    0.25396817922592163,
    0.3003412187099457,
    0.4886362552642822,
    0.3831416666507721,
    0.4191175699234009,
    0.324607253074646,
    0.4246574342250824,
    0.20155030488967896,
    0.44525542855262756,
    0.2838708758354187,
    0.09917350858449936,
    0.642857015132904,
    0.4731181561946869,
    0.29677411913871765,
    0.21940921247005463,
    0.14285707473754883,
    0.37614670395851135
   ],
   "time": 25.695541689172387,
   "param": null
  },
  {
   "epoch": 29,
   "train_loss": 2.572962522506714,
   "val_loss": 2.543351173400879,
   "acc": 36.27,
   "f1": [
    0.7096772789955139,
    0.42857128381729126,
    0.24358965456485748,
    0.11023616790771484,
    0.2348753958940506,
    0.30337071418762207,
    0.39090898633003235,
    0.34482747316360474,
    0.34754088521003723,
    0.4594593644142151,
    0.11199995130300522,
    0.21857915818691254,
    0.3636362552642822,
    0.32335323095321655,
    0.13138681650161743,
    0.2491348832845688,
    0.4242422878742218,
    0.5163933038711548,
    0.3783782124519348,
    0.31249991059303284,
    0.6597937345504761,
    0.47619038820266724,
    0.310077428817749,
    0.5350876450538635,
    0.6063828468322754,
    0.23703694343566895,
    0.3157893717288971,
    0.2399999350309372,
    0.4790417551994324,
    0.2914571762084961,
    0.3827749788761139,
    0.37944653630256653,
    0.35616427659988403,
    0.37086084485054016,
    0.2767294645309448,
    0.19913412630558014,
    0.31325289607048035,
    0.3175964951515198,
    0.2272726595401764,
    0.46835434436798096,
    0.2601625323295593,
    0.6444442868232727,
    0.263929545879364,
    0.2931033670902252,
    0.2121211439371109,
    0.19607838988304138,
    0.14184391498565674,
    0.30158719420433044,
    0.5194804668426514,
    0.4489794969558716,
    0.09815943986177444,
    0.3414633274078369,
    0.5384615063667297,
    0.5348835587501526,
    0.49999988079071045,
    0.11764699220657349,
    0.5124554634094238,
    0.3043477237224579,
    0.42528724670410156,
    0.2340424805879593,
    0.7232141494750977,
    0.44198882579803467,
    0.5319147706031799,
    0.322274774312973,
    0.14925366640090942,
    0.1789472997188568,
    0.22382664680480957,
    0.17187494039535522,
    0.6836733222007751,
    0.5780345797538757,
    0.29850736260414124,
    0.562211811542511,
    0.16216209530830383,
    0.3868612051010132,
    0.22314044833183289,
    0.5433961153030396,
    0.5769228935241699,
    0.11764700710773468,
    0.19277101755142212,
    0.3129251003265381,
    0.11695900559425354,
    0.33684200048446655,
    0.669999897480011,
    0.2898549735546112,
    0.28571417927742004,
    0.4604315459728241,
    0.44444429874420166,
    0.4502616822719574,
    0.25730982422828674,
    0.4398338794708252,
    0.3152708411216736,
    0.48587560653686523,
    0.2909089922904968,
    0.16438350081443787,
    0.6666665077209473,
    0.5151513814926147,
    0.2727271318435669,
    0.2772860825061798,
    0.09090902656316757,
    0.3696681261062622
   ],
   "time": 26.234610657207668,
   "param": null
  },
  {
   "epoch": 30,
   "train_loss": 2.5992343425750732,
   "val_loss": 2.4415900707244873,
   "acc": 34.63,
   "f1": [
    0.5080384612083435,
    0.45414838194847107,
    0.2999999225139618,
    0.22714674472808838,
    0.15602830052375793,
    0.2464454174041748,
    0.33333325386047363,
    0.40251561999320984,
    0.2834644913673401,
    0.39097732305526733,
    0.1774192750453949,
    0.1971830427646637,
    0.3707316219806671,
    0.18181811273097992,
    0.2127659022808075,
    0.22707417607307434,
    0.36601296067237854,
    0.5144926309585571,
    0.30857136845588684,
    0.2514968812465668,
    0.6599999070167542,
    0.4585364758968353,
    0.31055888533592224,
    0.4210525453090668,
    0.5911948084831238,
    0.20930226147174835,
    0.2676055133342743,
    0.1655171811580658,
    0.43720918893814087,
    0.39285704493522644,
    0.2999999225139618,
    0.26666656136512756,
    0.33587780594825745,
    0.3384614586830139,
    0.27218925952911377,
    0.17441853880882263,
    0.26751580834388733,
    0.28571420907974243,
    0.23170723021030426,
    0.34224584698677063,
    0.28444433212280273,
    0.6153844594955444,
    0.17241373658180237,
    0.34042540192604065,
    0.22784802317619324,
    0.11851847171783447,
    0.27555546164512634,
    0.4790417551994324,
    0.48951032757759094,
    0.31205663084983826,
    0.1546391248703003,
    0.2824857831001282,
    0.5624998807907104,
    0.5202310085296631,
    0.5042015910148621,
    0.08536579459905624,
    0.5188678503036499,
    0.2739017605781555,
    0.4095236659049988,
    0.32941165566444397,
    0.7190080881118774,
    0.4685713052749634,
    0.4772725999355316,
    0.2412697672843933,
    0.154545396566391,
    0.19999992847442627,
    0.17910441756248474,
    0.27118635177612305,
    0.5787544846534729,
    0.3930635452270508,
    0.2424241602420807,
    0.559321939945221,
    0.10638292133808136,
    0.31372541189193726,
    0.28571417927742004,
    0.5627375841140747,
    0.5910930633544922,
    0.20560741424560547,
    0.19867542386054993,
    0.2749998867511749,
    0.14857135713100433,
    0.27338120341300964,
    0.6867468357086182,
    0.2820512056350708,
    0.251428484916687,
    0.5188678503036499,
    0.3274335563182831,
    0.46753236651420593,
    0.1983470320701599,
    0.3552630543708801,
    0.3013697862625122,
    0.4621211290359497,
    0.2786068916320801,
    0.1307188868522644,
    0.6063346862792969,
    0.4229389727115631,
    0.33015862107276917,
    0.21118006110191345,
    0.1194029375910759,
    0.2574256360530853
   ],
   "time": 26.11075366102159,
   "param": null
  },
  {
   "epoch": 31,
   "train_loss": 2.5070669651031494,
   "val_loss": 2.489710569381714,
   "acc": 36.59,
   "f1": [
    0.6459142565727234,
    0.4271843731403351,
    0.28806576132774353,
    0.1240309551358223,
    0.14193542301654816,
    0.2877192199230194,
    0.3626372814178467,
    0.3946187198162079,
    0.4886362552642822,
    0.39622631669044495,
    0.2021275758743286,
    0.16666659712791443,
    0.4014083743095398,
    0.28571417927742004,
    0.19101116061210632,
    0.22222213447093964,
    0.3503648638725281,
    0.5617976188659668,
    0.3040539622306824,
    0.3314284682273865,
    0.6238530874252319,
    0.4999999403953552,
    0.238805890083313,
    0.5029938817024231,
    0.5569618940353394,
    0.13138681650161743,
    0.2629106938838959,
    0.24503307044506073,
    0.38983041048049927,
    0.3707864284515381,
    0.41666656732559204,
    0.37563440203666687,
    0.3389829695224762,
    0.3894736170768738,
    0.2517482042312622,
    0.2512076497077942,
    0.2727271318435669,
    0.2745096981525421,
    0.24324317276477814,
    0.47953203320503235,
    0.27647051215171814,
    0.6024094820022583,
    0.27322396636009216,
    0.31788066029548645,
    0.19459453225135803,
    0.17391297221183777,
    0.2948717176914215,
    0.4910178482532501,
    0.5977010130882263,
    0.5268816351890564,
    0.15135130286216736,
    0.29351526498794556,
    0.5666665434837341,
    0.506493330001831,
    0.48132768273353577,
    0.11920525878667831,
    0.5573769211769104,
    0.33816415071487427,
    0.4301074147224426,
    0.4140968322753906,
    0.6435642242431641,
    0.5024629235267639,
    0.5096152424812317,
    0.3133639991283417,
    0.15909084677696228,
    0.17921142280101776,
    0.20437948405742645,
    0.26244333386421204,
    0.6166006922721863,
    0.46969687938690186,
    0.4698793888092041,
    0.5270269513130188,
    0.16379304230213165,
    0.35344812273979187,
    0.2167486995458603,
    0.6305417418479919,
    0.5752211213111877,
    0.1990949511528015,
    0.2345678210258484,
    0.31535258889198303,
    0.08560305833816528,
    0.37804868817329407,
    0.7578946352005005,
    0.2314048856496811,
    0.3314915895462036,
    0.4311376214027405,
    0.4232803285121918,
    0.4431816637516022,
    0.210526242852211,
    0.45398759841918945,
    0.2749998867511749,
    0.39879149198532104,
    0.3018867075443268,
    0.18705028295516968,
    0.6635512709617615,
    0.47120407223701477,
    0.3522725999355316,
    0.31279608607292175,
    0.2193547636270523,
    0.3376622498035431
   ],
   "time": 26.545072246342897,
   "param": null
  },
  {
   "epoch": 32,
   "train_loss": 2.5585696697235107,
   "val_loss": 2.305891275405884,
   "acc": 37.61,
   "f1": [
    0.580392062664032,
    0.3999999463558197,
    0.2758619785308838,
    0.03448272496461868,
    0.2127659022808075,
    0.23913037776947021,
    0.4561401903629303,
    0.4335663616657257,
    0.3723403513431549,
    0.5133689045906067,
    0.2255638688802719,
    0.2629106938838959,
    0.3754044771194458,
    0.19230762124061584,
    0.1194029375910759,
    0.20809243619441986,
    0.38888877630233765,
    0.5492226481437683,
    0.43523305654525757,
    0.32195112109184265,
    0.6460175514221191,
    0.5055760741233826,
    0.31638407707214355,
    0.6263735294342041,
    0.6734693050384521,
    0.2571427524089813,
    0.2754489779472351,
    0.2148759663105011,
    0.45414838194847107,
    0.4099377691745758,
    0.3406325578689575,
    0.3387095630168915,
    0.34374991059303284,
    0.40178558230400085,
    0.3087247312068939,
    0.09836061298847198,
    0.29370617866516113,
    0.33121007680892944,
    0.24427475035190582,
    0.46753236651420593,
    0.27555546164512634,
    0.5098037719726562,
    0.3489931523799896,
    0.4299998879432678,
    0.24120594561100006,
    0.20858889818191528,
    0.2971886694431305,
    0.4705880880355835,
    0.5952380299568176,
    0.5027320981025696,
    0.16107375919818878,
    0.3692306876182556,
    0.603508710861206,
    0.5483869910240173,
    0.45414838194847107,
    0.07947013527154922,
    0.6009388566017151,
    0.38150280714035034,
    0.41269832849502563,
    0.3376622200012207,
    0.7511310577392578,
    0.5099998712539673,
    0.3636362552642822,
    0.35582810640335083,
    0.15172408521175385,
    0.2473117560148239,
    0.22047236561775208,
    0.2584269046783447,
    0.6788989305496216,
    0.5188678503036499,
    0.5020919442176819,
    0.5395347476005554,
    0.16107375919818878,
    0.2345678210258484,
    0.2251655012369156,
    0.5838507413864136,
    0.6291078925132751,
    0.19753079116344452,
    0.15999993681907654,
    0.3493974804878235,
    0.1834060400724411,
    0.25062650442123413,
    0.7599998116493225,
    0.3111110329627991,
    0.31730762124061584,
    0.40718549489974976,
    0.3553718030452728,
    0.40666663646698,
    0.3636362850666046,
    0.41071420907974243,
    0.27530357241630554,
    0.45643141865730286,
    0.2424241602420807,
    0.14473678171634674,
    0.5674739480018616,
    0.37704911828041077,
    0.3121386468410492,
    0.20472434163093567,
    0.14864858984947205,
    0.4162435233592987
   ],
   "time": 27.188182841986418,
   "param": null
  },
  {
   "epoch": 33,
   "train_loss": 2.4652903079986572,
   "val_loss": 2.4577267169952393,
   "acc": 39.2,
   "f1": [
    0.660633385181427,
    0.538461446762085,
    0.2488888055086136,
    0.17021270096302032,
    0.21428564190864563,
    0.3654821515083313,
    0.41379299759864807,
    0.4907974302768707,
    0.41106709837913513,
    0.42687737941741943,
    0.24999989569187164,
    0.15789470076560974,
    0.3783782720565796,
    0.23448269069194794,
    0.2097901701927185,
    0.24666662514209747,
    0.3759397566318512,
    0.5499998927116394,
    0.3467741012573242,
    0.2658958435058594,
    0.6502462029457092,
    0.5799998641014099,
    0.22058817744255066,
    0.594594419002533,
    0.6497460603713989,
    0.2682925760746002,
    0.3151514232158661,
    0.21686740219593048,
    0.4705880880355835,
    0.31055888533592224,
    0.4230768084526062,
    0.2616821825504303,
    0.3628317713737488,
    0.3625377118587494,
    0.34883710741996765,
    0.1481480747461319,
    0.2999999225139618,
    0.299999862909317,
    0.2094240039587021,
    0.402515709400177,
    0.3764704465866089,
    0.6282721161842346,
    0.26519328355789185,
    0.4338623583316803,
    0.217391237616539,
    0.27096763253211975,
    0.262857049703598,
    0.3649634122848511,
    0.5840706825256348,
    0.5333331823348999,
    0.1612902730703354,
    0.34123215079307556,
    0.5999999046325684,
    0.6467065215110779,
    0.5420559644699097,
    0.052631545811891556,
    0.6630433797836304,
    0.3485476076602936,
    0.4431816637516022,
    0.2480619251728058,
    0.6989246010780334,
    0.4879724383354187,
    0.5088756084442139,
    0.34554967284202576,
    0.20571422576904297,
    0.1229049563407898,
    0.33333322405815125,
    0.2873562276363373,
    0.6055775284767151,
    0.5482624769210815,
    0.5063289999961853,
    0.5488720536231995,
    0.09032251685857773,
    0.4232363998889923,
    0.2638297379016876,
    0.6740330457687378,
    0.6039214134216309,
    0.26046502590179443,
    0.3251230716705322,
    0.321428507566452,
    0.16666661202907562,
    0.41340771317481995,
    0.7407405972480774,
    0.3034482002258301,
    0.34126976132392883,
    0.5444443225860596,
    0.446808397769928,
    0.46231144666671753,
    0.27999988198280334,
    0.3953487277030945,
    0.29787224531173706,
    0.41441434621810913,
    0.346320241689682,
    0.24390234053134918,
    0.678413987159729,
    0.4596272110939026,
    0.3924526870250702,
    0.3050846755504608,
    0.18848159909248352,
    0.4549761712551117
   ],
   "time": 27.341240567155182,
   "param": null
  },
  {
   "epoch": 34,
   "train_loss": 2.304374933242798,
   "val_loss": 2.4027693271636963,
   "acc": 36.67,
   "f1": [
    0.7346937656402588,
    0.4734298884868622,
    0.3018867075443268,
    0.1839999407529831,
    0.1307188868522644,
    0.24615375697612762,
    0.39999985694885254,
    0.48387083411216736,
    0.45454537868499756,
    0.5402297377586365,
    0.10169486701488495,
    0.1983470320701599,
    0.40740731358528137,
    0.20168058574199677,
    0.20809243619441986,
    0.21333324909210205,
    0.4222221076488495,
    0.531745970249176,
    0.31034475564956665,
    0.24615375697612762,
    0.7204300165176392,
    0.5249999165534973,
    0.3121950626373291,
    0.5071427822113037,
    0.5858584046363831,
    0.34042540192604065,
    0.3469386696815491,
    0.23926374316215515,
    0.527607262134552,
    0.3041473925113678,
    0.39805811643600464,
    0.3296703100204468,
    0.3552630543708801,
    0.31553390622138977,
    0.299999862909317,
    0.20238088071346283,
    0.29850736260414124,
    0.3428570628166199,
    0.18300646543502808,
    0.3715846538543701,
    0.3428570330142975,
    0.6630433797836304,
    0.24999991059303284,
    0.2954544425010681,
    0.16753920912742615,
    0.24390237033367157,
    0.18897630274295807,
    0.26153838634490967,
    0.6043955087661743,
    0.42290738224983215,
    0.07692302018404007,
    0.2531644403934479,
    0.5882351994514465,
    0.4087590277194977,
    0.5727698802947998,
    0.14448663592338562,
    0.649214506149292,
    0.3999998867511749,
    0.3999999165534973,
    0.3957218527793884,
    0.7555553913116455,
    0.4502616822719574,
    0.502923846244812,
    0.23664113879203796,
    0.1701030731201172,
    0.119999960064888,
    0.24087584018707275,
    0.29292917251586914,
    0.6572768688201904,
    0.548076868057251,
    0.5463916063308716,
    0.425531804561615,
    0.12658220529556274,
    0.30409345030784607,
    0.20895516872406006,
    0.619246780872345,
    0.4843304455280304,
    0.23157887160778046,
    0.21951214969158173,
    0.3133902847766876,
    0.12213735282421112,
    0.3699999153614044,
    0.666666567325592,
    0.38216549158096313,
    0.30952370166778564,
    0.42105257511138916,
    0.45226117968559265,
    0.4624998867511749,
    0.1438848376274109,
    0.39160826802253723,
    0.3121386468410492,
    0.5492226481437683,
    0.30232545733451843,
    0.19999994337558746,
    0.6699027419090271,
    0.4561401903629303,
    0.33333325386047363,
    0.2420748621225357,
    0.15686267614364624,
    0.41975298523902893
   ],
   "time": 26.543553095310926,
   "param": null
  },
  {
   "epoch": 35,
   "train_loss": 2.613495349884033,
   "val_loss": 2.26169753074646,
   "acc": 41.37,
   "f1": [
    0.706976592540741,
    0.4727271497249603,
    0.32558128237724304,
    0.1360543668270111,
    0.21714279055595398,
    0.3433475196361542,
    0.42857131361961365,
    0.48226940631866455,
    0.3917524814605713,
    0.4836600124835968,
    0.2399999350309372,
    0.31818172335624695,
    0.46601933240890503,
    0.3091787099838257,
    0.22499993443489075,
    0.27160486578941345,
    0.43165460228919983,
    0.543859601020813,
    0.36111101508140564,
    0.32456132769584656,
    0.693333089351654,
    0.4761904180049896,
    0.4052286446094513,
    0.6428569555282593,
    0.6781607270240784,
    0.3228345811367035,
    0.3435581922531128,
    0.26890748739242554,
    0.5833332538604736,
    0.36585354804992676,
    0.4033612310886383,
    0.3636362552642822,
    0.37558677792549133,
    0.38888877630233765,
    0.3372548520565033,
    0.210526242852211,
    0.4731181561946869,
    0.2837836742401123,
    0.27083325386047363,
    0.5520831942558289,
    0.3977271616458893,
    0.6098653674125671,
    0.3186812400817871,
    0.505154550075531,
    0.2536230981349945,
    0.24580998718738556,
    0.30621999502182007,
    0.4424777626991272,
    0.49842262268066406,
    0.48562294244766235,
    0.2612611949443817,
    0.4275861084461212,
    0.6159694790840149,
    0.6862744092941284,
    0.5565216541290283,
    0.15028895437717438,
    0.6268655061721802,
    0.44578301906585693,
    0.38043469190597534,
    0.39520949125289917,
    0.7109003663063049,
    0.5058822631835938,
    0.5029938817024231,
    0.4313724637031555,
    0.23529404401779175,
    0.17346931993961334,
    0.3008129298686981,
    0.18604643642902374,
    0.7340423464775085,
    0.6320753693580627,
    0.490322470664978,
    0.619999885559082,
    0.06956518441438675,
    0.39004138112068176,
    0.1866666078567505,
    0.5842695236206055,
    0.6703909635543823,
    0.21428565680980682,
    0.22222216427326202,
    0.3999998867511749,
    0.09999994188547134,
    0.367346853017807,
    0.7386362552642822,
    0.21874991059303284,
    0.35365843772888184,
    0.4860556721687317,
    0.4651161730289459,
    0.48205116391181946,
    0.40517228841781616,
    0.4426228404045105,
    0.3529410660266876,
    0.5188678503036499,
    0.3654821515083313,
    0.17218534648418427,
    0.6909089088439941,
    0.48484838008880615,
    0.34482747316360474,
    0.3089430034160614,
    0.06779656559228897,
    0.4551723301410675
   ],
   "time": 25.464520047418773,
   "param": null
  },
  {
   "epoch": 36,
   "train_loss": 2.4747984409332275,
   "val_loss": 2.366907835006714,
   "acc": 36.86,
   "f1": [
    0.7222220301628113,
    0.3496502637863159,
    0.3151514232158661,
    0.2673266530036926,
    0.20960691571235657,
    0.20440877974033356,
    0.2764226794242859,
    0.4050631821155548,
    0.4725273549556732,
    0.5325441956520081,
    0.1052631139755249,
    0.2091502547264099,
    0.3458212912082672,
    0.3240739703178406,
    0.11111106723546982,
    0.29813653230667114,
    0.47398826479911804,
    0.5663716197013855,
    0.2773721516132355,
    0.25555548071861267,
    0.631578803062439,
    0.43613696098327637,
    0.3478260338306427,
    0.6497460603713989,
    0.6468084454536438,
    0.18097442388534546,
    0.29787224531173706,
    0.20462042093276978,
    0.5428570508956909,
    0.39810416102409363,
    0.272108793258667,
    0.4148934781551361,
    0.3800903856754303,
    0.37499988079071045,
    0.2533332407474518,
    0.300429105758667,
    0.21705420315265656,
    0.3318384885787964,
    0.26959243416786194,
    0.5638296604156494,
    0.30487796664237976,
    0.6447367072105408,
    0.27607354521751404,
    0.3491123616695404,
    0.194871723651886,
    0.12162157148122787,
    0.22707417607307434,
    0.40764322876930237,
    0.6077346205711365,
    0.5090908408164978,
    0.09599995613098145,
    0.38918909430503845,
    0.5666665434837341,
    0.554216742515564,
    0.4914284646511078,
    0.15859025716781616,
    0.57297283411026,
    0.3661970794200897,
    0.4380951225757599,
    0.396624356508255,
    0.6782606840133667,
    0.49681511521339417,
    0.31944435834884644,
    0.3225805461406708,
    0.2075471132993698,
    0.19889496266841888,
    0.24999991059303284,
    0.2014387845993042,
    0.6763284206390381,
    0.6021503806114197,
    0.40789464116096497,
    0.5546217560768127,
    0.10144922137260437,
    0.39805811643600464,
    0.289308100938797,
    0.6516852378845215,
    0.5999999046325684,
    0.193548321723938,
    0.18064509332180023,
    0.32124343514442444,
    0.0805368572473526,
    0.3248729705810547,
    0.6405227184295654,
    0.22033889591693878,
    0.28749987483024597,
    0.4395603835582733,
    0.3592231869697571,
    0.3646112382411957,
    0.26315778493881226,
    0.45887434482574463,
    0.30208322405815125,
    0.520408034324646,
    0.18749991059303284,
    0.12499994784593582,
    0.5896413326263428,
    0.3951611816883087,
    0.3195265531539917,
    0.3798881769180298,
    0.11594197899103165,
    0.265060156583786
   ],
   "time": 25.94998206757009,
   "param": null
  },
  {
   "epoch": 37,
   "train_loss": 2.4587883949279785,
   "val_loss": 2.240175485610962,
   "acc": 40.46,
   "f1": [
    0.696078360080719,
    0.4999998211860657,
    0.33720916509628296,
    0.2124999314546585,
    0.22418873012065887,
    0.3031914234161377,
    0.4836600124835968,
    0.5136610269546509,
    0.47222208976745605,
    0.4699452221393585,
    0.2312137931585312,
    0.2617800235748291,
    0.4598929286003113,
    0.2762430012226105,
    0.29931965470314026,
    0.32804223895072937,
    0.45569613575935364,
    0.6066349744796753,
    0.44444435834884644,
    0.3121950626373291,
    0.52961665391922,
    0.45333331823349,
    0.32183900475502014,
    0.5599998831748962,
    0.6698111891746521,
    0.2289561629295349,
    0.38216549158096313,
    0.22772268950939178,
    0.4944648742675781,
    0.38502663373947144,
    0.3565216362476349,
    0.3837208151817322,
    0.4301074147224426,
    0.45405393838882446,
    0.3636362850666046,
    0.22105254232883453,
    0.28571417927742004,
    0.22058817744255066,
    0.3068782389163971,
    0.5158370137214661,
    0.292307585477829,
    0.7134501934051514,
    0.28855711221694946,
    0.3820223808288574,
    0.24324317276477814,
    0.22352932393550873,
    0.2662337124347687,
    0.5568180084228516,
    0.6136362552642822,
    0.4242422878742218,
    0.07575751841068268,
    0.3374998867511749,
    0.5677964687347412,
    0.666666567325592,
    0.56043940782547,
    0.10909084975719452,
    0.5818180441856384,
    0.5024629235267639,
    0.4025973379611969,
    0.46031734347343445,
    0.689655065536499,
    0.46808499097824097,
    0.47398826479911804,
    0.33050838112831116,
    0.19867542386054993,
    0.19323663413524628,
    0.26160329580307007,
    0.2758620083332062,
    0.728155255317688,
    0.633165717124939,
    0.5225224494934082,
    0.5252524614334106,
    0.15384608507156372,
    0.37944653630256653,
    0.24120594561100006,
    0.6103284358978271,
    0.7150257229804993,
    0.2580644190311432,
    0.25352105498313904,
    0.32214754819869995,
    0.08955218642950058,
    0.34977567195892334,
    0.7802196741104126,
    0.331034392118454,
    0.3084576427936554,
    0.5192306637763977,
    0.391608327627182,
    0.4218180775642395,
    0.3295453190803528,
    0.48447185754776,
    0.3266931176185608,
    0.5221673846244812,
    0.2148759514093399,
    0.16783210635185242,
    0.6727271676063538,
    0.4210525453090668,
    0.19672124087810516,
    0.33121007680892944,
    0.22222214937210083,
    0.45405393838882446
   ],
   "time": 25.975999905727804,
   "param": null
  },
  {
   "epoch": 38,
   "train_loss": 2.3368747234344482,
   "val_loss": 2.3873045444488525,
   "acc": 39.55,
   "f1": [
    0.7311826348304749,
    0.48913031816482544,
    0.27777767181396484,
    0.22857137024402618,
    0.1898733526468277,
    0.3408070504665375,
    0.4624998867511749,
    0.5172412991523743,
    0.4827585518360138,
    0.5384613871574402,
    0.14285710453987122,
    0.32704389095306396,
    0.49214646220207214,
    0.3736262619495392,
    0.228571355342865,
    0.32804223895072937,
    0.4210525155067444,
    0.4999999403953552,
    0.446808397769928,
    0.26959243416786194,
    0.5763888359069824,
    0.5421684980392456,
    0.3629031479358673,
    0.6272726058959961,
    0.6930691599845886,
    0.2765956223011017,
    0.33121007680892944,
    0.16901402175426483,
    0.5858584046363831,
    0.3636362552642822,
    0.4409447908401489,
    0.36241602897644043,
    0.3741934299468994,
    0.38709673285484314,
    0.32061058282852173,
    0.193548321723938,
    0.34905651211738586,
    0.22499993443489075,
    0.2685184180736542,
    0.5786800384521484,
    0.37179476022720337,
    0.6480445265769958,
    0.21942442655563354,
    0.30246907472610474,
    0.22660093009471893,
    0.1438848376274109,
    0.2597401440143585,
    0.520408034324646,
    0.5894736051559448,
    0.4907405972480774,
    0.19259251654148102,
    0.24999989569187164,
    0.5934064984321594,
    0.5756096839904785,
    0.42253512144088745,
    0.12162157148122787,
    0.5911948084831238,
    0.3841058313846588,
    0.47787603735923767,
    0.3657141625881195,
    0.7627905607223511,
    0.3945577144622803,
    0.4499998986721039,
    0.35483860969543457,
    0.17857135832309723,
    0.1507537066936493,
    0.3274335563182831,
    0.3468207120895386,
    0.7777776122093201,
    0.5874997973442078,
    0.491227924823761,
    0.594594419002533,
    0.21782170236110687,
    0.36686381697654724,
    0.2782607972621918,
    0.645502507686615,
    0.6347824931144714,
    0.22222214937210083,
    0.23188398778438568,
    0.4149376451969147,
    0.07299264520406723,
    0.26027390360832214,
    0.7624307870864868,
    0.34177201986312866,
    0.34745752811431885,
    0.4946235418319702,
    0.4573642313480377,
    0.4155843257904053,
    0.22314044833183289,
    0.47393354773521423,
    0.291139155626297,
    0.5033111572265625,
    0.2767294645309448,
    0.1985815018415451,
    0.45478031039237976,
    0.44444435834884644,
    0.28767114877700806,
    0.2471041977405548,
    0.24028262495994568,
    0.5030673146247864
   ],
   "time": 26.781840165145695,
   "param": null
  },
  {
   "epoch": 39,
   "train_loss": 2.1464638710021973,
   "val_loss": 2.4329581260681152,
   "acc": 38.88,
   "f1": [
    0.7346937656402588,
    0.4730289578437805,
    0.33333322405815125,
    0.17391297221183777,
    0.2072828710079193,
    0.3121950626373291,
    0.46753236651420593,
    0.5058822631835938,
    0.5454544425010681,
    0.5081079602241516,
    0.2758619785308838,
    0.22222214937210083,
    0.32499992847442627,
    0.25555548071861267,
    0.19847320020198822,
    0.31155768036842346,
    0.4102562963962555,
    0.5677964687347412,
    0.3823528289794922,
    0.3443707227706909,
    0.702702522277832,
    0.5114753246307373,
    0.3636362552642822,
    0.33333322405815125,
    0.5840706825256348,
    0.2714284658432007,
    0.3647797703742981,
    0.16615381836891174,
    0.5023254752159119,
    0.3267972767353058,
    0.26666656136512756,
    0.35675665736198425,
    0.31615114212036133,
    0.3817426860332489,
    0.3625729978084564,
    0.03571426123380661,
    0.1709401160478592,
    0.3552122712135315,
    0.2519684433937073,
    0.4409447908401489,
    0.3547168970108032,
    0.6630433797836304,
    0.34615373611450195,
    0.44198882579803467,
    0.1129031702876091,
    0.22222213447093964,
    0.17142851650714874,
    0.3599999248981476,
    0.6321242451667786,
    0.4578312039375305,
    0.056603748351335526,
    0.38181808590888977,
    0.5586206316947937,
    0.5999998450279236,
    0.5482232570648193,
    0.09132413566112518,
    0.6073297262191772,
    0.47560960054397583,
    0.49999988079071045,
    0.38150280714035034,
    0.5275589823722839,
    0.49350637197494507,
    0.43979042768478394,
    0.36241599917411804,
    0.11666662245988846,
    0.2165604531764984,
    0.2647058069705963,
    0.22222214937210083,
    0.5991901755332947,
    0.5727698802947998,
    0.522222101688385,
    0.34970521926879883,
    0.17796602845191956,
    0.3643723726272583,
    0.29940110445022583,
    0.6741572022438049,
    0.5274724960327148,
    0.2810809910297394,
    0.3116881847381592,
    0.4083768427371979,
    0.11764701455831528,
    0.32467523217201233,
    0.7290639281272888,
    0.33333325386047363,
    0.37804868817329407,
    0.49523797631263733,
    0.4123710095882416,
    0.5158728957176208,
    0.34920626878738403,
    0.5057469606399536,
    0.2933332622051239,
    0.4727271497249603,
    0.19672124087810516,
    0.15384608507156372,
    0.7005648612976074,
    0.34673359990119934,
    0.3314284682273865,
    0.36559128761291504,
    0.246575266122818,
    0.445652037858963
   ],
   "time": 26.328316004015505,
   "param": null
  },
  {
   "epoch": 40,
   "train_loss": 2.3060855865478516,
   "val_loss": 2.2757339477539062,
   "acc": 42.02,
   "f1": [
    0.7219511270523071,
    0.5250964164733887,
    0.24870456755161285,
    0.17857135832309723,
    0.20512813329696655,
    0.346666544675827,
    0.5294116139411926,
    0.5492226481437683,
    0.5098037719726562,
    0.5775399804115295,
    0.1935483068227768,
    0.2597401440143585,
    0.44791656732559204,
    0.3289472758769989,
    0.24691346287727356,
    0.3060108423233032,
    0.5070421695709229,
    0.6187844276428223,
    0.4090908467769623,
    0.33939382433891296,
    0.6782606840133667,
    0.5034482479095459,
    0.35897424817085266,
    0.5374148488044739,
    0.6249999403953552,
    0.2647058069705963,
    0.35341355204582214,
    0.26249992847442627,
    0.542713463306427,
    0.3653844892978668,
    0.32183900475502014,
    0.45814967155456543,
    0.38738730549812317,
    0.3521125614643097,
    0.41441428661346436,
    0.2389935851097107,
    0.40384599566459656,
    0.22399991750717163,
    0.26586097478866577,
    0.47619032859802246,
    0.364531934261322,
    0.6399998664855957,
    0.35064926743507385,
    0.41610726714134216,
    0.22321420907974243,
    0.277310848236084,
    0.2605040967464447,
    0.509316623210907,
    0.6039214134216309,
    0.4596272110939026,
    0.1798941045999527,
    0.44444429874420166,
    0.5209301114082336,
    0.7305934429168701,
    0.521008312702179,
    0.12030069530010223,
    0.6966290473937988,
    0.45360812544822693,
    0.4864863455295563,
    0.44221094250679016,
    0.725490152835846,
    0.4950493574142456,
    0.4249998927116394,
    0.3232322335243225,
    0.23776216804981232,
    0.14201176166534424,
    0.2659573554992676,
    0.2959182858467102,
    0.7399998903274536,
    0.5569619536399841,
    0.596684992313385,
    0.474820077419281,
    0.1759258508682251,
    0.4242423474788666,
    0.24615377187728882,
    0.5377048254013062,
    0.654761791229248,
    0.3050846457481384,
    0.318471223115921,
    0.4306218922138214,
    0.15165871381759644,
    0.3043477237224579,
    0.797814130783081,
    0.31901830434799194,
    0.28571417927742004,
    0.5119045972824097,
    0.4672130346298218,
    0.5120771527290344,
    0.3850930631160736,
    0.5347592234611511,
    0.34999990463256836,
    0.5254236459732056,
    0.4824560582637787,
    0.21192045509815216,
    0.6143789887428284,
    0.4104045629501343,
    0.3314915895462036,
    0.3050846457481384,
    0.13432830572128296,
    0.4498268961906433
   ],
   "time": 25.859411832876503,
   "param": null
  },
  {
   "epoch": 41,
   "train_loss": 2.16109299659729,
   "val_loss": 2.438084840774536,
   "acc": 39.18,
   "f1": [
    0.7207205295562744,
    0.5081079602241516,
    0.33035704493522644,
    0.20858889818191528,
    0.17721512913703918,
    0.3275260329246521,
    0.3874998986721039,
    0.3969464600086212,
    0.46753236651420593,
    0.5314008593559265,
    0.27777767181396484,
    0.2575756907463074,
    0.4732823669910431,
    0.30069923400878906,
    0.18181811273097992,
    0.2617800235748291,
    0.4230768084526062,
    0.5187968015670776,
    0.3934425115585327,
    0.3720929026603699,
    0.6760562062263489,
    0.5677964687347412,
    0.36842095851898193,
    0.4980841875076294,
    0.5714284181594849,
    0.18848159909248352,
    0.2333332598209381,
    0.19685034453868866,
    0.418118417263031,
    0.34905651211738586,
    0.3823528289794922,
    0.38427940011024475,
    0.3599999248981476,
    0.4279474914073944,
    0.37614670395851135,
    0.15624994039535522,
    0.37735840678215027,
    0.25675666332244873,
    0.2393161803483963,
    0.47407400608062744,
    0.2564102113246918,
    0.6257666945457458,
    0.3094339072704315,
    0.44444429874420166,
    0.2116401493549347,
    0.20895513892173767,
    0.2660549581050873,
    0.36507928371429443,
    0.6270268559455872,
    0.4562736749649048,
    0.161290243268013,
    0.34782594442367554,
    0.590908944606781,
    0.5942855477333069,
    0.5697672963142395,
    0.11891885101795197,
    0.6081869602203369,
    0.4142010807991028,
    0.44827571511268616,
    0.42682915925979614,
    0.7661689519882202,
    0.4418603479862213,
    0.47619032859802246,
    0.3647797703742981,
    0.26136353611946106,
    0.16597503423690796,
    0.29059821367263794,
    0.26190465688705444,
    0.6637166738510132,
    0.4416402578353882,
    0.5595237016677856,
    0.5853657722473145,
    0.07692302018404007,
    0.38749992847442627,
    0.26804113388061523,
    0.5588233470916748,
    0.4966442286968231,
    0.23280414938926697,
    0.18840573728084564,
    0.3832334280014038,
    0.10447756201028824,
    0.3552630543708801,
    0.7999998927116394,
    0.20512811839580536,
    0.29166656732559204,
    0.38636359572410583,
    0.30120471119880676,
    0.4511277675628662,
    0.3285713195800781,
    0.4459458291530609,
    0.35365843772888184,
    0.5161289572715759,
    0.3764704465866089,
    0.25165554881095886,
    0.6086955666542053,
    0.5139663219451904,
    0.40926632285118103,
    0.28275856375694275,
    0.17142851650714874,
    0.3975902497768402
   ],
   "time": 26.456146729178727,
   "param": null
  },
  {
   "epoch": 42,
   "train_loss": 2.265711784362793,
   "val_loss": 2.4722414016723633,
   "acc": 38.92,
   "f1": [
    0.589040994644165,
    0.3901098370552063,
    0.21118006110191345,
    0.2604166269302368,
    0.20472434163093567,
    0.31428563594818115,
    0.34504786133766174,
    0.5149698853492737,
    0.46575334668159485,
    0.4604315757751465,
    0.2124999314546585,
    0.2820512056350708,
    0.4179103374481201,
    0.3454544246196747,
    0.3037974238395691,
    0.26206886768341064,
    0.4713374376296997,
    0.509090781211853,
    0.28650131821632385,
    0.38095226883888245,
    0.6405227184295654,
    0.620320737361908,
    0.367346853017807,
    0.6055043935775757,
    0.5662649273872375,
    0.26027390360832214,
    0.33333325386047363,
    0.27091625332832336,
    0.49746179580688477,
    0.3537413775920868,
    0.4042551815509796,
    0.4476189613342285,
    0.3162054419517517,
    0.4306218922138214,
    0.36129021644592285,
    0.11834313720464706,
    0.3411763310432434,
    0.37914684414863586,
    0.21719448268413544,
    0.5697672963142395,
    0.41212108731269836,
    0.6410254836082458,
    0.3456788659095764,
    0.43373483419418335,
    0.20338977873325348,
    0.29365071654319763,
    0.161290243268013,
    0.4320986270904541,
    0.6206895709037781,
    0.48387083411216736,
    0.14906825125217438,
    0.3465345501899719,
    0.5611509084701538,
    0.633333146572113,
    0.5624998807907104,
    0.1379309743642807,
    0.583690881729126,
    0.39330533146858215,
    0.42580634355545044,
    0.31914883852005005,
    0.6666665077209473,
    0.5520360469818115,
    0.5333331823348999,
    0.336633563041687,
    0.19101116061210632,
    0.20111726224422455,
    0.24324317276477814,
    0.2839878499507904,
    0.7184464335441589,
    0.5578945875167847,
    0.46874985098838806,
    0.41379302740097046,
    0.11224482953548431,
    0.367346853017807,
    0.2121211439371109,
    0.7040814757347107,
    0.5731706023216248,
    0.228260800242424,
    0.26086944341659546,
    0.39778995513916016,
    0.14861993491649628,
    0.37446799874305725,
    0.6589146256446838,
    0.41176462173461914,
    0.33027511835098267,
    0.5161289572715759,
    0.4358973205089569,
    0.4720495045185089,
    0.32846707105636597,
    0.43930622935295105,
    0.3409090042114258,
    0.5217390656471252,
    0.27096763253211975,
    0.30935242772102356,
    0.5179855227470398,
    0.4799998700618744,
    0.3642856180667877,
    0.3225805461406708,
    0.14084501564502716,
    0.46632111072540283
   ],
   "time": 27.111561787314713,
   "param": null
  },
  {
   "epoch": 43,
   "train_loss": 2.2907800674438477,
   "val_loss": 2.377730131149292,
   "acc": 36.86,
   "f1": [
    0.6745560765266418,
    0.49729716777801514,
    0.27631568908691406,
    0.18897630274295807,
    0.2256409376859665,
    0.18611983954906464,
    0.39130425453186035,
    0.5975608825683594,
    0.37499991059303284,
    0.3699421286582947,
    0.19393931329250336,
    0.2754489779472351,
    0.39860132336616516,
    0.335570365190506,
    0.24460424482822418,
    0.32298123836517334,
    0.3483870327472687,
    0.49999988079071045,
    0.2773721516132355,
    0.28571420907974243,
    0.4242423176765442,
    0.6478871703147888,
    0.3950616121292114,
    0.45833322405815125,
    0.5352111458778381,
    0.1588447093963623,
    0.20512811839580536,
    0.1844659447669983,
    0.5291478633880615,
    0.3555554449558258,
    0.3043477237224579,
    0.38392844796180725,
    0.44585973024368286,
    0.36426109075546265,
    0.3435581922531128,
    0.21842995285987854,
    0.29850736260414124,
    0.2603549063205719,
    0.2731706500053406,
    0.4567473232746124,
    0.27681654691696167,
    0.6124998927116394,
    0.34394893050193787,
    0.25599992275238037,
    0.220779150724411,
    0.20547938346862793,
    0.26751580834388733,
    0.41975298523902893,
    0.6185566186904907,
    0.5060239434242249,
    0.11695900559425354,
    0.3851350247859955,
    0.5525290966033936,
    0.5999998450279236,
    0.6255922317504883,
    0.09756092727184296,
    0.6431716680526733,
    0.28776970505714417,
    0.44444435834884644,
    0.42512065172195435,
    0.666666567325592,
    0.41666656732559204,
    0.4238409399986267,
    0.3999998867511749,
    0.19047611951828003,
    0.253807008266449,
    0.2692306637763977,
    0.25157222151756287,
    0.6390531063079834,
    0.5147678852081299,
    0.4615383744239807,
    0.41688650846481323,
    0.11111106723546982,
    0.4380951225757599,
    0.32142847776412964,
    0.6133331656455994,
    0.6103284358978271,
    0.27380943298339844,
    0.26027390360832214,
    0.33333322405815125,
    0.0504201278090477,
    0.30952370166778564,
    0.7044023871421814,
    0.20472434163093567,
    0.19589972496032715,
    0.3597121238708496,
    0.3832334280014038,
    0.2731277048587799,
    0.38251355290412903,
    0.41379299759864807,
    0.3167419731616974,
    0.4623654782772064,
    0.3583814203739166,
    0.18045106530189514,
    0.45142853260040283,
    0.4474884569644928,
    0.26666656136512756,
    0.283950537443161,
    0.07339446991682053,
    0.4142010807991028
   ],
   "time": 27.75885133445263,
   "param": null
  },
  {
   "epoch": 44,
   "train_loss": 2.3216207027435303,
   "val_loss": 2.237135887145996,
   "acc": 43.75,
   "f1": [
    0.7149757146835327,
    0.553571343421936,
    0.3121386468410492,
    0.2769230008125305,
    0.18749994039535522,
    0.3408070504665375,
    0.36090216040611267,
    0.5918366312980652,
    0.5121949315071106,
    0.5283017754554749,
    0.3425924777984619,
    0.2898549735546112,
    0.4930231273174286,
    0.24836592376232147,
    0.26845628023147583,
    0.3076922297477722,
    0.47560960054397583,
    0.6415093541145325,
    0.3881855607032776,
    0.35359105467796326,
    0.7459457516670227,
    0.5418058633804321,
    0.44067782163619995,
    0.631578803062439,
    0.696132481098175,
    0.3316061198711395,
    0.38888880610466003,
    0.24584710597991943,
    0.5294116139411926,
    0.41840997338294983,
    0.3376622200012207,
    0.46491214632987976,
    0.3669723868370056,
    0.4016392230987549,
    0.3741934299468994,
    0.262857049703598,
    0.43999987840652466,
    0.31249991059303284,
    0.3013697862625122,
    0.572916567325592,
    0.37209296226501465,
    0.6810809373855591,
    0.38888880610466003,
    0.45544540882110596,
    0.17142851650714874,
    0.2888887822628021,
    0.3411763310432434,
    0.505154550075531,
    0.7121950387954712,
    0.5082871913909912,
    0.13636358082294464,
    0.43093910813331604,
    0.4864863455295563,
    0.6778241395950317,
    0.587719202041626,
    0.11458326876163483,
    0.5367646217346191,
    0.47321414947509766,
    0.5541123747825623,
    0.4565216302871704,
    0.7172995209693909,
    0.5764704942703247,
    0.4799998700618744,
    0.4191615581512451,
    0.15999993681907654,
    0.2660943269729614,
    0.34482747316360474,
    0.2719297707080841,
    0.6448978185653687,
    0.5089604258537292,
    0.5773194432258606,
    0.5793102383613586,
    0.1728394627571106,
    0.3945577144622803,
    0.24074065685272217,
    0.6330273747444153,
    0.653658390045166,
    0.27649760246276855,
    0.3090128004550934,
    0.4766837954521179,
    0.1530611664056778,
    0.41840997338294983,
    0.7033896446228027,
    0.40609124302864075,
    0.36111101508140564,
    0.5781989693641663,
    0.4705881178379059,
    0.4927535057067871,
    0.4656083285808563,
    0.4840763211250305,
    0.37815114855766296,
    0.5479451417922974,
    0.019801972433924675,
    0.25688064098358154,
    0.6666665077209473,
    0.5055760741233826,
    0.4453440308570862,
    0.30674833059310913,
    0.14084501564502716,
    0.5412842631340027
   ],
   "time": 26.750314557924867,
   "param": null
  },
  {
   "epoch": 45,
   "train_loss": 2.0702099800109863,
   "val_loss": 2.1716084480285645,
   "acc": 42.1,
   "f1": [
    0.6962023973464966,
    0.5263156890869141,
    0.2424241602420807,
    0.22535203397274017,
    0.19428564608097076,
    0.26153838634490967,
    0.3841058313846588,
    0.5022420287132263,
    0.5185183882713318,
    0.48888877034187317,
    0.1911763846874237,
    0.3555554449558258,
    0.3779526650905609,
    0.33333325386047363,
    0.19999991357326508,
    0.3101603388786316,
    0.5396823883056641,
    0.5991559624671936,
    0.3703702688217163,
    0.3463686406612396,
    0.7227722406387329,
    0.6333332657814026,
    0.4161849021911621,
    0.4984614849090576,
    0.6399998664855957,
    0.39106133580207825,
    0.3113771378993988,
    0.2784809470176697,
    0.6229507327079773,
    0.3411763310432434,
    0.4203820824623108,
    0.35768255591392517,
    0.37735840678215027,
    0.2784222364425659,
    0.3999998867511749,
    0.15950913727283478,
    0.4140968322753906,
    0.3578946590423584,
    0.3076922297477722,
    0.5017920136451721,
    0.29940110445022583,
    0.6966290473937988,
    0.3478259742259979,
    0.3495144844055176,
    0.2173912227153778,
    0.2430938482284546,
    0.326315701007843,
    0.46601933240890503,
    0.5754715800285339,
    0.49999988079071045,
    0.1764705330133438,
    0.3833332657814026,
    0.5205478072166443,
    0.7157893776893616,
    0.48958322405815125,
    0.08695648610591888,
    0.6994534134864807,
    0.4808742105960846,
    0.5549736618995667,
    0.4338623583316803,
    0.6148146390914917,
    0.49999988079071045,
    0.43902432918548584,
    0.3076922595500946,
    0.21538454294204712,
    0.1499999314546585,
    0.329670250415802,
    0.33939382433891296,
    0.5725489854812622,
    0.6703295111656189,
    0.5128203630447388,
    0.4335663616657257,
    0.20657269656658173,
    0.4052862524986267,
    0.2580644488334656,
    0.652542233467102,
    0.7227722406387329,
    0.28019312024116516,
    0.28571417927742004,
    0.38834938406944275,
    0.13207541406154633,
    0.42512065172195435,
    0.7564765214920044,
    0.4088887572288513,
    0.3473052978515625,
    0.48484838008880615,
    0.48484838008880615,
    0.45637571811676025,
    0.35675665736198425,
    0.5042734146118164,
    0.34782594442367554,
    0.5396823883056641,
    0.3654821515083313,
    0.2545453608036041,
    0.6826345324516296,
    0.4905658960342407,
    0.33333322405815125,
    0.3656715452671051,
    0.1240309551358223,
    0.53987717628479
   ],
   "time": 25.956229633651674,
   "param": null
  },
  {
   "epoch": 46,
   "train_loss": 2.067279100418091,
   "val_loss": 2.087641477584839,
   "acc": 43.65,
   "f1": [
    0.7379677891731262,
    0.4976075291633606,
    0.3469386696815491,
    0.2091502547264099,
    0.19540224969387054,
    0.3779526650905609,
    0.423912912607193,
    0.5895952582359314,
    0.509090781211853,
    0.4869564175605774,
    0.2526314854621887,
    0.1454544961452484,
    0.49146750569343567,
    0.35582810640335083,
    0.3354036211967468,
    0.3249998986721039,
    0.43881845474243164,
    0.5957446098327637,
    0.3999998867511749,
    0.3537413775920868,
    0.7526880502700806,
    0.6168223023414612,
    0.4041449725627899,
    0.6600984334945679,
    0.6375544667243958,
    0.3043477237224579,
    0.4161849021911621,
    0.3013697862625122,
    0.6153844594955444,
    0.42580634355545044,
    0.43979042768478394,
    0.37908485531806946,
    0.4260868728160858,
    0.4133332371711731,
    0.39603951573371887,
    0.30833324790000916,
    0.3861384987831116,
    0.34615373611450195,
    0.25396817922592163,
    0.613756537437439,
    0.40740731358528137,
    0.6904760003089905,
    0.4266665279865265,
    0.4377357065677643,
    0.20111726224422455,
    0.36269423365592957,
    0.24691346287727356,
    0.4218749403953552,
    0.6744184494018555,
    0.5464479923248291,
    0.1503758728504181,
    0.4120602011680603,
    0.5505616068840027,
    0.6701029539108276,
    0.5319147706031799,
    0.12987005710601807,
    0.5471697449684143,
    0.4484303891658783,
    0.3999999165534973,
    0.45918354392051697,
    0.7570620179176331,
    0.5135133862495422,
    0.534031331539154,
    0.419999897480011,
    0.22972965240478516,
    0.22413785755634308,
    0.31325289607048035,
    0.37125736474990845,
    0.7012985944747925,
    0.6146787405014038,
    0.487499862909317,
    0.6734693050384521,
    0.2127658873796463,
    0.28767114877700806,
    0.251308798789978,
    0.7182319164276123,
    0.6260160803794861,
    0.22574952244758606,
    0.31390124559402466,
    0.4255318343639374,
    0.14798203110694885,
    0.4351463317871094,
    0.7699528932571411,
    0.376623272895813,
    0.42342329025268555,
    0.6051281094551086,
    0.4588233530521393,
    0.49565204977989197,
    0.37854886054992676,
    0.5049503445625305,
    0.3485476076602936,
    0.5389220714569092,
    0.3636362850666046,
    0.27083322405815125,
    0.7599998116493225,
    0.5096152424812317,
    0.390243798494339,
    0.43786972761154175,
    0.09836061298847198,
    0.4827585518360138
   ],
   "time": 26.07228601537645,
   "param": null
  },
  {
   "epoch": 47,
   "train_loss": 2.108304262161255,
   "val_loss": 2.3401741981506348,
   "acc": 40.02,
   "f1": [
    0.6407765746116638,
    0.47577083110809326,
    0.3267325758934021,
    0.19565211236476898,
    0.25210076570510864,
    0.24705873429775238,
    0.4712642431259155,
    0.4551723301410675,
    0.47398826479911804,
    0.47808754444122314,
    0.277310848236084,
    0.11864402145147324,
    0.4347825050354004,
    0.26327940821647644,
    0.2658958435058594,
    0.2790696918964386,
    0.3055554926395416,
    0.5620913505554199,
    0.45669278502464294,
    0.35820886492729187,
    0.697435736656189,
    0.5068492293357849,
    0.39999985694885254,
    0.49350637197494507,
    0.5939393043518066,
    0.2389935851097107,
    0.2314048856496811,
    0.2749999463558197,
    0.37575751543045044,
    0.43518510460853577,
    0.43850257992744446,
    0.40692633390426636,
    0.3720929026603699,
    0.4081631600856781,
    0.3797467350959778,
    0.2524271011352539,
    0.31249988079071045,
    0.210526242852211,
    0.3311257064342499,
    0.5172412991523743,
    0.28025469183921814,
    0.5435895919799805,
    0.29032251238822937,
    0.39548009634017944,
    0.28749987483024597,
    0.22929932177066803,
    0.2944784462451935,
    0.4972374439239502,
    0.5466665029525757,
    0.4551723301410675,
    0.06557372957468033,
    0.3821137547492981,
    0.5855512022972107,
    0.6509802341461182,
    0.5494503974914551,
    0.17910444736480713,
    0.4639497697353363,
    0.38022807240486145,
    0.4242422580718994,
    0.4129031002521515,
    0.7156862020492554,
    0.5756096839904785,
    0.4634144902229309,
    0.3924049437046051,
    0.18181811273097992,
    0.16528919339179993,
    0.3703702688217163,
    0.3599999248981476,
    0.6492536067962646,
    0.6238530874252319,
    0.2773721516132355,
    0.5910651683807373,
    0.1843317300081253,
    0.39999985694885254,
    0.24691346287727356,
    0.7030301690101624,
    0.6944442987442017,
    0.326315701007843,
    0.25599992275238037,
    0.4670049846172333,
    0.19847321510314941,
    0.31275710463523865,
    0.6903551816940308,
    0.360248327255249,
    0.2929935157299042,
    0.5376343131065369,
    0.36458322405815125,
    0.335540771484375,
    0.3758388161659241,
    0.3974357545375824,
    0.423912912607193,
    0.509090781211853,
    0.2983424663543701,
    0.33333322405815125,
    0.541666567325592,
    0.48167529702186584,
    0.3999998867511749,
    0.31764698028564453,
    0.1558440923690796,
    0.5125626921653748
   ],
   "time": 25.905638528056443,
   "param": null
  },
  {
   "epoch": 48,
   "train_loss": 2.136713743209839,
   "val_loss": 2.2112419605255127,
   "acc": 44.99,
   "f1": [
    0.6978722214698792,
    0.5689654350280762,
    0.28358200192451477,
    0.280373752117157,
    0.22556383907794952,
    0.3763439953327179,
    0.45714277029037476,
    0.5953487157821655,
    0.5641024112701416,
    0.45348823070526123,
    0.23376615345478058,
    0.2290075570344925,
    0.490322470664978,
    0.314606636762619,
    0.2933332324028015,
    0.34640514850616455,
    0.44755232334136963,
    0.6461536884307861,
    0.40384599566459656,
    0.4044942855834961,
    0.7368419766426086,
    0.5765764713287354,
    0.38095226883888245,
    0.5957446098327637,
    0.666666567325592,
    0.32558128237724304,
    0.3975153863430023,
    0.3249998986721039,
    0.5955054759979248,
    0.39130425453186035,
    0.45685264468193054,
    0.40160635113716125,
    0.4242422580718994,
    0.4657532870769501,
    0.4699452221393585,
    0.22916659712791443,
    0.42231065034866333,
    0.362499862909317,
    0.2682925760746002,
    0.4895103871822357,
    0.3636362552642822,
    0.7011492848396301,
    0.27350419759750366,
    0.47398826479911804,
    0.23529405891895294,
    0.3425924777984619,
    0.36111101508140564,
    0.4307691156864166,
    0.722222089767456,
    0.5769229531288147,
    0.18181811273097992,
    0.428070068359375,
    0.6228069067001343,
    0.6857141256332397,
    0.4404331147670746,
    0.2014387845993042,
    0.7301585674285889,
    0.43881845474243164,
    0.5348836779594421,
    0.43037962913513184,
    0.746666431427002,
    0.5271965861320496,
    0.5374448299407959,
    0.44047608971595764,
    0.28915655612945557,
    0.2673266530036926,
    0.282828152179718,
    0.2774565517902374,
    0.8186526298522949,
    0.5793650150299072,
    0.38095226883888245,
    0.6071426868438721,
    0.24786315858364105,
    0.40754708647727966,
    0.290502667427063,
    0.7314283847808838,
    0.6885244846343994,
    0.2677164673805237,
    0.36842095851898193,
    0.4881889224052429,
    0.1898733526468277,
    0.35897424817085266,
    0.797814130783081,
    0.4292682111263275,
    0.30036622285842896,
    0.5350876450538635,
    0.4886362552642822,
    0.603351891040802,
    0.39189180731773376,
    0.47619035840034485,
    0.38888880610466003,
    0.5036495327949524,
    0.31468522548675537,
    0.27777770161628723,
    0.6419751644134521,
    0.5227271318435669,
    0.452830046415329,
    0.3496502637863159,
    0.23463678359985352,
    0.5174128413200378
   ],
   "time": 26.230548939667642,
   "param": null
  },
  {
   "epoch": 49,
   "train_loss": 2.107832670211792,
   "val_loss": 2.1684975624084473,
   "acc": 42.43,
   "f1": [
    0.7599998116493225,
    0.45454537868499756,
    0.3733331859111786,
    0.29126206040382385,
    0.22499993443489075,
    0.30434778332710266,
    0.4328356981277466,
    0.5370368957519531,
    0.5145629644393921,
    0.4244372248649597,
    0.26041656732559204,
    0.2962961792945862,
    0.4569287598133087,
    0.30833324790000916,
    0.3043477237224579,
    0.3314915895462036,
    0.3422459661960602,
    0.639593780040741,
    0.44444432854652405,
    0.31999990344047546,
    0.6538460850715637,
    0.5135133862495422,
    0.34722214937210083,
    0.5100669860839844,
    0.7336682677268982,
    0.23076915740966797,
    0.34246566891670227,
    0.262857049703598,
    0.5999998450279236,
    0.3259258270263672,
    0.3820223808288574,
    0.2634729743003845,
    0.4177214205265045,
    0.40540531277656555,
    0.4320986270904541,
    0.23376615345478058,
    0.327868789434433,
    0.320441871881485,
    0.2560974657535553,
    0.6310677528381348,
    0.3542855978012085,
    0.6384975910186768,
    0.43216070532798767,
    0.3661970794200897,
    0.239436537027359,
    0.2987011969089508,
    0.3167419731616974,
    0.5429863333702087,
    0.6774192452430725,
    0.5562912225723267,
    0.14193542301654816,
    0.49999988079071045,
    0.5145629644393921,
    0.6424240469932556,
    0.5124998688697815,
    0.1648350954055786,
    0.6666665077209473,
    0.4519229531288147,
    0.45631060004234314,
    0.38888880610466003,
    0.6628569960594177,
    0.5599998831748962,
    0.4507041275501251,
    0.3456789553165436,
    0.2233501821756363,
    0.21296289563179016,
    0.33532923460006714,
    0.37735840678215027,
    0.7348835468292236,
    0.6117644906044006,
    0.5206610560417175,
    0.5389609932899475,
    0.11920525878667831,
    0.3931623101234436,
    0.299999862909317,
    0.7199999094009399,
    0.6412212252616882,
    0.3444443643093109,
    0.31249991059303284,
    0.4630540609359741,
    0.1379309743642807,
    0.3268697261810303,
    0.788888692855835,
    0.36879420280456543,
    0.30409345030784607,
    0.5274723768234253,
    0.4766837954521179,
    0.3266218900680542,
    0.4249998927116394,
    0.36792439222335815,
    0.3707316219806671,
    0.5267855525016785,
    0.3409090042114258,
    0.27631568908691406,
    0.5624998807907104,
    0.494381844997406,
    0.3820223808288574,
    0.3592813014984131,
    0.21428564190864563,
    0.47586193680763245
   ],
   "time": 26.452911806292832,
   "param": null
  },
  {
   "epoch": 50,
   "train_loss": 2.075371503829956,
   "val_loss": 2.501929759979248,
   "acc": 37.88,
   "f1": [
    0.6725662350654602,
    0.4886362552642822,
    0.30588221549987793,
    0.26900574564933777,
    0.24418595433235168,
    0.2829267382621765,
    0.34108519554138184,
    0.4782607853412628,
    0.47999992966651917,
    0.46491214632987976,
    0.25301194190979004,
    0.2208588421344757,
    0.43720918893814087,
    0.29629620909690857,
    0.22972965240478516,
    0.26881712675094604,
    0.41666656732559204,
    0.5789472460746765,
    0.4499998986721039,
    0.34234222769737244,
    0.5049833059310913,
    0.5402842164039612,
    0.45833322405815125,
    0.23357655107975006,
    0.46896544098854065,
    0.2091502696275711,
    0.20689646899700165,
    0.12949636578559875,
    0.43749991059303284,
    0.36065563559532166,
    0.2621358335018158,
    0.4163264036178589,
    0.4043714702129364,
    0.40476179122924805,
    0.24460424482822418,
    0.09090903401374817,
    0.1499999463558197,
    0.3592813014984131,
    0.2545454204082489,
    0.43404245376586914,
    0.30115818977355957,
    0.6799998879432678,
    0.38271594047546387,
    0.3522725999355316,
    0.20238088071346283,
    0.22047236561775208,
    0.260204017162323,
    0.44585973024368286,
    0.697435736656189,
    0.44210511445999146,
    0.1052631139755249,
    0.4603772759437561,
    0.45859864354133606,
    0.595959484577179,
    0.6078430414199829,
    0.0666666030883789,
    0.7065216302871704,
    0.423611044883728,
    0.5192306637763977,
    0.4374999403953552,
    0.6633662581443787,
    0.4692735970020294,
    0.4727271497249603,
    0.34101372957229614,
    0.24175815284252167,
    0.15384608507156372,
    0.2576685845851898,
    0.2236841470003128,
    0.5714284181594849,
    0.46290794014930725,
    0.3265305161476135,
    0.3883928060531616,
    0.13103441894054413,
    0.3417084515094757,
    0.23776215314865112,
    0.6262625455856323,
    0.46012261509895325,
    0.24999989569187164,
    0.25373128056526184,
    0.3926379084587097,
    0.08849553763866425,
    0.4262293577194214,
    0.7928992509841919,
    0.29577454924583435,
    0.29787227511405945,
    0.4639998972415924,
    0.3166022300720215,
    0.3573085367679596,
    0.14414408802986145,
    0.39189180731773376,
    0.45405393838882446,
    0.5029938817024231,
    0.27777767181396484,
    0.16176463663578033,
    0.666666567325592,
    0.30393993854522705,
    0.33684200048446655,
    0.23448269069194794,
    0.17796602845191956,
    0.4491524398326874
   ],
   "time": 26.390833088196814,
   "param": null
  },
  {
   "epoch": 51,
   "train_loss": 2.1019773483276367,
   "val_loss": 2.0327212810516357,
   "acc": 46.68,
   "f1": [
    0.7031961679458618,
    0.5358850359916687,
    0.3508771061897278,
    0.16417904198169708,
    0.25339359045028687,
    0.3424123525619507,
    0.46896544098854065,
    0.5764704942703247,
    0.5727270841598511,
    0.5263156294822693,
    0.29813653230667114,
    0.24390238523483276,
    0.5140186548233032,
    0.33333325386047363,
    0.24390238523483276,
    0.30769217014312744,
    0.5095540285110474,
    0.6381322145462036,
    0.4120602011680603,
    0.4210525155067444,
    0.6844443082809448,
    0.5907171964645386,
    0.4795917272567749,
    0.6746986508369446,
    0.6296294927597046,
    0.28571420907974243,
    0.4306218922138214,
    0.3114185929298401,
    0.6390531063079834,
    0.37558677792549133,
    0.4434387683868408,
    0.43902432918548584,
    0.39560428261756897,
    0.42372873425483704,
    0.43720918893814087,
    0.2739725410938263,
    0.48803818225860596,
    0.44444432854652405,
    0.3151514232158661,
    0.6030149459838867,
    0.37125736474990845,
    0.6709675192832947,
    0.43438899517059326,
    0.48192763328552246,
    0.2702701687812805,
    0.4034333825111389,
    0.2890172600746155,
    0.5495494604110718,
    0.6859902143478394,
    0.5951218605041504,
    0.21538454294204712,
    0.3838382363319397,
    0.6307052373886108,
    0.7281104326248169,
    0.6138612627983093,
    0.18079088628292084,
    0.6307052373886108,
    0.4811319410800934,
    0.583690881729126,
    0.4232803285121918,
    0.7892374992370605,
    0.5853657126426697,
    0.5373133420944214,
    0.4607841968536377,
    0.24516120553016663,
    0.2758619785308838,
    0.2976189851760864,
    0.3936169147491455,
    0.8080806732177734,
    0.7115383744239807,
    0.5599998831748962,
    0.6228069067001343,
    0.19047611951828003,
    0.4150942265987396,
    0.2488037496805191,
    0.6971427202224731,
    0.7379677891731262,
    0.265060156583786,
    0.3113771378993988,
    0.37623757123947144,
    0.2605040967464447,
    0.4622220993041992,
    0.7272725701332092,
    0.362499862909317,
    0.3619631230831146,
    0.5016500353813171,
    0.5297296643257141,
    0.6041665077209473,
    0.48309168219566345,
    0.5188678503036499,
    0.4180789887905121,
    0.5576921701431274,
    0.3265305161476135,
    0.3411763310432434,
    0.742267906665802,
    0.5303866267204285,
    0.4162435233592987,
    0.36474159359931946,
    0.22485199570655823,
    0.5888323187828064
   ],
   "time": 26.272680902853608,
   "param": null
  },
  {
   "epoch": 52,
   "train_loss": 2.008467435836792,
   "val_loss": 2.0760631561279297,
   "acc": 46.09,
   "f1": [
    0.718562662601471,
    0.46274495124816895,
    0.3495144844055176,
    0.2598869204521179,
    0.2871793806552887,
    0.4246574342250824,
    0.509316623210907,
    0.4967319071292877,
    0.5939393043518066,
    0.5340908169746399,
    0.36464083194732666,
    0.3478259742259979,
    0.5096524357795715,
    0.41474640369415283,
    0.2906976044178009,
    0.38983041048049927,
    0.47435885667800903,
    0.6396759748458862,
    0.4338623583316803,
    0.323943555355072,
    0.7575755715370178,
    0.5748030543327332,
    0.48453593254089355,
    0.6016947627067566,
    0.7344631552696228,
    0.3923443853855133,
    0.4177214205265045,
    0.23826707899570465,
    0.600858211517334,
    0.4541061818599701,
    0.38918909430503845,
    0.44848471879959106,
    0.4623654782772064,
    0.4646463394165039,
    0.3790321350097656,
    0.2592591345310211,
    0.4593299925327301,
    0.4210525453090668,
    0.2909089922904968,
    0.5766869187355042,
    0.4075828194618225,
    0.6853931546211243,
    0.3878786563873291,
    0.46551719307899475,
    0.26086950302124023,
    0.34042540192604065,
    0.25301194190979004,
    0.5439999103546143,
    0.7127658128738403,
    0.4914284646511078,
    0.19393931329250336,
    0.4919784665107727,
    0.5624998807907104,
    0.6756755113601685,
    0.5365853309631348,
    0.09696962684392929,
    0.6582277417182922,
    0.5070421695709229,
    0.5906734466552734,
    0.45454534888267517,
    0.7243241667747498,
    0.506493330001831,
    0.5384613871574402,
    0.4588233530521393,
    0.1951218843460083,
    0.19158872961997986,
    0.3013697564601898,
    0.39106133580207825,
    0.666666567325592,
    0.5642856359481812,
    0.5119045972824097,
    0.6290320754051208,
    0.21343867480754852,
    0.36470577120780945,
    0.23602473735809326,
    0.6393440365791321,
    0.6859902143478394,
    0.3736262619495392,
    0.2933332324028015,
    0.4429064691066742,
    0.17021270096302032,
    0.48958322405815125,
    0.804232656955719,
    0.20512811839580536,
    0.4277455508708954,
    0.5643563270568848,
    0.48132768273353577,
    0.5781989693641663,
    0.47222208976745605,
    0.5325441956520081,
    0.4545453190803528,
    0.6197181344032288,
    0.31724128127098083,
    0.2887699604034424,
    0.7748689651489258,
    0.4710423946380615,
    0.49756085872650146,
    0.3555554449558258,
    0.20731700956821442,
    0.5638296604156494
   ],
   "time": 26.779358328320086,
   "param": null
  },
  {
   "epoch": 53,
   "train_loss": 2.090837240219116,
   "val_loss": 2.2069544792175293,
   "acc": 44.07,
   "f1": [
    0.5833332538604736,
    0.5740739107131958,
    0.30125513672828674,
    0.22598862648010254,
    0.2533332407474518,
    0.3119657635688782,
    0.43165460228919983,
    0.5444443225860596,
    0.5280897617340088,
    0.47773265838623047,
    0.251428484916687,
    0.2258063703775406,
    0.5728641748428345,
    0.3905324339866638,
    0.33333325386047363,
    0.3579765260219574,
    0.5031445622444153,
    0.666666567325592,
    0.3453236222267151,
    0.3435581922531128,
    0.7457625269889832,
    0.569696843624115,
    0.4485980272293091,
    0.6321242451667786,
    0.5999998450279236,
    0.33179715275764465,
    0.4431816637516022,
    0.27555546164512634,
    0.602040708065033,
    0.4102562963962555,
    0.45833322405815125,
    0.43902426958084106,
    0.4179103374481201,
    0.45859864354133606,
    0.41284388303756714,
    0.12949636578559875,
    0.30693063139915466,
    0.34615373611450195,
    0.33333322405815125,
    0.5728641748428345,
    0.3649121820926666,
    0.7252746224403381,
    0.36129021644592285,
    0.45685264468193054,
    0.21538454294204712,
    0.256410151720047,
    0.3289472758769989,
    0.4366196393966675,
    0.7030301690101624,
    0.5862067937850952,
    0.19138747453689575,
    0.46351921558380127,
    0.5414363145828247,
    0.5814977288246155,
    0.49999988079071045,
    0.2116401493549347,
    0.7011492848396301,
    0.3523315489292145,
    0.5961536765098572,
    0.4766837954521179,
    0.8076921701431274,
    0.5555554032325745,
    0.4685713052749634,
    0.39999985694885254,
    0.2095237374305725,
    0.20477809011936188,
    0.2649005651473999,
    0.42201822996139526,
    0.7661689519882202,
    0.5327867269515991,
    0.2424241602420807,
    0.6551722884178162,
    0.27551010251045227,
    0.4307691156864166,
    0.34482747316360474,
    0.6700506210327148,
    0.7593581080436707,
    0.3318776488304138,
    0.3113771378993988,
    0.5057469606399536,
    0.17627111077308655,
    0.4295300841331482,
    0.7790696024894714,
    0.3468207120895386,
    0.3626372814178467,
    0.5190310478210449,
    0.5350316762924194,
    0.5508472919464111,
    0.4939757287502289,
    0.5388599634170532,
    0.43930622935295105,
    0.5365853309631348,
    0.2749999165534973,
    0.22818784415721893,
    0.7511736154556274,
    0.44444432854652405,
    0.4122805893421173,
    0.4046691358089447,
    0.2617800235748291,
    0.44444432854652405
   ],
   "time": 26.652853841893375,
   "param": null
  },
  {
   "epoch": 54,
   "train_loss": 1.997225046157837,
   "val_loss": 2.1901090145111084,
   "acc": 44.5,
   "f1": [
    0.726495623588562,
    0.5325441956520081,
    0.31914883852005005,
    0.20634911954402924,
    0.29585790634155273,
    0.28025469183921814,
    0.4785274565219879,
    0.5443036556243896,
    0.6039602756500244,
    0.5915491580963135,
    0.271493136882782,
    0.3102039694786072,
    0.46586331725120544,
    0.4186045527458191,
    0.38157883286476135,
    0.3850930631160736,
    0.35820892453193665,
    0.5866665244102478,
    0.43786972761154175,
    0.35294109582901,
    0.7204300165176392,
    0.5814977288246155,
    0.3953487277030945,
    0.5408803224563599,
    0.6951218247413635,
    0.274914026260376,
    0.3771427571773529,
    0.29126206040382385,
    0.4976075291633606,
    0.4972374439239502,
    0.3756905198097229,
    0.497175008058548,
    0.3999998867511749,
    0.4745761454105377,
    0.4056602716445923,
    0.2333332598209381,
    0.3714284598827362,
    0.27096763253211975,
    0.3320156931877136,
    0.5662099123001099,
    0.32835814356803894,
    0.6774192452430725,
    0.3559320867061615,
    0.45132729411125183,
    0.23703694343566895,
    0.29118767380714417,
    0.27722764015197754,
    0.5263156890869141,
    0.6923075318336487,
    0.543046236038208,
    0.27428561449050903,
    0.48888877034187317,
    0.4567900002002716,
    0.7096772789955139,
    0.6145831942558289,
    0.24186037480831146,
    0.652542233467102,
    0.5227271318435669,
    0.5573769211769104,
    0.4834122061729431,
    0.6899998784065247,
    0.5393257141113281,
    0.518134593963623,
    0.42162150144577026,
    0.22399991750717163,
    0.2543351650238037,
    0.39090898633003235,
    0.35064926743507385,
    0.7079644799232483,
    0.6489360928535461,
    0.5728154182434082,
    0.5848374366760254,
    0.12121205776929855,
    0.35772350430488586,
    0.29931965470314026,
    0.6909089684486389,
    0.6863903999328613,
    0.37894728779792786,
    0.29743584990501404,
    0.46428558230400085,
    0.18579228222370148,
    0.42790690064430237,
    0.7807484865188599,
    0.35862061381340027,
    0.39449530839920044,
    0.547485888004303,
    0.44808733463287354,
    0.41982501745224,
    0.42857131361961365,
    0.5058822631835938,
    0.4624998867511749,
    0.5728154182434082,
    0.2933332324028015,
    0.22360241413116455,
    0.705357015132904,
    0.4115941524505615,
    0.4499998688697815,
    0.3676469624042511,
    0.211055189371109,
    0.5326085686683655
   ],
   "time": 27.237706823274493,
   "param": null
  },
  {
   "epoch": 55,
   "train_loss": 1.9016145467758179,
   "val_loss": 2.2835793495178223,
   "acc": 43.01,
   "f1": [
    0.7446807622909546,
    0.4459458291530609,
    0.2794116735458374,
    0.18320602178573608,
    0.2530863583087921,
    0.32432422041893005,
    0.5165561437606812,
    0.6198828816413879,
    0.5584414005279541,
    0.6073297262191772,
    0.36363622546195984,
    0.24999992549419403,
    0.5092591643333435,
    0.38341957330703735,
    0.25373128056526184,
    0.3722943067550659,
    0.4999998211860657,
    0.6212120056152344,
    0.45128190517425537,
    0.34817805886268616,
    0.7325579524040222,
    0.5152837038040161,
    0.4410255253314972,
    0.5978259444236755,
    0.666666567325592,
    0.33215537667274475,
    0.36871495842933655,
    0.26615965366363525,
    0.5287355184555054,
    0.4022987186908722,
    0.4161849021911621,
    0.27322396636009216,
    0.419999897480011,
    0.47368407249450684,
    0.29166656732559204,
    0.23391807079315186,
    0.35023030638694763,
    0.3473052978515625,
    0.31279608607292175,
    0.5060240030288696,
    0.3926379084587097,
    0.7411763668060303,
    0.3389829397201538,
    0.29885047674179077,
    0.2682925760746002,
    0.2753622233867645,
    0.28925609588623047,
    0.49333325028419495,
    0.6820808053016663,
    0.4886362552642822,
    0.20814472436904907,
    0.4142010807991028,
    0.6371680498123169,
    0.5662649273872375,
    0.5268816351890564,
    0.14285708963871002,
    0.7187498211860657,
    0.4933919608592987,
    0.4774192273616791,
    0.5060239434242249,
    0.7539265155792236,
    0.4712642431259155,
    0.4295300841331482,
    0.45263150334358215,
    0.20869562029838562,
    0.2580644488334656,
    0.30120474100112915,
    0.3435581922531128,
    0.651340901851654,
    0.6701569557189941,
    0.5454544425010681,
    0.6122447848320007,
    0.1449274867773056,
    0.40358731150627136,
    0.3113771378993988,
    0.6912441253662109,
    0.7004607319831848,
    0.25862061977386475,
    0.31999990344047546,
    0.4204544126987457,
    0.17567561566829681,
    0.41379302740097046,
    0.7044023871421814,
    0.2686566412448883,
    0.3597121238708496,
    0.492537260055542,
    0.43678149580955505,
    0.5402297377586365,
    0.2786884307861328,
    0.4916200041770935,
    0.4385963976383209,
    0.5533979535102844,
    0.29577454924583435,
    0.22222214937210083,
    0.7142855525016785,
    0.5273630023002625,
    0.35483860969543457,
    0.3113771378993988,
    0.22456136345863342,
    0.43445682525634766
   ],
   "time": 26.31884748581797,
   "param": null
  },
  {
   "epoch": 56,
   "train_loss": 1.7742515802383423,
   "val_loss": 2.3992133140563965,
   "acc": 43.16,
   "f1": [
    0.7958113551139832,
    0.33599990606307983,
    0.3440859317779541,
    0.2614377737045288,
    0.25095051527023315,
    0.3803679943084717,
    0.31249988079071045,
    0.579234778881073,
    0.5517240166664124,
    0.5111110210418701,
    0.2745096981525421,
    0.3386242389678955,
    0.48598119616508484,
    0.29850736260414124,
    0.3578946590423584,
    0.2695034444332123,
    0.5248867273330688,
    0.6060605049133301,
    0.40394076704978943,
    0.4111110270023346,
    0.6064980626106262,
    0.6018517017364502,
    0.37174713611602783,
    0.612716555595398,
    0.6934671998023987,
    0.41666656732559204,
    0.42352932691574097,
    0.28260859847068787,
    0.6549705862998962,
    0.3971630334854126,
    0.44715434312820435,
    0.41176459193229675,
    0.4632767140865326,
    0.34554970264434814,
    0.28368785977363586,
    0.2430938482284546,
    0.3149605393409729,
    0.4142010807991028,
    0.28712859749794006,
    0.5405404567718506,
    0.31884047389030457,
    0.710382342338562,
    0.19216178357601166,
    0.2597401440143585,
    0.21118006110191345,
    0.28358200192451477,
    0.3050846755504608,
    0.4916665554046631,
    0.6382977366447449,
    0.5816324949264526,
    0.15624994039535522,
    0.438016414642334,
    0.558139443397522,
    0.638554036617279,
    0.5569618940353394,
    0.1257142275571823,
    0.6597937345504761,
    0.45637571811676025,
    0.5465837121009827,
    0.3923704922199249,
    0.7222220301628113,
    0.4785274565219879,
    0.3829786479473114,
    0.38541653752326965,
    0.17886172235012054,
    0.20437948405742645,
    0.31155768036842346,
    0.4320986270904541,
    0.7272725701332092,
    0.4714285135269165,
    0.5277777314186096,
    0.6486485600471497,
    0.15950913727283478,
    0.37426888942718506,
    0.34972667694091797,
    0.6586824655532837,
    0.6094419956207275,
    0.30526304244995117,
    0.32330816984176636,
    0.4606740176677704,
    0.12499994784593582,
    0.4255318343639374,
    0.6803277134895325,
    0.39520949125289917,
    0.42857131361961365,
    0.5227271318435669,
    0.38862547278404236,
    0.5999999046325684,
    0.3833332657814026,
    0.517857015132904,
    0.4511277675628662,
    0.5520831942558289,
    0.35064926743507385,
    0.314606636762619,
    0.5499998927116394,
    0.5217389464378357,
    0.19999992847442627,
    0.32214754819869995,
    0.22660093009471893,
    0.40329205989837646
   ],
   "time": 25.551117016002536,
   "param": null
  },
  {
   "epoch": 57,
   "train_loss": 1.8526116609573364,
   "val_loss": 2.132718801498413,
   "acc": 46.42,
   "f1": [
    0.7169809341430664,
    0.5714284777641296,
    0.34817805886268616,
    0.30939218401908875,
    0.390243798494339,
    0.4153004288673401,
    0.5153372287750244,
    0.53987717628479,
    0.5589519143104553,
    0.5696201324462891,
    0.30270257592201233,
    0.30456843972206116,
    0.5053762197494507,
    0.4069766402244568,
    0.29787224531173706,
    0.32335323095321655,
    0.517646849155426,
    0.6934671998023987,
    0.4025973081588745,
    0.3537413775920868,
    0.6446279287338257,
    0.543859601020813,
    0.5189187526702881,
    0.6635512709617615,
    0.6727271676063538,
    0.43049317598342896,
    0.37804868817329407,
    0.33884286880493164,
    0.575999915599823,
    0.4491977095603943,
    0.4125559628009796,
    0.38636353611946106,
    0.335570365190506,
    0.3597121238708496,
    0.4223601520061493,
    0.26666659116744995,
    0.4919784665107727,
    0.44943806529045105,
    0.3090128004550934,
    0.5701355934143066,
    0.39805811643600464,
    0.7311826348304749,
    0.4330707788467407,
    0.43278682231903076,
    0.2714284658432007,
    0.28148138523101807,
    0.3131312429904938,
    0.26984119415283203,
    0.7476633787155151,
    0.5536330938339233,
    0.12865489721298218,
    0.4886362552642822,
    0.574585497379303,
    0.6230767965316772,
    0.5543476939201355,
    0.09890103340148926,
    0.6995072364807129,
    0.48958322405815125,
    0.5978259444236755,
    0.5096152424812317,
    0.7835050225257874,
    0.5607475638389587,
    0.5895952582359314,
    0.42982450127601624,
    0.20779214799404144,
    0.20920497179031372,
    0.32941165566444397,
    0.35602086782455444,
    0.7433626651763916,
    0.6767675280570984,
    0.40789464116096497,
    0.6239315271377563,
    0.17391297221183777,
    0.3440859317779541,
    0.28235286474227905,
    0.7228915095329285,
    0.7123286128044128,
    0.30366483330726624,
    0.3352600038051605,
    0.4999998211860657,
    0.16814152896404266,
    0.4713374376296997,
    0.7610617876052856,
    0.40277767181396484,
    0.37410059571266174,
    0.6280191540718079,
    0.44776108860969543,
    0.543352484703064,
    0.4275861084461212,
    0.554216742515564,
    0.4538460373878479,
    0.5863873362541199,
    0.3314915895462036,
    0.30337071418762207,
    0.7699998021125793,
    0.5378786325454712,
    0.44705870747566223,
    0.3710406422615051,
    0.23636355996131897,
    0.5224488377571106
   ],
   "time": 25.859014966525137,
   "param": null
  },
  {
   "epoch": 58,
   "train_loss": 1.8697677850723267,
   "val_loss": 1.9796817302703857,
   "acc": 46.22,
   "f1": [
    0.7411166429519653,
    0.553571343421936,
    0.3314284682273865,
    0.1985815018415451,
    0.2918454110622406,
    0.4232363998889923,
    0.5454543828964233,
    0.43055543303489685,
    0.5999999046325684,
    0.5437787175178528,
    0.30978256464004517,
    0.24999994039535522,
    0.5113635063171387,
    0.39043813943862915,
    0.387096643447876,
    0.3065692186355591,
    0.44368594884872437,
    0.5641024112701416,
    0.3468207120895386,
    0.42682915925979614,
    0.7358488440513611,
    0.59227454662323,
    0.4918031394481659,
    0.6480445265769958,
    0.6836733222007751,
    0.3975902497768402,
    0.4084506034851074,
    0.26724129915237427,
    0.5726140141487122,
    0.4454544484615326,
    0.4105958938598633,
    0.45535701513290405,
    0.4361701011657715,
    0.3794211447238922,
    0.3726707398891449,
    0.25396814942359924,
    0.3999999165534973,
    0.36431220173835754,
    0.31896543502807617,
    0.6124998927116394,
    0.42285704612731934,
    0.6808508634567261,
    0.4705881178379059,
    0.372413694858551,
    0.2475246638059616,
    0.30357134342193604,
    0.3034482002258301,
    0.5533979535102844,
    0.7052630186080933,
    0.6272187829017639,
    0.23776215314865112,
    0.4594593644142151,
    0.5506072044372559,
    0.7085712552070618,
    0.6055043935775757,
    0.2116401493549347,
    0.6885244250297546,
    0.5407723784446716,
    0.4324323236942291,
    0.4851484000682831,
    0.742857038974762,
    0.39130425453186035,
    0.56043940782547,
    0.38578668236732483,
    0.34224584698677063,
    0.23853203654289246,
    0.2976189851760864,
    0.3522011637687683,
    0.6567163467407227,
    0.6292133331298828,
    0.5283017754554749,
    0.6608694195747375,
    0.21192045509815216,
    0.423611044883728,
    0.2731706500053406,
    0.7528088688850403,
    0.7523808479309082,
    0.31999990344047546,
    0.2849002182483673,
    0.4214874804019928,
    0.20202013850212097,
    0.4045800566673279,
    0.8022596836090088,
    0.4331209361553192,
    0.39043813943862915,
    0.5786162614822388,
    0.5418717861175537,
    0.5490195155143738,
    0.49999988079071045,
    0.4785274565219879,
    0.46808499097824097,
    0.5761315822601318,
    0.29197070002555847,
    0.31872501969337463,
    0.7528088688850403,
    0.5781989693641663,
    0.4046241343021393,
    0.4745761454105377,
    0.1129031702876091,
    0.5128204226493835
   ],
   "time": 26.29044339619577,
   "param": null
  },
  {
   "epoch": 59,
   "train_loss": 1.9859024286270142,
   "val_loss": 2.143232822418213,
   "acc": 46.78,
   "f1": [
    0.776698887348175,
    0.5089604258537292,
    0.29850736260414124,
    0.2910216152667999,
    0.2928869426250458,
    0.3783782720565796,
    0.49999988079071045,
    0.5521470904350281,
    0.596684992313385,
    0.6022725701332092,
    0.3402060866355896,
    0.2987011969089508,
    0.5609754920005798,
    0.4081631600856781,
    0.30409345030784607,
    0.38888877630233765,
    0.49999988079071045,
    0.6403507590293884,
    0.4631577730178833,
    0.4223601520061493,
    0.7553189396858215,
    0.580392062664032,
    0.5098037719726562,
    0.6307691335678101,
    0.6071426868438721,
    0.3313608467578888,
    0.40740731358528137,
    0.2700421214103699,
    0.6268655061721802,
    0.43636354804039,
    0.4180789887905121,
    0.4403668940067291,
    0.43555545806884766,
    0.45669278502464294,
    0.4347825050354004,
    0.2485205978155136,
    0.4084506034851074,
    0.35862061381340027,
    0.30496448278427124,
    0.6737966537475586,
    0.3524589240550995,
    0.6704543232917786,
    0.49315062165260315,
    0.49484527111053467,
    0.25555548071861267,
    0.3414633274078369,
    0.289308100938797,
    0.4459458291530609,
    0.6734693050384521,
    0.5454543828964233,
    0.16793887317180634,
    0.43362823128700256,
    0.5514017343521118,
    0.5822783708572388,
    0.5999998450279236,
    0.16744180023670197,
    0.7005074620246887,
    0.5213268995285034,
    0.5333332419395447,
    0.4818180501461029,
    0.6946106553077698,
    0.6077346205711365,
    0.5145629644393921,
    0.4320986270904541,
    0.3026314675807953,
    0.2233501821756363,
    0.382978618144989,
    0.34042543172836304,
    0.7738691568374634,
    0.5897434949874878,
    0.39416050910949707,
    0.5841582417488098,
    0.24148598313331604,
    0.3874344527721405,
    0.35714277625083923,
    0.716157078742981,
    0.6639997959136963,
    0.2333332598209381,
    0.35443025827407837,
    0.43636354804039,
    0.1655171811580658,
    0.33333322405815125,
    0.7287448048591614,
    0.45360812544822693,
    0.41212108731269836,
    0.5400842428207397,
    0.5363127589225769,
    0.5663716197013855,
    0.43564343452453613,
    0.5074625611305237,
    0.4711109697818756,
    0.6344084739685059,
    0.3904760777950287,
    0.31451600790023804,
    0.7488149404525757,
    0.5357142090797424,
    0.4886876940727234,
    0.4096384644508362,
    0.19047613441944122,
    0.5350876450538635
   ],
   "time": 25.881232224404812,
   "param": null
  },
  {
   "epoch": 60,
   "train_loss": 1.9685490131378174,
   "val_loss": 2.129448413848877,
   "acc": 46.42,
   "f1": [
    0.7323941588401794,
    0.4966442286968231,
    0.33599987626075745,
    0.32335323095321655,
    0.2424241602420807,
    0.30909082293510437,
    0.5863873362541199,
    0.4788731336593628,
    0.5538460612297058,
    0.5279186367988586,
    0.2976743280887604,
    0.2714284658432007,
    0.5196077227592468,
    0.37499988079071045,
    0.45751625299453735,
    0.38541653752326965,
    0.4615383744239807,
    0.675555408000946,
    0.46242761611938477,
    0.3975902497768402,
    0.7096772789955139,
    0.6031744480133057,
    0.48587560653686523,
    0.5211266875267029,
    0.5786800384521484,
    0.3011362850666046,
    0.35121941566467285,
    0.299999862909317,
    0.5728641748428345,
    0.4236452281475067,
    0.43428558111190796,
    0.46288198232650757,
    0.3964756429195404,
    0.39285704493522644,
    0.4170615077018738,
    0.13333328068256378,
    0.4705881178379059,
    0.421052485704422,
    0.24285705387592316,
    0.6363635063171387,
    0.3583814203739166,
    0.6212764978408813,
    0.26573416590690613,
    0.4142855703830719,
    0.2526314854621887,
    0.2967032194137573,
    0.33492809534072876,
    0.518134593963623,
    0.7040814757347107,
    0.6305417418479919,
    0.2844826877117157,
    0.4246574342250824,
    0.6203702688217163,
    0.6890754699707031,
    0.5703123807907104,
    0.15189866721630096,
    0.7290639281272888,
    0.4472048580646515,
    0.5220882296562195,
    0.5027320981025696,
    0.6846152544021606,
    0.5814977288246155,
    0.5549131631851196,
    0.43678146600723267,
    0.18978095054626465,
    0.32034626603126526,
    0.2748090922832489,
    0.33333325386047363,
    0.70588219165802,
    0.6129031181335449,
    0.47004595398902893,
    0.6099290251731873,
    0.23287664353847504,
    0.46231144666671753,
    0.28742504119873047,
    0.5999998450279236,
    0.6065572500228882,
    0.3636362850666046,
    0.28758159279823303,
    0.4537035822868347,
    0.26415085792541504,
    0.4670049846172333,
    0.7999998331069946,
    0.3759397566318512,
    0.41441428661346436,
    0.5533979535102844,
    0.4942527115345001,
    0.5306121706962585,
    0.38888877630233765,
    0.5201464295387268,
    0.43902426958084106,
    0.577777624130249,
    0.31632643938064575,
    0.2941175699234009,
    0.7572813630104065,
    0.5384615063667297,
    0.36871495842933655,
    0.5098037719726562,
    0.15384608507156372,
    0.40677958726882935
   ],
   "time": 25.954258740879595,
   "param": null
  },
  {
   "epoch": 61,
   "train_loss": 1.7982137203216553,
   "val_loss": 2.0968167781829834,
   "acc": 47.49,
   "f1": [
    0.5889966487884521,
    0.4569287598133087,
    0.3421051800251007,
    0.09599995613098145,
    0.27272722125053406,
    0.43749991059303284,
    0.6555553674697876,
    0.47560960054397583,
    0.6237622499465942,
    0.5648146867752075,
    0.29896897077560425,
    0.3398691415786743,
    0.5645932555198669,
    0.33789944648742676,
    0.37499985098838806,
    0.43333321809768677,
    0.5090908408164978,
    0.6605502963066101,
    0.4634144902229309,
    0.35359105467796326,
    0.7578946352005005,
    0.5916665196418762,
    0.44943806529045105,
    0.6457397937774658,
    0.7219511270523071,
    0.43678146600723267,
    0.4777776598930359,
    0.28571420907974243,
    0.5432097911834717,
    0.4023667275905609,
    0.5283017754554749,
    0.44303786754608154,
    0.4424777626991272,
    0.48309168219566345,
    0.40789464116096497,
    0.27329182624816895,
    0.39130425453186035,
    0.3980098366737366,
    0.3107568919658661,
    0.6633662581443787,
    0.4210525155067444,
    0.7204300165176392,
    0.40740731358528137,
    0.42962950468063354,
    0.314606636762619,
    0.37373724579811096,
    0.32222211360931396,
    0.5581393837928772,
    0.7164177894592285,
    0.579925537109375,
    0.239999920129776,
    0.39416050910949707,
    0.6178008913993835,
    0.6391751170158386,
    0.6197181344032288,
    0.14765094220638275,
    0.7403313517570496,
    0.44680842757225037,
    0.6103284358978271,
    0.5454544425010681,
    0.6900583505630493,
    0.6206895112991333,
    0.5189871788024902,
    0.4606059193611145,
    0.2558138370513916,
    0.2433861643075943,
    0.37777766585350037,
    0.3522011637687683,
    0.7619046568870544,
    0.5814977288246155,
    0.41610726714134216,
    0.5555553436279297,
    0.18604643642902374,
    0.3832334280014038,
    0.3097344636917114,
    0.7356320023536682,
    0.5508981347084045,
    0.3508771061897278,
    0.2944784462451935,
    0.5599998831748962,
    0.2577318847179413,
    0.4687499403953552,
    0.8156423568725586,
    0.33576634526252747,
    0.5106381177902222,
    0.5698922872543335,
    0.5514017343521118,
    0.5462554097175598,
    0.3943661153316498,
    0.5099998712539673,
    0.46288198232650757,
    0.5690376162528992,
    0.2550334632396698,
    0.2672064006328583,
    0.7168139815330505,
    0.5189871788024902,
    0.3926939368247986,
    0.44705867767333984,
    0.29268282651901245,
    0.49999988079071045
   ],
   "time": 26.464328387752175,
   "param": null
  },
  {
   "epoch": 62,
   "train_loss": 1.9845190048217773,
   "val_loss": 2.446099281311035,
   "acc": 42.16,
   "f1": [
    0.7108432054519653,
    0.4347825348377228,
    0.3152708411216736,
    0.2566370666027069,
    0.20869559049606323,
    0.2879999279975891,
    0.4903845191001892,
    0.40972214937210083,
    0.534031331539154,
    0.4785274565219879,
    0.210526242852211,
    0.30456843972206116,
    0.42962950468063354,
    0.2898549735546112,
    0.3599999248981476,
    0.34586456418037415,
    0.5294116139411926,
    0.5521470904350281,
    0.3171805441379547,
    0.38095223903656006,
    0.7093021869659424,
    0.5429552793502808,
    0.35443025827407837,
    0.6509432196617126,
    0.6160336136817932,
    0.3771427571773529,
    0.4269661605358124,
    0.23870962858200073,
    0.5895952582359314,
    0.37179476022720337,
    0.4867255389690399,
    0.47190994024276733,
    0.36649200320243835,
    0.36805543303489685,
    0.46428558230400085,
    0.16783210635185242,
    0.33599990606307983,
    0.3216782510280609,
    0.24925808608531952,
    0.5514017343521118,
    0.4489794969558716,
    0.5638296604156494,
    0.4018690288066864,
    0.25373128056526184,
    0.17801040410995483,
    0.3320462703704834,
    0.25510191917419434,
    0.46632111072540283,
    0.6788989305496216,
    0.47953203320503235,
    0.19480513036251068,
    0.4054981768131256,
    0.5342018604278564,
    0.638554036617279,
    0.5203251242637634,
    0.16901402175426483,
    0.6448978185653687,
    0.3537413775920868,
    0.5434780716896057,
    0.2590672969818115,
    0.6995072364807129,
    0.5287355184555054,
    0.5918366312980652,
    0.2947368025779724,
    0.3208555281162262,
    0.19555547833442688,
    0.2206895798444748,
    0.3517586886882782,
    0.6963561773300171,
    0.6293102502822876,
    0.47491633892059326,
    0.6031745076179504,
    0.18803411722183228,
    0.34177201986312866,
    0.2635658085346222,
    0.7081338167190552,
    0.6289306282997131,
    0.24864855408668518,
    0.28758159279823303,
    0.39795905351638794,
    0.19587622582912445,
    0.4748857021331787,
    0.7499997615814209,
    0.36129021644592285,
    0.38095226883888245,
    0.5020919442176819,
    0.3875967860221863,
    0.48648640513420105,
    0.40268445014953613,
    0.45887434482574463,
    0.43835610151290894,
    0.49999991059303284,
    0.2514968812465668,
    0.2788843810558319,
    0.7294116020202637,
    0.5199998617172241,
    0.34101372957229614,
    0.3741934299468994,
    0.2682925760746002,
    0.5112106204032898
   ],
   "time": 26.207633511163294,
   "param": null
  },
  {
   "epoch": 63,
   "train_loss": 2.021692991256714,
   "val_loss": 2.0986249446868896,
   "acc": 44.91,
   "f1": [
    0.7102038860321045,
    0.5570775270462036,
    0.3170730471611023,
    0.20202013850212097,
    0.11678826063871384,
    0.35294109582901,
    0.5110130310058594,
    0.5081965923309326,
    0.5869563817977905,
    0.5402297377586365,
    0.21118006110191345,
    0.35359105467796326,
    0.5505616068840027,
    0.3837208151817322,
    0.4022345542907715,
    0.3793102502822876,
    0.490322470664978,
    0.5999998450279236,
    0.45914387702941895,
    0.4113473892211914,
    0.7783782482147217,
    0.6255922317504883,
    0.4192138612270355,
    0.5030301809310913,
    0.6477271318435669,
    0.18320602178573608,
    0.38571420311927795,
    0.2937852144241333,
    0.5565216541290283,
    0.4238409399986267,
    0.4561401903629303,
    0.4835163354873657,
    0.34736835956573486,
    0.4857141971588135,
    0.3636362552642822,
    0.19999992847442627,
    0.39069753885269165,
    0.39285704493522644,
    0.21705420315265656,
    0.6267279982566833,
    0.36734679341316223,
    0.7011492848396301,
    0.43333321809768677,
    0.36907726526260376,
    0.16058386862277985,
    0.3576158285140991,
    0.28048771619796753,
    0.3548385798931122,
    0.7373736500740051,
    0.5561496019363403,
    0.24999991059303284,
    0.46153831481933594,
    0.630251944065094,
    0.5841923952102661,
    0.5739909410476685,
    0.14666660130023956,
    0.7761192321777344,
    0.44339612126350403,
    0.5773194432258606,
    0.4320986270904541,
    0.5277776122093201,
    0.5700481534004211,
    0.4967319071292877,
    0.4222221076488495,
    0.2186494618654251,
    0.25230762362480164,
    0.29518067836761475,
    0.36507928371429443,
    0.7190080881118774,
    0.6399998664855957,
    0.5263156294822693,
    0.4379560947418213,
    0.2005276381969452,
    0.4022987186908722,
    0.3636362552642822,
    0.7128711342811584,
    0.7336682677268982,
    0.3369174897670746,
    0.3369564116001129,
    0.5185183882713318,
    0.1715817153453827,
    0.49586769938468933,
    0.8020831942558289,
    0.36842095851898193,
    0.3707864284515381,
    0.5347592234611511,
    0.4362138509750366,
    0.49681511521339417,
    0.4516127407550812,
    0.5367964506149292,
    0.4914284646511078,
    0.6073297262191772,
    0.32335323095321655,
    0.161290243268013,
    0.7540981769561768,
    0.5402297377586365,
    0.39999985694885254,
    0.40955621004104614,
    0.2564101815223694,
    0.6116504073143005
   ],
   "time": 26.397695238702,
   "param": null
  },
  {
   "epoch": 64,
   "train_loss": 1.7669932842254639,
   "val_loss": 2.210080862045288,
   "acc": 45.99,
   "f1": [
    0.7462685704231262,
    0.5575219988822937,
    0.33121007680892944,
    0.3096773326396942,
    0.2258063703775406,
    0.42957738041877747,
    0.5084744095802307,
    0.5350876450538635,
    0.4903845191001892,
    0.4822133481502533,
    0.3111110329627991,
    0.33333322405815125,
    0.39416050910949707,
    0.3216782510280609,
    0.318471223115921,
    0.2686566412448883,
    0.5170730352401733,
    0.5999998450279236,
    0.3382788598537445,
    0.38427940011024475,
    0.6985644102096558,
    0.6574072241783142,
    0.467661589384079,
    0.6395347118377686,
    0.6632652282714844,
    0.3529410660266876,
    0.41758227348327637,
    0.28571420907974243,
    0.5387753844261169,
    0.40490788221359253,
    0.446808397769928,
    0.41284388303756714,
    0.3499998450279236,
    0.394285649061203,
    0.4313724637031555,
    0.22666659951210022,
    0.3971630334854126,
    0.34394893050193787,
    0.2605363130569458,
    0.6516852378845215,
    0.31623923778533936,
    0.5693429112434387,
    0.3503648638725281,
    0.4774192273616791,
    0.264317125082016,
    0.3493974804878235,
    0.3076922297477722,
    0.538461446762085,
    0.7111109495162964,
    0.5333331823348999,
    0.2482757866382599,
    0.4615383446216583,
    0.5084744095802307,
    0.7305934429168701,
    0.5493561029434204,
    0.16438350081443787,
    0.6666665077209473,
    0.4487804174423218,
    0.5842695236206055,
    0.466666579246521,
    0.6397057771682739,
    0.5948274731636047,
    0.5043476819992065,
    0.4635760486125946,
    0.2795697748661041,
    0.22535203397274017,
    0.4315788447856903,
    0.3598325252532959,
    0.7238093614578247,
    0.5448027849197388,
    0.31724128127098083,
    0.5967741012573242,
    0.2251655012369156,
    0.4132230579853058,
    0.28965505957603455,
    0.6509802341461182,
    0.6836733222007751,
    0.3592813014984131,
    0.3046356737613678,
    0.49999988079071045,
    0.15053758025169373,
    0.44444435834884644,
    0.7431692481040955,
    0.4161849021911621,
    0.40579700469970703,
    0.5478259921073914,
    0.5026176571846008,
    0.579591691493988,
    0.5168538093566895,
    0.5541123747825623,
    0.45283007621765137,
    0.48920851945877075,
    0.3013697862625122,
    0.28571417927742004,
    0.7117116451263428,
    0.5476189255714417,
    0.28048771619796753,
    0.40170925855636597,
    0.2929935157299042,
    0.42296066880226135
   ],
   "time": 26.820265571586788,
   "param": null
  },
  {
   "epoch": 65,
   "train_loss": 1.7508095502853394,
   "val_loss": 2.157762289047241,
   "acc": 44.51,
   "f1": [
    0.6948355436325073,
    0.5714284777641296,
    0.26573416590690613,
    0.2815532982349396,
    0.27476030588150024,
    0.3846152722835541,
    0.49999988079071045,
    0.4805193543434143,
    0.5945944786071777,
    0.6043955087661743,
    0.28455275297164917,
    0.30075180530548096,
    0.5521470904350281,
    0.35294109582901,
    0.3267325758934021,
    0.29629620909690857,
    0.5473682880401611,
    0.6243385076522827,
    0.3924526870250702,
    0.42156851291656494,
    0.778442919254303,
    0.3972911536693573,
    0.44444432854652405,
    0.6511626243591309,
    0.5921050906181335,
    0.4111110270023346,
    0.4495411515235901,
    0.2972972095012665,
    0.6387433409690857,
    0.37563440203666687,
    0.4311925768852234,
    0.4261167645454407,
    0.36714968085289,
    0.340782105922699,
    0.367346853017807,
    0.1899440735578537,
    0.31818169355392456,
    0.32352936267852783,
    0.2959182858467102,
    0.6086955666542053,
    0.44137921929359436,
    0.620320737361908,
    0.29268285632133484,
    0.2148759514093399,
    0.2553190588951111,
    0.28753986954689026,
    0.33783775568008423,
    0.47190994024276733,
    0.6459625363349915,
    0.5955054759979248,
    0.2229507565498352,
    0.5167463421821594,
    0.5833331942558289,
    0.6040266752243042,
    0.6448085904121399,
    0.09917350858449936,
    0.6224488615989685,
    0.5340908169746399,
    0.5915491580963135,
    0.4835163354873657,
    0.7638189196586609,
    0.6363635063171387,
    0.622641384601593,
    0.3421051502227783,
    0.24817509949207306,
    0.21965309977531433,
    0.3636362850666046,
    0.32812491059303284,
    0.7853401899337769,
    0.6467065215110779,
    0.46575334668159485,
    0.6298341155052185,
    0.1916166990995407,
    0.3665337860584259,
    0.3003412187099457,
    0.7184464335441589,
    0.6829267144203186,
    0.31724128127098083,
    0.38281238079071045,
    0.4469272196292877,
    0.17821775376796722,
    0.3787878155708313,
    0.7777776122093201,
    0.41884803771972656,
    0.3880595862865448,
    0.5853657126426697,
    0.4794519543647766,
    0.496402770280838,
    0.4056602716445923,
    0.4788731336593628,
    0.46632111072540283,
    0.5109488368034363,
    0.30526304244995117,
    0.25157222151756287,
    0.7669901251792908,
    0.4246574342250824,
    0.3240222632884979,
    0.446808397769928,
    0.1481480896472931,
    0.4114284813404083
   ],
   "time": 27.343991819769144,
   "param": null
  },
  {
   "epoch": 66,
   "train_loss": 1.8567091226577759,
   "val_loss": 2.103806972503662,
   "acc": 48.42,
   "f1": [
    0.754385769367218,
    0.5730992555618286,
    0.34343424439430237,
    0.2873562276363373,
    0.32599109411239624,
    0.4277455508708954,
    0.5837318897247314,
    0.5249998569488525,
    0.5548385381698608,
    0.5099998712539673,
    0.27777770161628723,
    0.20312491059303284,
    0.6048778891563416,
    0.4915253520011902,
    0.34782594442367554,
    0.36860060691833496,
    0.556212842464447,
    0.6201549768447876,
    0.5243901014328003,
    0.42253509163856506,
    0.7459457516670227,
    0.5975102186203003,
    0.3974357545375824,
    0.6576575636863708,
    0.712643563747406,
    0.3999998867511749,
    0.44221094250679016,
    0.3522725999355316,
    0.6703295111656189,
    0.42931926250457764,
    0.45360812544822693,
    0.47761180996894836,
    0.37984487414360046,
    0.497175008058548,
    0.41403499245643616,
    0.20833326876163483,
    0.40117985010147095,
    0.4873095452785492,
    0.35483860969543457,
    0.6461536884307861,
    0.40404030680656433,
    0.7290639281272888,
    0.35582810640335083,
    0.5057469606399536,
    0.3433475196361542,
    0.4042551815509796,
    0.23529404401779175,
    0.5121949315071106,
    0.6486485600471497,
    0.5882351398468018,
    0.2886596918106079,
    0.48913031816482544,
    0.5937498807907104,
    0.6956520080566406,
    0.6464645266532898,
    0.2248995453119278,
    0.7142854928970337,
    0.517857015132904,
    0.6183573603630066,
    0.4605261981487274,
    0.7666665315628052,
    0.6055043935775757,
    0.5730992555618286,
    0.48837196826934814,
    0.3175964951515198,
    0.18879052996635437,
    0.43781083822250366,
    0.3832334280014038,
    0.7813951373100281,
    0.612716555595398,
    0.5228756666183472,
    0.633333146572113,
    0.13245026767253876,
    0.23255807161331177,
    0.3540668785572052,
    0.7123286128044128,
    0.693333089351654,
    0.3311257064342499,
    0.3999998867511749,
    0.4692735970020294,
    0.22499993443489075,
    0.49681511521339417,
    0.8181816339492798,
    0.3758388161659241,
    0.4302324652671814,
    0.6310158967971802,
    0.471999853849411,
    0.5990337133407593,
    0.4324323236942291,
    0.5238094329833984,
    0.4974091649055481,
    0.6407765746116638,
    0.36575865745544434,
    0.32051271200180054,
    0.7875646352767944,
    0.5286343097686768,
    0.39999985694885254,
    0.36858004331588745,
    0.25906726717948914,
    0.5654449462890625
   ],
   "time": 26.910171002149582,
   "param": null
  },
  {
   "epoch": 67,
   "train_loss": 1.7335325479507446,
   "val_loss": 2.425417423248291,
   "acc": 42.37,
   "f1": [
    0.6724889278411865,
    0.4329003393650055,
    0.3522725999355316,
    0.2824857831001282,
    0.1971830427646637,
    0.32222214341163635,
    0.5081079602241516,
    0.5157230496406555,
    0.6436780691146851,
    0.4845814108848572,
    0.27380943298339844,
    0.15789470076560974,
    0.4701194167137146,
    0.3707316219806671,
    0.32467523217201233,
    0.3424123525619507,
    0.45859864354133606,
    0.49006614089012146,
    0.360759437084198,
    0.32835808396339417,
    0.7090908288955688,
    0.6052630543708801,
    0.4249998927116394,
    0.442857027053833,
    0.5833332538604736,
    0.30337071418762207,
    0.36686381697654724,
    0.17647051811218262,
    0.4494381248950958,
    0.3755457401275635,
    0.3999998867511749,
    0.4342104196548462,
    0.42201822996139526,
    0.30303019285202026,
    0.4098359942436218,
    0.24161066114902496,
    0.25599992275238037,
    0.3599999248981476,
    0.2754489779472351,
    0.5685278177261353,
    0.28116703033447266,
    0.6878979206085205,
    0.42857131361961365,
    0.4787232577800751,
    0.21323524415493011,
    0.32298123836517334,
    0.33684200048446655,
    0.4081631600856781,
    0.7684208750724792,
    0.5549736618995667,
    0.16049376130104065,
    0.38907843828201294,
    0.6341462135314941,
    0.6399998664855957,
    0.5670497417449951,
    0.21459220349788666,
    0.7149319648742676,
    0.3010752201080322,
    0.5762709975242615,
    0.4999998211860657,
    0.6467065215110779,
    0.6179773807525635,
    0.4108106791973114,
    0.4217686057090759,
    0.2276422083377838,
    0.18300646543502808,
    0.2686566412448883,
    0.38918909430503845,
    0.5669781565666199,
    0.44510385394096375,
    0.18333324790000916,
    0.5594404935836792,
    0.16058386862277985,
    0.43835610151290894,
    0.28758159279823303,
    0.653846025466919,
    0.6635069251060486,
    0.24864855408668518,
    0.26484012603759766,
    0.4499998986721039,
    0.16272962093353271,
    0.33599990606307983,
    0.8176794052124023,
    0.376623272895813,
    0.39252325892448425,
    0.5828570127487183,
    0.46153831481933594,
    0.45283007621765137,
    0.4772725999355316,
    0.552941083908081,
    0.46153831481933594,
    0.521008312702179,
    0.19999994337558746,
    0.30208322405815125,
    0.7570091485977173,
    0.5280897617340088,
    0.44943806529045105,
    0.38626599311828613,
    0.26966285705566406,
    0.33476388454437256
   ],
   "time": 25.787301960401237,
   "param": null
  },
  {
   "epoch": 68,
   "train_loss": 1.8332998752593994,
   "val_loss": 2.039184808731079,
   "acc": 47.16,
   "f1": [
    0.7403844594955444,
    0.603351891040802,
    0.37768232822418213,
    0.28048771619796753,
    0.24864855408668518,
    0.38356155157089233,
    0.5212119817733765,
    0.6136362552642822,
    0.5844747424125671,
    0.5073169469833374,
    0.33333319425582886,
    0.24999991059303284,
    0.5943394899368286,
    0.3776223063468933,
    0.39416050910949707,
    0.41176459193229675,
    0.5197739005088806,
    0.6210525035858154,
    0.4670657217502594,
    0.33128824830055237,
    0.8066297173500061,
    0.6136362552642822,
    0.47787603735923767,
    0.6465516090393066,
    0.7340423464775085,
    0.3389829695224762,
    0.38461530208587646,
    0.38914018869400024,
    0.6857141852378845,
    0.434782475233078,
    0.497041255235672,
    0.502923846244812,
    0.396135151386261,
    0.4907974302768707,
    0.340983510017395,
    0.18072283267974854,
    0.45669278502464294,
    0.42857128381729126,
    0.35146433115005493,
    0.6732671856880188,
    0.40641695261001587,
    0.718562662601471,
    0.3432835340499878,
    0.3817203640937805,
    0.2959182858467102,
    0.3389829397201538,
    0.24060142040252686,
    0.5088756084442139,
    0.7099565267562866,
    0.4489794969558716,
    0.24999991059303284,
    0.5084744095802307,
    0.633165717124939,
    0.5850338935852051,
    0.6413041353225708,
    0.16279064118862152,
    0.7525771856307983,
    0.5189871788024902,
    0.595959484577179,
    0.487046480178833,
    0.7592591643333435,
    0.6176469922065735,
    0.5357141494750977,
    0.43428558111190796,
    0.16176463663578033,
    0.20895518362522125,
    0.32365134358406067,
    0.3493974804878235,
    0.7445886731147766,
    0.6590906977653503,
    0.5842695236206055,
    0.5822783708572388,
    0.23280414938926697,
    0.4315788447856903,
    0.2807016372680664,
    0.6583849191665649,
    0.6930691599845886,
    0.3148147463798523,
    0.3465345501899719,
    0.4918031394481659,
    0.16143491864204407,
    0.497175008058548,
    0.7777776122093201,
    0.3787877857685089,
    0.4125559628009796,
    0.5560973882675171,
    0.5185183882713318,
    0.5355647206306458,
    0.3861384987831116,
    0.6057141423225403,
    0.5357141494750977,
    0.6630433797836304,
    0.31081071496009827,
    0.32467523217201233,
    0.5652173161506653,
    0.5463916063308716,
    0.4705881178379059,
    0.3621397912502289,
    0.26600977778434753,
    0.5199998617172241
   ],
   "time": 25.409226625226438,
   "param": null
  },
  {
   "epoch": 69,
   "train_loss": 1.691970944404602,
   "val_loss": 2.23185396194458,
   "acc": 46.03,
   "f1": [
    0.7117116451263428,
    0.5217390060424805,
    0.2580644488334656,
    0.2718445658683777,
    0.24598921835422516,
    0.4159998893737793,
    0.554216742515564,
    0.482758492231369,
    0.5476189255714417,
    0.562211811542511,
    0.21582727134227753,
    0.36607131361961365,
    0.5425099730491638,
    0.41284388303756714,
    0.40740731358528137,
    0.31050220131874084,
    0.48044681549072266,
    0.655737578868866,
    0.4855490028858185,
    0.3981899321079254,
    0.7155961990356445,
    0.6310677528381348,
    0.4499998986721039,
    0.6603772640228271,
    0.7252746224403381,
    0.29694315791130066,
    0.2519684433937073,
    0.2886596620082855,
    0.5833332538604736,
    0.3926939368247986,
    0.4210525155067444,
    0.4541831612586975,
    0.5058822631835938,
    0.4999998211860657,
    0.4152541756629944,
    0.24999988079071045,
    0.35064926743507385,
    0.41711217164993286,
    0.2877192199230194,
    0.6210044622421265,
    0.37668150663375854,
    0.6836733222007751,
    0.5191488265991211,
    0.4217686057090759,
    0.24358965456485748,
    0.3199998736381531,
    0.24242419004440308,
    0.42857131361961365,
    0.6818180680274963,
    0.572916567325592,
    0.2550334632396698,
    0.4927534759044647,
    0.5925924181938171,
    0.6701569557189941,
    0.6666665077209473,
    0.1938774734735489,
    0.7777776122093201,
    0.5668447613716125,
    0.49999988079071045,
    0.5247147083282471,
    0.7407405972480774,
    0.5584414005279541,
    0.48809507489204407,
    0.4269661605358124,
    0.29714274406433105,
    0.24778753519058228,
    0.3411763310432434,
    0.38888877630233765,
    0.7830687165260315,
    0.6296295523643494,
    0.5157230496406555,
    0.6513760089874268,
    0.2066420167684555,
    0.3522011637687683,
    0.2767294645309448,
    0.7317072153091431,
    0.6788989305496216,
    0.2962961792945862,
    0.3043477237224579,
    0.432748407125473,
    0.13008125126361847,
    0.4864863455295563,
    0.725490152835846,
    0.38888880610466003,
    0.3407406508922577,
    0.3847874402999878,
    0.34374991059303284,
    0.38873234391212463,
    0.4550897181034088,
    0.46101686358451843,
    0.45643141865730286,
    0.5935482978820801,
    0.35294109582901,
    0.26666656136512756,
    0.6169490218162537,
    0.5684208869934082,
    0.37777766585350037,
    0.3598325252532959,
    0.212290421128273,
    0.5520831942558289
   ],
   "time": 25.699524024501443,
   "param": null
  },
  {
   "epoch": 70,
   "train_loss": 1.8336900472640991,
   "val_loss": 1.7953795194625854,
   "acc": 49.66,
   "f1": [
    0.7272725701332092,
    0.5465837121009827,
    0.345177561044693,
    0.28571420907974243,
    0.2707691490650177,
    0.4324323534965515,
    0.49999985098838806,
    0.5685278177261353,
    0.5726494193077087,
    0.5784311890602112,
    0.37860071659088135,
    0.25675666332244873,
    0.5606693625450134,
    0.4432988464832306,
    0.4210525155067444,
    0.40659332275390625,
    0.5786800384521484,
    0.6729856729507446,
    0.5161289572715759,
    0.44311365485191345,
    0.7650271654129028,
    0.6739128828048706,
    0.5168538093566895,
    0.729999840259552,
    0.6666665077209473,
    0.41314542293548584,
    0.4365480840206146,
    0.3069306015968323,
    0.585152804851532,
    0.4606059193611145,
    0.47577083110809326,
    0.49999988079071045,
    0.4725273549556732,
    0.4466665983200073,
    0.4372468888759613,
    0.2796609401702881,
    0.4894513487815857,
    0.40206170082092285,
    0.33333325386047363,
    0.5692882537841797,
    0.3957218527793884,
    0.7386362552642822,
    0.49090901017189026,
    0.5221673846244812,
    0.2513660192489624,
    0.32911381125450134,
    0.25373128056526184,
    0.559139609336853,
    0.7344631552696228,
    0.6304346323013306,
    0.2830187678337097,
    0.48398569226264954,
    0.6315788626670837,
    0.7199998497962952,
    0.6044443249702454,
    0.24221445620059967,
    0.6919829845428467,
    0.5728154182434082,
    0.56043940782547,
    0.5820105075836182,
    0.8018431067466736,
    0.4814813435077667,
    0.5199998617172241,
    0.49214646220207214,
    0.31055888533592224,
    0.28965505957603455,
    0.35064926743507385,
    0.46428558230400085,
    0.784946084022522,
    0.7081338167190552,
    0.5728154182434082,
    0.6893202662467957,
    0.13513506948947906,
    0.4111110270023346,
    0.3351954519748688,
    0.755813717842102,
    0.7272725701332092,
    0.33939382433891296,
    0.35714277625083923,
    0.5399999022483826,
    0.2890624403953552,
    0.535519003868103,
    0.7839194536209106,
    0.4276728630065918,
    0.4218180775642395,
    0.6292133331298828,
    0.5380114912986755,
    0.5855854153633118,
    0.4507041275501251,
    0.5621620416641235,
    0.5030673146247864,
    0.629441499710083,
    0.38271594047546387,
    0.299999862909317,
    0.7186145782470703,
    0.5649716258049011,
    0.43373486399650574,
    0.3582887351512909,
    0.3046356737613678,
    0.5620913505554199
   ],
   "time": 26.032972178421915,
   "param": null
  },
  {
   "epoch": 71,
   "train_loss": 1.7257572412490845,
   "val_loss": 1.9185160398483276,
   "acc": 47.36,
   "f1": [
    0.48633873462677,
    0.5326631665229797,
    0.28368785977363586,
    0.2658958435058594,
    0.28846150636672974,
    0.4020099639892578,
    0.5410627126693726,
    0.5298011898994446,
    0.6341461539268494,
    0.5326631665229797,
    0.2944161295890808,
    0.31531521677970886,
    0.5197739005088806,
    0.372413694858551,
    0.38666656613349915,
    0.3931623101234436,
    0.5584414005279541,
    0.684491753578186,
    0.4204544126987457,
    0.3599999248981476,
    0.72251296043396,
    0.4712643027305603,
    0.4790417551994324,
    0.6021504402160645,
    0.7590360045433044,
    0.33333325386047363,
    0.482758492231369,
    0.2739725112915039,
    0.6025103330612183,
    0.42285704612731934,
    0.4647301733493805,
    0.33254149556159973,
    0.45283007621765137,
    0.43333321809768677,
    0.41095879673957825,
    0.25624993443489075,
    0.44444435834884644,
    0.45544540882110596,
    0.2933332324028015,
    0.6798028349876404,
    0.4615383744239807,
    0.6885244846343994,
    0.4275861084461212,
    0.4626865088939667,
    0.28025469183921814,
    0.3289472758769989,
    0.16666661202907562,
    0.46478861570358276,
    0.7325579524040222,
    0.6540283560752869,
    0.22916659712791443,
    0.44444432854652405,
    0.6055043935775757,
    0.706976592540741,
    0.5212119817733765,
    0.1989527940750122,
    0.7329840660095215,
    0.4409447908401489,
    0.6071427464485168,
    0.4933919608592987,
    0.6490064859390259,
    0.5298011898994446,
    0.5730992555618286,
    0.38571423292160034,
    0.28685250878334045,
    0.26136353611946106,
    0.39826828241348267,
    0.40404030680656433,
    0.7589742541313171,
    0.6766167879104614,
    0.5054942965507507,
    0.6162160634994507,
    0.19587622582912445,
    0.28048771619796753,
    0.27667975425720215,
    0.7486629486083984,
    0.6964284181594849,
    0.3508771061897278,
    0.45226117968559265,
    0.4912279546260834,
    0.22105254232883453,
    0.49327346682548523,
    0.8268154859542847,
    0.4081631302833557,
    0.4799998700618744,
    0.5822783708572388,
    0.5229355692863464,
    0.5936071872711182,
    0.48979583382606506,
    0.5970147848129272,
    0.5684208869934082,
    0.6557375192642212,
    0.34579432010650635,
    0.3529410660266876,
    0.7699998021125793,
    0.5319147706031799,
    0.46332037448883057,
    0.38376373052597046,
    0.2138364166021347,
    0.5680471658706665
   ],
   "time": 26.180115800350904,
   "param": null
  },
  {
   "epoch": 72,
   "train_loss": 1.77432382106781,
   "val_loss": 1.8659260272979736,
   "acc": 49.0,
   "f1": [
    0.7816091179847717,
    0.5621620416641235,
    0.3524228036403656,
    0.24460424482822418,
    0.23376615345478058,
    0.4291844367980957,
    0.5499998331069946,
    0.5454544425010681,
    0.5918366312980652,
    0.5232557058334351,
    0.27322396636009216,
    0.33333322405815125,
    0.5787232518196106,
    0.36575865745544434,
    0.4046241343021393,
    0.445652037858963,
    0.6270268559455872,
    0.6794257164001465,
    0.4736841320991516,
    0.434782475233078,
    0.7759560942649841,
    0.7214610576629639,
    0.4688993990421295,
    0.652542233467102,
    0.6666665077209473,
    0.4223601520061493,
    0.45555540919303894,
    0.3070864975452423,
    0.6067414879798889,
    0.4099377691745758,
    0.43445682525634766,
    0.5081079602241516,
    0.35897427797317505,
    0.46530601382255554,
    0.3882351815700531,
    0.14598533511161804,
    0.4606059193611145,
    0.47572803497314453,
    0.32835814356803894,
    0.5194804668426514,
    0.40659332275390625,
    0.6944442987442017,
    0.3883494734764099,
    0.4291844367980957,
    0.24630534648895264,
    0.39215680956840515,
    0.32835814356803894,
    0.520408034324646,
    0.7213113307952881,
    0.637362539768219,
    0.32160791754722595,
    0.5116277933120728,
    0.5915491580963135,
    0.7441859841346741,
    0.616278886795044,
    0.1762113720178604,
    0.6467065215110779,
    0.5497074723243713,
    0.6291078925132751,
    0.5714284777641296,
    0.7290639281272888,
    0.5913042426109314,
    0.5561496019363403,
    0.429447740316391,
    0.26027390360832214,
    0.24844713509082794,
    0.40975597500801086,
    0.36686381697654724,
    0.7745662927627563,
    0.7457625269889832,
    0.5945944786071777,
    0.5913977026939392,
    0.19642849266529083,
    0.31249991059303284,
    0.3738316595554352,
    0.7322402596473694,
    0.7666665315628052,
    0.37563440203666687,
    0.35643553733825684,
    0.49999988079071045,
    0.2094240039587021,
    0.45238083600997925,
    0.7734804749488831,
    0.5862067937850952,
    0.3798881769180298,
    0.539249062538147,
    0.5207098722457886,
    0.6077346205711365,
    0.4841269254684448,
    0.4835163354873657,
    0.44621503353118896,
    0.6699506640434265,
    0.3783782720565796,
    0.36607131361961365,
    0.754385769367218,
    0.5502644181251526,
    0.4463517963886261,
    0.4790417551994324,
    0.262857049703598,
    0.5641024112701416
   ],
   "time": 25.79173147212714,
   "param": null
  },
  {
   "epoch": 73,
   "train_loss": 1.6575586795806885,
   "val_loss": 2.1649577617645264,
   "acc": 42.05,
   "f1": [
    0.741463303565979,
    0.5418717861175537,
    0.33576634526252747,
    0.17931029200553894,
    0.2914571762084961,
    0.39520949125289917,
    0.48717936873435974,
    0.3999999165534973,
    0.528846025466919,
    0.5443036556243896,
    0.31932762265205383,
    0.19999992847442627,
    0.43555545806884766,
    0.32183900475502014,
    0.34042543172836304,
    0.2656249403953552,
    0.43269219994544983,
    0.39705875515937805,
    0.39805811643600464,
    0.41975298523902893,
    0.7419353127479553,
    0.46685871481895447,
    0.3934425115585327,
    0.5052630305290222,
    0.5283017754554749,
    0.40999990701675415,
    0.41095879673957825,
    0.1855669766664505,
    0.4621211290359497,
    0.44137921929359436,
    0.28184273838996887,
    0.38571420311927795,
    0.4292236268520355,
    0.3885713219642639,
    0.4190475046634674,
    0.28571420907974243,
    0.362318754196167,
    0.4630540609359741,
    0.23948213458061218,
    0.6306304931640625,
    0.3804876506328583,
    0.5256409049034119,
    0.37735840678215027,
    0.40892186760902405,
    0.18181811273097992,
    0.3599999248981476,
    0.3216782510280609,
    0.5345621109008789,
    0.5999998450279236,
    0.48205116391181946,
    0.24154582619667053,
    0.509090781211853,
    0.5464479923248291,
    0.7741933465003967,
    0.6480445265769958,
    0.19047613441944122,
    0.4089774787425995,
    0.5373133420944214,
    0.5389220714569092,
    0.42172518372535706,
    0.7046630382537842,
    0.5421684980392456,
    0.5876776576042175,
    0.3694266378879547,
    0.1983470320701599,
    0.24418595433235168,
    0.29370617866516113,
    0.31034475564956665,
    0.7486629486083984,
    0.5882351398468018,
    0.5116277933120728,
    0.5725190043449402,
    0.17460311949253082,
    0.27472516894340515,
    0.2617800235748291,
    0.6853931546211243,
    0.46616530418395996,
    0.2955664098262787,
    0.3362067937850952,
    0.3311257064342499,
    0.10695181041955948,
    0.4615383744239807,
    0.8082899451255798,
    0.36986294388771057,
    0.2575756907463074,
    0.5185183882713318,
    0.4133332371711731,
    0.563380241394043,
    0.49999988079071045,
    0.3851850926876068,
    0.46413490176200867,
    0.5999998450279236,
    0.358024537563324,
    0.289308100938797,
    0.6746986508369446,
    0.3292682468891144,
    0.3804876506328583,
    0.34554967284202576,
    0.2470587193965912,
    0.5511109828948975
   ],
   "time": 26.788030615076423,
   "param": null
  },
  {
   "epoch": 74,
   "train_loss": 1.6266916990280151,
   "val_loss": 2.038820743560791,
   "acc": 47.67,
   "f1": [
    0.8195120096206665,
    0.6082947254180908,
    0.34509798884391785,
    0.28571420907974243,
    0.26666659116744995,
    0.4191615581512451,
    0.5124998688697815,
    0.4672130346298218,
    0.4483775198459625,
    0.5964910984039307,
    0.29714274406433105,
    0.28855711221694946,
    0.5824174284934998,
    0.47798728942871094,
    0.39189180731773376,
    0.38251355290412903,
    0.5411763787269592,
    0.6775954961776733,
    0.3972601890563965,
    0.4299998879432678,
    0.7772018909454346,
    0.6170212030410767,
    0.3763065040111542,
    0.6846845149993896,
    0.6831682324409485,
    0.34523800015449524,
    0.4713374376296997,
    0.36431220173835754,
    0.6859902143478394,
    0.39795905351638794,
    0.4745761752128601,
    0.47513800859451294,
    0.40769219398498535,
    0.47619032859802246,
    0.3975153863430023,
    0.20547938346862793,
    0.49999988079071045,
    0.38571420311927795,
    0.29437223076820374,
    0.5441694855690002,
    0.38974347710609436,
    0.7624307870864868,
    0.31475403904914856,
    0.40609124302864075,
    0.2252873331308365,
    0.2745096981525421,
    0.3317534327507019,
    0.5279186367988586,
    0.6595743298530579,
    0.5605534911155701,
    0.2931033670902252,
    0.5189187526702881,
    0.585152804851532,
    0.7511736154556274,
    0.6451612114906311,
    0.22222216427326202,
    0.7134501934051514,
    0.547770619392395,
    0.6630433797836304,
    0.5402842164039612,
    0.7350426316261292,
    0.6066349744796753,
    0.5760868191719055,
    0.3964756429195404,
    0.2898550033569336,
    0.23636355996131897,
    0.39631327986717224,
    0.36842095851898193,
    0.7579907178878784,
    0.6748464703559875,
    0.5784311890602112,
    0.7014216780662537,
    0.21621613204479218,
    0.4226802885532379,
    0.38376373052597046,
    0.7344631552696228,
    0.7441858649253845,
    0.37158459424972534,
    0.28742504119873047,
    0.46792444586753845,
    0.15172408521175385,
    0.46575334668159485,
    0.8478258848190308,
    0.45637571811676025,
    0.4588233530521393,
    0.5811964869499207,
    0.48034927248954773,
    0.5743588209152222,
    0.23529404401779175,
    0.4520547091960907,
    0.528846025466919,
    0.659340500831604,
    0.43537402153015137,
    0.2521738111972809,
    0.7555553913116455,
    0.45637571811676025,
    0.35294109582901,
    0.4025973081588745,
    0.1629629135131836,
    0.46762582659721375
   ],
   "time": 26.04622890148312,
   "param": null
  },
  {
   "epoch": 75,
   "train_loss": 1.7035257816314697,
   "val_loss": 2.0364158153533936,
   "acc": 49.71,
   "f1": [
    0.5947712063789368,
    0.5771142840385437,
    0.3240739703178406,
    0.32989683747291565,
    0.28571420907974243,
    0.45320188999176025,
    0.5070421695709229,
    0.5338644981384277,
    0.6572768688201904,
    0.5818180441856384,
    0.24637670814990997,
    0.3152172863483429,
    0.6021503806114197,
    0.3855420649051666,
    0.4090908467769623,
    0.41269823908805847,
    0.5527637004852295,
    0.5976094603538513,
    0.46829259395599365,
    0.423912912607193,
    0.7860695123672485,
    0.5664334893226624,
    0.44970402121543884,
    0.6514284610748291,
    0.7386362552642822,
    0.36792439222335815,
    0.42857131361961365,
    0.3249998986721039,
    0.5855854153633118,
    0.4320986270904541,
    0.4953269362449646,
    0.4787643849849701,
    0.4311376214027405,
    0.49999988079071045,
    0.46808499097824097,
    0.33210325241088867,
    0.4599998891353607,
    0.44444429874420166,
    0.38095229864120483,
    0.5517240166664124,
    0.5139663219451904,
    0.683937668800354,
    0.4697985351085663,
    0.45833322405815125,
    0.4046241343021393,
    0.3803679943084717,
    0.36065563559532166,
    0.6103284358978271,
    0.778846025466919,
    0.5599998831748962,
    0.22801297903060913,
    0.4397162199020386,
    0.502923846244812,
    0.6877469420433044,
    0.44134077429771423,
    0.19753079116344452,
    0.6781607270240784,
    0.49746179580688477,
    0.575916051864624,
    0.5841582417488098,
    0.7999997735023499,
    0.6153844594955444,
    0.5168538093566895,
    0.4713374376296997,
    0.3351954519748688,
    0.2636362612247467,
    0.42156851291656494,
    0.3771427571773529,
    0.8043477535247803,
    0.6519335508346558,
    0.5482232570648193,
    0.6060604453086853,
    0.1866666078567505,
    0.4183672070503235,
    0.38341957330703735,
    0.6770427227020264,
    0.7699998021125793,
    0.396135151386261,
    0.35897427797317505,
    0.48387083411216736,
    0.23529404401779175,
    0.56126469373703,
    0.842696487903595,
    0.45581385493278503,
    0.43438899517059326,
    0.6282721161842346,
    0.5699480772018433,
    0.610878586769104,
    0.47297289967536926,
    0.5161288976669312,
    0.5555553436279297,
    0.6403939127922058,
    0.3161763846874237,
    0.3151514232158661,
    0.7445886731147766,
    0.5443036556243896,
    0.40999990701675415,
    0.4905658960342407,
    0.15999993681907654,
    0.5603863000869751
   ],
   "time": 26.877367747947574,
   "param": null
  },
  {
   "epoch": 76,
   "train_loss": 1.7222473621368408,
   "val_loss": 2.01045823097229,
   "acc": 49.29,
   "f1": [
    0.8062825202941895,
    0.5696201324462891,
    0.30232545733451843,
    0.22222214937210083,
    0.20512813329696655,
    0.39999985694885254,
    0.5185183882713318,
    0.5767440795898438,
    0.5507245063781738,
    0.5391303300857544,
    0.3043477237224579,
    0.3373492956161499,
    0.4505118727684021,
    0.3999998867511749,
    0.4293783903121948,
    0.35398221015930176,
    0.5918366312980652,
    0.5839415192604065,
    0.4425530731678009,
    0.4120602011680603,
    0.7486629486083984,
    0.5943773984909058,
    0.4720495045185089,
    0.7129628658294678,
    0.6380366683006287,
    0.39837390184402466,
    0.447368323802948,
    0.2702701687812805,
    0.5599998235702515,
    0.4186045527458191,
    0.49999988079071045,
    0.4668988287448883,
    0.45398759841918945,
    0.3432835340499878,
    0.49333325028419495,
    0.2956988513469696,
    0.4938269853591919,
    0.4070795178413391,
    0.3113771378993988,
    0.6757989525794983,
    0.38578668236732483,
    0.6918917894363403,
    0.45320188999176025,
    0.5207098722457886,
    0.24516120553016663,
    0.33789944648742676,
    0.2758620083332062,
    0.5325441956520081,
    0.722466766834259,
    0.636871337890625,
    0.2436547577381134,
    0.535353422164917,
    0.6379309296607971,
    0.7322402596473694,
    0.6560845375061035,
    0.15384608507156372,
    0.7395831346511841,
    0.575916051864624,
    0.6046509742736816,
    0.5027931928634644,
    0.7551865577697754,
    0.631578803062439,
    0.5838507413864136,
    0.44943806529045105,
    0.32835814356803894,
    0.26666656136512756,
    0.3406939208507538,
    0.3999998867511749,
    0.7592591643333435,
    0.7283235192298889,
    0.45637571811676025,
    0.6631577014923096,
    0.23232315480709076,
    0.47674402594566345,
    0.32846707105636597,
    0.7292816042900085,
    0.6582277417182922,
    0.36842095851898193,
    0.4293783903121948,
    0.5263156890869141,
    0.2569831311702728,
    0.42948710918426514,
    0.8285712599754333,
    0.5308055877685547,
    0.4717947542667389,
    0.5504586100578308,
    0.5179281830787659,
    0.5354329943656921,
    0.4936707317829132,
    0.4494381248950958,
    0.6145831942558289,
    0.6336632370948792,
    0.47008538246154785,
    0.32214754819869995,
    0.8078815937042236,
    0.5396823883056641,
    0.5189187526702881,
    0.3755457401275635,
    0.17886172235012054,
    0.5766869187355042
   ],
   "time": 27.43727980554104,
   "param": null
  },
  {
   "epoch": 77,
   "train_loss": 1.5854285955429077,
   "val_loss": 2.3750483989715576,
   "acc": 43.17,
   "f1": [
    0.6461537480354309,
    0.46913567185401917,
    0.29166656732559204,
    0.266253799200058,
    0.3195265531539917,
    0.32352936267852783,
    0.5068492293357849,
    0.48837196826934814,
    0.5882351994514465,
    0.49097466468811035,
    0.319248765707016,
    0.2488478720188141,
    0.43853816390037537,
    0.44339612126350403,
    0.3945577144622803,
    0.3196346163749695,
    0.4795917272567749,
    0.4807121157646179,
    0.4203820824623108,
    0.3598325252532959,
    0.5761315822601318,
    0.5232557058334351,
    0.4878047704696655,
    0.4749998450279236,
    0.638554036617279,
    0.2692306935787201,
    0.39416050910949707,
    0.19999992847442627,
    0.5140186548233032,
    0.44791656732559204,
    0.38888877630233765,
    0.3724927604198456,
    0.4222221076488495,
    0.44970402121543884,
    0.27777767181396484,
    0.23030294477939606,
    0.36129021644592285,
    0.3289472758769989,
    0.32142847776412964,
    0.6417111158370972,
    0.3421051800251007,
    0.6477271318435669,
    0.31944435834884644,
    0.3783782720565796,
    0.3265305161476135,
    0.30303019285202026,
    0.2513088285923004,
    0.5365852117538452,
    0.7564765214920044,
    0.5414363145828247,
    0.2694299519062042,
    0.4204544126987457,
    0.4886362552642822,
    0.7351350784301758,
    0.5647057294845581,
    0.11111105233430862,
    0.7613635063171387,
    0.45595842599868774,
    0.570175290107727,
    0.5863873362541199,
    0.7301585674285889,
    0.41891881823539734,
    0.5189871788024902,
    0.37426888942718506,
    0.2765956223011017,
    0.23529407382011414,
    0.35454532504081726,
    0.3529410660266876,
    0.7120417356491089,
    0.5641024708747864,
    0.31884047389030457,
    0.5490195751190186,
    0.1747572273015976,
    0.3736262619495392,
    0.2686566412448883,
    0.6173911690711975,
    0.46575334668159485,
    0.31884050369262695,
    0.24793381989002228,
    0.4561401903629303,
    0.13740453124046326,
    0.3678159713745117,
    0.7865167260169983,
    0.4871794283390045,
    0.351351261138916,
    0.5316454768180847,
    0.34972673654556274,
    0.3833717703819275,
    0.27350419759750366,
    0.5243901014328003,
    0.4756755530834198,
    0.6296294927597046,
    0.3710406422615051,
    0.24161066114902496,
    0.6036362051963806,
    0.5116277933120728,
    0.4622220993041992,
    0.28758159279823303,
    0.20560741424560547,
    0.5506072044372559
   ],
   "time": 26.315135632641613,
   "param": null
  },
  {
   "epoch": 78,
   "train_loss": 1.574390172958374,
   "val_loss": 2.0006468296051025,
   "acc": 49.69,
   "f1": [
    0.7567564845085144,
    0.5467126965522766,
    0.38157883286476135,
    0.2117646485567093,
    0.2658226788043976,
    0.47393354773521423,
    0.5311201810836792,
    0.5543476939201355,
    0.6631014943122864,
    0.5828570127487183,
    0.3510637581348419,
    0.29007622599601746,
    0.5326085686683655,
    0.4155843257904053,
    0.41249990463256836,
    0.40659332275390625,
    0.5698322653770447,
    0.6570047736167908,
    0.42857134342193604,
    0.4186045527458191,
    0.7204967737197876,
    0.6338796615600586,
    0.4999998211860657,
    0.6896550059318542,
    0.6013070344924927,
    0.418032705783844,
    0.48421040177345276,
    0.3319147825241089,
    0.697435736656189,
    0.39330533146858215,
    0.49785396456718445,
    0.4511277675628662,
    0.4640882611274719,
    0.4499998986721039,
    0.4322032928466797,
    0.3519999384880066,
    0.3851850926876068,
    0.45833322405815125,
    0.30246907472610474,
    0.7187498211860657,
    0.4624998867511749,
    0.6829267144203186,
    0.3694266378879547,
    0.4202897548675537,
    0.2843136191368103,
    0.31999993324279785,
    0.3260868787765503,
    0.5495494604110718,
    0.7799997925758362,
    0.6292133331298828,
    0.2514968812465668,
    0.4976957440376282,
    0.491227924823761,
    0.7428569793701172,
    0.6320345401763916,
    0.2078852504491806,
    0.7192116975784302,
    0.5418717861175537,
    0.5787232518196106,
    0.5425099730491638,
    0.7705627083778381,
    0.6293102502822876,
    0.6107783317565918,
    0.4814813435077667,
    0.30303019285202026,
    0.22680403292179108,
    0.436893105506897,
    0.35502949357032776,
    0.7577091455459595,
    0.7009344696998596,
    0.5837318897247314,
    0.6732671856880188,
    0.22619038820266724,
    0.4550897181034088,
    0.33333322405815125,
    0.7297295928001404,
    0.771084189414978,
    0.314606636762619,
    0.36082467436790466,
    0.49107134342193604,
    0.27857133746147156,
    0.5363127589225769,
    0.8061222434043884,
    0.4832213521003723,
    0.42477864027023315,
    0.6188339591026306,
    0.49999985098838806,
    0.6170212030410767,
    0.49999985098838806,
    0.5945944786071777,
    0.5583755373954773,
    0.5478547215461731,
    0.3999998867511749,
    0.31632643938064575,
    0.7209300398826599,
    0.4999998211860657,
    0.4516127407550812,
    0.44827574491500854,
    0.16793887317180634,
    0.5388126373291016
   ],
   "time": 26.26321544032544,
   "param": null
  },
  {
   "epoch": 79,
   "train_loss": 1.679924726486206,
   "val_loss": 2.061042070388794,
   "acc": 48.42,
   "f1": [
    0.7539265155792236,
    0.5588234066963196,
    0.445652037858963,
    0.26666659116744995,
    0.2839116156101227,
    0.32579174637794495,
    0.5243901014328003,
    0.53987717628479,
    0.6169153451919556,
    0.5953487157821655,
    0.3069306015968323,
    0.30952370166778564,
    0.5319147706031799,
    0.40659332275390625,
    0.446808397769928,
    0.3537413775920868,
    0.5464479923248291,
    0.7128711342811584,
    0.4311376214027405,
    0.40789464116096497,
    0.75862056016922,
    0.6601940989494324,
    0.46696019172668457,
    0.6060604453086853,
    0.660633385181427,
    0.2849314212799072,
    0.4499998986721039,
    0.27857133746147156,
    0.5769229531288147,
    0.4315788447856903,
    0.4489794969558716,
    0.4904213547706604,
    0.49999988079071045,
    0.41221365332603455,
    0.5027320981025696,
    0.2366863340139389,
    0.45033106207847595,
    0.47761180996894836,
    0.33823519945144653,
    0.6274508833885193,
    0.3529410660266876,
    0.7005648612976074,
    0.4112902283668518,
    0.40740731358528137,
    0.33548372983932495,
    0.40394076704978943,
    0.28571417927742004,
    0.5410627126693726,
    0.7777776122093201,
    0.41221365332603455,
    0.27631568908691406,
    0.5842695236206055,
    0.5675674080848694,
    0.7099998593330383,
    0.5290321707725525,
    0.15853650867938995,
    0.6967212557792664,
    0.6288658380508423,
    0.6329112648963928,
    0.48535552620887756,
    0.6999998688697815,
    0.6022725701332092,
    0.6499998569488525,
    0.4292682111263275,
    0.26206886768341064,
    0.2795697748661041,
    0.3974357545375824,
    0.38271594047546387,
    0.7881771922111511,
    0.6704543232917786,
    0.5911328792572021,
    0.5776172876358032,
    0.19424454867839813,
    0.32298123836517334,
    0.30555546283721924,
    0.7117116451263428,
    0.7411763668060303,
    0.41148313879966736,
    0.41148313879966736,
    0.40789464116096497,
    0.2700421214103699,
    0.4621847867965698,
    0.8514849543571472,
    0.4805193543434143,
    0.3793102502822876,
    0.5619833469390869,
    0.47953203320503235,
    0.5287355184555054,
    0.4881889224052429,
    0.6146340370178223,
    0.43575409054756165,
    0.6376810669898987,
    0.32812488079071045,
    0.33802807331085205,
    0.6980391144752502,
    0.48872166872024536,
    0.33532923460006714,
    0.43037962913513184,
    0.24271836876869202,
    0.5679011344909668
   ],
   "time": 25.97479302249849,
   "param": null
  },
  {
   "epoch": 80,
   "train_loss": 1.6677993535995483,
   "val_loss": 2.1954843997955322,
   "acc": 46.6,
   "f1": [
    0.7875646352767944,
    0.5748501420021057,
    0.3096773326396942,
    0.31764698028564453,
    0.22972965240478516,
    0.3036648631095886,
    0.5371427536010742,
    0.579234778881073,
    0.5567008852958679,
    0.5049503445625305,
    0.18705029785633087,
    0.29787224531173706,
    0.4402173161506653,
    0.40999990701675415,
    0.41726604104042053,
    0.29824554920196533,
    0.5028570294380188,
    0.46703290939331055,
    0.4827585518360138,
    0.39252325892448425,
    0.5460991859436035,
    0.5859870910644531,
    0.48803818225860596,
    0.5789472460746765,
    0.747572660446167,
    0.27049171924591064,
    0.5027931928634644,
    0.23312875628471375,
    0.5889569520950317,
    0.4365480840206146,
    0.49214646220207214,
    0.4599998891353607,
    0.5199998617172241,
    0.34760698676109314,
    0.41884803771972656,
    0.23170723021030426,
    0.3943661153316498,
    0.4015443027019501,
    0.2749998867511749,
    0.4281983971595764,
    0.32183900475502014,
    0.6938773989677429,
    0.4308941662311554,
    0.40540534257888794,
    0.27777770161628723,
    0.38888880610466003,
    0.35582810640335083,
    0.4507041275501251,
    0.7363182306289673,
    0.6519335508346558,
    0.2617800235748291,
    0.522612988948822,
    0.6399998664855957,
    0.7722770571708679,
    0.5952380299568176,
    0.161290243268013,
    0.7455620169639587,
    0.48780474066734314,
    0.51666659116745,
    0.5747125148773193,
    0.7639483213424683,
    0.6162160634994507,
    0.582914412021637,
    0.42162150144577026,
    0.28571417927742004,
    0.23703694343566895,
    0.3428570628166199,
    0.3841058313846588,
    0.7796609401702881,
    0.6783624887466431,
    0.5032256245613098,
    0.6757989525794983,
    0.19178076088428497,
    0.4574466943740845,
    0.33333325386047363,
    0.70588219165802,
    0.5714284777641296,
    0.2647058069705963,
    0.35582810640335083,
    0.5048542022705078,
    0.20437948405742645,
    0.4281149208545685,
    0.7685183882713318,
    0.4772725999355316,
    0.3372548520565033,
    0.3543306291103363,
    0.47963786125183105,
    0.4355827271938324,
    0.43362823128700256,
    0.45637577772140503,
    0.5423727631568909,
    0.5952380299568176,
    0.4226802885532379,
    0.2589927613735199,
    0.5999999046325684,
    0.5290321707725525,
    0.4015443027019501,
    0.41935470700263977,
    0.1985815018415451,
    0.5666665434837341
   ],
   "time": 25.676993898116052,
   "param": null
  },
  {
   "epoch": 81,
   "train_loss": 1.660050630569458,
   "val_loss": 2.1731109619140625,
   "acc": 45.74,
   "f1": [
    0.7142856121063232,
    0.5917158722877502,
    0.35714274644851685,
    0.24999992549419403,
    0.28758159279823303,
    0.3261801600456238,
    0.5906734466552734,
    0.5813952684402466,
    0.613065242767334,
    0.613756537437439,
    0.2694299519062042,
    0.32160791754722595,
    0.5019919276237488,
    0.3692306876182556,
    0.40624988079071045,
    0.35443025827407837,
    0.5064376592636108,
    0.5405403971672058,
    0.4427480101585388,
    0.3797467350959778,
    0.6969695687294006,
    0.6285713315010071,
    0.4410255253314972,
    0.4179103374481201,
    0.6991149187088013,
    0.31999993324279785,
    0.4347825348377228,
    0.274247407913208,
    0.49372372031211853,
    0.4812833070755005,
    0.3568463623523712,
    0.49756085872650146,
    0.4278606176376343,
    0.43999987840652466,
    0.4916200041770935,
    0.23728805780410767,
    0.2950819134712219,
    0.3521125614643097,
    0.3319837152957916,
    0.47975069284439087,
    0.36585354804992676,
    0.6903551816940308,
    0.3443707823753357,
    0.3443707227706909,
    0.24120594561100006,
    0.3129250705242157,
    0.341935396194458,
    0.5153372287750244,
    0.7236180305480957,
    0.5212765336036682,
    0.1129031702876091,
    0.45238080620765686,
    0.5603446960449219,
    0.7474745512008667,
    0.5526314377784729,
    0.09999994188547134,
    0.7777776122093201,
    0.6043955087661743,
    0.5737050771713257,
    0.4920634329319,
    0.6952379941940308,
    0.46999987959861755,
    0.5367964506149292,
    0.4155843257904053,
    0.21582727134227753,
    0.22619038820266724,
    0.26984119415283203,
    0.2745096981525421,
    0.5177110433578491,
    0.7089946269989014,
    0.5381165146827698,
    0.6106868982315063,
    0.165217325091362,
    0.38596484065055847,
    0.35582810640335083,
    0.7173911929130554,
    0.6080584526062012,
    0.3710406422615051,
    0.23841053247451782,
    0.4999999403953552,
    0.12765952944755554,
    0.4153004288673401,
    0.8405795097351074,
    0.38157883286476135,
    0.3499998450279236,
    0.6019416451454163,
    0.41964274644851685,
    0.507692277431488,
    0.4606059193611145,
    0.5454543828964233,
    0.5263156890869141,
    0.5975608825683594,
    0.2121211439371109,
    0.2795697748661041,
    0.7783250212669373,
    0.4785275459289551,
    0.3209875524044037,
    0.4210525453090668,
    0.2525251507759094,
    0.5284551978111267
   ],
   "time": 26.29783037956804,
   "param": null
  },
  {
   "epoch": 82,
   "train_loss": 1.6586921215057373,
   "val_loss": 2.0324995517730713,
   "acc": 49.52,
   "f1": [
    0.796208381652832,
    0.5775861144065857,
    0.35294109582901,
    0.27555546164512634,
    0.30999991297721863,
    0.4857141971588135,
    0.4947367310523987,
    0.6200872659683228,
    0.6599999070167542,
    0.6073297262191772,
    0.30331745743751526,
    0.3398691415786743,
    0.5937498807907104,
    0.4969695806503296,
    0.4155843257904053,
    0.37681150436401367,
    0.6117644906044006,
    0.5905510783195496,
    0.40701743960380554,
    0.38135582208633423,
    0.7860695123672485,
    0.6408838629722595,
    0.5568180084228516,
    0.6632122993469238,
    0.7653059959411621,
    0.3559320867061615,
    0.4358973205089569,
    0.28571420907974243,
    0.5714284181594849,
    0.41071420907974243,
    0.48484838008880615,
    0.28901731967926025,
    0.4727271497249603,
    0.30833330750465393,
    0.45454534888267517,
    0.28048771619796753,
    0.5402297377586365,
    0.38961026072502136,
    0.37185919284820557,
    0.6434781551361084,
    0.43298953771591187,
    0.707547128200531,
    0.22413784265518188,
    0.3649634122848511,
    0.31818172335624695,
    0.3508770763874054,
    0.3478259742259979,
    0.4720495045185089,
    0.7176468968391418,
    0.6417111158370972,
    0.299999862909317,
    0.49777767062187195,
    0.6017698049545288,
    0.7437184453010559,
    0.5999999046325684,
    0.16176463663578033,
    0.7794870138168335,
    0.471999853849411,
    0.5906734466552734,
    0.4814813435077667,
    0.666666567325592,
    0.6599999070167542,
    0.5649716258049011,
    0.4260353744029999,
    0.3271027207374573,
    0.21428564190864563,
    0.3882351815700531,
    0.4210525155067444,
    0.8247420191764832,
    0.7040814757347107,
    0.5942855477333069,
    0.6760562062263489,
    0.220779150724411,
    0.46153831481933594,
    0.36575865745544434,
    0.6804978251457214,
    0.6974788308143616,
    0.3708608150482178,
    0.372413694858551,
    0.5052630305290222,
    0.19548864662647247,
    0.5882351994514465,
    0.8217819929122925,
    0.47368407249450684,
    0.3820223808288574,
    0.5485230684280396,
    0.5681816935539246,
    0.6122447848320007,
    0.33333322405815125,
    0.5573769211769104,
    0.5411763787269592,
    0.6016947627067566,
    0.36111101508140564,
    0.2929935157299042,
    0.7699528932571411,
    0.5988022685050964,
    0.36912745237350464,
    0.46540868282318115,
    0.26573416590690613,
    0.6565654873847961
   ],
   "time": 26.646228624507785,
   "param": null
  },
  {
   "epoch": 83,
   "train_loss": 1.5387886762619019,
   "val_loss": 2.033569097518921,
   "acc": 49.54,
   "f1": [
    0.7643977999687195,
    0.5555553436279297,
    0.362318754196167,
    0.2886596918106079,
    0.3592813014984131,
    0.43925222754478455,
    0.5789472460746765,
    0.5476189255714417,
    0.6568626165390015,
    0.5512819290161133,
    0.306122362613678,
    0.3076922297477722,
    0.47021937370300293,
    0.48309168219566345,
    0.43925222754478455,
    0.3295879364013672,
    0.5685278177261353,
    0.616278886795044,
    0.49999988079071045,
    0.4129031002521515,
    0.7684727907180786,
    0.6445496082305908,
    0.4015443027019501,
    0.7319586277008057,
    0.7340423464775085,
    0.33333322405815125,
    0.5561496019363403,
    0.3351954519748688,
    0.6862744092941284,
    0.48453593254089355,
    0.41666656732559204,
    0.5851062536239624,
    0.42452818155288696,
    0.44444429874420166,
    0.4705880880355835,
    0.15624994039535522,
    0.39999985694885254,
    0.3647797703742981,
    0.27096763253211975,
    0.6415093541145325,
    0.42471033334732056,
    0.7251460552215576,
    0.504761815071106,
    0.5217390656471252,
    0.25510191917419434,
    0.3979056477546692,
    0.29508185386657715,
    0.46896544098854065,
    0.7437184453010559,
    0.5925924777984619,
    0.2948717176914215,
    0.525345504283905,
    0.6255142092704773,
    0.7256636023521423,
    0.5569618940353394,
    0.20895515382289886,
    0.784946084022522,
    0.48453593254089355,
    0.6631577014923096,
    0.526829183101654,
    0.6751590371131897,
    0.48044681549072266,
    0.5241377949714661,
    0.4731181561946869,
    0.33918121457099915,
    0.31168824434280396,
    0.3699420988559723,
    0.34972667694091797,
    0.7394956946372986,
    0.6243385076522827,
    0.5465837121009827,
    0.6422763466835022,
    0.21999992430210114,
    0.378109335899353,
    0.3696681261062622,
    0.7177032232284546,
    0.4999999403953552,
    0.3800903856754303,
    0.4095236659049988,
    0.556212842464447,
    0.26890748739242554,
    0.45161277055740356,
    0.8324322700500488,
    0.42682915925979614,
    0.39860132336616516,
    0.6631014943122864,
    0.5603863000869751,
    0.5365852117538452,
    0.4705881178379059,
    0.6283184885978699,
    0.559139609336853,
    0.6499998569488525,
    0.39999985694885254,
    0.32911381125450134,
    0.7891891002655029,
    0.5193797945976257,
    0.4183005392551422,
    0.4341636300086975,
    0.3228698670864105,
    0.5872339010238647
   ],
   "time": 25.986153713427484,
   "param": null
  },
  {
   "epoch": 84,
   "train_loss": 1.5553090572357178,
   "val_loss": 1.9165652990341187,
   "acc": 49.66,
   "f1": [
    0.770642101764679,
    0.5561496019363403,
    0.37185919284820557,
    0.2525251507759094,
    0.3144652843475342,
    0.38028159737586975,
    0.6404492855072021,
    0.5128204226493835,
    0.6871793866157532,
    0.5517240166664124,
    0.3636362850666046,
    0.29577454924583435,
    0.5929647088050842,
    0.5082871913909912,
    0.4499998688697815,
    0.3448275029659271,
    0.5660375952720642,
    0.6816141605377197,
    0.4599998891353607,
    0.4711109697818756,
    0.7653059959411621,
    0.6521738171577454,
    0.43703693151474,
    0.541401207447052,
    0.7241377830505371,
    0.4380951225757599,
    0.5208331942558289,
    0.32311972975730896,
    0.6600984334945679,
    0.47368407249450684,
    0.4122805893421173,
    0.44217678904533386,
    0.43518510460853577,
    0.46753236651420593,
    0.4969695806503296,
    0.29940110445022583,
    0.46632111072540283,
    0.4249998927116394,
    0.2999998927116394,
    0.5426355600357056,
    0.47236168384552,
    0.7619045972824097,
    0.42931926250457764,
    0.5177663564682007,
    0.19393931329250336,
    0.3552630543708801,
    0.3417084515094757,
    0.5384613871574402,
    0.7596151828765869,
    0.5017920136451721,
    0.2792791724205017,
    0.5319147706031799,
    0.6113536357879639,
    0.7359305620193481,
    0.575916051864624,
    0.2095237374305725,
    0.7536230683326721,
    0.5083332657814026,
    0.6633662581443787,
    0.53987717628479,
    0.7081711292266846,
    0.553672194480896,
    0.543859601020813,
    0.445652037858963,
    0.27631568908691406,
    0.3069306015968323,
    0.4180789887905121,
    0.38399991393089294,
    0.7659572958946228,
    0.6629211902618408,
    0.5913977026939392,
    0.5243901014328003,
    0.21167877316474915,
    0.28758159279823303,
    0.362790584564209,
    0.6550217270851135,
    0.7647057771682739,
    0.38834938406944275,
    0.31944435834884644,
    0.5142855644226074,
    0.1438848376274109,
    0.4335663616657257,
    0.8571427464485168,
    0.5240640044212341,
    0.4727271497249603,
    0.6039602756500244,
    0.49999988079071045,
    0.631578803062439,
    0.38095226883888245,
    0.6185566186904907,
    0.5347984433174133,
    0.6181816458702087,
    0.38150280714035034,
    0.24999989569187164,
    0.7272725701332092,
    0.461988240480423,
    0.4639998972415924,
    0.37305691838264465,
    0.3113206624984741,
    0.5544553399085999
   ],
   "time": 26.518509487621486,
   "param": null
  },
  {
   "epoch": 85,
   "train_loss": 1.469457745552063,
   "val_loss": 2.0885863304138184,
   "acc": 47.24,
   "f1": [
    0.7902437448501587,
    0.5340908169746399,
    0.38139525055885315,
    0.28402355313301086,
    0.2558138370513916,
    0.3275861144065857,
    0.462584912776947,
    0.5325441956520081,
    0.6321837902069092,
    0.5730335712432861,
    0.280373752117157,
    0.29885047674179077,
    0.4484303891658783,
    0.47368407249450684,
    0.45238080620765686,
    0.34374991059303284,
    0.5145629644393921,
    0.7037035822868347,
    0.4646463394165039,
    0.39004138112068176,
    0.6536962985992432,
    0.6486485004425049,
    0.43835610151290894,
    0.5257141590118408,
    0.6702701449394226,
    0.28440356254577637,
    0.45637571811676025,
    0.299999862909317,
    0.4659497141838074,
    0.39357417821884155,
    0.3999999165534973,
    0.474226713180542,
    0.42168664932250977,
    0.4705880880355835,
    0.3971630334854126,
    0.1654134839773178,
    0.3428570330142975,
    0.3428570330142975,
    0.3053891360759735,
    0.5950412750244141,
    0.3323441743850708,
    0.6727271676063538,
    0.39215677976608276,
    0.524590015411377,
    0.2793295085430145,
    0.35616427659988403,
    0.35897424817085266,
    0.5398228764533997,
    0.7999997735023499,
    0.556212842464447,
    0.2983424663543701,
    0.5641024708747864,
    0.5263156294822693,
    0.7699998021125793,
    0.6742855310440063,
    0.21118006110191345,
    0.765714168548584,
    0.4502163529396057,
    0.603351891040802,
    0.5698922872543335,
    0.6899223923683167,
    0.5967741012573242,
    0.6145250201225281,
    0.4999998211860657,
    0.31818172335624695,
    0.3135133981704712,
    0.43902426958084106,
    0.3101603388786316,
    0.7298576831817627,
    0.5384613871574402,
    0.6124400496482849,
    0.6216214895248413,
    0.21428564190864563,
    0.4111110270023346,
    0.37320560216903687,
    0.6787877082824707,
    0.4356435239315033,
    0.4090908467769623,
    0.3211677670478821,
    0.4717947542667389,
    0.08620686084032059,
    0.4950493574142456,
    0.8324322700500488,
    0.5294116139411926,
    0.40789464116096497,
    0.559139609336853,
    0.37101444602012634,
    0.39416056871414185,
    0.3969464600086212,
    0.5760868191719055,
    0.5110130310058594,
    0.6321837902069092,
    0.41212108731269836,
    0.326315701007843,
    0.5661538243293762,
    0.446808397769928,
    0.4561401903629303,
    0.4910178482532501,
    0.23414628207683563,
    0.4905659258365631
   ],
   "time": 26.417085958644748,
   "param": null
  },
  {
   "epoch": 86,
   "train_loss": 1.407633900642395,
   "val_loss": 2.1289267539978027,
   "acc": 47.84,
   "f1": [
    0.7049179077148438,
    0.6091952323913574,
    0.37004393339157104,
    0.2731706500053406,
    0.3478260040283203,
    0.42156851291656494,
    0.5263156294822693,
    0.4596272110939026,
    0.6589593291282654,
    0.5833331942558289,
    0.3542855978012085,
    0.22119809687137604,
    0.5414846539497375,
    0.43749988079071045,
    0.5032256245613098,
    0.33992087841033936,
    0.5497629642486572,
    0.6703909635543823,
    0.43537402153015137,
    0.3764704465866089,
    0.7012985944747925,
    0.5655736327171326,
    0.5086703896522522,
    0.4545453190803528,
    0.6823527216911316,
    0.3424123525619507,
    0.4233575463294983,
    0.2547769844532013,
    0.5811319947242737,
    0.4177214205265045,
    0.4896264970302582,
    0.4157705307006836,
    0.4805193543434143,
    0.46540868282318115,
    0.37410059571266174,
    0.2564101815223694,
    0.38888880610466003,
    0.41052618622779846,
    0.3439999520778656,
    0.6834169626235962,
    0.37768232822418213,
    0.6994534134864807,
    0.4720495045185089,
    0.46610158681869507,
    0.2824857831001282,
    0.23255807161331177,
    0.28087159991264343,
    0.4886362552642822,
    0.7684727907180786,
    0.6024094820022583,
    0.29268282651901245,
    0.49765241146087646,
    0.5981307029724121,
    0.741783857345581,
    0.549019455909729,
    0.17322826385498047,
    0.7118642330169678,
    0.4975123405456543,
    0.6111109852790833,
    0.45454537868499756,
    0.742574155330658,
    0.6288658380508423,
    0.5649716258049011,
    0.43979042768478394,
    0.3478259742259979,
    0.24691346287727356,
    0.39473670721054077,
    0.43786972761154175,
    0.8128339648246765,
    0.6411482095718384,
    0.5121949315071106,
    0.51445072889328,
    0.18348616361618042,
    0.43153515458106995,
    0.32352930307388306,
    0.7203789353370667,
    0.6517856121063232,
    0.35582810640335083,
    0.34554967284202576,
    0.49999991059303284,
    0.2585032880306244,
    0.5044246912002563,
    0.8235291838645935,
    0.38666656613349915,
    0.3563217520713806,
    0.5153845548629761,
    0.5079363584518433,
    0.41309815645217896,
    0.49681511521339417,
    0.5773194432258606,
    0.5365853309631348,
    0.5538460612297058,
    0.4084506034851074,
    0.33333319425582886,
    0.7213113307952881,
    0.5485712885856628,
    0.4623654782772064,
    0.2635658085346222,
    0.27777767181396484,
    0.5737703442573547
   ],
   "time": 25.96386402193457,
   "param": null
  },
  {
   "epoch": 87,
   "train_loss": 1.510647177696228,
   "val_loss": 1.8886651992797852,
   "acc": 50.97,
   "f1": [
    0.7619046568870544,
    0.5284551978111267,
    0.35051536560058594,
    0.30337071418762207,
    0.31506839394569397,
    0.3799471855163574,
    0.5340908169746399,
    0.5586591362953186,
    0.7029701471328735,
    0.585152804851532,
    0.33789944648742676,
    0.25185176730155945,
    0.6283184885978699,
    0.47222211956977844,
    0.4777776598930359,
    0.45631060004234314,
    0.5812807083129883,
    0.7434553503990173,
    0.44725728034973145,
    0.3496502637863159,
    0.7661689519882202,
    0.6829267144203186,
    0.4692735970020294,
    0.7301585674285889,
    0.6774192452430725,
    0.2716048061847687,
    0.5108694434165955,
    0.3510637581348419,
    0.6111109852790833,
    0.5274723768234253,
    0.4939757287502289,
    0.4916200041770935,
    0.39215677976608276,
    0.5470084547996521,
    0.47619032859802246,
    0.23853203654289246,
    0.47190994024276733,
    0.5026176571846008,
    0.3025209605693817,
    0.683937668800354,
    0.41739121079444885,
    0.7431692481040955,
    0.4520547091960907,
    0.5507245063781738,
    0.31645557284355164,
    0.4070795178413391,
    0.30588221549987793,
    0.518518328666687,
    0.7389161586761475,
    0.6097559928894043,
    0.32222211360931396,
    0.5130888819694519,
    0.5999998450279236,
    0.7142854928970337,
    0.5779815316200256,
    0.22988496720790863,
    0.7657655477523804,
    0.5333331823348999,
    0.6565654873847961,
    0.5435895919799805,
    0.7709495425224304,
    0.6162160634994507,
    0.5146197080612183,
    0.482758492231369,
    0.28767114877700806,
    0.31999990344047546,
    0.40540534257888794,
    0.43925222754478455,
    0.7199998497962952,
    0.6117646098136902,
    0.5443785786628723,
    0.6899562478065491,
    0.20809243619441986,
    0.46808499097824097,
    0.3657141625881195,
    0.7411763668060303,
    0.7499998807907104,
    0.37885454297065735,
    0.30769219994544983,
    0.5258214473724365,
    0.21551717817783356,
    0.5327101349830627,
    0.8139533400535583,
    0.44585973024368286,
    0.452830046415329,
    0.6178008913993835,
    0.5952380299568176,
    0.6347824931144714,
    0.5339365601539612,
    0.5799998641014099,
    0.602040708065033,
    0.605165958404541,
    0.38961026072502136,
    0.3076922297477722,
    0.7875646352767944,
    0.5851062536239624,
    0.48484835028648376,
    0.4615383744239807,
    0.33333322405815125,
    0.5603446960449219
   ],
   "time": 26.278399131260812,
   "param": null
  },
  {
   "epoch": 88,
   "train_loss": 1.5013447999954224,
   "val_loss": 1.9462652206420898,
   "acc": 50.57,
   "f1": [
    0.6899223923683167,
    0.5818180441856384,
    0.4085105359554291,
    0.3402060866355896,
    0.33333325386047363,
    0.38139525055885315,
    0.53987717628479,
    0.6274508833885193,
    0.6274508237838745,
    0.5409834980964661,
    0.3300969898700714,
    0.31788066029548645,
    0.559139609336853,
    0.4733726978302002,
    0.4768211245536804,
    0.3855420649051666,
    0.5882351994514465,
    0.5731706023216248,
    0.4835163354873657,
    0.40624991059303284,
    0.7321426868438721,
    0.6425337791442871,
    0.5031445622444153,
    0.6904760003089905,
    0.7216493487358093,
    0.3636362850666046,
    0.43999987840652466,
    0.37914684414863586,
    0.5418325662612915,
    0.44198882579803467,
    0.38095223903656006,
    0.462633341550827,
    0.494381844997406,
    0.5549736618995667,
    0.4811319410800934,
    0.2883720099925995,
    0.543352484703064,
    0.4343433380126953,
    0.33744847774505615,
    0.5955554842948914,
    0.3698112368583679,
    0.7542855739593506,
    0.5425531268119812,
    0.5308640599250793,
    0.3398057222366333,
    0.360248327255249,
    0.3076922297477722,
    0.49411749839782715,
    0.7443944215774536,
    0.5394735932350159,
    0.3365383446216583,
    0.5108224153518677,
    0.6116504073143005,
    0.7839194536209106,
    0.6868685483932495,
    0.18378373980522156,
    0.7395831346511841,
    0.5145629644393921,
    0.6072872877120972,
    0.5756096839904785,
    0.6874998211860657,
    0.5644170045852661,
    0.5764704942703247,
    0.46391740441322327,
    0.2957197427749634,
    0.322274774312973,
    0.47953203320503235,
    0.4502616822719574,
    0.7632849216461182,
    0.6094419956207275,
    0.6010927557945251,
    0.6293102502822876,
    0.23529405891895294,
    0.35897424817085266,
    0.39090898633003235,
    0.7111109495162964,
    0.6946106553077698,
    0.3841806650161743,
    0.41284388303756714,
    0.4916665554046631,
    0.29292917251586914,
    0.6074764728546143,
    0.7249998450279236,
    0.42253512144088745,
    0.4303796589374542,
    0.5628740787506104,
    0.5363634824752808,
    0.5353159308433533,
    0.5432096719741821,
    0.627906858921051,
    0.5543476939201355,
    0.6557375192642212,
    0.43564343452453613,
    0.3798881769180298,
    0.8127852082252502,
    0.5099998712539673,
    0.3953487277030945,
    0.45631060004234314,
    0.3448275029659271,
    0.595959484577179
   ],
   "time": 26.917087795212865,
   "param": null
  },
  {
   "epoch": 89,
   "train_loss": 1.4268429279327393,
   "val_loss": 1.9071226119995117,
   "acc": 50.53,
   "f1": [
    0.7868850827217102,
    0.5753422975540161,
    0.4042551815509796,
    0.30541861057281494,
    0.32231393456459045,
    0.4834122061729431,
    0.5869563817977905,
    0.5269460082054138,
    0.6428569555282593,
    0.5699480772018433,
    0.35146433115005493,
    0.36082467436790466,
    0.619289219379425,
    0.4930231273174286,
    0.3972601890563965,
    0.3636362552642822,
    0.6422017216682434,
    0.6779659986495972,
    0.4293783903121948,
    0.3694266378879547,
    0.7699528932571411,
    0.6255142092704773,
    0.5505616068840027,
    0.6409265398979187,
    0.6979165077209473,
    0.3453236222267151,
    0.4905658960342407,
    0.35074618458747864,
    0.5441175103187561,
    0.5212119817733765,
    0.4519229531288147,
    0.5416665077209473,
    0.4090907871723175,
    0.5132741928100586,
    0.4662575423717499,
    0.20987647771835327,
    0.5113635063171387,
    0.4766837954521179,
    0.3696681261062622,
    0.7024388909339905,
    0.42452818155288696,
    0.6783624887466431,
    0.4623654782772064,
    0.5194804668426514,
    0.2754489779472351,
    0.4269661605358124,
    0.3249998986721039,
    0.5420559644699097,
    0.7741934061050415,
    0.5838507413864136,
    0.20408158004283905,
    0.5126049518585205,
    0.5700481534004211,
    0.7263157367706299,
    0.5423727631568909,
    0.23391805589199066,
    0.6934671998023987,
    0.6066349744796753,
    0.6847825050354004,
    0.38356155157089233,
    0.7411763668060303,
    0.6431716680526733,
    0.5368419289588928,
    0.3981899321079254,
    0.3167419731616974,
    0.2561575770378113,
    0.3553718030452728,
    0.41379299759864807,
    0.8080806732177734,
    0.6543776988983154,
    0.558139443397522,
    0.5925924181938171,
    0.23321551084518433,
    0.4711109697818756,
    0.3208555281162262,
    0.5953176021575928,
    0.7037034630775452,
    0.39548009634017944,
    0.4210525155067444,
    0.5073169469833374,
    0.2847895622253418,
    0.6077346205711365,
    0.8333331942558289,
    0.5374998450279236,
    0.43979042768478394,
    0.6066349744796753,
    0.5222928524017334,
    0.637362539768219,
    0.4749998450279236,
    0.5930231213569641,
    0.5135133862495422,
    0.5767440795898438,
    0.3398691415786743,
    0.3203882575035095,
    0.7701148390769958,
    0.5396824479103088,
    0.44198882579803467,
    0.4277455508708954,
    0.3101603388786316,
    0.6592177152633667
   ],
   "time": 27.054362481459975,
   "param": null
  },
  {
   "epoch": 90,
   "train_loss": 1.4994391202926636,
   "val_loss": 1.9946764707565308,
   "acc": 52.66,
   "f1": [
    0.8059700727462769,
    0.587155818939209,
    0.38766512274742126,
    0.2658226788043976,
    0.3398057222366333,
    0.43921560049057007,
    0.5700481534004211,
    0.5742572546005249,
    0.6915886998176575,
    0.5806450843811035,
    0.27322396636009216,
    0.3720929026603699,
    0.5862067937850952,
    0.4275861084461212,
    0.486772358417511,
    0.4502616822719574,
    0.6310158967971802,
    0.6931816935539246,
    0.46923068165779114,
    0.4069766402244568,
    0.7692306637763977,
    0.6814157962799072,
    0.4537035822868347,
    0.7017542123794556,
    0.7264149188995361,
    0.31818169355392456,
    0.49729716777801514,
    0.3474177420139313,
    0.6197181344032288,
    0.5227271318435669,
    0.5157893896102905,
    0.4852069914340973,
    0.45669278502464294,
    0.49019595980644226,
    0.37349388003349304,
    0.28426387906074524,
    0.47297289967536926,
    0.5435895919799805,
    0.35443025827407837,
    0.6860463619232178,
    0.5377357006072998,
    0.7499998807907104,
    0.39879149198532104,
    0.5277776718139648,
    0.2935778796672821,
    0.289308100938797,
    0.40975597500801086,
    0.6095237135887146,
    0.7363182306289673,
    0.7014216780662537,
    0.3209875524044037,
    0.5473682880401611,
    0.5621620416641235,
    0.7272725701332092,
    0.6071426868438721,
    0.21989519894123077,
    0.7978722453117371,
    0.5789472460746765,
    0.6867468357086182,
    0.5429863333702087,
    0.7793425917625427,
    0.657142698764801,
    0.6214687824249268,
    0.4180063307285309,
    0.3523808717727661,
    0.3267325758934021,
    0.4232803285121918,
    0.3951611816883087,
    0.7911109328269958,
    0.7127658128738403,
    0.6051281094551086,
    0.6588233709335327,
    0.2991451919078827,
    0.48309168219566345,
    0.3508770763874054,
    0.7956987619400024,
    0.6524821519851685,
    0.35643553733825684,
    0.3495144844055176,
    0.5454544425010681,
    0.2901553809642792,
    0.5649716258049011,
    0.861538290977478,
    0.462584912776947,
    0.4725273549556732,
    0.6601940989494324,
    0.5806450843811035,
    0.6486485004425049,
    0.48854950070381165,
    0.6285713315010071,
    0.5291827917098999,
    0.631578803062439,
    0.40789464116096497,
    0.32335323095321655,
    0.7818180322647095,
    0.5999999046325684,
    0.4204544126987457,
    0.502564013004303,
    0.2749998867511749,
    0.5499998927116394
   ],
   "time": 26.89720841869712,
   "param": null
  },
  {
   "epoch": 91,
   "train_loss": 1.2931303977966309,
   "val_loss": 1.9775409698486328,
   "acc": 52.09,
   "f1": [
    0.7959181666374207,
    0.5743588209152222,
    0.48888877034187317,
    0.31627896428108215,
    0.30567678809165955,
    0.4519229531288147,
    0.535519003868103,
    0.5426355600357056,
    0.5198555588722229,
    0.6054052114486694,
    0.35483860969543457,
    0.3783782720565796,
    0.49999985098838806,
    0.589371919631958,
    0.46632111072540283,
    0.48314592242240906,
    0.6597937345504761,
    0.669999897480011,
    0.43786972761154175,
    0.4190475046634674,
    0.7647057771682739,
    0.7162789106369019,
    0.45814967155456543,
    0.6810343265533447,
    0.6728971004486084,
    0.4622640609741211,
    0.4744184911251068,
    0.3555554449558258,
    0.6597937345504761,
    0.5086703896522522,
    0.504761815071106,
    0.45810040831565857,
    0.41758227348327637,
    0.4978164732456207,
    0.48913031816482544,
    0.23188398778438568,
    0.419580340385437,
    0.4975123405456543,
    0.324607253074646,
    0.6462881565093994,
    0.4588233530521393,
    0.7081338167190552,
    0.43548381328582764,
    0.48837196826934814,
    0.26315778493881226,
    0.3670884966850281,
    0.368663489818573,
    0.5341613292694092,
    0.7499997615814209,
    0.6384613513946533,
    0.280898779630661,
    0.4905658960342407,
    0.6233765482902527,
    0.7624307870864868,
    0.6477271318435669,
    0.15894033014774323,
    0.7173911929130554,
    0.5833332538604736,
    0.6878305077552795,
    0.5561496019363403,
    0.7837835550308228,
    0.5981307029724121,
    0.6161615252494812,
    0.38390088081359863,
    0.3183390200138092,
    0.3394494354724884,
    0.335570365190506,
    0.35582810640335083,
    0.772532045841217,
    0.666666567325592,
    0.5887848734855652,
    0.6395347118377686,
    0.24299058318138123,
    0.4324323236942291,
    0.3626372814178467,
    0.7142854928970337,
    0.6771652698516846,
    0.44651150703430176,
    0.3940885663032532,
    0.5128204226493835,
    0.22522515058517456,
    0.5454544425010681,
    0.8677247762680054,
    0.4594593644142151,
    0.48684197664260864,
    0.6601940989494324,
    0.5410627126693726,
    0.5980390906333923,
    0.5076140761375427,
    0.5617020726203918,
    0.5714284181594849,
    0.6553670763969421,
    0.47393354773521423,
    0.34101372957229614,
    0.7679323554039001,
    0.5868262648582458,
    0.47430822253227234,
    0.497175008058548,
    0.3478259742259979,
    0.5851062536239624
   ],
   "time": 25.90765854716301,
   "param": null
  },
  {
   "epoch": 92,
   "train_loss": 1.3699109554290771,
   "val_loss": 2.0365915298461914,
   "acc": 48.31,
   "f1": [
    0.7699998021125793,
    0.6060605049133301,
    0.38578668236732483,
    0.32804223895072937,
    0.24999992549419403,
    0.3934425413608551,
    0.5238094329833984,
    0.49999988079071045,
    0.6982247233390808,
    0.4713374376296997,
    0.3076922297477722,
    0.23776215314865112,
    0.4840763211250305,
    0.419580340385437,
    0.43930622935295105,
    0.36842095851898193,
    0.5512819290161133,
    0.5128203630447388,
    0.3325182795524597,
    0.23529404401779175,
    0.7590360045433044,
    0.649214506149292,
    0.423912912607193,
    0.6336632370948792,
    0.6774192452430725,
    0.32160791754722595,
    0.520408034324646,
    0.34554967284202576,
    0.6145831942558289,
    0.44198882579803467,
    0.4210525155067444,
    0.5079363584518433,
    0.3931623101234436,
    0.47222211956977844,
    0.4414413571357727,
    0.31428563594818115,
    0.48214277625083923,
    0.44976064562797546,
    0.33823519945144653,
    0.6759257912635803,
    0.41212108731269836,
    0.6826345324516296,
    0.38150280714035034,
    0.5026176571846008,
    0.18604643642902374,
    0.3714284896850586,
    0.3013697564601898,
    0.5592415928840637,
    0.6987950205802917,
    0.579234778881073,
    0.21498367190361023,
    0.5326085686683655,
    0.6384975910186768,
    0.7899998426437378,
    0.5999999046325684,
    0.24154582619667053,
    0.7238093614578247,
    0.5065500736236572,
    0.579234778881073,
    0.4736841022968292,
    0.6742855310440063,
    0.6576575636863708,
    0.5714284181594849,
    0.4861876964569092,
    0.37499991059303284,
    0.32748526334762573,
    0.42051267623901367,
    0.4044116735458374,
    0.7522933483123779,
    0.6548671722412109,
    0.4999998211860657,
    0.5882351398468018,
    0.2473117560148239,
    0.4153004288673401,
    0.3024389147758484,
    0.7010307908058167,
    0.7613635063171387,
    0.3406939208507538,
    0.4154588282108307,
    0.47794100642204285,
    0.21587297320365906,
    0.5327510237693787,
    0.8762884736061096,
    0.4710423946380615,
    0.36633655428886414,
    0.5555554032325745,
    0.5454543828964233,
    0.5917158722877502,
    0.5023695826530457,
    0.5485712885856628,
    0.45901623368263245,
    0.5167784690856934,
    0.4299064576625824,
    0.22772268950939178,
    0.7916665077209473,
    0.4814813435077667,
    0.4837207794189453,
    0.4675323963165283,
    0.24719089269638062,
    0.5429863333702087
   ],
   "time": 25.90749658923596,
   "param": null
  },
  {
   "epoch": 93,
   "train_loss": 1.280815601348877,
   "val_loss": 1.857388973236084,
   "acc": 52.92,
   "f1": [
    0.8247420191764832,
    0.6267279982566833,
    0.4424777626991272,
    0.3448275029659271,
    0.3265305459499359,
    0.48484838008880615,
    0.5942855477333069,
    0.6378377079963684,
    0.675324559211731,
    0.6463412642478943,
    0.31746023893356323,
    0.36585354804992676,
    0.5762709975242615,
    0.38028159737586975,
    0.4509802758693695,
    0.43786972761154175,
    0.6560845375061035,
    0.6721310019493103,
    0.4200912117958069,
    0.4415583610534668,
    0.7804876565933228,
    0.6984125375747681,
    0.47321414947509766,
    0.6860463619232178,
    0.7499998807907104,
    0.41249990463256836,
    0.5550238490104675,
    0.3220972716808319,
    0.6499998569488525,
    0.497175008058548,
    0.4819276034832001,
    0.5102038979530334,
    0.4088887572288513,
    0.496296226978302,
    0.4408600926399231,
    0.3697478175163269,
    0.5149698853492737,
    0.4485980272293091,
    0.3706895411014557,
    0.6886791586875916,
    0.4596272110939026,
    0.7322402596473694,
    0.5057469606399536,
    0.5443785786628723,
    0.29629623889923096,
    0.38251355290412903,
    0.38775497674942017,
    0.524590015411377,
    0.7419353127479553,
    0.6592177152633667,
    0.2792791724205017,
    0.5213268995285034,
    0.5084744095802307,
    0.7526880502700806,
    0.6024095416069031,
    0.30697670578956604,
    0.8097559213638306,
    0.5851062536239624,
    0.6198828816413879,
    0.5185183882713318,
    0.794520378112793,
    0.6103284358978271,
    0.6099998950958252,
    0.49746179580688477,
    0.3493974804878235,
    0.30487796664237976,
    0.4509802758693695,
    0.4433496594429016,
    0.7927926778793335,
    0.7628865242004395,
    0.5662099123001099,
    0.7052630186080933,
    0.16793887317180634,
    0.46551719307899475,
    0.36269423365592957,
    0.7387385964393616,
    0.8082899451255798,
    0.4125559628009796,
    0.38139525055885315,
    0.5055760741233826,
    0.2931033670902252,
    0.5294116139411926,
    0.808988630771637,
    0.5454543828964233,
    0.4659089744091034,
    0.590908944606781,
    0.5925924777984619,
    0.5933012366294861,
    0.447368323802948,
    0.57297283411026,
    0.6237622499465942,
    0.6728971004486084,
    0.37125736474990845,
    0.35135123133659363,
    0.8247420191764832,
    0.5679011344909668,
    0.48920851945877075,
    0.45631060004234314,
    0.24817509949207306,
    0.5565216541290283
   ],
   "time": 26.590213291347027,
   "param": null
  },
  {
   "epoch": 94,
   "train_loss": 1.2852435111999512,
   "val_loss": 1.8707038164138794,
   "acc": 51.13,
   "f1": [
    0.7249999046325684,
    0.5918366312980652,
    0.4142010807991028,
    0.29885047674179077,
    0.3999998867511749,
    0.43999987840652466,
    0.5363634824752808,
    0.6276593804359436,
    0.7085712552070618,
    0.49999988079071045,
    0.220779150724411,
    0.2834644913673401,
    0.5565216541290283,
    0.5217389464378357,
    0.442857027053833,
    0.41379299759864807,
    0.5922329425811768,
    0.6770831346511841,
    0.4388488531112671,
    0.45976996421813965,
    0.7777776122093201,
    0.6451611518859863,
    0.5408803224563599,
    0.696517288684845,
    0.7514449954032898,
    0.3931623101234436,
    0.48888877034187317,
    0.24615375697612762,
    0.6473986506462097,
    0.5045044422149658,
    0.4418603479862213,
    0.563535749912262,
    0.5157230496406555,
    0.4520546793937683,
    0.5130433440208435,
    0.28054288029670715,
    0.47916653752326965,
    0.44776105880737305,
    0.34513264894485474,
    0.6820808053016663,
    0.4186045825481415,
    0.6923075318336487,
    0.4520547091960907,
    0.44859805703163147,
    0.24324317276477814,
    0.36649200320243835,
    0.2585032880306244,
    0.49999988079071045,
    0.7249998450279236,
    0.6081869602203369,
    0.3168315887451172,
    0.5756096839904785,
    0.509090781211853,
    0.762376070022583,
    0.6407765746116638,
    0.21568621695041656,
    0.8058250546455383,
    0.46575331687927246,
    0.6220094561576843,
    0.5599998831748962,
    0.7683613896369934,
    0.5813952684402466,
    0.5263156890869141,
    0.45810040831565857,
    0.33720916509628296,
    0.28571420907974243,
    0.4418603479862213,
    0.4154588282108307,
    0.8020302057266235,
    0.6488887667655945,
    0.3661970794200897,
    0.7216493487358093,
    0.21319790184497833,
    0.3975153863430023,
    0.4022987186908722,
    0.7499998807907104,
    0.7083331942558289,
    0.4226802885532379,
    0.39153432846069336,
    0.5134099125862122,
    0.2593856155872345,
    0.517857015132904,
    0.8487803936004639,
    0.445652037858963,
    0.44808733463287354,
    0.6304346323013306,
    0.5842695236206055,
    0.5950412750244141,
    0.4551723301410675,
    0.5498006939888,
    0.5520831942558289,
    0.6666665077209473,
    0.42168664932250977,
    0.3493449091911316,
    0.7904760241508484,
    0.6256982088088989,
    0.47923314571380615,
    0.3884057402610779,
    0.3043477535247803,
    0.5964910984039307
   ],
   "time": 25.599396204575896,
   "param": null
  },
  {
   "epoch": 95,
   "train_loss": 1.2556697130203247,
   "val_loss": 2.03999662399292,
   "acc": 51.14,
   "f1": [
    0.7389161586761475,
    0.602040708065033,
    0.39490434527397156,
    0.34504786133766174,
    0.3129250705242157,
    0.39805811643600464,
    0.6108372807502747,
    0.6666665077209473,
    0.5874997973442078,
    0.48299312591552734,
    0.2682925760746002,
    0.35483860969543457,
    0.5769229531288147,
    0.45685264468193054,
    0.4504503309726715,
    0.40251561999320984,
    0.5066665410995483,
    0.6311109066009521,
    0.44339612126350403,
    0.4313724637031555,
    0.7184464335441589,
    0.5663081407546997,
    0.5583755373954773,
    0.6415092349052429,
    0.7454543113708496,
    0.38709667325019836,
    0.442952960729599,
    0.17699109017848969,
    0.5780345797538757,
    0.46153831481933594,
    0.5240640044212341,
    0.3962263762950897,
    0.45348823070526123,
    0.433459997177124,
    0.45283007621765137,
    0.32124343514442444,
    0.4814813435077667,
    0.3959389626979828,
    0.3885713219642639,
    0.6900583505630493,
    0.40579700469970703,
    0.741463303565979,
    0.47297289967536926,
    0.5744680166244507,
    0.2588233947753906,
    0.362499862909317,
    0.33212989568710327,
    0.48717936873435974,
    0.7029701471328735,
    0.6214687824249268,
    0.3208555281162262,
    0.5423727631568909,
    0.5365852117538452,
    0.6832296252250671,
    0.6267279982566833,
    0.25373128056526184,
    0.8021976351737976,
    0.49999988079071045,
    0.6448596715927124,
    0.5989846587181091,
    0.7916665077209473,
    0.5497074723243713,
    0.6161615252494812,
    0.47398826479911804,
    0.42253509163856506,
    0.28272244334220886,
    0.43243229389190674,
    0.41346144676208496,
    0.7837835550308228,
    0.6741572022438049,
    0.40579697489738464,
    0.710382342338562,
    0.24358965456485748,
    0.4688993990421295,
    0.3921567499637604,
    0.7777776122093201,
    0.6271775364875793,
    0.35714274644851685,
    0.35443025827407837,
    0.5046727657318115,
    0.2589927613735199,
    0.47311821579933167,
    0.8469385504722595,
    0.539215624332428,
    0.42857131361961365,
    0.6596857309341431,
    0.5214006900787354,
    0.4047618806362152,
    0.5901637673377991,
    0.5338345170021057,
    0.6052630543708801,
    0.6363635063171387,
    0.3929618299007416,
    0.3592813014984131,
    0.6715326905250549,
    0.5760868191719055,
    0.51301109790802,
    0.5568180084228516,
    0.34101372957229614,
    0.6091952323913574
   ],
   "time": 26.344568009488285,
   "param": null
  },
  {
   "epoch": 96,
   "train_loss": 1.3513543605804443,
   "val_loss": 2.076519250869751,
   "acc": 49.87,
   "f1": [
    0.817733883857727,
    0.5628740787506104,
    0.34848475456237793,
    0.33128824830055237,
    0.27819544076919556,
    0.3763439953327179,
    0.5921050906181335,
    0.5520831942558289,
    0.6666665077209473,
    0.5767440795898438,
    0.30769217014312744,
    0.3363635540008545,
    0.5087107419967651,
    0.4474884569644928,
    0.3999998867511749,
    0.39325833320617676,
    0.5185183882713318,
    0.6486485600471497,
    0.4840763211250305,
    0.4112148582935333,
    0.7368419766426086,
    0.6736840605735779,
    0.46999987959861755,
    0.6350710391998291,
    0.6666665077209473,
    0.39810416102409363,
    0.48809507489204407,
    0.2473117560148239,
    0.6309522390365601,
    0.49999988079071045,
    0.4755699336528778,
    0.4520546793937683,
    0.45398759841918945,
    0.48799988627433777,
    0.3407406508922577,
    0.2594141364097595,
    0.3980098366737366,
    0.39153432846069336,
    0.34024888277053833,
    0.4954681992530823,
    0.4606740176677704,
    0.7398842573165894,
    0.44839850068092346,
    0.4914284646511078,
    0.2745096981525421,
    0.3026314675807953,
    0.33093515038490295,
    0.5637581944465637,
    0.7755100131034851,
    0.6153843998908997,
    0.24734973907470703,
    0.527607262134552,
    0.5168538093566895,
    0.7614211440086365,
    0.6736840605735779,
    0.14765094220638275,
    0.6976742744445801,
    0.5683058500289917,
    0.5838507413864136,
    0.5250964164733887,
    0.7999998927116394,
    0.6176469922065735,
    0.6408838629722595,
    0.41441428661346436,
    0.30769217014312744,
    0.1759999394416809,
    0.43349742889404297,
    0.39548009634017944,
    0.7661689519882202,
    0.6951870322227478,
    0.5999999046325684,
    0.6947367191314697,
    0.27722764015197754,
    0.42780739068984985,
    0.3419688045978546,
    0.6936414837837219,
    0.6263343691825867,
    0.38181808590888977,
    0.358024537563324,
    0.4936169385910034,
    0.17886172235012054,
    0.46366772055625916,
    0.8585857152938843,
    0.5925924181938171,
    0.43037962913513184,
    0.5576921701431274,
    0.542713463306427,
    0.5840706825256348,
    0.3880595862865448,
    0.5999998450279236,
    0.5284972786903381,
    0.7005648612976074,
    0.4999998211860657,
    0.31325289607048035,
    0.7433626651763916,
    0.5405403971672058,
    0.4086955785751343,
    0.3953487277030945,
    0.23728805780410767,
    0.5402297377586365
   ],
   "time": 26.047425562515855,
   "param": null
  },
  {
   "epoch": 97,
   "train_loss": 1.216951608657837,
   "val_loss": 2.110024929046631,
   "acc": 50.43,
   "f1": [
    0.7650271654129028,
    0.5454544425010681,
    0.27777767181396484,
    0.28571420907974243,
    0.28641968965530396,
    0.4129031002521515,
    0.5730335712432861,
    0.6046510338783264,
    0.6634145379066467,
    0.6810809373855591,
    0.3463686406612396,
    0.31506839394569397,
    0.6178008913993835,
    0.4678361415863037,
    0.43636354804039,
    0.3981480300426483,
    0.5828570127487183,
    0.6910567283630371,
    0.41269823908805847,
    0.4507041275501251,
    0.741463303565979,
    0.62135910987854,
    0.44976064562797546,
    0.7085200548171997,
    0.7553189396858215,
    0.37320560216903687,
    0.5196077227592468,
    0.31999990344047546,
    0.5443036556243896,
    0.41176462173461914,
    0.47715723514556885,
    0.4451826512813568,
    0.3999999165534973,
    0.4313724935054779,
    0.5168538093566895,
    0.280898779630661,
    0.38157883286476135,
    0.4508668780326843,
    0.3483870029449463,
    0.6607928276062012,
    0.4808742105960846,
    0.7578946352005005,
    0.38620680570602417,
    0.47058814764022827,
    0.22666659951210022,
    0.43930622935295105,
    0.2543351650238037,
    0.5727698802947998,
    0.7707315683364868,
    0.6188339591026306,
    0.27380943298339844,
    0.5952380299568176,
    0.637450098991394,
    0.7461138963699341,
    0.6171427369117737,
    0.18867920339107513,
    0.7448978424072266,
    0.5454543828964233,
    0.6666665077209473,
    0.5058822631835938,
    0.79365074634552,
    0.5131577253341675,
    0.6210525035858154,
    0.37614670395851135,
    0.281406968832016,
    0.21590900421142578,
    0.31638410687446594,
    0.3636362850666046,
    0.7939696907997131,
    0.7096772789955139,
    0.5502644181251526,
    0.6265058517456055,
    0.26190465688705444,
    0.4561401903629303,
    0.33593741059303284,
    0.7486629486083984,
    0.704845666885376,
    0.2999998927116394,
    0.43438899517059326,
    0.5607475638389587,
    0.24701185524463654,
    0.5530301928520203,
    0.8454543948173523,
    0.5989846587181091,
    0.3950616121292114,
    0.6078430414199829,
    0.5414363145828247,
    0.5685278177261353,
    0.4469272196292877,
    0.6424869298934937,
    0.5436891913414001,
    0.654761791229248,
    0.43749985098838806,
    0.33333322405815125,
    0.8018016219139099,
    0.48648640513420105,
    0.4341084659099579,
    0.41314542293548584,
    0.24096375703811646,
    0.5124998688697815
   ],
   "time": 26.13163037970662,
   "param": null
  },
  {
   "epoch": 98,
   "train_loss": 1.2017971277236938,
   "val_loss": 1.7647076845169067,
   "acc": 52.7,
   "f1": [
    0.7977526783943176,
    0.6043955087661743,
    0.3999998867511749,
    0.26573416590690613,
    0.38461530208587646,
    0.45161277055740356,
    0.5549131631851196,
    0.582914412021637,
    0.7076921463012695,
    0.6046509742736816,
    0.3882351815700531,
    0.3874998986721039,
    0.5865383148193359,
    0.5108694434165955,
    0.5235601663589478,
    0.44444435834884644,
    0.6074764728546143,
    0.7124462127685547,
    0.45901623368263245,
    0.46231144666671753,
    0.7614678144454956,
    0.6732671856880188,
    0.4873095452785492,
    0.722222089767456,
    0.6787877082824707,
    0.41245123744010925,
    0.48803818225860596,
    0.40170925855636597,
    0.6321242451667786,
    0.502923846244812,
    0.5213673710823059,
    0.49729716777801514,
    0.4257424473762512,
    0.49261072278022766,
    0.4114284813404083,
    0.24390234053134918,
    0.5312498211860657,
    0.4710423946380615,
    0.3696681261062622,
    0.6497888565063477,
    0.5243901014328003,
    0.797814130783081,
    0.5192306637763977,
    0.5479451417922974,
    0.2830187678337097,
    0.3934425115585327,
    0.3362067937850952,
    0.5742572546005249,
    0.8128339648246765,
    0.5641024112701416,
    0.30107519030570984,
    0.5177663564682007,
    0.5082871913909912,
    0.798029363155365,
    0.5844154953956604,
    0.24691349267959595,
    0.7812498211860657,
    0.5595237016677856,
    0.6503065824508667,
    0.5641024112701416,
    0.7906975150108337,
    0.6161615252494812,
    0.5714284181594849,
    0.4561402499675751,
    0.2780747711658478,
    0.30526304244995117,
    0.4311925768852234,
    0.4148934781551361,
    0.8018866777420044,
    0.7448978424072266,
    0.5901637673377991,
    0.6972475647926331,
    0.19999994337558746,
    0.4670657217502594,
    0.33976826071739197,
    0.742574155330658,
    0.7717389464378357,
    0.4198893904685974,
    0.3682538866996765,
    0.506493330001831,
    0.2937062084674835,
    0.5068492293357849,
    0.8295453190803528,
    0.574585497379303,
    0.4942527115345001,
    0.6478871703147888,
    0.5853657722473145,
    0.5990782380104065,
    0.4498479664325714,
    0.5543476939201355,
    0.5714284777641296,
    0.6530610918998718,
    0.33802807331085205,
    0.4111110270023346,
    0.8163263201713562,
    0.5810053944587708,
    0.4550897181034088,
    0.49999988079071045,
    0.2954544425010681,
    0.47586193680763245
   ],
   "time": 26.389739092439413,
   "param": null
  },
  {
   "epoch": 99,
   "train_loss": 1.278895378112793,
   "val_loss": 1.891528606414795,
   "acc": 52.11,
   "f1": [
    0.8038275837898254,
    0.6448085904121399,
    0.42051267623901367,
    0.26666659116744995,
    0.39153432846069336,
    0.43349742889404297,
    0.5838507413864136,
    0.6280191540718079,
    0.7100589871406555,
    0.5740739107131958,
    0.24489788711071014,
    0.3586955666542053,
    0.5423727631568909,
    0.4810125529766083,
    0.497041255235672,
    0.47368407249450684,
    0.5645932555198669,
    0.6842104196548462,
    0.4361701011657715,
    0.434782475233078,
    0.7836255431175232,
    0.6324109435081482,
    0.44621503353118896,
    0.7238093614578247,
    0.7340423464775085,
    0.4516127407550812,
    0.3795619308948517,
    0.36956506967544556,
    0.6344084739685059,
    0.4810125231742859,
    0.5446008443832397,
    0.5595853924751282,
    0.4886362552642822,
    0.4770641028881073,
    0.5139663219451904,
    0.33816415071487427,
    0.4886362552642822,
    0.47474732995033264,
    0.36809808015823364,
    0.6936934590339661,
    0.47115376591682434,
    0.7748689651489258,
    0.447552353143692,
    0.5263156890869141,
    0.2333332598209381,
    0.3758388161659241,
    0.26666656136512756,
    0.5748501420021057,
    0.7597764134407043,
    0.6528496146202087,
    0.35502949357032776,
    0.4734298884868622,
    0.5829595327377319,
    0.7593581080436707,
    0.634730339050293,
    0.188552126288414,
    0.7486031651496887,
    0.5344826579093933,
    0.6794870495796204,
    0.5454544425010681,
    0.8290153741836548,
    0.487499862909317,
    0.5863873362541199,
    0.4913792312145233,
    0.3087247312068939,
    0.26797381043434143,
    0.3558718264102936,
    0.42477864027023315,
    0.7963799238204956,
    0.696132481098175,
    0.5368419289588928,
    0.7280700206756592,
    0.2426777482032776,
    0.38834938406944275,
    0.382978618144989,
    0.8099998235702515,
    0.6470586657524109,
    0.38056668639183044,
    0.36129021644592285,
    0.5168538093566895,
    0.3215685188770294,
    0.4946235418319702,
    0.8556148409843445,
    0.5700481534004211,
    0.44047608971595764,
    0.620320737361908,
    0.4959348142147064,
    0.5333332419395447,
    0.5446008443832397,
    0.594594419002533,
    0.5570775270462036,
    0.6763284206390381,
    0.3592813014984131,
    0.3300969898700714,
    0.8020302057266235,
    0.553571343421936,
    0.41379299759864807,
    0.5120771527290344,
    0.32835814356803894,
    0.639269232749939
   ],
   "time": 26.321597824804485,
   "param": null
  },
  {
   "epoch": 100,
   "train_loss": 1.2190279960632324,
   "val_loss": 1.890447974205017,
   "acc": 52.38,
   "f1": [
    0.7926266193389893,
    0.6386553049087524,
    0.4174756109714508,
    0.26666656136512756,
    0.3384614586830139,
    0.4222221076488495,
    0.595959484577179,
    0.6111109852790833,
    0.7053138613700867,
    0.6301368474960327,
    0.32558128237724304,
    0.31506839394569397,
    0.589371919631958,
    0.5243901014328003,
    0.535519003868103,
    0.4585364758968353,
    0.519684910774231,
    0.6380366683006287,
    0.4030417203903198,
    0.3899998664855957,
    0.7668392062187195,
    0.6701569557189941,
    0.47916653752326965,
    0.7231636643409729,
    0.7058822512626648,
    0.3733331859111786,
    0.4656083285808563,
    0.32558128237724304,
    0.6133331656455994,
    0.5421684980392456,
    0.5032256245613098,
    0.5277776718139648,
    0.4594593644142151,
    0.5279186367988586,
    0.4727271497249603,
    0.32402223348617554,
    0.5524860620498657,
    0.4402514398097992,
    0.37499991059303284,
    0.754490852355957,
    0.42145586013793945,
    0.7674416899681091,
    0.49746179580688477,
    0.5538460612297058,
    0.2914979159832001,
    0.3771928548812866,
    0.3905324339866638,
    0.5673075914382935,
    0.7669901251792908,
    0.6349205374717712,
    0.24999988079071045,
    0.5502644181251526,
    0.4905658960342407,
    0.7532466053962708,
    0.6197181344032288,
    0.19087132811546326,
    0.788888692855835,
    0.5373133420944214,
    0.6349205374717712,
    0.6249998807907104,
    0.7228915095329285,
    0.6242773532867432,
    0.6594592928886414,
    0.5157893896102905,
    0.24285705387592316,
    0.29268285632133484,
    0.4530385434627533,
    0.4594593644142151,
    0.7416664958000183,
    0.704761803150177,
    0.48484838008880615,
    0.6721310019493103,
    0.239520862698555,
    0.4509802758693695,
    0.33939382433891296,
    0.7528088688850403,
    0.6494463682174683,
    0.363636314868927,
    0.3537413775920868,
    0.4726223945617676,
    0.29875513911247253,
    0.6167399883270264,
    0.8669949173927307,
    0.47435885667800903,
    0.4195120930671692,
    0.5517240166664124,
    0.5533979535102844,
    0.6183573603630066,
    0.4918031394481659,
    0.5952380299568176,
    0.5922329425811768,
    0.6169153451919556,
    0.4385963976383209,
    0.38095223903656006,
    0.666666567325592,
    0.5756096839904785,
    0.5044246912002563,
    0.45161277055740356,
    0.331034392118454,
    0.5656563639640808
   ],
   "time": 27.32267672754824,
   "param": null
  },
  {
   "epoch": 101,
   "train_loss": 1.2294423580169678,
   "val_loss": 1.9990732669830322,
   "acc": 53.75,
   "f1": [
    0.7381973266601562,
    0.6696427464485168,
    0.40935659408569336,
    0.2673795819282532,
    0.3473052978515625,
    0.4466018080711365,
    0.5579397678375244,
    0.6105261445045471,
    0.7005074620246887,
    0.6134452819824219,
    0.3186812400817871,
    0.3473052978515625,
    0.6066349744796753,
    0.4886362552642822,
    0.45348823070526123,
    0.46082934737205505,
    0.6091369390487671,
    0.7022221088409424,
    0.5040649175643921,
    0.5128203630447388,
    0.72251296043396,
    0.6410255432128906,
    0.5252523422241211,
    0.7499998807907104,
    0.7471262216567993,
    0.38938042521476746,
    0.45454537868499756,
    0.3617020547389984,
    0.6358972787857056,
    0.4978164732456207,
    0.5120771527290344,
    0.548076868057251,
    0.40552979707717896,
    0.45522376894950867,
    0.5153372287750244,
    0.2762430012226105,
    0.4942527115345001,
    0.5082871913909912,
    0.36559128761291504,
    0.6984125375747681,
    0.4170615077018738,
    0.7457625269889832,
    0.5485712885856628,
    0.5840706825256348,
    0.3666665554046631,
    0.4242422580718994,
    0.3314284682273865,
    0.4832213521003723,
    0.8144328594207764,
    0.711340069770813,
    0.2842104732990265,
    0.556212842464447,
    0.6060605049133301,
    0.7052022218704224,
    0.666666567325592,
    0.25210076570510864,
    0.7230044603347778,
    0.5057470798492432,
    0.7179486155509949,
    0.5384615063667297,
    0.8105260729789734,
    0.6117644906044006,
    0.5435895919799805,
    0.5098037719726562,
    0.40404030680656433,
    0.2879999279975891,
    0.48756206035614014,
    0.35416656732559204,
    0.8399998545646667,
    0.6521738171577454,
    0.5853657126426697,
    0.6666665077209473,
    0.2870812714099884,
    0.4408162534236908,
    0.3424123525619507,
    0.7570620179176331,
    0.7605632543563843,
    0.3975153863430023,
    0.39999985694885254,
    0.5395347476005554,
    0.2790696620941162,
    0.5544553399085999,
    0.8723402619361877,
    0.575916051864624,
    0.45197728276252747,
    0.6367345452308655,
    0.5882351994514465,
    0.6293102502822876,
    0.5999998450279236,
    0.6210525035858154,
    0.6406925916671753,
    0.616071343421936,
    0.4380951225757599,
    0.36956506967544556,
    0.7499998211860657,
    0.553672194480896,
    0.47321414947509766,
    0.4799998998641968,
    0.37914684414863586,
    0.6117644906044006
   ],
   "time": 26.64812506828457,
   "param": null
  },
  {
   "epoch": 102,
   "train_loss": 1.3260529041290283,
   "val_loss": 2.0747833251953125,
   "acc": 50.35,
   "f1": [
    0.7203388214111328,
    0.6210525035858154,
    0.3362831175327301,
    0.26751580834388733,
    0.35897424817085266,
    0.4025558531284332,
    0.57297283411026,
    0.5829595327377319,
    0.6092714071273804,
    0.6268655061721802,
    0.31932762265205383,
    0.3693692684173584,
    0.5779815316200256,
    0.4705880880355835,
    0.3503648638725281,
    0.4210525155067444,
    0.5697672963142395,
    0.6956520080566406,
    0.4734298884868622,
    0.4635760486125946,
    0.7291665077209473,
    0.6666665077209473,
    0.4810125231742859,
    0.5714284181594849,
    0.6907215118408203,
    0.3411763310432434,
    0.34042543172836304,
    0.28220847249031067,
    0.6231154203414917,
    0.5079363584518433,
    0.5023695826530457,
    0.5581393837928772,
    0.48039206862449646,
    0.46478861570358276,
    0.423912912607193,
    0.3018867075443268,
    0.45847171545028687,
    0.5388599634170532,
    0.3678159713745117,
    0.7156862020492554,
    0.4045800566673279,
    0.7513810992240906,
    0.34374991059303284,
    0.5269460082054138,
    0.35416656732559204,
    0.4153004288673401,
    0.32941165566444397,
    0.5026736855506897,
    0.7602338194847107,
    0.6198828816413879,
    0.23197485506534576,
    0.5656563639640808,
    0.600858211517334,
    0.7916665077209473,
    0.5748986601829529,
    0.22666659951210022,
    0.7881771922111511,
    0.4701491594314575,
    0.7021275758743286,
    0.5942855477333069,
    0.7700533270835876,
    0.6354165077209473,
    0.5408161878585815,
    0.5131577253341675,
    0.20799992978572845,
    0.280821830034256,
    0.4102562963962555,
    0.47787603735923767,
    0.837209165096283,
    0.7121950387954712,
    0.41176459193229675,
    0.6610168218612671,
    0.23529402911663055,
    0.40322571992874146,
    0.30468741059303284,
    0.7624307870864868,
    0.7088606357574463,
    0.34441083669662476,
    0.37373724579811096,
    0.5473682880401611,
    0.28015556931495667,
    0.5389220714569092,
    0.7931032776832581,
    0.5227271318435669,
    0.3908045291900635,
    0.6211178302764893,
    0.5476189255714417,
    0.5925924181938171,
    0.4507041275501251,
    0.5657892823219299,
    0.5697672963142395,
    0.6315788626670837,
    0.3592813014984131,
    0.291139155626297,
    0.761506199836731,
    0.5802468061447144,
    0.44444435834884644,
    0.46009382605552673,
    0.29629620909690857,
    0.5201464295387268
   ],
   "time": 25.897430489771068,
   "param": null
  },
  {
   "epoch": 103,
   "train_loss": 1.3083345890045166,
   "val_loss": 1.9507545232772827,
   "acc": 51.48,
   "f1": [
    0.8115940690040588,
    0.5853657126426697,
    0.3654821515083313,
    0.33497530221939087,
    0.31896543502807617,
    0.38610032200813293,
    0.5903612971305847,
    0.5280897617340088,
    0.644067645072937,
    0.45695358514785767,
    0.3999998867511749,
    0.3121950626373291,
    0.5248225927352905,
    0.5348835587501526,
    0.47916653752326965,
    0.45054933428764343,
    0.46093741059303284,
    0.7037035822868347,
    0.3832334280014038,
    0.43956032395362854,
    0.6363634467124939,
    0.5714284181594849,
    0.5151513814926147,
    0.5984846949577332,
    0.684491753578186,
    0.36269423365592957,
    0.4705881178379059,
    0.330826997756958,
    0.5333332419395447,
    0.5393257141113281,
    0.4976075291633606,
    0.49586769938468933,
    0.4685713052749634,
    0.5365853309631348,
    0.40579697489738464,
    0.2705881595611572,
    0.4705881178379059,
    0.4105958938598633,
    0.3734438419342041,
    0.6701569557189941,
    0.4140968322753906,
    0.6948355436325073,
    0.48739489912986755,
    0.5202310085296631,
    0.33333319425582886,
    0.3493974804878235,
    0.38502663373947144,
    0.5813952684402466,
    0.796208381652832,
    0.6296294927597046,
    0.3398057222366333,
    0.596858561038971,
    0.589371919631958,
    0.7789472937583923,
    0.6301368474960327,
    0.15204671025276184,
    0.7692305445671082,
    0.5360823273658752,
    0.6517856121063232,
    0.580357015132904,
    0.7692306637763977,
    0.6129031181335449,
    0.6187844276428223,
    0.4662575423717499,
    0.3468207120895386,
    0.30769217014312744,
    0.3677128851413727,
    0.4069766402244568,
    0.7532466053962708,
    0.6341461539268494,
    0.612716555595398,
    0.6124029755592346,
    0.2810809910297394,
    0.45263150334358215,
    0.4019606411457062,
    0.7234041690826416,
    0.6590908169746399,
    0.3657141625881195,
    0.3878786563873291,
    0.5263156890869141,
    0.27472516894340515,
    0.5463916063308716,
    0.8585364818572998,
    0.5310733318328857,
    0.3783782720565796,
    0.6153844594955444,
    0.47389549016952515,
    0.5298506021499634,
    0.5297296643257141,
    0.579710066318512,
    0.5533979535102844,
    0.6783624887466431,
    0.4133332371711731,
    0.3026314675807953,
    0.7510546445846558,
    0.5513511896133423,
    0.45454537868499756,
    0.44791656732559204,
    0.28571417927742004,
    0.6028706431388855
   ],
   "time": 25.653762459754944,
   "param": null
  },
  {
   "epoch": 104,
   "train_loss": 1.1745729446411133,
   "val_loss": 1.8322559595108032,
   "acc": 53.08,
   "f1": [
    0.7394956946372986,
    0.6378377079963684,
    0.44848471879959106,
    0.22352932393550873,
    0.3308822214603424,
    0.47963786125183105,
    0.587155818939209,
    0.5988698601722717,
    0.7378638982772827,
    0.5964910984039307,
    0.29166659712791443,
    0.35071080923080444,
    0.6378377079963684,
    0.46874985098838806,
    0.4302324652671814,
    0.46999987959861755,
    0.6335402131080627,
    0.6395347118377686,
    0.46428558230400085,
    0.4790417551994324,
    0.7512193918228149,
    0.5977010130882263,
    0.535519003868103,
    0.6968324184417725,
    0.7231636643409729,
    0.3923443853855133,
    0.5207098722457886,
    0.3144652843475342,
    0.6171427369117737,
    0.44444435834884644,
    0.5060239434242249,
    0.5714284777641296,
    0.4927534759044647,
    0.5233643651008606,
    0.4786323606967926,
    0.3391002416610718,
    0.5314008593559265,
    0.484615296125412,
    0.3670884966850281,
    0.7714284658432007,
    0.4756755530834198,
    0.7472525835037231,
    0.47297289967536926,
    0.5358850359916687,
    0.2547769844532013,
    0.38914018869400024,
    0.2948717176914215,
    0.534031331539154,
    0.7794870138168335,
    0.6598983407020569,
    0.25301194190979004,
    0.5537188649177551,
    0.6129031181335449,
    0.7601808309555054,
    0.5868262648582458,
    0.251428484916687,
    0.7765957117080688,
    0.5145226716995239,
    0.680412232875824,
    0.5918366312980652,
    0.7777776122093201,
    0.645502507686615,
    0.5853657126426697,
    0.5212119817733765,
    0.38541653752326965,
    0.2488037496805191,
    0.4326240122318268,
    0.44221094250679016,
    0.7734804749488831,
    0.6969695687294006,
    0.547770619392395,
    0.6853931546211243,
    0.2736841142177582,
    0.4861876964569092,
    0.3370785415172577,
    0.7043477296829224,
    0.7884613275527954,
    0.40217384696006775,
    0.3999999165534973,
    0.5135133862495422,
    0.2413792610168457,
    0.5567008852958679,
    0.8823527693748474,
    0.5670101642608643,
    0.4705880880355835,
    0.6368157267570496,
    0.5683058500289917,
    0.6442306041717529,
    0.5132741928100586,
    0.6018517017364502,
    0.5499998927116394,
    0.6153844594955444,
    0.43243229389190674,
    0.27329182624816895,
    0.7699113488197327,
    0.6117644906044006,
    0.5157893896102905,
    0.46323519945144653,
    0.30555546283721924,
    0.5882351398468018
   ],
   "time": 26.692161794751883,
   "param": null
  },
  {
   "epoch": 105,
   "train_loss": 1.1951320171356201,
   "val_loss": 1.9930614233016968,
   "acc": 52.18,
   "f1": [
    0.6973178386688232,
    0.6161615252494812,
    0.40740731358528137,
    0.2692306935787201,
    0.36904752254486084,
    0.4947367310523987,
    0.6419751644134521,
    0.5697672963142395,
    0.7089946269989014,
    0.554216742515564,
    0.336633563041687,
    0.3409090042114258,
    0.6162160634994507,
    0.4951455295085907,
    0.4499998688697815,
    0.3850930631160736,
    0.5655736327171326,
    0.696078360080719,
    0.4545453190803528,
    0.4269661605358124,
    0.7524750828742981,
    0.47025489807128906,
    0.5096152424812317,
    0.659340500831604,
    0.6987950205802917,
    0.36585354804992676,
    0.45454534888267517,
    0.26315778493881226,
    0.5934958457946777,
    0.5133689045906067,
    0.41176459193229675,
    0.44852933287620544,
    0.497041255235672,
    0.5181816816329956,
    0.5614033341407776,
    0.3441859781742096,
    0.4634144902229309,
    0.4292236268520355,
    0.3855420649051666,
    0.6735749840736389,
    0.4170615077018738,
    0.7236180305480957,
    0.41176462173461914,
    0.5348835587501526,
    0.37575745582580566,
    0.45238080620765686,
    0.38647329807281494,
    0.5742572546005249,
    0.8043477535247803,
    0.6936414837837219,
    0.3157893717288971,
    0.5471696853637695,
    0.5641024112701416,
    0.8151656985282898,
    0.6274508833885193,
    0.2243901938199997,
    0.7818180322647095,
    0.4927534759044647,
    0.6907215118408203,
    0.5617976188659668,
    0.7999997735023499,
    0.5853657126426697,
    0.5232557058334351,
    0.44311365485191345,
    0.24285705387592316,
    0.28260859847068787,
    0.4699452221393585,
    0.3356642425060272,
    0.8341230750083923,
    0.6311473846435547,
    0.5465837121009827,
    0.7381973266601562,
    0.17931029200553894,
    0.37154141068458557,
    0.34972667694091797,
    0.6985644102096558,
    0.7499997615814209,
    0.4056602716445923,
    0.41340771317481995,
    0.5363127589225769,
    0.27338120341300964,
    0.5589519143104553,
    0.849740743637085,
    0.5268816351890564,
    0.43216070532798767,
    0.6631014943122864,
    0.45849794149398804,
    0.48192766308784485,
    0.5161288976669312,
    0.6162160634994507,
    0.5882351994514465,
    0.6048778891563416,
    0.4410645365715027,
    0.34224584698677063,
    0.8076921701431274,
    0.5140844583511353,
    0.49729716777801514,
    0.5310733318328857,
    0.28855711221694946,
    0.5726494193077087
   ],
   "time": 26.28098640870303,
   "param": null
  },
  {
   "epoch": 106,
   "train_loss": 1.022293210029602,
   "val_loss": 2.0681068897247314,
   "acc": 49.15,
   "f1": [
    0.6498193144798279,
    0.5416665077209473,
    0.4114284813404083,
    0.35955044627189636,
    0.3763439953327179,
    0.4788731336593628,
    0.5308640599250793,
    0.5257730484008789,
    0.6635512709617615,
    0.4746834933757782,
    0.3529411256313324,
    0.3131312429904938,
    0.6031745076179504,
    0.4129031002521515,
    0.4720495045185089,
    0.40268445014953613,
    0.5754715800285339,
    0.6923075318336487,
    0.3584228754043579,
    0.4050631821155548,
    0.7700533270835876,
    0.5603446960449219,
    0.43537402153015137,
    0.5714284777641296,
    0.7171715497970581,
    0.38271594047546387,
    0.3714284598827362,
    0.24113468825817108,
    0.5124554634094238,
    0.5666665434837341,
    0.4499998986721039,
    0.45669278502464294,
    0.3698629140853882,
    0.4999998211860657,
    0.335570365190506,
    0.33789944648742676,
    0.5172412991523743,
    0.48275846242904663,
    0.3202613890171051,
    0.685082733631134,
    0.4322032928466797,
    0.7486031651496887,
    0.3387095630168915,
    0.4840763211250305,
    0.2716980576515198,
    0.1983470320701599,
    0.41884803771972656,
    0.5714284777641296,
    0.7499998807907104,
    0.7035174369812012,
    0.2076922506093979,
    0.5425531268119812,
    0.5316454172134399,
    0.7336682677268982,
    0.5546217560768127,
    0.18731114268302917,
    0.7699528932571411,
    0.4335663318634033,
    0.6338796615600586,
    0.5447153449058533,
    0.7443944215774536,
    0.6956520080566406,
    0.5925924777984619,
    0.4713374376296997,
    0.31914883852005005,
    0.2816900908946991,
    0.4733726978302002,
    0.3165466785430908,
    0.7325101494789124,
    0.5567764043807983,
    0.572916567325592,
    0.5901638269424438,
    0.19999994337558746,
    0.3833332657814026,
    0.30150744318962097,
    0.729999840259552,
    0.7400879263877869,
    0.3561643064022064,
    0.37499991059303284,
    0.46017688512802124,
    0.17964066565036774,
    0.5730335712432861,
    0.8478258848190308,
    0.4697985351085663,
    0.4417177140712738,
    0.5753423571586609,
    0.511415421962738,
    0.6594592928886414,
    0.3779526650905609,
    0.5548385381698608,
    0.5434780716896057,
    0.5897434949874878,
    0.3940885663032532,
    0.299999862909317,
    0.7853879332542419,
    0.5050503611564636,
    0.43537402153015137,
    0.30158719420433044,
    0.29787227511405945,
    0.47896432876586914
   ],
   "time": 26.171273824758828,
   "param": null
  },
  {
   "epoch": 107,
   "train_loss": 1.0995643138885498,
   "val_loss": 2.1113929748535156,
   "acc": 51.42,
   "f1": [
    0.8415840268135071,
    0.6153843998908997,
    0.3771042823791504,
    0.28025469183921814,
    0.2716048061847687,
    0.4539473056793213,
    0.6282050013542175,
    0.5901637673377991,
    0.7078649997711182,
    0.5809522867202759,
    0.38095229864120483,
    0.3493974804878235,
    0.5347221493721008,
    0.5168538093566895,
    0.49999988079071045,
    0.49999988079071045,
    0.5781989693641663,
    0.6699027419090271,
    0.5027931928634644,
    0.45535701513290405,
    0.6553189754486084,
    0.6222221255302429,
    0.491227924823761,
    0.5731706023216248,
    0.735751211643219,
    0.38938042521476746,
    0.4499998986721039,
    0.31623923778533936,
    0.5434781908988953,
    0.47999992966651917,
    0.4725273549556732,
    0.4827585518360138,
    0.4729062616825104,
    0.4606059193611145,
    0.4352940320968628,
    0.24358965456485748,
    0.505154550075531,
    0.45398759841918945,
    0.3220972716808319,
    0.6880732178688049,
    0.4279474914073944,
    0.7386362552642822,
    0.4507041275501251,
    0.553672194480896,
    0.364531934261322,
    0.36144572496414185,
    0.31304338574409485,
    0.5066665410995483,
    0.7916665077209473,
    0.5751632452011108,
    0.2890172600746155,
    0.5056602954864502,
    0.5060239434242249,
    0.7628865242004395,
    0.6698563694953918,
    0.22716043889522552,
    0.7674416899681091,
    0.5274723768234253,
    0.6923075318336487,
    0.602620005607605,
    0.7486629486083984,
    0.6565654873847961,
    0.6012268662452698,
    0.4927534759044647,
    0.299999862909317,
    0.29702961444854736,
    0.44444435834884644,
    0.4646463394165039,
    0.8018866777420044,
    0.6666665077209473,
    0.5930231213569641,
    0.6587300300598145,
    0.2344321608543396,
    0.4504503309726715,
    0.3384614586830139,
    0.763440728187561,
    0.6425992250442505,
    0.4509802758693695,
    0.40740731358528137,
    0.5488370656967163,
    0.23913034796714783,
    0.5367964506149292,
    0.7169809341430664,
    0.511627733707428,
    0.4924621880054474,
    0.6270268559455872,
    0.4814813435077667,
    0.604255199432373,
    0.4794519543647766,
    0.5942855477333069,
    0.6010361909866333,
    0.6705880761146545,
    0.438709557056427,
    0.3267972767353058,
    0.7410712838172913,
    0.5727698802947998,
    0.4083768427371979,
    0.43636354804039,
    0.323809415102005,
    0.5479451417922974
   ],
   "time": 26.37766150943935,
   "param": null
  },
  {
   "epoch": 108,
   "train_loss": 1.140728235244751,
   "val_loss": 2.142596483230591,
   "acc": 49.13,
   "f1": [
    0.7777776122093201,
    0.6168223023414612,
    0.4748857021331787,
    0.24875615537166595,
    0.29292917251586914,
    0.43999987840652466,
    0.57297283411026,
    0.5462554097175598,
    0.6476188898086548,
    0.43537402153015137,
    0.299999862909317,
    0.382978618144989,
    0.5730335712432861,
    0.4903845191001892,
    0.4585364758968353,
    0.4306218922138214,
    0.4615383744239807,
    0.631578803062439,
    0.3406592309474945,
    0.44198882579803467,
    0.7485378384590149,
    0.6375544667243958,
    0.44444432854652405,
    0.5666666626930237,
    0.7231636643409729,
    0.43979042768478394,
    0.4717947542667389,
    0.2874617278575897,
    0.5316454172134399,
    0.36158180236816406,
    0.5394189953804016,
    0.5358850359916687,
    0.3838382363319397,
    0.46534639596939087,
    0.5044246912002563,
    0.31999990344047546,
    0.4955751299858093,
    0.4678361415863037,
    0.3253011107444763,
    0.5507245659828186,
    0.39473676681518555,
    0.7019230127334595,
    0.4692735970020294,
    0.5084744095802307,
    0.34586456418037415,
    0.35978829860687256,
    0.39622631669044495,
    0.5290321707725525,
    0.732673168182373,
    0.6044443249702454,
    0.22222216427326202,
    0.4949493706226349,
    0.6141077876091003,
    0.7840907573699951,
    0.5761315822601318,
    0.2574256360530853,
    0.734939694404602,
    0.4698793888092041,
    0.6363635063171387,
    0.5333331823348999,
    0.7875646352767944,
    0.5937498807907104,
    0.5673075914382935,
    0.4694834351539612,
    0.267062246799469,
    0.18905465304851532,
    0.46428558230400085,
    0.36585354804992676,
    0.7977526783943176,
    0.5534589886665344,
    0.5223879218101501,
    0.482758492231369,
    0.19999994337558746,
    0.3703702688217163,
    0.3919999301433563,
    0.5830507278442383,
    0.6133331656455994,
    0.3977271616458893,
    0.37696322798728943,
    0.4666665494441986,
    0.24598921835422516,
    0.4578312039375305,
    0.8643214702606201,
    0.5380709171295166,
    0.43902432918548584,
    0.5843619704246521,
    0.5268816351890564,
    0.6073297262191772,
    0.517646849155426,
    0.5643563270568848,
    0.5812807083129883,
    0.6233765482902527,
    0.43564343452453613,
    0.27272719144821167,
    0.7439022660255432,
    0.560509443283081,
    0.39603951573371887,
    0.40298497676849365,
    0.24358965456485748,
    0.5523808598518372
   ],
   "time": 26.564748690463603,
   "param": null
  },
  {
   "epoch": 109,
   "train_loss": 0.9780752658843994,
   "val_loss": 1.8943853378295898,
   "acc": 52.63,
   "f1": [
    0.7644442915916443,
    0.6153845191001892,
    0.4218749403953552,
    0.253807008266449,
    0.4301074147224426,
    0.4596773386001587,
    0.6117644906044006,
    0.6011558771133423,
    0.704761803150177,
    0.6597937345504761,
    0.3383457660675049,
    0.3478259742259979,
    0.629441499710083,
    0.5188678503036499,
    0.45197728276252747,
    0.4269661605358124,
    0.5991188287734985,
    0.6506022810935974,
    0.5464479923248291,
    0.4046241343021393,
    0.6919829845428467,
    0.6382977366447449,
    0.505154550075531,
    0.4366196393966675,
    0.6553670763969421,
    0.36686381697654724,
    0.4324323236942291,
    0.34751760959625244,
    0.5228214263916016,
    0.5175436735153198,
    0.42168664932250977,
    0.5671641230583191,
    0.43382343649864197,
    0.45454534888267517,
    0.5578945875167847,
    0.21126753091812134,
    0.5102038979530334,
    0.53465336561203,
    0.3801651895046234,
    0.7368419766426086,
    0.3703702986240387,
    0.7337276935577393,
    0.525139570236206,
    0.6630433797836304,
    0.36082467436790466,
    0.425531804561615,
    0.34920626878738403,
    0.5795453190803528,
    0.7999997735023499,
    0.683937668800354,
    0.3459458649158478,
    0.5630251169204712,
    0.6515835523605347,
    0.7735847234725952,
    0.6012268662452698,
    0.25777769088745117,
    0.7577091455459595,
    0.521008312702179,
    0.666666567325592,
    0.5663716197013855,
    0.6904760003089905,
    0.6363635063171387,
    0.577777624130249,
    0.5889569520950317,
    0.2173912525177002,
    0.3161763846874237,
    0.44827571511268616,
    0.45569613575935364,
    0.8155338168144226,
    0.6607141494750977,
    0.3971630334854126,
    0.5013476610183716,
    0.17241372168064117,
    0.48167529702186584,
    0.2838708758354187,
    0.7386362552642822,
    0.7717389464378357,
    0.35051536560058594,
    0.38709667325019836,
    0.555065929889679,
    0.3084576427936554,
    0.5617976188659668,
    0.9154227375984192,
    0.4634144902229309,
    0.47787603735923767,
    0.5900381803512573,
    0.5157893896102905,
    0.6066349744796753,
    0.6424869298934937,
    0.5906734466552734,
    0.5660375952720642,
    0.6382977366447449,
    0.4469272196292877,
    0.37735840678215027,
    0.8144328594207764,
    0.5221238136291504,
    0.46808499097824097,
    0.5357141494750977,
    0.33928561210632324,
    0.596684992313385
   ],
   "time": 26.880184339359403,
   "param": null
  },
  {
   "epoch": 110,
   "train_loss": 1.1607756614685059,
   "val_loss": 2.0572988986968994,
   "acc": 54.31,
   "f1": [
    0.7870368957519531,
    0.6292133331298828,
    0.4299998879432678,
    0.306122362613678,
    0.32978713512420654,
    0.40277767181396484,
    0.6698111891746521,
    0.5915491580963135,
    0.7029701471328735,
    0.6399998664855957,
    0.30120471119880676,
    0.3583814203739166,
    0.6037734746932983,
    0.5088756084442139,
    0.45544540882110596,
    0.44444432854652405,
    0.6424869298934937,
    0.7368419766426086,
    0.5410627126693726,
    0.3657141625881195,
    0.7738691568374634,
    0.4449760317802429,
    0.5291004180908203,
    0.5960264205932617,
    0.760416567325592,
    0.442952960729599,
    0.45976996421813965,
    0.3428570628166199,
    0.5864660143852234,
    0.5232557058334351,
    0.5510202646255493,
    0.4769873321056366,
    0.4851484000682831,
    0.5076140761375427,
    0.5280897617340088,
    0.3419688045978546,
    0.5306121110916138,
    0.5119045972824097,
    0.35341355204582214,
    0.7411166429519653,
    0.4454544484615326,
    0.6833332180976868,
    0.48837196826934814,
    0.5398228764533997,
    0.3050846457481384,
    0.45132729411125183,
    0.3228698670864105,
    0.5882351994514465,
    0.7592591643333435,
    0.7065216302871704,
    0.3522725999355316,
    0.5517240166664124,
    0.6073297262191772,
    0.8130839467048645,
    0.6363635063171387,
    0.3147207200527191,
    0.7464112639427185,
    0.5833332538604736,
    0.6483515501022339,
    0.5017420649528503,
    0.7857141494750977,
    0.6435642242431641,
    0.6046510338783264,
    0.45833322405815125,
    0.3463686406612396,
    0.239520862698555,
    0.4493390619754791,
    0.45833322405815125,
    0.8235291838645935,
    0.6553189754486084,
    0.6010361909866333,
    0.6810809373855591,
    0.26086944341659546,
    0.45595842599868774,
    0.35071080923080444,
    0.729999840259552,
    0.7119999527931213,
    0.43428558111190796,
    0.4183672070503235,
    0.5058822631835938,
    0.3139533996582031,
    0.5555554032325745,
    0.8490564227104187,
    0.5882351398468018,
    0.5895952582359314,
    0.6600984334945679,
    0.6010927557945251,
    0.623255729675293,
    0.5624998211860657,
    0.5714284181594849,
    0.6363635063171387,
    0.6635943651199341,
    0.46486473083496094,
    0.38251355290412903,
    0.762376070022583,
    0.5858584046363831,
    0.47826072573661804,
    0.47826072573661804,
    0.3394494354724884,
    0.6666665077209473
   ],
   "time": 27.42614753264934,
   "param": null
  },
  {
   "epoch": 111,
   "train_loss": 1.0695581436157227,
   "val_loss": 1.930936336517334,
   "acc": 51.55,
   "f1": [
    0.7777776122093201,
    0.5780345797538757,
    0.38834938406944275,
    0.24999991059303284,
    0.3148147463798523,
    0.4919784665107727,
    0.6270268559455872,
    0.5849055051803589,
    0.6172838807106018,
    0.6145250201225281,
    0.33789944648742676,
    0.26086944341659546,
    0.5833332538604736,
    0.4999998211860657,
    0.5333332419395447,
    0.4795917272567749,
    0.6027396321296692,
    0.7029701471328735,
    0.4529913365840912,
    0.45248857140541077,
    0.7955800294876099,
    0.6131385564804077,
    0.5368419289588928,
    0.6861923336982727,
    0.6697246432304382,
    0.42352932691574097,
    0.4502616822719574,
    0.2782607972621918,
    0.5863873362541199,
    0.4873095452785492,
    0.5098037719726562,
    0.4753361940383911,
    0.45454537868499756,
    0.41696101427078247,
    0.5128204226493835,
    0.3315507173538208,
    0.5824174284934998,
    0.4253392219543457,
    0.3269961178302765,
    0.6740330457687378,
    0.47297289967536926,
    0.788888692855835,
    0.43055543303489685,
    0.5099998712539673,
    0.3084576427936554,
    0.3700786530971527,
    0.34343424439430237,
    0.5550238490104675,
    0.6624998450279236,
    0.6012268662452698,
    0.2437499314546585,
    0.4688993990421295,
    0.6299998760223389,
    0.7368419766426086,
    0.6764704585075378,
    0.19587622582912445,
    0.7821780443191528,
    0.5283017754554749,
    0.6627217531204224,
    0.546153724193573,
    0.7761192321777344,
    0.6739128828048706,
    0.6403939127922058,
    0.44444432854652405,
    0.33333322405815125,
    0.26136353611946106,
    0.49107134342193604,
    0.38709667325019836,
    0.7419353127479553,
    0.6813185214996338,
    0.5271965861320496,
    0.6229507327079773,
    0.26136353611946106,
    0.3726707398891449,
    0.3459458649158478,
    0.7434553503990173,
    0.7597764134407043,
    0.31764698028564453,
    0.3790321350097656,
    0.5396823883056641,
    0.2716048061847687,
    0.51301109790802,
    0.8499998450279236,
    0.5589519143104553,
    0.5026176571846008,
    0.6190474629402161,
    0.49315062165260315,
    0.6555553674697876,
    0.5560536980628967,
    0.5888887047767639,
    0.5592415928840637,
    0.613065242767334,
    0.47236168384552,
    0.35675665736198425,
    0.7722770571708679,
    0.5648146867752075,
    0.368663489818573,
    0.53987717628479,
    0.30409345030784607,
    0.506122350692749
   ],
   "time": 26.691248688846827,
   "param": null
  },
  {
   "epoch": 112,
   "train_loss": 1.0466002225875854,
   "val_loss": 2.2331721782684326,
   "acc": 51.8,
   "f1": [
    0.8186526298522949,
    0.6572768688201904,
    0.42253512144088745,
    0.27118635177612305,
    0.39548009634017944,
    0.4194755554199219,
    0.6113988757133484,
    0.649484395980835,
    0.6526314616203308,
    0.6161136031150818,
    0.31999990344047546,
    0.33333322405815125,
    0.3867683410644531,
    0.38834938406944275,
    0.5269460082054138,
    0.3374998867511749,
    0.5410627126693726,
    0.6283184885978699,
    0.4786323606967926,
    0.44970402121543884,
    0.6991149187088013,
    0.6831682324409485,
    0.4854367673397064,
    0.7070705890655518,
    0.7244896292686462,
    0.32635971903800964,
    0.4713374376296997,
    0.3604239225387573,
    0.6081869602203369,
    0.41840997338294983,
    0.5507245063781738,
    0.5188678503036499,
    0.4561401903629303,
    0.48387086391448975,
    0.5319147706031799,
    0.2659573554992676,
    0.44755232334136963,
    0.41984719038009644,
    0.34394893050193787,
    0.5094338655471802,
    0.4320986270904541,
    0.7700533270835876,
    0.4710143804550171,
    0.5180721879005432,
    0.30057793855667114,
    0.44970402121543884,
    0.4204544126987457,
    0.5726494193077087,
    0.7289717793464661,
    0.6952379941940308,
    0.18309852480888367,
    0.5207098722457886,
    0.5816324949264526,
    0.7262568473815918,
    0.7176468968391418,
    0.23913034796714783,
    0.7431692481040955,
    0.5476189255714417,
    0.6229507327079773,
    0.5664739012718201,
    0.7416664958000183,
    0.5935482978820801,
    0.5865383148193359,
    0.48039206862449646,
    0.28965505957603455,
    0.32183900475502014,
    0.4090908467769623,
    0.3953487277030945,
    0.7577091455459595,
    0.7325579524040222,
    0.5454544425010681,
    0.6666665077209473,
    0.2765956223011017,
    0.47715723514556885,
    0.3999998867511749,
    0.7434553503990173,
    0.6995883584022522,
    0.4541061818599701,
    0.4262293577194214,
    0.6292133331298828,
    0.3387977182865143,
    0.4232081174850464,
    0.8556148409843445,
    0.5624998807907104,
    0.42857131361961365,
    0.48301875591278076,
    0.4549018442630768,
    0.553571343421936,
    0.5380709171295166,
    0.5454543828964233,
    0.5236363410949707,
    0.5925924181938171,
    0.43575406074523926,
    0.36871495842933655,
    0.7355371117591858,
    0.6187844276428223,
    0.4123710095882416,
    0.46428558230400085,
    0.1940297782421112,
    0.6099998950958252
   ],
   "time": 25.88852836098522,
   "param": null
  },
  {
   "epoch": 113,
   "train_loss": 1.132352352142334,
   "val_loss": 1.8677172660827637,
   "acc": 53.81,
   "f1": [
    0.8421051502227783,
    0.6564101576805115,
    0.4090908467769623,
    0.3366335928440094,
    0.3696681261062622,
    0.5573769211769104,
    0.6077346205711365,
    0.6111109852790833,
    0.6823527216911316,
    0.6179773807525635,
    0.29813653230667114,
    0.43749991059303284,
    0.6796115040779114,
    0.4341084659099579,
    0.5414363145828247,
    0.44210511445999146,
    0.5632652044296265,
    0.7004218101501465,
    0.4930231273174286,
    0.4499998688697815,
    0.7934780716896057,
    0.6666665077209473,
    0.5363127589225769,
    0.6390976309776306,
    0.7640447616577148,
    0.4083768427371979,
    0.5423727631568909,
    0.3723403513431549,
    0.6288208365440369,
    0.4945053458213806,
    0.4710423946380615,
    0.5063290596008301,
    0.4819276034832001,
    0.4054981768131256,
    0.4670657217502594,
    0.24418595433235168,
    0.5161288976669312,
    0.3926939368247986,
    0.3478260338306427,
    0.7575755715370178,
    0.4756755530834198,
    0.7109003663063049,
    0.525345504283905,
    0.5583755373954773,
    0.17647051811218262,
    0.423912912607193,
    0.2972972095012665,
    0.543352484703064,
    0.7661689519882202,
    0.696517288684845,
    0.2739725112915039,
    0.5555554628372192,
    0.6315788626670837,
    0.7613635063171387,
    0.6631014943122864,
    0.23036640882492065,
    0.7899998426437378,
    0.589371919631958,
    0.6111109852790833,
    0.5075756311416626,
    0.7999998331069946,
    0.6349205374717712,
    0.6599999070167542,
    0.43278682231903076,
    0.37305691838264465,
    0.19540224969387054,
    0.4491524398326874,
    0.4024389386177063,
    0.8039213418960571,
    0.7512688636779785,
    0.609625518321991,
    0.5822783708572388,
    0.2366863340139389,
    0.4432988464832306,
    0.3592813014984131,
    0.661224365234375,
    0.7914437651634216,
    0.3841058313846588,
    0.445652037858963,
    0.5783131122589111,
    0.29473677277565,
    0.5849801898002625,
    0.8073392510414124,
    0.5445024967193604,
    0.5060239434242249,
    0.6324785351753235,
    0.5538460612297058,
    0.5862067937850952,
    0.5436891913414001,
    0.5520831942558289,
    0.5999999046325684,
    0.6698563694953918,
    0.4541061818599701,
    0.3285022974014282,
    0.7999998331069946,
    0.5482232570648193,
    0.42727261781692505,
    0.48623839020729065,
    0.3139533996582031,
    0.6594592928886414
   ],
   "time": 25.672423902899027,
   "param": null
  },
  {
   "epoch": 114,
   "train_loss": 1.0717438459396362,
   "val_loss": 1.981703519821167,
   "acc": 54.75,
   "f1": [
    0.7821780443191528,
    0.6766167879104614,
    0.4799998700618744,
    0.1940297782421112,
    0.3826086223125458,
    0.45138877630233765,
    0.6235292553901672,
    0.5860464572906494,
    0.7243241667747498,
    0.622641384601593,
    0.3522725999355316,
    0.33333325386047363,
    0.631578803062439,
    0.48756206035614014,
    0.47393354773521423,
    0.44221094250679016,
    0.6262625455856323,
    0.6610168218612671,
    0.5175436735153198,
    0.44808733463287354,
    0.7715734243392944,
    0.7179486155509949,
    0.5180721879005432,
    0.6543208360671997,
    0.756756603717804,
    0.3775508999824524,
    0.46456682682037354,
    0.3999999165534973,
    0.6730768084526062,
    0.4975123405456543,
    0.522612988948822,
    0.5566036701202393,
    0.4999999403953552,
    0.488262802362442,
    0.5742572546005249,
    0.3697478175163269,
    0.4697985351085663,
    0.4788731336593628,
    0.43373486399650574,
    0.7772018909454346,
    0.40170925855636597,
    0.7474745512008667,
    0.48958322405815125,
    0.5131577253341675,
    0.319248765707016,
    0.4245808720588684,
    0.2753622233867645,
    0.5348835587501526,
    0.7525771856307983,
    0.6242773532867432,
    0.28806576132774353,
    0.5431033372879028,
    0.5999998450279236,
    0.7640447616577148,
    0.672810971736908,
    0.28571420907974243,
    0.8062825202941895,
    0.5988022685050964,
    0.710382342338562,
    0.6153844594955444,
    0.7601808309555054,
    0.6237622499465942,
    0.6477271318435669,
    0.5267488360404968,
    0.3666665554046631,
    0.2922373414039612,
    0.4678361415863037,
    0.4623654782772064,
    0.7772924304008484,
    0.7142855525016785,
    0.5371427536010742,
    0.6698111891746521,
    0.24999989569187164,
    0.47619032859802246,
    0.4824119210243225,
    0.7345131635665894,
    0.7272725701332092,
    0.3948496878147125,
    0.4023667275905609,
    0.6310677528381348,
    0.30278873443603516,
    0.5376343131065369,
    0.8663099408149719,
    0.5360823273658752,
    0.4969695806503296,
    0.6222221255302429,
    0.5132741928100586,
    0.6363635063171387,
    0.6424869298934937,
    0.5812807083129883,
    0.70588219165802,
    0.6666665077209473,
    0.4405285120010376,
    0.42857128381729126,
    0.7999998927116394,
    0.5980390906333923,
    0.48648640513420105,
    0.518518328666687,
    0.3046356737613678,
    0.602620005607605
   ],
   "time": 26.19352320022881,
   "param": null
  },
  {
   "epoch": 115,
   "train_loss": 0.9851491451263428,
   "val_loss": 2.0205860137939453,
   "acc": 54.48,
   "f1": [
    0.8108106255531311,
    0.6030149459838867,
    0.42687737941741943,
    0.2941175401210785,
    0.39111098647117615,
    0.5227271914482117,
    0.6219511032104492,
    0.6101693511009216,
    0.6969695687294006,
    0.6395347118377686,
    0.3853210210800171,
    0.3411763310432434,
    0.6041665077209473,
    0.4919784665107727,
    0.4698793888092041,
    0.45833322405815125,
    0.5816324949264526,
    0.7029701471328735,
    0.5454544425010681,
    0.4489794969558716,
    0.7661689519882202,
    0.5952380299568176,
    0.5257730484008789,
    0.7120417356491089,
    0.6886791586875916,
    0.39357417821884155,
    0.48387083411216736,
    0.3234041631221771,
    0.5809127688407898,
    0.572916567325592,
    0.47619035840034485,
    0.5610858201980591,
    0.4545453190803528,
    0.502923846244812,
    0.5365852117538452,
    0.2783504128456116,
    0.5142855644226074,
    0.47513800859451294,
    0.368230938911438,
    0.7368419766426086,
    0.46009382605552673,
    0.7771427035331726,
    0.5283017754554749,
    0.5454544425010681,
    0.31088075041770935,
    0.43708598613739014,
    0.35643553733825684,
    0.6057690978050232,
    0.8064514398574829,
    0.7236180305480957,
    0.29523801803588867,
    0.5577688217163086,
    0.6162160634994507,
    0.7654319405555725,
    0.6489360928535461,
    0.22317588329315186,
    0.6793891787528992,
    0.6098653674125671,
    0.6262625455856323,
    0.6063346862792969,
    0.794520378112793,
    0.6043955087661743,
    0.5955054759979248,
    0.5024629235267639,
    0.3636362850666046,
    0.3431951701641083,
    0.3597121238708496,
    0.40701743960380554,
    0.8584904670715332,
    0.7378638982772827,
    0.6099998950958252,
    0.7323941588401794,
    0.21590900421142578,
    0.4923075735569,
    0.30567678809165955,
    0.7700533270835876,
    0.7999998927116394,
    0.4179103374481201,
    0.3793102502822876,
    0.5970147848129272,
    0.23684203624725342,
    0.5989846587181091,
    0.8717947006225586,
    0.5555554628372192,
    0.4541061818599701,
    0.5862067937850952,
    0.5757573843002319,
    0.6411482095718384,
    0.5868262648582458,
    0.6532661318778992,
    0.6048778891563416,
    0.645502507686615,
    0.41573023796081543,
    0.3435581922531128,
    0.8527917265892029,
    0.5482624769210815,
    0.5227271318435669,
    0.5063289999961853,
    0.28971952199935913,
    0.6161136031150818
   ],
   "time": 26.234570355154574,
   "param": null
  },
  {
   "epoch": 116,
   "train_loss": 0.9934476017951965,
   "val_loss": 2.013343572616577,
   "acc": 54.84,
   "f1": [
    0.8272249698638916,
    0.6144576668739319,
    0.45631060004234314,
    0.2962961792945862,
    0.39999985694885254,
    0.4336569309234619,
    0.5888887047767639,
    0.6802029013633728,
    0.6443513035774231,
    0.6435642242431641,
    0.3444443643093109,
    0.3144652843475342,
    0.5960782766342163,
    0.49999988079071045,
    0.49664416909217834,
    0.5291004180908203,
    0.602040708065033,
    0.7368419766426086,
    0.5056177973747253,
    0.43902432918548584,
    0.6890754699707031,
    0.7171715497970581,
    0.46610158681869507,
    0.627906858921051,
    0.741463303565979,
    0.46025097370147705,
    0.4615383446216583,
    0.3817426860332489,
    0.6146340370178223,
    0.5086703896522522,
    0.5082871913909912,
    0.5297296643257141,
    0.5333331823348999,
    0.5319147706031799,
    0.46829259395599365,
    0.31901830434799194,
    0.49681511521339417,
    0.5465114712715149,
    0.37320560216903687,
    0.7264572381973267,
    0.44444429874420166,
    0.7918779850006104,
    0.5545453429222107,
    0.5882351994514465,
    0.290502667427063,
    0.4293783903121948,
    0.3421051502227783,
    0.5612244009971619,
    0.7638189196586609,
    0.6666665077209473,
    0.3314284682273865,
    0.5714284181594849,
    0.6367345452308655,
    0.7999998331069946,
    0.6734693050384521,
    0.18723398447036743,
    0.741463303565979,
    0.590908944606781,
    0.7230044603347778,
    0.535353422164917,
    0.7777776718139648,
    0.6028706431388855,
    0.552941083908081,
    0.5472635626792908,
    0.3431951701641083,
    0.327868789434433,
    0.47368407249450684,
    0.4607841968536377,
    0.8190473914146423,
    0.738461434841156,
    0.5031445622444153,
    0.6568264365196228,
    0.23529404401779175,
    0.4530385434627533,
    0.36158180236816406,
    0.7283949255943298,
    0.7577091455459595,
    0.41975298523902893,
    0.3879309296607971,
    0.580357015132904,
    0.3287670314311981,
    0.5990337133407593,
    0.8504670858383179,
    0.5294116139411926,
    0.49999988079071045,
    0.6635069251060486,
    0.5425531268119812,
    0.6411482095718384,
    0.5619046092033386,
    0.6542055010795593,
    0.5925924181938171,
    0.6633164882659912,
    0.432748407125473,
    0.3917524814605713,
    0.8137252926826477,
    0.5752211213111877,
    0.45405393838882446,
    0.5026176571846008,
    0.3374998867511749,
    0.5703123807907104
   ],
   "time": 26.368285229429603,
   "param": null
  },
  {
   "epoch": 117,
   "train_loss": 0.9814097881317139,
   "val_loss": 1.9009345769882202,
   "acc": 54.14,
   "f1": [
    0.7488985657691956,
    0.6737966537475586,
    0.4873095452785492,
    0.3248729705810547,
    0.4085105359554291,
    0.5492226481437683,
    0.5942855477333069,
    0.6153845191001892,
    0.7252746224403381,
    0.6211178302764893,
    0.4018263518810272,
    0.3084111213684082,
    0.6176469922065735,
    0.5341613292694092,
    0.49999988079071045,
    0.5045870542526245,
    0.5286343097686768,
    0.7093021869659424,
    0.5326631665229797,
    0.43835604190826416,
    0.7403313517570496,
    0.5642856359481812,
    0.4946235418319702,
    0.678413987159729,
    0.7865167260169983,
    0.3853210210800171,
    0.4924621880054474,
    0.3428570628166199,
    0.6120688319206238,
    0.5521470904350281,
    0.47407400608062744,
    0.5565216541290283,
    0.4913792312145233,
    0.5279186367988586,
    0.49019595980644226,
    0.3409090042114258,
    0.5207098722457886,
    0.494381844997406,
    0.3939392864704132,
    0.6598983407020569,
    0.45054933428764343,
    0.7564765214920044,
    0.5121949315071106,
    0.5847951769828796,
    0.2658226788043976,
    0.49484527111053467,
    0.3121386468410492,
    0.6210525035858154,
    0.7924526929855347,
    0.6399998664855957,
    0.30366483330726624,
    0.4976075291633606,
    0.666666567325592,
    0.8235292434692383,
    0.688171923160553,
    0.20833326876163483,
    0.7685183882713318,
    0.4787643849849701,
    0.6863903999328613,
    0.5150213837623596,
    0.7108432054519653,
    0.6171427369117737,
    0.6274508833885193,
    0.5021644234657288,
    0.36458322405815125,
    0.3636362850666046,
    0.47572803497314453,
    0.4599998891353607,
    0.7922703623771667,
    0.7999997735023499,
    0.5685278177261353,
    0.6507935523986816,
    0.2653060555458069,
    0.3904760777950287,
    0.3468207120895386,
    0.7476633787155151,
    0.7619046568870544,
    0.44047608971595764,
    0.41148313879966736,
    0.5744680166244507,
    0.28688517212867737,
    0.5555554628372192,
    0.8717947006225586,
    0.5084744095802307,
    0.5232557058334351,
    0.6216214895248413,
    0.5583755373954773,
    0.6274508833885193,
    0.5841582417488098,
    0.6046509742736816,
    0.6008967757225037,
    0.6700506210327148,
    0.4361701011657715,
    0.4177776873111725,
    0.7922703623771667,
    0.5583755373954773,
    0.43333321809768677,
    0.44943806529045105,
    0.29268282651901245,
    0.602040708065033
   ],
   "time": 25.550960860215127,
   "param": null
  },
  {
   "epoch": 118,
   "train_loss": 0.940666913986206,
   "val_loss": 1.8055375814437866,
   "acc": 53.49,
   "f1": [
    0.8099998235702515,
    0.6117644906044006,
    0.4545453190803528,
    0.3619908392429352,
    0.26600977778434753,
    0.49214646220207214,
    0.5568180084228516,
    0.5748501420021057,
    0.6329112648963928,
    0.6736840605735779,
    0.28402355313301086,
    0.36585354804992676,
    0.5851062536239624,
    0.48717936873435974,
    0.44585973024368286,
    0.4210525155067444,
    0.6354165077209473,
    0.6968324184417725,
    0.5291004180908203,
    0.4347825348377228,
    0.7684727907180786,
    0.7089946269989014,
    0.5405403971672058,
    0.6543776988983154,
    0.7619045972824097,
    0.4201679825782776,
    0.5119045972824097,
    0.390243798494339,
    0.5882351994514465,
    0.49999988079071045,
    0.548076868057251,
    0.5327510237693787,
    0.4315788447856903,
    0.4620937705039978,
    0.445652037858963,
    0.36180898547172546,
    0.5673075914382935,
    0.4949493706226349,
    0.35856562852859497,
    0.6985644102096558,
    0.509316623210907,
    0.7485378384590149,
    0.46969687938690186,
    0.5312498211860657,
    0.32599109411239624,
    0.3953487277030945,
    0.34862375259399414,
    0.5063289999961853,
    0.7783782482147217,
    0.6506022810935974,
    0.30337071418762207,
    0.46363624930381775,
    0.6413500905036926,
    0.7729466557502747,
    0.6262625455856323,
    0.25688064098358154,
    0.736263632774353,
    0.5726870894432068,
    0.6477271318435669,
    0.5595853924751282,
    0.7881771922111511,
    0.6417111158370972,
    0.6282721161842346,
    0.48205116391181946,
    0.396135151386261,
    0.25906726717948914,
    0.47257372736930847,
    0.48401811718940735,
    0.817733883857727,
    0.742857038974762,
    0.6103284358978271,
    0.635837972164154,
    0.23188398778438568,
    0.44943806529045105,
    0.3529411256313324,
    0.7599998116493225,
    0.7999998331069946,
    0.4566209018230438,
    0.38918909430503845,
    0.502564013004303,
    0.3025209605693817,
    0.5844747424125671,
    0.8571426272392273,
    0.5833332538604736,
    0.5252523422241211,
    0.5634918808937073,
    0.579234778881073,
    0.6467660069465637,
    0.5369126200675964,
    0.5193368792533875,
    0.6436780691146851,
    0.6562498807907104,
    0.5212765336036682,
    0.3981480300426483,
    0.7636361122131348,
    0.5882351398468018,
    0.43445682525634766,
    0.49999988079071045,
    0.2624998986721039,
    0.6195651292800903
   ],
   "time": 25.911090284585953,
   "param": null
  },
  {
   "epoch": 119,
   "train_loss": 0.809432864189148,
   "val_loss": 1.8876075744628906,
   "acc": 54.36,
   "f1": [
    0.8196719884872437,
    0.6666665077209473,
    0.4266665577888489,
    0.25675666332244873,
    0.31638407707214355,
    0.4311376214027405,
    0.6285713315010071,
    0.5982142090797424,
    0.7004607319831848,
    0.6163520216941833,
    0.3703702688217163,
    0.3508771061897278,
    0.6236557960510254,
    0.5088756084442139,
    0.5113635063171387,
    0.4745761454105377,
    0.6820808053016663,
    0.742081344127655,
    0.4607841968536377,
    0.5347592234611511,
    0.7894735336303711,
    0.7142855525016785,
    0.4487804174423218,
    0.6183205246925354,
    0.7608693838119507,
    0.4329003393650055,
    0.520408034324646,
    0.3362830877304077,
    0.5978259444236755,
    0.5283017754554749,
    0.4980543851852417,
    0.5675674080848694,
    0.47499990463256836,
    0.4777776598930359,
    0.5238093733787537,
    0.23863628506660461,
    0.4727271497249603,
    0.4594593644142151,
    0.3626372814178467,
    0.5920576453208923,
    0.49999988079071045,
    0.7826085686683655,
    0.5567008852958679,
    0.5435895919799805,
    0.27272719144821167,
    0.42682915925979614,
    0.3653844892978668,
    0.5621620416641235,
    0.7817257046699524,
    0.7096772789955139,
    0.37499991059303284,
    0.5632182359695435,
    0.5599998831748962,
    0.786729633808136,
    0.6666665077209473,
    0.14857135713100433,
    0.79365074634552,
    0.6298341155052185,
    0.6737966537475586,
    0.5872339010238647,
    0.7499999403953552,
    0.6727271676063538,
    0.6249998807907104,
    0.4186045527458191,
    0.4086955785751343,
    0.30097079277038574,
    0.4170211851596832,
    0.4232803285121918,
    0.8090907335281372,
    0.7473682165145874,
    0.6424869298934937,
    0.7005074620246887,
    0.24372752010822296,
    0.4242422580718994,
    0.38190943002700806,
    0.6806721091270447,
    0.7772018909454346,
    0.4123710095882416,
    0.42372873425483704,
    0.5217389464378357,
    0.2948717176914215,
    0.5132741928100586,
    0.8629439473152161,
    0.603550136089325,
    0.4766837954521179,
    0.5842695236206055,
    0.5479451417922974,
    0.6699027419090271,
    0.5730335712432861,
    0.6280191540718079,
    0.6048386096954346,
    0.6666664481163025,
    0.4489794969558716,
    0.3755457401275635,
    0.8260867595672607,
    0.6497460603713989,
    0.5378149747848511,
    0.43564343452453613,
    0.27884605526924133,
    0.6113536357879639
   ],
   "time": 26.9039377104491,
   "param": null
  },
  {
   "epoch": 120,
   "train_loss": 0.909407377243042,
   "val_loss": 1.9452966451644897,
   "acc": 51.75,
   "f1": [
    0.8124998211860657,
    0.6574072241783142,
    0.4218749403953552,
    0.21794864535331726,
    0.319248765707016,
    0.44078946113586426,
    0.5846152901649475,
    0.5699480772018433,
    0.6468084454536438,
    0.6144576668739319,
    0.30526304244995117,
    0.3803679943084717,
    0.6054052114486694,
    0.5222928524017334,
    0.46753236651420593,
    0.41212108731269836,
    0.6464645266532898,
    0.7184464335441589,
    0.5185183882713318,
    0.4113473892211914,
    0.7817257046699524,
    0.6745560765266418,
    0.47761180996894836,
    0.6741572022438049,
    0.6877469420433044,
    0.3584904372692108,
    0.4387753903865814,
    0.3251230716705322,
    0.6310158967971802,
    0.48979583382606506,
    0.5164833664894104,
    0.43999987840652466,
    0.4502616822719574,
    0.502282977104187,
    0.37450188398361206,
    0.278787761926651,
    0.5961536765098572,
    0.5408161878585815,
    0.35897424817085266,
    0.7042252421379089,
    0.4864863455295563,
    0.7499998807907104,
    0.3624999523162842,
    0.5062239766120911,
    0.2731706500053406,
    0.40718549489974976,
    0.20895513892173767,
    0.4939757287502289,
    0.7512688636779785,
    0.6499998569488525,
    0.30449819564819336,
    0.48936155438423157,
    0.5632182359695435,
    0.728888750076294,
    0.637362539768219,
    0.24545449018478394,
    0.7731956839561462,
    0.5393257141113281,
    0.6666665077209473,
    0.559139609336853,
    0.7486031651496887,
    0.5747125148773193,
    0.6229507327079773,
    0.4316546320915222,
    0.2773721516132355,
    0.2672064006328583,
    0.41414129734039307,
    0.4155843257904053,
    0.798029363155365,
    0.7368419766426086,
    0.553672194480896,
    0.7010307908058167,
    0.2758619785308838,
    0.3855420649051666,
    0.3578946590423584,
    0.7241377830505371,
    0.7403844594955444,
    0.42957738041877747,
    0.3270776867866516,
    0.5726494193077087,
    0.2699999213218689,
    0.5614033341407776,
    0.8241757154464722,
    0.5326085686683655,
    0.4646463394165039,
    0.6071426868438721,
    0.5989846587181091,
    0.6111109852790833,
    0.46376803517341614,
    0.596684992313385,
    0.5901637673377991,
    0.6451612114906311,
    0.41666656732559204,
    0.34394893050193787,
    0.826666533946991,
    0.5684208869934082,
    0.4416665732860565,
    0.487046480178833,
    0.33913031220436096,
    0.5688887238502502
   ],
   "time": 26.57705893367529,
   "param": null
  },
  {
   "epoch": 121,
   "train_loss": 0.8745896816253662,
   "val_loss": 1.9270306825637817,
   "acc": 51.35,
   "f1": [
    0.6718145608901978,
    0.6439023613929749,
    0.4271843731403351,
    0.18947362899780273,
    0.29931965470314026,
    0.492890864610672,
    0.5526314973831177,
    0.5510202646255493,
    0.715083658695221,
    0.5279186367988586,
    0.3503648638725281,
    0.3217390477657318,
    0.6101693511009216,
    0.5212119817733765,
    0.43786972761154175,
    0.37735840678215027,
    0.6086955666542053,
    0.7407405972480774,
    0.46861910820007324,
    0.3999998867511749,
    0.7230044603347778,
    0.6698563694953918,
    0.527607262134552,
    0.6985644102096558,
    0.6705880761146545,
    0.4485980272293091,
    0.44970402121543884,
    0.39473670721054077,
    0.5853657722473145,
    0.5227271318435669,
    0.34586456418037415,
    0.4914284646511078,
    0.46808499097824097,
    0.4179103374481201,
    0.38596484065055847,
    0.3285022974014282,
    0.5182185173034668,
    0.5326631665229797,
    0.28187909722328186,
    0.7512688636779785,
    0.4239630401134491,
    0.765714168548584,
    0.40298497676849365,
    0.5376343131065369,
    0.32941165566444397,
    0.38356155157089233,
    0.36956506967544556,
    0.4805193543434143,
    0.8075116276741028,
    0.6853931546211243,
    0.23728807270526886,
    0.4186045825481415,
    0.579234778881073,
    0.70588219165802,
    0.6079294085502625,
    0.22099439799785614,
    0.7999997735023499,
    0.4159998893737793,
    0.6761903762817383,
    0.5445024967193604,
    0.696132481098175,
    0.6022725701332092,
    0.5652172565460205,
    0.5341613292694092,
    0.30857133865356445,
    0.25255969166755676,
    0.42780739068984985,
    0.46242761611938477,
    0.7980766892433167,
    0.6696427464485168,
    0.5197739005088806,
    0.6352940201759338,
    0.23376618325710297,
    0.47619032859802246,
    0.4301074147224426,
    0.79365074634552,
    0.7958113551139832,
    0.34576261043548584,
    0.33992087841033936,
    0.47190994024276733,
    0.28571417927742004,
    0.5341613292694092,
    0.8585364818572998,
    0.4567900002002716,
    0.44970402121543884,
    0.5677418112754822,
    0.5588234066963196,
    0.6111109852790833,
    0.5317917466163635,
    0.6404492855072021,
    0.5798815488815308,
    0.7009344696998596,
    0.40217384696006775,
    0.2837836742401123,
    0.8586385846138,
    0.5517240166664124,
    0.45814967155456543,
    0.41935470700263977,
    0.35643553733825684,
    0.5499998927116394
   ],
   "time": 26.85967151634395,
   "param": null
  },
  {
   "epoch": 122,
   "train_loss": 0.9082609415054321,
   "val_loss": 1.8450459241867065,
   "acc": 55.72,
   "f1": [
    0.8307691216468811,
    0.645502507686615,
    0.4577113389968872,
    0.3577980697154999,
    0.3894736170768738,
    0.5284972786903381,
    0.6129031181335449,
    0.6325579881668091,
    0.756756603717804,
    0.6391751170158386,
    0.32075464725494385,
    0.36956506967544556,
    0.6448596715927124,
    0.4938269853591919,
    0.5180721879005432,
    0.4310343861579895,
    0.5875704884529114,
    0.7699998021125793,
    0.5118482112884521,
    0.4705880880355835,
    0.7368419766426086,
    0.7192116975784302,
    0.48421040177345276,
    0.6971427202224731,
    0.7684727907180786,
    0.5161288380622864,
    0.4727271497249603,
    0.4476189613342285,
    0.5897434949874878,
    0.4999998211860657,
    0.5870645046234131,
    0.4886362552642822,
    0.5130888819694519,
    0.5978259444236755,
    0.4155843257904053,
    0.36458322405815125,
    0.6113988757133484,
    0.5240640044212341,
    0.4059404730796814,
    0.7474745512008667,
    0.47619035840034485,
    0.7999998927116394,
    0.4647301733493805,
    0.5289854407310486,
    0.32291656732559204,
    0.43930622935295105,
    0.3563217520713806,
    0.5882351994514465,
    0.7628865242004395,
    0.6736840605735779,
    0.2754489779472351,
    0.5360823273658752,
    0.559139609336853,
    0.7310923337936401,
    0.7177032232284546,
    0.2677823603153229,
    0.8481673002243042,
    0.5638296604156494,
    0.6956520080566406,
    0.5316454172134399,
    0.8124998211860657,
    0.5783131122589111,
    0.631578803062439,
    0.5454544425010681,
    0.335570365190506,
    0.32195112109184265,
    0.4606740176677704,
    0.4266665577888489,
    0.8333331346511841,
    0.7860695123672485,
    0.5780345797538757,
    0.7439612150192261,
    0.239999920129776,
    0.4923075735569,
    0.3855420649051666,
    0.7938142418861389,
    0.8324871063232422,
    0.43749988079071045,
    0.4414413571357727,
    0.5681816935539246,
    0.26966285705566406,
    0.5765764713287354,
    0.8490564227104187,
    0.5730992555618286,
    0.5027320981025696,
    0.6704543232917786,
    0.6136362552642822,
    0.6666665077209473,
    0.4982205331325531,
    0.6082472205162048,
    0.574585497379303,
    0.6697673201560974,
    0.5130888819694519,
    0.41711217164993286,
    0.8516744375228882,
    0.612716555595398,
    0.5039998888969421,
    0.46204617619514465,
    0.33027511835098267,
    0.6027396321296692
   ],
   "time": 26.16787474602461,
   "param": null
  },
  {
   "epoch": 123,
   "train_loss": 0.8083003759384155,
   "val_loss": 1.9004449844360352,
   "acc": 53.5,
   "f1": [
    0.7960197329521179,
    0.6292133331298828,
    0.41573023796081543,
    0.23841053247451782,
    0.3575417995452881,
    0.43097633123397827,
    0.5863873362541199,
    0.5882351398468018,
    0.7093021869659424,
    0.666666567325592,
    0.3966940939426422,
    0.3370785713195801,
    0.5938863754272461,
    0.5024629235267639,
    0.5052630305290222,
    0.42857131361961365,
    0.6338796615600586,
    0.7281104326248169,
    0.556212842464447,
    0.4347825050354004,
    0.6972475647926331,
    0.6878305077552795,
    0.4857141971588135,
    0.5673757791519165,
    0.7021275758743286,
    0.3758864104747772,
    0.4645159840583801,
    0.3148147463798523,
    0.5981307029724121,
    0.4811319410800934,
    0.4331209361553192,
    0.43189361691474915,
    0.5164833664894104,
    0.4947367310523987,
    0.44444435834884644,
    0.3399999141693115,
    0.561576247215271,
    0.43362823128700256,
    0.36065563559532166,
    0.6731706857681274,
    0.4942527115345001,
    0.7395831346511841,
    0.5617976188659668,
    0.59227454662323,
    0.32989683747291565,
    0.4155843257904053,
    0.35398221015930176,
    0.5584414005279541,
    0.7872338891029358,
    0.6899998784065247,
    0.3141360282897949,
    0.5454543828964233,
    0.5863873362541199,
    0.7959181666374207,
    0.6948355436325073,
    0.1914892941713333,
    0.7596151828765869,
    0.5349792838096619,
    0.6378377079963684,
    0.5283017754554749,
    0.7692306041717529,
    0.5628740787506104,
    0.5948716402053833,
    0.5376343131065369,
    0.33333322405815125,
    0.2804426848888397,
    0.382978618144989,
    0.5296441316604614,
    0.7394956946372986,
    0.6530610918998718,
    0.5802468061447144,
    0.6581195592880249,
    0.19801974296569824,
    0.4242422878742218,
    0.3855420649051666,
    0.7955800294876099,
    0.7125504612922668,
    0.45226117968559265,
    0.37288129329681396,
    0.5492226481437683,
    0.2815532982349396,
    0.6069650650024414,
    0.8333331942558289,
    0.5586591362953186,
    0.4260353744029999,
    0.6083332300186157,
    0.579234778881073,
    0.5982905030250549,
    0.5443036556243896,
    0.6139533519744873,
    0.6288658380508423,
    0.6528496146202087,
    0.44311365485191345,
    0.3267972767353058,
    0.8510636687278748,
    0.5533979535102844,
    0.5130433440208435,
    0.5578945875167847,
    0.34523800015449524,
    0.6268655061721802
   ],
   "time": 25.792682306841016,
   "param": null
  },
  {
   "epoch": 124,
   "train_loss": 0.8554674983024597,
   "val_loss": 1.9590845108032227,
   "acc": 54.59,
   "f1": [
    0.7394956946372986,
    0.6517856121063232,
    0.46632111072540283,
    0.2485874742269516,
    0.3355262577533722,
    0.4758363366127014,
    0.5816324949264526,
    0.6327682137489319,
    0.7305388450622559,
    0.6255922317504883,
    0.35532984137535095,
    0.29940110445022583,
    0.6333332657814026,
    0.5086703896522522,
    0.43708598613739014,
    0.46391740441322327,
    0.6105261445045471,
    0.736263632774353,
    0.5621620416641235,
    0.4561401903629303,
    0.8021388649940491,
    0.6347824931144714,
    0.5153372287750244,
    0.6760562062263489,
    0.6999998688697815,
    0.4857141971588135,
    0.4819276034832001,
    0.4248703718185425,
    0.592920184135437,
    0.5312498211860657,
    0.4736841320991516,
    0.5161289572715759,
    0.5070421695709229,
    0.5524860620498657,
    0.4711109697818756,
    0.3278687596321106,
    0.5492226481437683,
    0.49218741059303284,
    0.36051490902900696,
    0.7032965421676636,
    0.43216070532798767,
    0.7684208750724792,
    0.5333332419395447,
    0.5798815488815308,
    0.33333322405815125,
    0.45833322405815125,
    0.289308100938797,
    0.6077346205711365,
    0.7916665077209473,
    0.7053138613700867,
    0.31372541189193726,
    0.5697672963142395,
    0.660633385181427,
    0.7943924069404602,
    0.6596857309341431,
    0.23021575808525085,
    0.7739128470420837,
    0.5345621109008789,
    0.5953487157821655,
    0.5765764713287354,
    0.8186044692993164,
    0.6428569555282593,
    0.5757573843002319,
    0.5053762197494507,
    0.38157883286476135,
    0.30857133865356445,
    0.4024389386177063,
    0.44554442167282104,
    0.8240739107131958,
    0.7076921463012695,
    0.5668447613716125,
    0.7179485559463501,
    0.251308798789978,
    0.45643141865730286,
    0.4257424473762512,
    0.7314283847808838,
    0.796208381652832,
    0.4881889224052429,
    0.4161849021911621,
    0.5903612971305847,
    0.2809363603591919,
    0.5365852117538452,
    0.8663099408149719,
    0.46753236651420593,
    0.4186045527458191,
    0.6336632370948792,
    0.5084744095802307,
    0.6181817054748535,
    0.5999999046325684,
    0.6417111158370972,
    0.5961536765098572,
    0.6851851344108582,
    0.4699452221393585,
    0.3841806650161743,
    0.8163263201713562,
    0.5903083086013794,
    0.5026176571846008,
    0.5024629235267639,
    0.22222214937210083,
    0.645502507686615
   ],
   "time": 25.60719638224691,
   "param": null
  },
  {
   "epoch": 125,
   "train_loss": 0.8355016708374023,
   "val_loss": 1.878804087638855,
   "acc": 53.85,
   "f1": [
    0.8317755460739136,
    0.6473986506462097,
    0.43601882457733154,
    0.25157222151756287,
    0.34507036209106445,
    0.4175083041191101,
    0.6067414879798889,
    0.6448085904121399,
    0.7461138963699341,
    0.6315788626670837,
    0.35335680842399597,
    0.33532923460006714,
    0.5437787175178528,
    0.5205478072166443,
    0.45454534888267517,
    0.4343433380126953,
    0.6185566186904907,
    0.6785712838172913,
    0.49999988079071045,
    0.41717782616615295,
    0.721153736114502,
    0.6022303700447083,
    0.5999998450279236,
    0.6289306282997131,
    0.760416567325592,
    0.31999993324279785,
    0.5081079602241516,
    0.3861384987831116,
    0.5945944786071777,
    0.5283017754554749,
    0.5486724376678467,
    0.5396823883056641,
    0.44230756163597107,
    0.5212765336036682,
    0.5294116139411926,
    0.323809415102005,
    0.5180721879005432,
    0.45161277055740356,
    0.36956512928009033,
    0.6829267144203186,
    0.4972374439239502,
    0.7700533270835876,
    0.596684992313385,
    0.5876287817955017,
    0.3369564116001129,
    0.4293783903121948,
    0.28220847249031067,
    0.5757573843002319,
    0.7748689651489258,
    0.6341461539268494,
    0.28571417927742004,
    0.5054942965507507,
    0.5454543828964233,
    0.7981219291687012,
    0.6862744092941284,
    0.2347417026758194,
    0.7934780716896057,
    0.5999998450279236,
    0.6435642242431641,
    0.5561496019363403,
    0.7782804369926453,
    0.666666567325592,
    0.6516852378845215,
    0.5235601663589478,
    0.38888880610466003,
    0.3151514232158661,
    0.5081079602241516,
    0.4731181561946869,
    0.8376961946487427,
    0.7301585674285889,
    0.633333146572113,
    0.666666567325592,
    0.2054053246974945,
    0.37499991059303284,
    0.32584258913993835,
    0.712643563747406,
    0.8437498211860657,
    0.45161277055740356,
    0.3948496878147125,
    0.6417111158370972,
    0.331707239151001,
    0.5431033372879028,
    0.8695650696754456,
    0.5895952582359314,
    0.4347825050354004,
    0.5843619704246521,
    0.5267855525016785,
    0.6382977366447449,
    0.5157230496406555,
    0.5607475638389587,
    0.5685278177261353,
    0.6099998950958252,
    0.41340771317481995,
    0.40935659408569336,
    0.8202763199806213,
    0.5961536765098572,
    0.45320188999176025,
    0.539215624332428,
    0.2685184180736542,
    0.5384615063667297
   ],
   "time": 25.781340311281383,
   "param": null
  },
  {
   "epoch": 126,
   "train_loss": 0.9846004247665405,
   "val_loss": 1.906817078590393,
   "acc": 55.17,
   "f1": [
    0.8076921701431274,
    0.6327682137489319,
    0.4413144290447235,
    0.2762430012226105,
    0.32432422041893005,
    0.5698322653770447,
    0.5833332538604736,
    0.6346153020858765,
    0.6595743298530579,
    0.5882351994514465,
    0.280898779630661,
    0.38636353611946106,
    0.6336632370948792,
    0.5232557058334351,
    0.5081079602241516,
    0.48756206035614014,
    0.6630433797836304,
    0.6956520676612854,
    0.47161564230918884,
    0.41048023104667664,
    0.8043477535247803,
    0.6896550059318542,
    0.5020919442176819,
    0.7024388909339905,
    0.7643977999687195,
    0.46874985098838806,
    0.43902432918548584,
    0.37748339772224426,
    0.5942855477333069,
    0.5333332419395447,
    0.5408161878585815,
    0.5599998831748962,
    0.47953203320503235,
    0.4903845191001892,
    0.5161289572715759,
    0.3982299864292145,
    0.5637581944465637,
    0.46511611342430115,
    0.35023030638694763,
    0.7115383744239807,
    0.475524365901947,
    0.772486686706543,
    0.49999988079071045,
    0.5833331942558289,
    0.2843136191368103,
    0.4230768084526062,
    0.36111101508140564,
    0.5952380299568176,
    0.7456139326095581,
    0.6639342904090881,
    0.3314284682273865,
    0.5645932555198669,
    0.6725662350654602,
    0.8128339648246765,
    0.6889951229095459,
    0.2954544425010681,
    0.8108106255531311,
    0.6091952323913574,
    0.6774192452430725,
    0.6009851098060608,
    0.7644442915916443,
    0.6564101576805115,
    0.6524062752723694,
    0.41877248883247375,
    0.39357417821884155,
    0.306122362613678,
    0.445282906293869,
    0.4232803285121918,
    0.7943924069404602,
    0.7865167260169983,
    0.6425337791442871,
    0.649214506149292,
    0.27199992537498474,
    0.4835163354873657,
    0.34745752811431885,
    0.716577410697937,
    0.7623316645622253,
    0.40609124302864075,
    0.4086955785751343,
    0.5876287817955017,
    0.2699999213218689,
    0.5727698802947998,
    0.8749998807907104,
    0.4999998211860657,
    0.4855490028858185,
    0.6574072241783142,
    0.6021503806114197,
    0.666666567325592,
    0.5670101642608643,
    0.6111109852790833,
    0.6740330457687378,
    0.6943003535270691,
    0.4914284646511078,
    0.3675675094127655,
    0.8481673002243042,
    0.6547083854675293,
    0.5217390656471252,
    0.48309168219566345,
    0.24999989569187164,
    0.5683058500289917
   ],
   "time": 26.65232463181019,
   "param": null
  },
  {
   "epoch": 127,
   "train_loss": 0.8200220465660095,
   "val_loss": 1.9824756383895874,
   "acc": 56.49,
   "f1": [
    0.8299998044967651,
    0.6730768084526062,
    0.4787232577800751,
    0.34177201986312866,
    0.368663489818573,
    0.5201792120933533,
    0.6011558771133423,
    0.6257666945457458,
    0.6834169626235962,
    0.6442306041717529,
    0.3853210210800171,
    0.3373492956161499,
    0.5867767333984375,
    0.5076140761375427,
    0.5060239434242249,
    0.5161289572715759,
    0.6146340370178223,
    0.6774192452430725,
    0.5333331823348999,
    0.4302324652671814,
    0.7939696907997131,
    0.7230044603347778,
    0.5660375952720642,
    0.7564765214920044,
    0.7499998807907104,
    0.47120407223701477,
    0.56043940782547,
    0.4279834032058716,
    0.5748986601829529,
    0.5444443225860596,
    0.4973543584346771,
    0.5412842631340027,
    0.48430484533309937,
    0.5177663564682007,
    0.5398228764533997,
    0.34920626878738403,
    0.6144576668739319,
    0.4460965692996979,
    0.4271843731403351,
    0.7184464335441589,
    0.4851484000682831,
    0.8196719884872437,
    0.497175008058548,
    0.5749998092651367,
    0.34042540192604065,
    0.4352940320968628,
    0.34883710741996765,
    0.5476189851760864,
    0.8082899451255798,
    0.6860463619232178,
    0.2983050048351288,
    0.574585497379303,
    0.5217390060424805,
    0.7875646352767944,
    0.6633164882659912,
    0.2796609401702881,
    0.7136561870574951,
    0.5941421389579773,
    0.702702522277832,
    0.5821594595909119,
    0.7628865242004395,
    0.7021275758743286,
    0.6698563694953918,
    0.5308055877685547,
    0.4223601520061493,
    0.3832334280014038,
    0.48044681549072266,
    0.48314592242240906,
    0.7782425880432129,
    0.7864076495170593,
    0.5846152901649475,
    0.7522122263908386,
    0.27380943298339844,
    0.48214277625083923,
    0.3599999248981476,
    0.756756603717804,
    0.7853879332542419,
    0.496296226978302,
    0.45360812544822693,
    0.561576247215271,
    0.34821417927742004,
    0.5619833469390869,
    0.8829784989356995,
    0.6214687824249268,
    0.4927534759044647,
    0.6296294927597046,
    0.5470851063728333,
    0.666666567325592,
    0.6031745076179504,
    0.5146197080612183,
    0.6146340370178223,
    0.6666665077209473,
    0.5161289572715759,
    0.39130425453186035,
    0.8018016219139099,
    0.5749999284744263,
    0.5263156890869141,
    0.5645932555198669,
    0.33962252736091614,
    0.6346153020858765
   ],
   "time": 26.258056929334998,
   "param": null
  },
  {
   "epoch": 128,
   "train_loss": 0.8218079805374146,
   "val_loss": 2.0678889751434326,
   "acc": 56.16,
   "f1": [
    0.7457625865936279,
    0.6799998879432678,
    0.48044681549072266,
    0.4248703718185425,
    0.3959389626979828,
    0.5789472460746765,
    0.613065242767334,
    0.6105261445045471,
    0.7317072153091431,
    0.633165717124939,
    0.2843136191368103,
    0.39106133580207825,
    0.6521738171577454,
    0.4999998211860657,
    0.4945053458213806,
    0.511627733707428,
    0.6086955666542053,
    0.7309643626213074,
    0.522612988948822,
    0.5149698853492737,
    0.8172040581703186,
    0.7192116975784302,
    0.559139609336853,
    0.7127658128738403,
    0.7914437651634216,
    0.46931400895118713,
    0.466666579246521,
    0.3559320867061615,
    0.6162160634994507,
    0.4629628360271454,
    0.5268816351890564,
    0.5742572546005249,
    0.4976957440376282,
    0.5149698853492737,
    0.4508668780326843,
    0.4075828194618225,
    0.5529952645301819,
    0.5242717266082764,
    0.4036695957183838,
    0.7549017667770386,
    0.45685264468193054,
    0.7783782482147217,
    0.5324673652648926,
    0.6378377079963684,
    0.36158180236816406,
    0.4588233530521393,
    0.3804876506328583,
    0.5714284181594849,
    0.7547168731689453,
    0.6990289688110352,
    0.3568074107170105,
    0.5368419289588928,
    0.653658390045166,
    0.8172040581703186,
    0.6091369390487671,
    0.2564101815223694,
    0.7809522151947021,
    0.5957446098327637,
    0.678413987159729,
    0.6326529383659363,
    0.8019800782203674,
    0.6439023613929749,
    0.6417111158370972,
    0.4931505620479584,
    0.3940885663032532,
    0.3440859317779541,
    0.4634144902229309,
    0.5308055877685547,
    0.7736623287200928,
    0.7037035822868347,
    0.49689429998397827,
    0.7307690382003784,
    0.21097040176391602,
    0.46363624930381775,
    0.3675675094127655,
    0.7589742541313171,
    0.8258705139160156,
    0.4931505620479584,
    0.44311365485191345,
    0.5339365601539612,
    0.264317125082016,
    0.550898015499115,
    0.8762884736061096,
    0.5876776576042175,
    0.4699452221393585,
    0.6288658380508423,
    0.6011558771133423,
    0.6599999070167542,
    0.5747125148773193,
    0.5534589886665344,
    0.6439023613929749,
    0.6695650219917297,
    0.4463517963886261,
    0.4154588282108307,
    0.835820734500885,
    0.6028706431388855,
    0.5333333015441895,
    0.4596773386001587,
    0.3249998986721039,
    0.6146340370178223
   ],
   "time": 26.226334100589156,
   "param": null
  },
  {
   "epoch": 129,
   "train_loss": 0.9371092915534973,
   "val_loss": 2.107794761657715,
   "acc": 53.45,
   "f1": [
    0.8307691216468811,
    0.5714284181594849,
    0.4099377691745758,
    0.24203814566135406,
    0.4242423474788666,
    0.36190468072891235,
    0.6219511032104492,
    0.6599999070167542,
    0.6871793866157532,
    0.616071343421936,
    0.2643677294254303,
    0.3409089744091034,
    0.5541123747825623,
    0.4684683382511139,
    0.4836600124835968,
    0.3878786563873291,
    0.5483869910240173,
    0.7019230127334595,
    0.525345504283905,
    0.4387753903865814,
    0.6639002561569214,
    0.6948355436325073,
    0.5656563639640808,
    0.6666665077209473,
    0.7187498211860657,
    0.33057841658592224,
    0.5350316762924194,
    0.2929935157299042,
    0.6326529383659363,
    0.5146197080612183,
    0.582914412021637,
    0.5531913042068481,
    0.49411749839782715,
    0.44444432854652405,
    0.5139663219451904,
    0.23469379544258118,
    0.5503354072570801,
    0.4014336168766022,
    0.4154588282108307,
    0.7042252421379089,
    0.4566209018230438,
    0.7486629486083984,
    0.5497629642486572,
    0.5416665077209473,
    0.3354036211967468,
    0.4659089744091034,
    0.37914684414863586,
    0.5860464572906494,
    0.7301585674285889,
    0.5217390060424805,
    0.3151514232158661,
    0.5445543527603149,
    0.4635760486125946,
    0.786729633808136,
    0.6666665077209473,
    0.2456139624118805,
    0.7039104700088501,
    0.6057690978050232,
    0.636871337890625,
    0.5472635626792908,
    0.7843136787414551,
    0.6206895709037781,
    0.6292133331298828,
    0.5476189255714417,
    0.3636362552642822,
    0.3483870029449463,
    0.44221094250679016,
    0.4096384644508362,
    0.8481673002243042,
    0.7115383744239807,
    0.6276593804359436,
    0.6901960372924805,
    0.2758619785308838,
    0.4827585518360138,
    0.403755784034729,
    0.742574155330658,
    0.716157078742981,
    0.42352932691574097,
    0.423912912607193,
    0.619999885559082,
    0.26804113388061523,
    0.4094487428665161,
    0.8762884736061096,
    0.5405403971672058,
    0.4271843731403351,
    0.6016947627067566,
    0.5837836861610413,
    0.6380951404571533,
    0.5739909410476685,
    0.5517240166664124,
    0.5915491580963135,
    0.6432158946990967,
    0.48958322405815125,
    0.4114284813404083,
    0.694029688835144,
    0.680412232875824,
    0.46288198232650757,
    0.4924621880054474,
    0.2692306637763977,
    0.602040708065033
   ],
   "time": 26.333284553140402,
   "param": null
  },
  {
   "epoch": 130,
   "train_loss": 0.8906511068344116,
   "val_loss": 1.856685996055603,
   "acc": 55.91,
   "f1": [
    0.7190080881118774,
    0.6857141852378845,
    0.43564343452453613,
    0.3141360282897949,
    0.3574143946170807,
    0.5714284181594849,
    0.575916051864624,
    0.5999998450279236,
    0.6927372813224792,
    0.6138612627983093,
    0.3678159713745117,
    0.3389829397201538,
    0.6010927557945251,
    0.5573769211769104,
    0.466666579246521,
    0.4608694612979889,
    0.6464645266532898,
    0.705357015132904,
    0.48958322405815125,
    0.4899998903274536,
    0.7817257046699524,
    0.602620005607605,
    0.5555554628372192,
    0.6814157962799072,
    0.7596151828765869,
    0.4622220993041992,
    0.5298011898994446,
    0.3983401656150818,
    0.6428569555282593,
    0.446808397769928,
    0.49777767062187195,
    0.5263156890869141,
    0.488262802362442,
    0.5257730484008789,
    0.4347825050354004,
    0.29107969999313354,
    0.6206895112991333,
    0.5157893896102905,
    0.3999998867511749,
    0.7789472937583923,
    0.4466018080711365,
    0.79365074634552,
    0.5628740787506104,
    0.5510202646255493,
    0.34523800015449524,
    0.46428558230400085,
    0.38144323229789734,
    0.6009388566017151,
    0.742081344127655,
    0.7149319648742676,
    0.29268282651901245,
    0.6051281094551086,
    0.62135910987854,
    0.796208381652832,
    0.6268655061721802,
    0.26728102564811707,
    0.7979796528816223,
    0.5142855644226074,
    0.7157893776893616,
    0.5982142090797424,
    0.796208381652832,
    0.7213113307952881,
    0.6489360928535461,
    0.5410627126693726,
    0.36144572496414185,
    0.300884872674942,
    0.43999987840652466,
    0.4632767140865326,
    0.8252425789833069,
    0.7643977999687195,
    0.5714284777641296,
    0.7099998593330383,
    0.2653060257434845,
    0.42253515124320984,
    0.4155843257904053,
    0.6964284181594849,
    0.8039213418960571,
    0.38674020767211914,
    0.45976996421813965,
    0.5505616068840027,
    0.3139533996582031,
    0.5771142840385437,
    0.8877549171447754,
    0.5443785786628723,
    0.5505616068840027,
    0.6451612114906311,
    0.6091369390487671,
    0.6415093541145325,
    0.5465837121009827,
    0.6363635063171387,
    0.6305417418479919,
    0.6124400496482849,
    0.5024629235267639,
    0.3670884966850281,
    0.8118810057640076,
    0.6134452819824219,
    0.5454543828964233,
    0.49523797631263733,
    0.31746023893356323,
    0.6806281208992004
   ],
   "time": 26.585369405336678,
   "param": null
  },
  {
   "epoch": 131,
   "train_loss": 0.871967077255249,
   "val_loss": 1.7095777988433838,
   "acc": 56.92,
   "f1": [
    0.8374382257461548,
    0.6862744092941284,
    0.4434387683868408,
    0.3943660855293274,
    0.4153004288673401,
    0.5412842631340027,
    0.6878305077552795,
    0.666666567325592,
    0.7487682700157166,
    0.6231154203414917,
    0.4239630401134491,
    0.3265305161476135,
    0.6568626165390015,
    0.5380709171295166,
    0.5121949315071106,
    0.45810040831565857,
    0.6388887763023376,
    0.6905827522277832,
    0.4873095452785492,
    0.4530385434627533,
    0.7755100131034851,
    0.6816141605377197,
    0.5306121110916138,
    0.7431692481040955,
    0.7692306637763977,
    0.41758227348327637,
    0.5119045972824097,
    0.3386242389678955,
    0.5739129781723022,
    0.5380114912986755,
    0.5903612971305847,
    0.5822783708572388,
    0.5833332538604736,
    0.5520360469818115,
    0.4608694612979889,
    0.33789944648742676,
    0.5791853666305542,
    0.5196077227592468,
    0.3771427571773529,
    0.6923075318336487,
    0.46874985098838806,
    0.7486031651496887,
    0.5096152424812317,
    0.5703123807907104,
    0.31325289607048035,
    0.4262293577194214,
    0.3068782389163971,
    0.5739909410476685,
    0.7772924304008484,
    0.7282050251960754,
    0.31901830434799194,
    0.5658535361289978,
    0.5863873362541199,
    0.7887322306632996,
    0.6903551816940308,
    0.23255808651447296,
    0.7777776122093201,
    0.5921786427497864,
    0.6740330457687378,
    0.6210525035858154,
    0.8229165077209473,
    0.631578803062439,
    0.6542055010795593,
    0.541666567325592,
    0.3838382363319397,
    0.31372541189193726,
    0.4854367673397064,
    0.4343433380126953,
    0.8224297761917114,
    0.7958113551139832,
    0.625640869140625,
    0.7570091485977173,
    0.2621358335018158,
    0.48803818225860596,
    0.390243798494339,
    0.763440728187561,
    0.7837835550308228,
    0.5446008443832397,
    0.4210525155067444,
    0.5798317790031433,
    0.28235283493995667,
    0.561576247215271,
    0.8540538549423218,
    0.6185566186904907,
    0.497175008058548,
    0.6108372807502747,
    0.5730992555618286,
    0.6052630543708801,
    0.5668014883995056,
    0.6216214895248413,
    0.6066349744796753,
    0.6798028349876404,
    0.5243901014328003,
    0.4260353744029999,
    0.7894734740257263,
    0.6703295111656189,
    0.5408161878585815,
    0.5020574927330017,
    0.3096773326396942,
    0.6298341155052185
   ],
   "time": 26.782720871269703,
   "param": null
  },
  {
   "epoch": 132,
   "train_loss": 0.8716384768486023,
   "val_loss": 2.183588981628418,
   "acc": 53.89,
   "f1": [
    0.8723402619361877,
    0.6098653674125671,
    0.4210525155067444,
    0.22388054430484772,
    0.40975597500801086,
    0.4436618685722351,
    0.6227543354034424,
    0.6306304931640625,
    0.697435736656189,
    0.649484395980835,
    0.2727271616458893,
    0.33939382433891296,
    0.6194689869880676,
    0.5380709171295166,
    0.5056177973747253,
    0.5074625611305237,
    0.649214506149292,
    0.7121950387954712,
    0.4975123405456543,
    0.4292682111263275,
    0.7938142418861389,
    0.7015705108642578,
    0.49999988079071045,
    0.653846025466919,
    0.7342994213104248,
    0.38931289315223694,
    0.4942527115345001,
    0.329670250415802,
    0.5581393837928772,
    0.5088756084442139,
    0.5432096719741821,
    0.49999988079071045,
    0.48936155438423157,
    0.4651162028312683,
    0.3855420649051666,
    0.24675315618515015,
    0.509316623210907,
    0.5312498211860657,
    0.3670884966850281,
    0.6889951229095459,
    0.4291844367980957,
    0.7659572958946228,
    0.3782050907611847,
    0.5436891913414001,
    0.2954544425010681,
    0.4311376214027405,
    0.358024537563324,
    0.5868262648582458,
    0.7559806704521179,
    0.6874998211860657,
    0.3469386696815491,
    0.5208331942558289,
    0.5743588209152222,
    0.7881771922111511,
    0.6836733222007751,
    0.19230762124061584,
    0.7843136787414551,
    0.6292133331298828,
    0.6448085904121399,
    0.5813952684402466,
    0.7627117037773132,
    0.5803107619285583,
    0.6599999070167542,
    0.4950493574142456,
    0.3311257064342499,
    0.2805754244327545,
    0.3899998664855957,
    0.4711109697818756,
    0.6762588620185852,
    0.7597764134407043,
    0.5357141494750977,
    0.7473682165145874,
    0.22950810194015503,
    0.4204544126987457,
    0.41379299759864807,
    0.772486686706543,
    0.6496349573135376,
    0.46938762068748474,
    0.3711339235305786,
    0.5490195155143738,
    0.3068782389163971,
    0.5399999022483826,
    0.8910889029502869,
    0.5978259444236755,
    0.47619035840034485,
    0.642857015132904,
    0.5374448299407959,
    0.5910930633544922,
    0.4961830973625183,
    0.5675674080848694,
    0.6190475225448608,
    0.6422017216682434,
    0.47190994024276733,
    0.37499985098838806,
    0.7685183882713318,
    0.5942855477333069,
    0.4734298884868622,
    0.5205478072166443,
    0.299465149641037,
    0.507936418056488
   ],
   "time": 27.25075206439942,
   "param": null
  },
  {
   "epoch": 133,
   "train_loss": 0.757320761680603,
   "val_loss": 1.9436683654785156,
   "acc": 55.12,
   "f1": [
    0.7873300909996033,
    0.6368157267570496,
    0.4656083285808563,
    0.3917524814605713,
    0.4052862524986267,
    0.5367964506149292,
    0.6145831942558289,
    0.624390184879303,
    0.7142854928970337,
    0.6078430414199829,
    0.3578946590423584,
    0.33532923460006714,
    0.6181817054748535,
    0.5726870894432068,
    0.5279186367988586,
    0.5569618940353394,
    0.5617020726203918,
    0.6868685483932495,
    0.4586465358734131,
    0.45348823070526123,
    0.8066297173500061,
    0.6406248807907104,
    0.5024629235267639,
    0.7216493487358093,
    0.7674416899681091,
    0.41711217164993286,
    0.46835434436798096,
    0.3487178385257721,
    0.622641384601593,
    0.4670657217502594,
    0.5668447613716125,
    0.5569619536399841,
    0.47004595398902893,
    0.4451826512813568,
    0.5340908169746399,
    0.31884050369262695,
    0.44927528500556946,
    0.4912279546260834,
    0.4186045527458191,
    0.6979165077209473,
    0.4424777626991272,
    0.7613635063171387,
    0.45859864354133606,
    0.6022725701332092,
    0.30232545733451843,
    0.3794870972633362,
    0.38497641682624817,
    0.5990782380104065,
    0.7473682165145874,
    0.6774192452430725,
    0.396135151386261,
    0.5445024967193604,
    0.5951218605041504,
    0.7999998927116394,
    0.6696034073829651,
    0.26540276408195496,
    0.746781051158905,
    0.5148513317108154,
    0.6387433409690857,
    0.587155818939209,
    0.7821780443191528,
    0.6448596715927124,
    0.669999897480011,
    0.5445024967193604,
    0.37499991059303284,
    0.30541861057281494,
    0.5084744095802307,
    0.4418603479862213,
    0.7731090784072876,
    0.693333089351654,
    0.5555554628372192,
    0.7282050251960754,
    0.23529404401779175,
    0.44976064562797546,
    0.39560428261756897,
    0.8172040581703186,
    0.7598251700401306,
    0.4622640609741211,
    0.4588233530521393,
    0.5431033372879028,
    0.3041473925113678,
    0.5643563270568848,
    0.8834949731826782,
    0.5595237016677856,
    0.4857141971588135,
    0.6486485004425049,
    0.5901637673377991,
    0.5575219988822937,
    0.5428569912910461,
    0.5365853309631348,
    0.5338644981384277,
    0.6550217270851135,
    0.4158414602279663,
    0.3627450466156006,
    0.8294929265975952,
    0.666666567325592,
    0.4713374376296997,
    0.47761180996894836,
    0.3013697564601898,
    0.6082472205162048
   ],
   "time": 26.75642158370465,
   "param": null
  },
  {
   "epoch": 134,
   "train_loss": 0.7336220741271973,
   "val_loss": 1.9967834949493408,
   "acc": 55.0,
   "f1": [
    0.7999998331069946,
    0.6581195592880249,
    0.44578301906585693,
    0.3598325252532959,
    0.38341957330703735,
    0.46153831481933594,
    0.559139609336853,
    0.5945944786071777,
    0.711340069770813,
    0.6564101576805115,
    0.3636362552642822,
    0.37499991059303284,
    0.6153845191001892,
    0.5999999046325684,
    0.45161277055740356,
    0.4608694612979889,
    0.6415092945098877,
    0.7207205295562744,
    0.4818180501461029,
    0.48837196826934814,
    0.814814567565918,
    0.6699027419090271,
    0.6054052114486694,
    0.6214284300804138,
    0.7699998021125793,
    0.5071768760681152,
    0.4725273549556732,
    0.3445691764354706,
    0.6564101576805115,
    0.48387083411216736,
    0.5284972786903381,
    0.46274495124816895,
    0.5273630023002625,
    0.5252523422241211,
    0.47787603735923767,
    0.3523808717727661,
    0.5294116735458374,
    0.4606740176677704,
    0.34980979561805725,
    0.7252746224403381,
    0.547485888004303,
    0.797814130783081,
    0.543352484703064,
    0.543859601020813,
    0.33333322405815125,
    0.45810040831565857,
    0.38139525055885315,
    0.47398826479911804,
    0.7692306041717529,
    0.6595743298530579,
    0.3320753574371338,
    0.5775399804115295,
    0.5887848734855652,
    0.8075116276741028,
    0.6513760089874268,
    0.27488142251968384,
    0.8144328594207764,
    0.625640869140625,
    0.7064675688743591,
    0.5780345797538757,
    0.786729633808136,
    0.7135133743286133,
    0.5714284181594849,
    0.44976064562797546,
    0.2989323139190674,
    0.26881712675094604,
    0.4372468888759613,
    0.43575406074523926,
    0.8426394462585449,
    0.753488302230835,
    0.5644170045852661,
    0.6926827430725098,
    0.26373615860939026,
    0.4301074147224426,
    0.33215537667274475,
    0.7564765214920044,
    0.7891891002655029,
    0.4805193543434143,
    0.3934425115585327,
    0.5399999022483826,
    0.31428563594818115,
    0.5940592885017395,
    0.844444215297699,
    0.5411763787269592,
    0.4720495045185089,
    0.6699506640434265,
    0.6588233709335327,
    0.6338796615600586,
    0.5405403971672058,
    0.6736840605735779,
    0.6733667254447937,
    0.5849801898002625,
    0.425531804561615,
    0.2269502729177475,
    0.8341706395149231,
    0.6454544067382812,
    0.5132741928100586,
    0.5098037719726562,
    0.29714274406433105,
    0.5599998831748962
   ],
   "time": 26.433499708771706,
   "param": null
  },
  {
   "epoch": 135,
   "train_loss": 0.6410510540008545,
   "val_loss": 1.812164306640625,
   "acc": 56.22,
   "f1": [
    0.8127852082252502,
    0.630302906036377,
    0.40601494908332825,
    0.32298123836517334,
    0.38596484065055847,
    0.4913494288921356,
    0.6170212030410767,
    0.6341462135314941,
    0.697435736656189,
    0.5867767333984375,
    0.36585354804992676,
    0.39603951573371887,
    0.6249998807907104,
    0.5368419289588928,
    0.5325441956520081,
    0.44230756163597107,
    0.6305417418479919,
    0.7117116451263428,
    0.5592415928840637,
    0.47004595398902893,
    0.8199998736381531,
    0.710526168346405,
    0.5538460612297058,
    0.6892654895782471,
    0.7802196741104126,
    0.43049317598342896,
    0.527607262134552,
    0.42790690064430237,
    0.6249998807907104,
    0.5161289572715759,
    0.5545453429222107,
    0.5063290596008301,
    0.5056177973747253,
    0.5094338655471802,
    0.48447185754776,
    0.3964756429195404,
    0.5380709171295166,
    0.4566209018230438,
    0.37010666728019714,
    0.7373736500740051,
    0.5185183882713318,
    0.7796609401702881,
    0.5269460082054138,
    0.5165561437606812,
    0.33684200048446655,
    0.4640882611274719,
    0.43564343452453613,
    0.6108372807502747,
    0.8020302057266235,
    0.6666665077209473,
    0.3555554449558258,
    0.6122447848320007,
    0.62135910987854,
    0.7799997925758362,
    0.6696034073829651,
    0.21568621695041656,
    0.7759560942649841,
    0.5714284777641296,
    0.7164177894592285,
    0.5714284181594849,
    0.798206090927124,
    0.6276593804359436,
    0.6451612114906311,
    0.5482232570648193,
    0.3417084515094757,
    0.2694299519062042,
    0.45454534888267517,
    0.48648640513420105,
    0.8717947006225586,
    0.7777776122093201,
    0.527607262134552,
    0.702702522277832,
    0.2117646485567093,
    0.46636757254600525,
    0.385650098323822,
    0.7707315683364868,
    0.8510636687278748,
    0.46009382605552673,
    0.48587560653686523,
    0.5851062536239624,
    0.36180898547172546,
    0.5784311890602112,
    0.886486291885376,
    0.5744680166244507,
    0.449799120426178,
    0.653465211391449,
    0.6368157267570496,
    0.6299998760223389,
    0.5393257141113281,
    0.6111109852790833,
    0.6025103330612183,
    0.5823754072189331,
    0.5416665077209473,
    0.360248327255249,
    0.7946426868438721,
    0.6907215118408203,
    0.49214646220207214,
    0.5425531268119812,
    0.23255807161331177,
    0.6458331942558289
   ],
   "time": 24.553264621645212,
   "param": null
  },
  {
   "epoch": 136,
   "train_loss": 0.6506651043891907,
   "val_loss": 1.8922592401504517,
   "acc": 56.69,
   "f1": [
    0.8110597729682922,
    0.6600984334945679,
    0.4574466943740845,
    0.35443025827407837,
    0.3940885663032532,
    0.5825241804122925,
    0.5999998450279236,
    0.6382977366447449,
    0.6893202662467957,
    0.685082733631134,
    0.37426888942718506,
    0.4277455508708954,
    0.649484395980835,
    0.5454544425010681,
    0.45751625299453735,
    0.4578312039375305,
    0.5855854153633118,
    0.6999998688697815,
    0.4827585518360138,
    0.43181803822517395,
    0.7839194536209106,
    0.7155961990356445,
    0.5349792838096619,
    0.7177032232284546,
    0.756756603717804,
    0.43930622935295105,
    0.5125626921653748,
    0.3665337860584259,
    0.6428569555282593,
    0.48314592242240906,
    0.5638296604156494,
    0.559139609336853,
    0.46829259395599365,
    0.4822133481502533,
    0.5377357006072998,
    0.3636362552642822,
    0.5680471658706665,
    0.5388599634170532,
    0.3940885663032532,
    0.7246376276016235,
    0.48888877034187317,
    0.7807484865188599,
    0.5551019906997681,
    0.5654449462890625,
    0.3386242389678955,
    0.44585973024368286,
    0.38862547278404236,
    0.596684992313385,
    0.7722770571708679,
    0.7368419766426086,
    0.3627450466156006,
    0.6140349507331848,
    0.642857015132904,
    0.8076921701431274,
    0.6467065215110779,
    0.2580644190311432,
    0.8279567956924438,
    0.6256982088088989,
    0.662983238697052,
    0.5765764713287354,
    0.8258705139160156,
    0.6161615252494812,
    0.6934671998023987,
    0.47346925735473633,
    0.31638407707214355,
    0.34449753165245056,
    0.4923075735569,
    0.4816325008869171,
    0.8571426272392273,
    0.7487177848815918,
    0.5961536765098572,
    0.7124462127685547,
    0.22522515058517456,
    0.487046480178833,
    0.4031619727611542,
    0.7609753608703613,
    0.8040199875831604,
    0.44776105880737305,
    0.42477864027023315,
    0.577777624130249,
    0.3251230716705322,
    0.5681816935539246,
    0.8663099408149719,
    0.5822783708572388,
    0.44848471879959106,
    0.6794257164001465,
    0.5895952582359314,
    0.6547083854675293,
    0.5339365601539612,
    0.6597937345504761,
    0.5643152594566345,
    0.6610168218612671,
    0.4102562963962555,
    0.40677958726882935,
    0.8571426868438721,
    0.6513760089874268,
    0.5373133420944214,
    0.5333331823348999,
    0.2603549063205719,
    0.616071343421936
   ],
   "time": 27.144249707460403,
   "param": null
  },
  {
   "epoch": 137,
   "train_loss": 0.725570797920227,
   "val_loss": 1.8423781394958496,
   "acc": 55.19,
   "f1": [
    0.7183672189712524,
    0.6775954961776733,
    0.5235601663589478,
    0.29702961444854736,
    0.36986294388771057,
    0.4946235418319702,
    0.6187844276428223,
    0.6066349744796753,
    0.6227543354034424,
    0.6079294085502625,
    0.3118278682231903,
    0.3599999248981476,
    0.6292133331298828,
    0.5588234066963196,
    0.5445543527603149,
    0.3926939368247986,
    0.6597937345504761,
    0.7076921463012695,
    0.4878047704696655,
    0.5277776718139648,
    0.79365074634552,
    0.7004607319831848,
    0.5028570294380188,
    0.6956520080566406,
    0.7472525835037231,
    0.43925222754478455,
    0.45033106207847595,
    0.33802807331085205,
    0.6470587849617004,
    0.4835163354873657,
    0.5621620416641235,
    0.47222211956977844,
    0.4976957440376282,
    0.4942527115345001,
    0.5185183882713318,
    0.3636362552642822,
    0.6090908050537109,
    0.5241934061050415,
    0.40999990701675415,
    0.7142854928970337,
    0.5048542022705078,
    0.756756603717804,
    0.5365852117538452,
    0.5674417018890381,
    0.3468207120895386,
    0.47560960054397583,
    0.36521732807159424,
    0.4999998211860657,
    0.7729466557502747,
    0.685082733631134,
    0.34374991059303284,
    0.5980390906333923,
    0.5730335712432861,
    0.7462685704231262,
    0.6283524036407471,
    0.23214277625083923,
    0.7179486155509949,
    0.5753422975540161,
    0.6775954961776733,
    0.6011558771133423,
    0.7899998426437378,
    0.6310677528381348,
    0.5567008852958679,
    0.5333331823348999,
    0.35955044627189636,
    0.30331745743751526,
    0.47161564230918884,
    0.39378228783607483,
    0.8599998354911804,
    0.7342994213104248,
    0.5955054759979248,
    0.6969695687294006,
    0.24074065685272217,
    0.46082934737205505,
    0.4016735553741455,
    0.728888750076294,
    0.7359305620193481,
    0.4634144902229309,
    0.3953487277030945,
    0.5344826579093933,
    0.2931033670902252,
    0.6256982088088989,
    0.8527917265892029,
    0.5463413596153259,
    0.4245808720588684,
    0.6865670084953308,
    0.5888323187828064,
    0.5826086401939392,
    0.5562912225723267,
    0.6565654873847961,
    0.6451612114906311,
    0.6547083854675293,
    0.4914284646511078,
    0.31724128127098083,
    0.834862232208252,
    0.6415093541145325,
    0.4493670165538788,
    0.471999853849411,
    0.29813653230667114,
    0.6666665077209473
   ],
   "time": 27.79415703844279,
   "param": null
  },
  {
   "epoch": 138,
   "train_loss": 0.6733517050743103,
   "val_loss": 1.8872942924499512,
   "acc": 57.28,
   "f1": [
    0.8426394462585449,
    0.634730339050293,
    0.47004595398902893,
    0.3313608467578888,
    0.38914018869400024,
    0.5092249512672424,
    0.6528496146202087,
    0.6701569557189941,
    0.7035174369812012,
    0.6802029013633728,
    0.3826086223125458,
    0.3523808717727661,
    0.6923075318336487,
    0.509090781211853,
    0.5631066560745239,
    0.47474732995033264,
    0.6769229769706726,
    0.7661689519882202,
    0.5084744095802307,
    0.46938762068748474,
    0.7835050225257874,
    0.6903551816940308,
    0.5434780716896057,
    0.7010307908058167,
    0.7512688636779785,
    0.4607328474521637,
    0.4678361415863037,
    0.38626599311828613,
    0.5907171964645386,
    0.5472635626792908,
    0.579234778881073,
    0.5685278177261353,
    0.5380709171295166,
    0.5649716258049011,
    0.5643563270568848,
    0.30701744556427,
    0.5847951769828796,
    0.5052630305290222,
    0.4401912987232208,
    0.7070705890655518,
    0.4861876964569092,
    0.8191487789154053,
    0.558139443397522,
    0.5866665840148926,
    0.33333322405815125,
    0.486772358417511,
    0.3820223808288574,
    0.5971562266349792,
    0.7875646352767944,
    0.7252746224403381,
    0.3756905198097229,
    0.5517240166664124,
    0.5714284181594849,
    0.7669901251792908,
    0.666666567325592,
    0.22784805297851562,
    0.7924526929855347,
    0.6197181344032288,
    0.7156862020492554,
    0.5948716402053833,
    0.8018431067466736,
    0.6448085904121399,
    0.666666567325592,
    0.5146197080612183,
    0.36065563559532166,
    0.3406592309474945,
    0.490322470664978,
    0.49999988079071045,
    0.8625590801239014,
    0.7661689519882202,
    0.6305417418479919,
    0.7280700206756592,
    0.2105262279510498,
    0.45197728276252747,
    0.4180789887905121,
    0.7322402596473694,
    0.8058250546455383,
    0.4837207794189453,
    0.42727261781692505,
    0.5666665434837341,
    0.3381294012069702,
    0.6605502963066101,
    0.9090906977653503,
    0.5942855477333069,
    0.49999988079071045,
    0.6219511032104492,
    0.6461536884307861,
    0.6074764728546143,
    0.6036034822463989,
    0.6723402738571167,
    0.6071427464485168,
    0.6633164882659912,
    0.497175008058548,
    0.4313724637031555,
    0.7946426868438721,
    0.6399998664855957,
    0.525139570236206,
    0.5157893896102905,
    0.368663489818573,
    0.6372547745704651
   ],
   "time": 26.992058243602514,
   "param": null
  },
  {
   "epoch": 139,
   "train_loss": 0.6159030199050903,
   "val_loss": 1.7956873178482056,
   "acc": 56.32,
   "f1": [
    0.8571427464485168,
    0.6779659986495972,
    0.45631060004234314,
    0.30456843972206116,
    0.3820223808288574,
    0.5130888819694519,
    0.6560845375061035,
    0.6730768084526062,
    0.7358488440513611,
    0.7032965421676636,
    0.3272726535797119,
    0.38461530208587646,
    0.6774192452430725,
    0.5263157486915588,
    0.5573769211769104,
    0.4976075291633606,
    0.6810809373855591,
    0.7772018909454346,
    0.5124998688697815,
    0.4352940320968628,
    0.8040199875831604,
    0.6844443082809448,
    0.542713463306427,
    0.6720646619796753,
    0.775280773639679,
    0.3977271616458893,
    0.5136610269546509,
    0.3367346227169037,
    0.6203702688217163,
    0.5060239434242249,
    0.5779815316200256,
    0.5971562266349792,
    0.5228214263916016,
    0.5252523422241211,
    0.48205116391181946,
    0.2870812714099884,
    0.5647057294845581,
    0.5581393837928772,
    0.36714968085289,
    0.6695650219917297,
    0.5310733318328857,
    0.7411166429519653,
    0.5258619785308838,
    0.5702809691429138,
    0.2784809172153473,
    0.42528724670410156,
    0.3425924777984619,
    0.6354165077209473,
    0.7846888303756714,
    0.710526168346405,
    0.3892616331577301,
    0.5408161878585815,
    0.6333332657814026,
    0.7476633787155151,
    0.6808508634567261,
    0.21301770210266113,
    0.835051417350769,
    0.6354165077209473,
    0.7058822512626648,
    0.5809522867202759,
    0.804232656955719,
    0.600822925567627,
    0.575107216835022,
    0.5064376592636108,
    0.33333325386047363,
    0.31914883852005005,
    0.44571414589881897,
    0.4108106791973114,
    0.8299998044967651,
    0.7699528932571411,
    0.6403939127922058,
    0.675324559211731,
    0.25165557861328125,
    0.5074625611305237,
    0.3957218527793884,
    0.7539265155792236,
    0.796208381652832,
    0.44047608971595764,
    0.4379561245441437,
    0.5363127589225769,
    0.27530357241630554,
    0.5666665434837341,
    0.870813250541687,
    0.5238093733787537,
    0.4347825050354004,
    0.666666567325592,
    0.575916051864624,
    0.6542055010795593,
    0.5078123807907104,
    0.5762710571289062,
    0.6206895112991333,
    0.7150257229804993,
    0.3945577144622803,
    0.3948496878147125,
    0.8324871063232422,
    0.6526314616203308,
    0.40718549489974976,
    0.5023695826530457,
    0.38139525055885315,
    0.6597937345504761
   ],
   "time": 26.78786880336702,
   "param": null
  },
  {
   "epoch": 140,
   "train_loss": 0.6327757835388184,
   "val_loss": 1.9478554725646973,
   "acc": 53.56,
   "f1": [
    0.7058823108673096,
    0.6971427202224731,
    0.46231144666671753,
    0.2931033670902252,
    0.3151514232158661,
    0.4916200041770935,
    0.5921786427497864,
    0.5683058500289917,
    0.6969695687294006,
    0.5323193669319153,
    0.3063828945159912,
    0.3111110329627991,
    0.5990337133407593,
    0.5948716402053833,
    0.44848471879959106,
    0.45714274048805237,
    0.5254901647567749,
    0.7204300165176392,
    0.47761180996894836,
    0.4819276034832001,
    0.8020831942558289,
    0.5769229531288147,
    0.5524860620498657,
    0.602620005607605,
    0.6874998211860657,
    0.5306121110916138,
    0.4335663616657257,
    0.32142847776412964,
    0.5630251169204712,
    0.5454543828964233,
    0.487046480178833,
    0.5327510237693787,
    0.5140186548233032,
    0.5818180441856384,
    0.48205116391181946,
    0.30350184440612793,
    0.5697672963142395,
    0.4834122061729431,
    0.3899998664855957,
    0.704761803150177,
    0.46017688512802124,
    0.7234041690826416,
    0.5771810412406921,
    0.5683058500289917,
    0.3803679943084717,
    0.39784935116767883,
    0.39130425453186035,
    0.5757573843002319,
    0.776698887348175,
    0.6153843998908997,
    0.32051271200180054,
    0.5497629642486572,
    0.56043940782547,
    0.7738691568374634,
    0.6424869298934937,
    0.19999992847442627,
    0.775119423866272,
    0.51666659116745,
    0.7216493487358093,
    0.6067414879798889,
    0.7078649997711182,
    0.5748501420021057,
    0.5483869910240173,
    0.5363127589225769,
    0.3540668785572052,
    0.3127271831035614,
    0.46999987959861755,
    0.4699452221393585,
    0.7922703623771667,
    0.6635512709617615,
    0.6299998760223389,
    0.6083914637565613,
    0.24509796500205994,
    0.45132729411125183,
    0.425531804561615,
    0.736263632774353,
    0.742081344127655,
    0.41284388303756714,
    0.4424777626991272,
    0.5538460612297058,
    0.26717549562454224,
    0.6249998807907104,
    0.8128339648246765,
    0.5082871913909912,
    0.5263156294822693,
    0.624390184879303,
    0.5402297377586365,
    0.5073528289794922,
    0.48226940631866455,
    0.6354165077209473,
    0.6190474629402161,
    0.6568626165390015,
    0.45714277029037476,
    0.39490434527397156,
    0.771186351776123,
    0.6829267144203186,
    0.4999999403953552,
    0.438016414642334,
    0.3084111213684082,
    0.6197181344032288
   ],
   "time": 27.758719004690647,
   "param": null
  },
  {
   "epoch": 141,
   "train_loss": 0.6329042911529541,
   "val_loss": 1.8394420146942139,
   "acc": 55.26,
   "f1": [
    0.8282826542854309,
    0.662983238697052,
    0.4599998891353607,
    0.3478259742259979,
    0.28235283493995667,
    0.43428558111190796,
    0.6285713315010071,
    0.49411749839782715,
    0.6979165077209473,
    0.6181817054748535,
    0.33333319425582886,
    0.36269423365592957,
    0.6567163467407227,
    0.5756096839904785,
    0.5106381177902222,
    0.4031006693840027,
    0.6399998664855957,
    0.7354258298873901,
    0.5483869910240173,
    0.3957218527793884,
    0.7745096683502197,
    0.6638653874397278,
    0.5423727631568909,
    0.6206895112991333,
    0.7542855739593506,
    0.46696019172668457,
    0.4670657217502594,
    0.3678159713745117,
    0.592920184135437,
    0.5494503974914551,
    0.5608464479446411,
    0.44852933287620544,
    0.5405403971672058,
    0.5408161878585815,
    0.4491977095603943,
    0.2830187678337097,
    0.5901637673377991,
    0.41249990463256836,
    0.3593749403953552,
    0.7222220301628113,
    0.4077668786048889,
    0.7309643626213074,
    0.5465114712715149,
    0.5111110210418701,
    0.3409090042114258,
    0.4596272110939026,
    0.34599146246910095,
    0.5256409049034119,
    0.7649767994880676,
    0.735293984413147,
    0.3626372814178467,
    0.6030149459838867,
    0.6601940989494324,
    0.8258705139160156,
    0.6666664481163025,
    0.1951218843460083,
    0.7978722453117371,
    0.6190475225448608,
    0.7010307908058167,
    0.613756537437439,
    0.7623316645622253,
    0.6701029539108276,
    0.6066349744796753,
    0.5170730352401733,
    0.32558128237724304,
    0.31730762124061584,
    0.4867255389690399,
    0.3979056477546692,
    0.8393780589103699,
    0.7155961990356445,
    0.5454543828964233,
    0.6794257164001465,
    0.23275858163833618,
    0.5053762197494507,
    0.38636353611946106,
    0.7389161586761475,
    0.6803277134895325,
    0.425531804561615,
    0.46445485949516296,
    0.5326085686683655,
    0.3794870972633362,
    0.6274508833885193,
    0.8854164481163025,
    0.5647057294845581,
    0.47674402594566345,
    0.6448596715927124,
    0.5764191746711731,
    0.5785122513771057,
    0.5034012794494629,
    0.657534122467041,
    0.6129031181335449,
    0.6298341155052185,
    0.5024153590202332,
    0.42285704612731934,
    0.8341706395149231,
    0.6570047736167908,
    0.5229355692863464,
    0.525345504283905,
    0.3292180299758911,
    0.6802029013633728
   ],
   "time": 26.69112551305443,
   "param": null
  },
  {
   "epoch": 142,
   "train_loss": 0.6196886897087097,
   "val_loss": 1.9568202495574951,
   "acc": 55.75,
   "f1": [
    0.7906975150108337,
    0.6507176160812378,
    0.43850257992744446,
    0.35502949357032776,
    0.3389829695224762,
    0.5044246912002563,
    0.613756537437439,
    0.6036034822463989,
    0.6812225580215454,
    0.6553670763969421,
    0.31627896428108215,
    0.38596484065055847,
    0.649484395980835,
    0.5454544425010681,
    0.5086703896522522,
    0.4502616822719574,
    0.6091369390487671,
    0.7052022218704224,
    0.4491524398326874,
    0.4177214205265045,
    0.7918779850006104,
    0.6907215118408203,
    0.5666665434837341,
    0.7512688636779785,
    0.7231636643409729,
    0.3939392864704132,
    0.49756085872650146,
    0.37563440203666687,
    0.6017698049545288,
    0.5217389464378357,
    0.5444443225860596,
    0.5649716258049011,
    0.4957263767719269,
    0.5026176571846008,
    0.524590015411377,
    0.32835814356803894,
    0.6091369390487671,
    0.5202310085296631,
    0.43093910813331604,
    0.7243241667747498,
    0.4621211290359497,
    0.7708331346511841,
    0.5688887238502502,
    0.5899998545646667,
    0.2840908169746399,
    0.43781083822250366,
    0.3711339235305786,
    0.5748501420021057,
    0.7499998211860657,
    0.729999840259552,
    0.29885047674179077,
    0.5513511896133423,
    0.6542055010795593,
    0.7853879332542419,
    0.7035174369812012,
    0.2264150083065033,
    0.8272249698638916,
    0.5753422975540161,
    0.6868685483932495,
    0.6044443249702454,
    0.7613635063171387,
    0.6190475225448608,
    0.5999998450279236,
    0.5209301114082336,
    0.3267972767353058,
    0.3231440484523773,
    0.46376800537109375,
    0.43781083822250366,
    0.814159095287323,
    0.696517288684845,
    0.620320737361908,
    0.7238093614578247,
    0.23204411566257477,
    0.49999988079071045,
    0.35365843772888184,
    0.7799997925758362,
    0.7798163890838623,
    0.42372873425483704,
    0.44976064562797546,
    0.5645159482955933,
    0.3061223328113556,
    0.6272187829017639,
    0.8749998807907104,
    0.5888887047767639,
    0.48648640513420105,
    0.6553670763969421,
    0.582914412021637,
    0.6153844594955444,
    0.5765764713287354,
    0.6134452819824219,
    0.5970147848129272,
    0.6764704585075378,
    0.4766837954521179,
    0.33939382433891296,
    0.8212559223175049,
    0.5904760956764221,
    0.5549736618995667,
    0.5092591643333435,
    0.3276835083961487,
    0.5769229531288147
   ],
   "time": 27.70039031188935,
   "param": null
  },
  {
   "epoch": 143,
   "train_loss": 0.5708761215209961,
   "val_loss": 1.8272193670272827,
   "acc": 56.27,
   "f1": [
    0.7813951373100281,
    0.6555553674697876,
    0.42241373658180237,
    0.3736262619495392,
    0.33789944648742676,
    0.5267488360404968,
    0.6368157267570496,
    0.633165717124939,
    0.7351350784301758,
    0.6555553674697876,
    0.34254133701324463,
    0.415094256401062,
    0.6547083854675293,
    0.5025123953819275,
    0.5180721879005432,
    0.46428558230400085,
    0.6283184885978699,
    0.7745096683502197,
    0.5269460082054138,
    0.41176459193229675,
    0.8247420191764832,
    0.7010307908058167,
    0.5221238136291504,
    0.7157893776893616,
    0.7659572958946228,
    0.4215245544910431,
    0.5172412991523743,
    0.3621397912502289,
    0.6367712020874023,
    0.5274723768234253,
    0.46808499097824097,
    0.5283017754554749,
    0.5339365601539612,
    0.5833332538604736,
    0.49999988079071045,
    0.2436547577381134,
    0.6224488615989685,
    0.5583755373954773,
    0.3999998867511749,
    0.7441859841346741,
    0.4594593644142151,
    0.7684208750724792,
    0.5339365601539612,
    0.5624998807907104,
    0.3542855978012085,
    0.4550263583660126,
    0.3482586145401001,
    0.5652172565460205,
    0.7336243391036987,
    0.7136561870574951,
    0.3411763310432434,
    0.5652172565460205,
    0.6515835523605347,
    0.7777776718139648,
    0.6849313974380493,
    0.2949639558792114,
    0.835820734500885,
    0.5685278177261353,
    0.6435642242431641,
    0.6457397937774658,
    0.7881771922111511,
    0.6344084739685059,
    0.6589593291282654,
    0.5371899604797363,
    0.3414633274078369,
    0.38888880610466003,
    0.35443025827407837,
    0.4537035822868347,
    0.8365382552146912,
    0.7789472937583923,
    0.6299998760223389,
    0.7354258298873901,
    0.20560741424560547,
    0.47674402594566345,
    0.4277455508708954,
    0.7807484865188599,
    0.8144328594207764,
    0.4401912987232208,
    0.4434387683868408,
    0.5869563817977905,
    0.2973976731300354,
    0.559139609336853,
    0.8888886570930481,
    0.447368323802948,
    0.44571414589881897,
    0.6358972787857056,
    0.6206895709037781,
    0.5825241804122925,
    0.5911328792572021,
    0.6139533519744873,
    0.616071343421936,
    0.6999998688697815,
    0.4249998927116394,
    0.38974347710609436,
    0.8396224975585938,
    0.6229506731033325,
    0.4812833070755005,
    0.5149698853492737,
    0.3186812400817871,
    0.6411482095718384
   ],
   "time": 27.13343191239983,
   "param": null
  },
  {
   "epoch": 144,
   "train_loss": 0.736476480960846,
   "val_loss": 1.9438040256500244,
   "acc": 54.94,
   "f1": [
    0.8325356841087341,
    0.6699027419090271,
    0.44808733463287354,
    0.34042540192604065,
    0.3316582143306732,
    0.47398826479911804,
    0.5517240166664124,
    0.5867767333984375,
    0.7142855525016785,
    0.6217615604400635,
    0.38150280714035034,
    0.3414633274078369,
    0.6338796615600586,
    0.5249998569488525,
    0.4886362552642822,
    0.4622640609741211,
    0.6704543232917786,
    0.684491753578186,
    0.467661589384079,
    0.3647797703742981,
    0.8108106255531311,
    0.683937668800354,
    0.5098037719726562,
    0.6882590055465698,
    0.7872338891029358,
    0.45555540919303894,
    0.44444432854652405,
    0.35748788714408875,
    0.6368157267570496,
    0.46601933240890503,
    0.5698922872543335,
    0.5700481534004211,
    0.4363635182380676,
    0.5333331823348999,
    0.4869564175605774,
    0.34482747316360474,
    0.5679011344909668,
    0.5443785786628723,
    0.43373486399650574,
    0.6871793866157532,
    0.4910178482532501,
    0.7956987619400024,
    0.5670101642608643,
    0.5798317790031433,
    0.3299999237060547,
    0.42452818155288696,
    0.314606636762619,
    0.4999998211860657,
    0.7761192321777344,
    0.661290168762207,
    0.3628690838813782,
    0.5411763787269592,
    0.6054052114486694,
    0.7582937479019165,
    0.6940637826919556,
    0.2580644488334656,
    0.7979796528816223,
    0.561576247215271,
    0.7005074620246887,
    0.6081869602203369,
    0.7934780716896057,
    0.631578803062439,
    0.5989846587181091,
    0.48044681549072266,
    0.3168315887451172,
    0.336633563041687,
    0.4385963976383209,
    0.3726235330104828,
    0.7999998331069946,
    0.7011492848396301,
    0.6206895709037781,
    0.6202530264854431,
    0.26086950302124023,
    0.43269219994544983,
    0.40358731150627136,
    0.7252746224403381,
    0.6999998688697815,
    0.4607328474521637,
    0.4306218922138214,
    0.5254901647567749,
    0.2933332622051239,
    0.5828570127487183,
    0.881720244884491,
    0.5757573843002319,
    0.45976996421813965,
    0.6633662581443787,
    0.596858561038971,
    0.6399998664855957,
    0.5673075914382935,
    0.6388887763023376,
    0.6153844594955444,
    0.6399998664855957,
    0.4102562665939331,
    0.3775508999824524,
    0.820512592792511,
    0.636871337890625,
    0.49070626497268677,
    0.524590015411377,
    0.2933332324028015,
    0.6425337791442871
   ],
   "time": 27.039594975300133,
   "param": null
  },
  {
   "epoch": 145,
   "train_loss": 0.5123010277748108,
   "val_loss": 1.9566203355789185,
   "acc": 56.92,
   "f1": [
    0.7807015776634216,
    0.662983238697052,
    0.4369746744632721,
    0.367346853017807,
    0.3463686406612396,
    0.5308055877685547,
    0.6051281094551086,
    0.5955554842948914,
    0.7317072153091431,
    0.666666567325592,
    0.3428570628166199,
    0.39252325892448425,
    0.6477271318435669,
    0.5454543828964233,
    0.5581393837928772,
    0.48484835028648376,
    0.6203702688217163,
    0.7433626651763916,
    0.4953269362449646,
    0.4565216302871704,
    0.7853401899337769,
    0.6969695687294006,
    0.524590015411377,
    0.6730768084526062,
    0.7528088688850403,
    0.5213268995285034,
    0.5497074723243713,
    0.4257424473762512,
    0.666666567325592,
    0.5284972786903381,
    0.5074625611305237,
    0.561576247215271,
    0.4824560582637787,
    0.5806450843811035,
    0.491227924823761,
    0.3248729705810547,
    0.5756096839904785,
    0.5238093733787537,
    0.43199992179870605,
    0.747572660446167,
    0.4916200041770935,
    0.7624307870864868,
    0.5714284181594849,
    0.5376343131065369,
    0.28712859749794006,
    0.4567900002002716,
    0.3865545094013214,
    0.559139609336853,
    0.8173075318336487,
    0.7619045972824097,
    0.3418802320957184,
    0.5898616909980774,
    0.5638296604156494,
    0.8078815937042236,
    0.6583332419395447,
    0.27118635177612305,
    0.8064514398574829,
    0.5169490575790405,
    0.6814157962799072,
    0.6526314616203308,
    0.7809522151947021,
    0.6631577014923096,
    0.6115701198577881,
    0.5454543828964233,
    0.3468207120895386,
    0.3295453190803528,
    0.46601933240890503,
    0.43362823128700256,
    0.7962961196899414,
    0.704845666885376,
    0.5937498807907104,
    0.6981130838394165,
    0.2599999010562897,
    0.5274723768234253,
    0.3644067049026489,
    0.7272725701332092,
    0.7999998331069946,
    0.45197728276252747,
    0.45360812544822693,
    0.5445024967193604,
    0.3636362552642822,
    0.6161615252494812,
    0.9035531282424927,
    0.5833332538604736,
    0.5029938817024231,
    0.6871793866157532,
    0.5899998545646667,
    0.6334840059280396,
    0.5379309058189392,
    0.6703909635543823,
    0.6367712020874023,
    0.6824643611907959,
    0.45197728276252747,
    0.42352932691574097,
    0.8426394462585449,
    0.6425337791442871,
    0.5390623807907104,
    0.5549736618995667,
    0.3743841052055359,
    0.5932202339172363
   ],
   "time": 27.530130594968796,
   "param": null
  },
  {
   "epoch": 146,
   "train_loss": 0.6594330072402954,
   "val_loss": 1.9231841564178467,
   "acc": 56.28,
   "f1": [
    0.8290153741836548,
    0.7070705890655518,
    0.4306218922138214,
    0.32558128237724304,
    0.31489354372024536,
    0.5323193669319153,
    0.590908944606781,
    0.6301368474960327,
    0.7419353127479553,
    0.6363635063171387,
    0.3636362850666046,
    0.3711339235305786,
    0.6999998688697815,
    0.5374998450279236,
    0.554216742515564,
    0.5057469606399536,
    0.6766167879104614,
    0.7282050251960754,
    0.5414846539497375,
    0.4108106791973114,
    0.8124998211860657,
    0.6666665077209473,
    0.5227271318435669,
    0.7123286128044128,
    0.705357015132904,
    0.5058822631835938,
    0.5555554628372192,
    0.3157894015312195,
    0.6380951404571533,
    0.49999988079071045,
    0.5463916063308716,
    0.5510202646255493,
    0.4766353964805603,
    0.5607475638389587,
    0.5352111458778381,
    0.28571420907974243,
    0.5756096839904785,
    0.5499998927116394,
    0.3728812634944916,
    0.7263681292533875,
    0.48837196826934814,
    0.8202245831489563,
    0.5135133862495422,
    0.5603863000869751,
    0.2843136191368103,
    0.46511611342430115,
    0.28571417927742004,
    0.5384613871574402,
    0.7999997735023499,
    0.7120417356491089,
    0.2933332622051239,
    0.5514017343521118,
    0.609625518321991,
    0.8292681574821472,
    0.660633385181427,
    0.306122362613678,
    0.8040199875831604,
    0.5888323187828064,
    0.7282606959342957,
    0.568720281124115,
    0.7857141494750977,
    0.666666567325592,
    0.6170212030410767,
    0.5089284181594849,
    0.39069753885269165,
    0.36633655428886414,
    0.4508668780326843,
    0.4333331882953644,
    0.8333331942558289,
    0.7512193918228149,
    0.6635512709617615,
    0.7524750828742981,
    0.2705313265323639,
    0.42156851291656494,
    0.38190943002700806,
    0.7499998807907104,
    0.7938142418861389,
    0.41666656732559204,
    0.43715834617614746,
    0.5565216541290283,
    0.3299999237060547,
    0.6451612114906311,
    0.9005234241485596,
    0.5649716258049011,
    0.4530385434627533,
    0.6263735294342041,
    0.6321837902069092,
    0.6387433409690857,
    0.590908944606781,
    0.6630433797836304,
    0.6497460603713989,
    0.666666567325592,
    0.44705867767333984,
    0.3469386696815491,
    0.8241204619407654,
    0.6739128828048706,
    0.4930231273174286,
    0.6074764728546143,
    0.2890172600746155,
    0.6183573603630066
   ],
   "time": 27.073100520297885,
   "param": null
  },
  {
   "epoch": 147,
   "train_loss": 0.5741003751754761,
   "val_loss": 1.9152203798294067,
   "acc": 57.39,
   "f1": [
    0.776698887348175,
    0.666666567325592,
    0.4491977095603943,
    0.3435581922531128,
    0.32835814356803894,
    0.5395347476005554,
    0.6421051621437073,
    0.6829267144203186,
    0.6968324184417725,
    0.6698111891746521,
    0.3316061198711395,
    0.35714274644851685,
    0.6701029539108276,
    0.5619046092033386,
    0.4905658960342407,
    0.4790417551994324,
    0.6603772640228271,
    0.6952379941940308,
    0.5555554032325745,
    0.4670049846172333,
    0.7632849216461182,
    0.6574072241783142,
    0.5472635626792908,
    0.7578946352005005,
    0.7539265155792236,
    0.4927534759044647,
    0.5465114712715149,
    0.41666656732559204,
    0.6602869629859924,
    0.5113635063171387,
    0.5168538093566895,
    0.577777624130249,
    0.5217389464378357,
    0.5130888819694519,
    0.5197739005088806,
    0.31372541189193726,
    0.6341462135314941,
    0.4639998972415924,
    0.3999998867511749,
    0.742574155330658,
    0.4770641028881073,
    0.7955800294876099,
    0.5523808598518372,
    0.6530610918998718,
    0.3315507173538208,
    0.45398759841918945,
    0.38974347710609436,
    0.5829595327377319,
    0.7846888303756714,
    0.6829267144203186,
    0.3755457401275635,
    0.6052630543708801,
    0.6548671722412109,
    0.7916665077209473,
    0.7106597423553467,
    0.2812499403953552,
    0.7488149404525757,
    0.5479451417922974,
    0.7019230127334595,
    0.5566036701202393,
    0.8102562427520752,
    0.6262625455856323,
    0.5999998450279236,
    0.4780486822128296,
    0.3708608150482178,
    0.37623751163482666,
    0.4975123405456543,
    0.46511611342430115,
    0.8529410362243652,
    0.7307690382003784,
    0.6761903762817383,
    0.7304347157478333,
    0.24778753519058228,
    0.46534639596939087,
    0.39655160903930664,
    0.7914437651634216,
    0.8307691216468811,
    0.5142855644226074,
    0.4232363998889923,
    0.5853657722473145,
    0.4158414602279663,
    0.5940592885017395,
    0.8829784989356995,
    0.5340908169746399,
    0.47619035840034485,
    0.6507176160812378,
    0.6263735294342041,
    0.642857015132904,
    0.5999999046325684,
    0.6091369390487671,
    0.6532661318778992,
    0.7196259498596191,
    0.4153004288673401,
    0.4729062616825104,
    0.7857140898704529,
    0.6238530874252319,
    0.4852069914340973,
    0.5537188649177551,
    0.3376622200012207,
    0.6382977366447449
   ],
   "time": 27.829055749811232,
   "param": null
  },
  {
   "epoch": 148,
   "train_loss": 0.5106348991394043,
   "val_loss": 1.8389806747436523,
   "acc": 55.39,
   "f1": [
    0.753488302230835,
    0.6633662581443787,
    0.4255318343639374,
    0.33576634526252747,
    0.2891565263271332,
    0.4854367673397064,
    0.6214687824249268,
    0.6532661318778992,
    0.7213113307952881,
    0.6507176160812378,
    0.2446807622909546,
    0.3129250705242157,
    0.6628569960594177,
    0.5257141590118408,
    0.520408034324646,
    0.5257730484008789,
    0.5940592885017395,
    0.736263632774353,
    0.5019304156303406,
    0.4606059193611145,
    0.7999997735023499,
    0.6916664838790894,
    0.5202310085296631,
    0.6947367191314697,
    0.7659572958946228,
    0.4530385434627533,
    0.511627733707428,
    0.35146433115005493,
    0.580392062664032,
    0.5538460612297058,
    0.5435895919799805,
    0.5918366312980652,
    0.5049503445625305,
    0.5917158722877502,
    0.5027931928634644,
    0.2980768382549286,
    0.5478259921073914,
    0.5395347476005554,
    0.4083768427371979,
    0.6835441589355469,
    0.47619032859802246,
    0.7526880502700806,
    0.4714285135269165,
    0.6111109852790833,
    0.30456843972206116,
    0.45535701513290405,
    0.37575745582580566,
    0.5800864696502686,
    0.8058250546455383,
    0.7356320023536682,
    0.2879376709461212,
    0.49070626497268677,
    0.5842695236206055,
    0.747899055480957,
    0.5907171964645386,
    0.2424241602420807,
    0.7748689651489258,
    0.5517240166664124,
    0.7182319164276123,
    0.5876776576042175,
    0.8131867051124573,
    0.6604650020599365,
    0.6139533519744873,
    0.5882351398468018,
    0.3647797703742981,
    0.366812139749527,
    0.4476189613342285,
    0.41176462173461914,
    0.8301885724067688,
    0.7317072153091431,
    0.5479451417922974,
    0.7149757146835327,
    0.2580644190311432,
    0.42857128381729126,
    0.43216070532798767,
    0.765714168548584,
    0.8275859951972961,
    0.4249998927116394,
    0.35344812273979187,
    0.49484527111053467,
    0.31818169355392456,
    0.6153844594955444,
    0.8877003192901611,
    0.5102038979530334,
    0.4533332288265228,
    0.6560845375061035,
    0.6144576668739319,
    0.6557375192642212,
    0.6229507327079773,
    0.5837836861610413,
    0.6777776479721069,
    0.6167399883270264,
    0.3942306339740753,
    0.36649200320243835,
    0.8279068470001221,
    0.6483515501022339,
    0.4978164732456207,
    0.5454543828964233,
    0.3299999237060547,
    0.5475284457206726
   ],
   "time": 27.088647801429033,
   "param": null
  },
  {
   "epoch": 149,
   "train_loss": 0.4977176785469055,
   "val_loss": 2.032355546951294,
   "acc": 57.98,
   "f1": [
    0.7846888303756714,
    0.6862744092941284,
    0.44198882579803467,
    0.3692306876182556,
    0.36123335361480713,
    0.5367964506149292,
    0.589371919631958,
    0.6564101576805115,
    0.7090908288955688,
    0.6175113916397095,
    0.3253587782382965,
    0.4022987186908722,
    0.7179486155509949,
    0.5454543828964233,
    0.5061726570129395,
    0.5054942965507507,
    0.6565654873847961,
    0.7443944215774536,
    0.5384615063667297,
    0.505154550075531,
    0.804232656955719,
    0.725490152835846,
    0.5617976188659668,
    0.7155961990356445,
    0.8019800782203674,
    0.4923075735569,
    0.5360823273658752,
    0.4302324652671814,
    0.6461536884307861,
    0.5205478072166443,
    0.5081079602241516,
    0.5499998927116394,
    0.452830046415329,
    0.5436891913414001,
    0.5686272978782654,
    0.33333322405815125,
    0.6262625455856323,
    0.5050503611564636,
    0.41379299759864807,
    0.7700533270835876,
    0.44444435834884644,
    0.8387094736099243,
    0.5533979535102844,
    0.6146340370178223,
    0.35121941566467285,
    0.4684683382511139,
    0.4315788447856903,
    0.5664739012718201,
    0.8020831942558289,
    0.7214610576629639,
    0.35121941566467285,
    0.6344084739685059,
    0.6509432196617126,
    0.8118810057640076,
    0.7099998593330383,
    0.2705881595611572,
    0.8241204619407654,
    0.603351891040802,
    0.6918917894363403,
    0.6236557960510254,
    0.8133969902992249,
    0.6489360928535461,
    0.6267279982566833,
    0.5039998888969421,
    0.38135582208633423,
    0.30303022265434265,
    0.522612988948822,
    0.4210525155067444,
    0.8425924777984619,
    0.7255812287330627,
    0.644067645072937,
    0.7462685704231262,
    0.27472516894340515,
    0.4905658960342407,
    0.40384599566459656,
    0.8124998211860657,
    0.7876104116439819,
    0.4827585518360138,
    0.4083768427371979,
    0.5344826579093933,
    0.3586955666542053,
    0.624390184879303,
    0.8899998068809509,
    0.5423727631568909,
    0.4530385434627533,
    0.666666567325592,
    0.5901637673377991,
    0.623255729675293,
    0.5795453190803528,
    0.666666567325592,
    0.6600984334945679,
    0.7093595266342163,
    0.47826072573661804,
    0.40217384696006775,
    0.7594934701919556,
    0.6559138894081116,
    0.5887848734855652,
    0.5648146867752075,
    0.2774565517902374,
    0.633165717124939
   ],
   "time": 27.282039067707956,
   "param": null
  },
  {
   "epoch": 150,
   "train_loss": 0.4397406280040741,
   "val_loss": 1.88917875289917,
   "acc": 57.14,
   "f1": [
    0.7772510051727295,
    0.6698111891746521,
    0.41884803771972656,
    0.3473052978515625,
    0.3563217520713806,
    0.46616533398628235,
    0.6103284358978271,
    0.5951218605041504,
    0.7462685704231262,
    0.5812807083129883,
    0.3050846457481384,
    0.41818171739578247,
    0.6697673201560974,
    0.5760868191719055,
    0.5813952684402466,
    0.4651161730289459,
    0.5979380011558533,
    0.7395831346511841,
    0.5228214263916016,
    0.47513800859451294,
    0.7826085686683655,
    0.7064675688743591,
    0.5760868191719055,
    0.7389161586761475,
    0.7512688636779785,
    0.43999987840652466,
    0.5476189255714417,
    0.42857128381729126,
    0.5982142090797424,
    0.5177663564682007,
    0.572916567325592,
    0.5434780716896057,
    0.49019595980644226,
    0.5786800384521484,
    0.4916665554046631,
    0.3370785713195801,
    0.6499998569488525,
    0.5194804668426514,
    0.39520949125289917,
    0.7614211440086365,
    0.4521738290786743,
    0.8045974969863892,
    0.5700481534004211,
    0.6118720173835754,
    0.3133639991283417,
    0.46391740441322327,
    0.3555554449558258,
    0.5402297377586365,
    0.7897433638572693,
    0.7459457516670227,
    0.3431951701641083,
    0.506912350654602,
    0.6376810669898987,
    0.8054296970367432,
    0.683937668800354,
    0.2473117560148239,
    0.7887322306632996,
    0.5858584046363831,
    0.7010307908058167,
    0.553672194480896,
    0.8080806732177734,
    0.6702701449394226,
    0.6310158967971802,
    0.5172412991523743,
    0.38095223903656006,
    0.33802807331085205,
    0.46808499097824097,
    0.43956032395362854,
    0.8484846949577332,
    0.7021275758743286,
    0.6299998760223389,
    0.7628865242004395,
    0.2374998927116394,
    0.47572803497314453,
    0.4021162986755371,
    0.7564765214920044,
    0.8169012069702148,
    0.4959348142147064,
    0.4307691156864166,
    0.5701355934143066,
    0.34615376591682434,
    0.663461446762085,
    0.8768470883369446,
    0.5888323187828064,
    0.49090901017189026,
    0.6769229769706726,
    0.5894736051559448,
    0.6956520080566406,
    0.5727698802947998,
    0.6304346323013306,
    0.6237622499465942,
    0.6759257912635803,
    0.4861876964569092,
    0.3675675094127655,
    0.7860260605812073,
    0.6526314616203308,
    0.5199998617172241,
    0.4913792312145233,
    0.289308100938797,
    0.6347824931144714
   ],
   "time": 27.445628134533763,
   "param": null
  },
  {
   "epoch": 151,
   "train_loss": 0.46496644616127014,
   "val_loss": 1.9680860042572021,
   "acc": 57.53,
   "f1": [
    0.8058250546455383,
    0.7035174369812012,
    0.4662575423717499,
    0.39795905351638794,
    0.4022345542907715,
    0.4864863455295563,
    0.5677964687347412,
    0.6630433797836304,
    0.7236180305480957,
    0.666666567325592,
    0.3743841052055359,
    0.39111098647117615,
    0.6310158967971802,
    0.49999988079071045,
    0.5416665077209473,
    0.494381844997406,
    0.6237622499465942,
    0.6999998688697815,
    0.5345621109008789,
    0.497041255235672,
    0.808510422706604,
    0.6611568927764893,
    0.5664739012718201,
    0.7452828288078308,
    0.7528088688850403,
    0.45128190517425537,
    0.5786800384521484,
    0.40641695261001587,
    0.6511626243591309,
    0.5193368792533875,
    0.575916051864624,
    0.5469387173652649,
    0.5027931928634644,
    0.5090908408164978,
    0.5560973882675171,
    0.3267325758934021,
    0.6432158946990967,
    0.5063290596008301,
    0.4253392219543457,
    0.7459457516670227,
    0.47190994024276733,
    0.8196719884872437,
    0.5464479923248291,
    0.6560845375061035,
    0.3364485204219818,
    0.47826072573661804,
    0.36082467436790466,
    0.5714284777641296,
    0.7837835550308228,
    0.6785712838172913,
    0.36792439222335815,
    0.5825241804122925,
    0.6178008913993835,
    0.8097559213638306,
    0.6724889278411865,
    0.2741115987300873,
    0.7632849216461182,
    0.5800864696502686,
    0.6914892196655273,
    0.6346153020858765,
    0.7960197329521179,
    0.7216493487358093,
    0.5752211213111877,
    0.5487803816795349,
    0.3786981403827667,
    0.28571420907974243,
    0.5024629235267639,
    0.474226713180542,
    0.8258705139160156,
    0.7203789353370667,
    0.6344084739685059,
    0.7216493487358093,
    0.2173912227153778,
    0.4684683382511139,
    0.40350866317749023,
    0.7999997735023499,
    0.8167537450790405,
    0.510416567325592,
    0.47398826479911804,
    0.5560973882675171,
    0.36111101508140564,
    0.5806450843811035,
    0.8717947006225586,
    0.5371427536010742,
    0.506912350654602,
    0.7181816697120667,
    0.6043955087661743,
    0.6320753693580627,
    0.6298341155052185,
    0.6382977366447449,
    0.653465211391449,
    0.6763284206390381,
    0.4489794969558716,
    0.4552844762802124,
    0.7829785943031311,
    0.6243385076522827,
    0.47222211956977844,
    0.47210294008255005,
    0.364531934261322,
    0.7222220301628113
   ],
   "time": 26.782590127550066,
   "param": null
  },
  {
   "epoch": 152,
   "train_loss": 0.46018800139427185,
   "val_loss": 1.7972619533538818,
   "acc": 57.4,
   "f1": [
    0.8018866777420044,
    0.6761903762817383,
    0.46376800537109375,
    0.3699420988559723,
    0.38427940011024475,
    0.5096524357795715,
    0.6461536884307861,
    0.6764704585075378,
    0.7135677337646484,
    0.6098653674125671,
    0.3999998867511749,
    0.3899998664855957,
    0.706976592540741,
    0.5517240166664124,
    0.5348835587501526,
    0.4487804174423218,
    0.6432158946990967,
    0.7346937656402588,
    0.47619032859802246,
    0.4731181561946869,
    0.741783857345581,
    0.6274508237838745,
    0.5263156890869141,
    0.7029701471328735,
    0.7666665315628052,
    0.39999985694885254,
    0.47619032859802246,
    0.3763439953327179,
    0.6228069067001343,
    0.5099998712539673,
    0.5846152901649475,
    0.5463916063308716,
    0.4897957742214203,
    0.5151513814926147,
    0.5726494193077087,
    0.3285022974014282,
    0.6145831942558289,
    0.5344826579093933,
    0.40796008706092834,
    0.7142855525016785,
    0.4363635182380676,
    0.8152172565460205,
    0.5856351852416992,
    0.6666665077209473,
    0.382978618144989,
    0.4692735970020294,
    0.3917524814605713,
    0.5971562266349792,
    0.7411166429519653,
    0.741783857345581,
    0.39622631669044495,
    0.5698322653770447,
    0.547485888004303,
    0.7964600324630737,
    0.702702522277832,
    0.24050623178482056,
    0.786729633808136,
    0.5699480772018433,
    0.6216214895248413,
    0.5714284777641296,
    0.7741934061050415,
    0.6198828816413879,
    0.6737966537475586,
    0.5903612971305847,
    0.41269823908805847,
    0.3152172863483429,
    0.41711217164993286,
    0.48275846242904663,
    0.8431370854377747,
    0.7333331108093262,
    0.5903612971305847,
    0.704845666885376,
    0.27118635177612305,
    0.47619035840034485,
    0.4432430863380432,
    0.7676765322685242,
    0.7943924069404602,
    0.5192306637763977,
    0.43999987840652466,
    0.5762709975242615,
    0.35483860969543457,
    0.6146787405014038,
    0.9052629470825195,
    0.5757573843002319,
    0.45887434482574463,
    0.6772485375404358,
    0.5888323187828064,
    0.566037654876709,
    0.6403939127922058,
    0.6249998807907104,
    0.6666665077209473,
    0.6507176160812378,
    0.4950493574142456,
    0.4307691156864166,
    0.7798163890838623,
    0.6567163467407227,
    0.5312498211860657,
    0.5402842164039612,
    0.34042540192604065,
    0.666666567325592
   ],
   "time": 27.740816322155297,
   "param": null
  },
  {
   "epoch": 153,
   "train_loss": 0.45153605937957764,
   "val_loss": 2.0032176971435547,
   "acc": 57.82,
   "f1": [
    0.7435896396636963,
    0.6842104196548462,
    0.4487804174423218,
    0.32456132769584656,
    0.3809523284435272,
    0.5400842428207397,
    0.6368157267570496,
    0.6274508833885193,
    0.6990289688110352,
    0.5960782766342163,
    0.3707316219806671,
    0.3838382363319397,
    0.6255922317504883,
    0.575916051864624,
    0.47297289967536926,
    0.4550263583660126,
    0.5903083086013794,
    0.7655500173568726,
    0.5445543527603149,
    0.5360823273658752,
    0.8041235208511353,
    0.6963561773300171,
    0.602040708065033,
    0.7035174369812012,
    0.7692306637763977,
    0.4183672070503235,
    0.4840763211250305,
    0.3694266378879547,
    0.6052630543708801,
    0.5464479923248291,
    0.5714284181594849,
    0.559321939945221,
    0.5333331823348999,
    0.5670101642608643,
    0.527607262134552,
    0.2956520915031433,
    0.5754715800285339,
    0.5510202646255493,
    0.4607841968536377,
    0.7722770571708679,
    0.4770641028881073,
    0.8128339648246765,
    0.575916051864624,
    0.666666567325592,
    0.362499862909317,
    0.5232557058334351,
    0.3809523284435272,
    0.6044443249702454,
    0.796116292476654,
    0.7640447616577148,
    0.35616424679756165,
    0.5989846587181091,
    0.535519003868103,
    0.796208381652832,
    0.7040814757347107,
    0.26724129915237427,
    0.7644442915916443,
    0.5648146867752075,
    0.70588219165802,
    0.590908944606781,
    0.7821780443191528,
    0.683937668800354,
    0.653465211391449,
    0.5617976188659668,
    0.38541653752326965,
    0.3578946590423584,
    0.4919784665107727,
    0.49999988079071045,
    0.8269229531288147,
    0.7248907089233398,
    0.6214687824249268,
    0.7327585220336914,
    0.24175815284252167,
    0.525345504283905,
    0.45595842599868774,
    0.7789472937583923,
    0.8212559223175049,
    0.4632767140865326,
    0.4177214205265045,
    0.5981307029724121,
    0.3699999153614044,
    0.5980390906333923,
    0.912621259689331,
    0.5649716258049011,
    0.47761180996894836,
    0.6966290473937988,
    0.5989303588867188,
    0.5680932998657227,
    0.5696201324462891,
    0.6565654873847961,
    0.6555553674697876,
    0.6604650020599365,
    0.4516127407550812,
    0.4530385434627533,
    0.6810034513473511,
    0.6445496082305908,
    0.535353422164917,
    0.5227271318435669,
    0.35416656732559204,
    0.6701569557189941
   ],
   "time": 26.221462327986956,
   "param": null
  },
  {
   "epoch": 154,
   "train_loss": 0.41467228531837463,
   "val_loss": 1.8705493211746216,
   "acc": 58.44,
   "f1": [
    0.8212559223175049,
    0.6893202662467957,
    0.4799998700618744,
    0.2955664098262787,
    0.3867923319339752,
    0.5174128413200378,
    0.6486485004425049,
    0.6355138421058655,
    0.7083331942558289,
    0.613756537437439,
    0.4102562665939331,
    0.41269823908805847,
    0.6999998688697815,
    0.5847951769828796,
    0.5102038979530334,
    0.5167463421821594,
    0.6486485004425049,
    0.7609753608703613,
    0.5887848734855652,
    0.5108694434165955,
    0.808988630771637,
    0.6559998393058777,
    0.553672194480896,
    0.652542233467102,
    0.7759560942649841,
    0.4975123405456543,
    0.44444432854652405,
    0.3942306339740753,
    0.6439023613929749,
    0.5868262648582458,
    0.5898616909980774,
    0.5579397678375244,
    0.6054052114486694,
    0.4790417551994324,
    0.5294116735458374,
    0.36111101508140564,
    0.6146340370178223,
    0.5549736618995667,
    0.41441428661346436,
    0.7464112639427185,
    0.47572803497314453,
    0.8186526298522949,
    0.5454543828964233,
    0.6216214895248413,
    0.3313608467578888,
    0.48913031816482544,
    0.331707239151001,
    0.5978259444236755,
    0.7579907178878784,
    0.7614211440086365,
    0.3964756429195404,
    0.6236557960510254,
    0.5757573843002319,
    0.8199998736381531,
    0.6551722884178162,
    0.2793295085430145,
    0.822334885597229,
    0.5971562266349792,
    0.6990289688110352,
    0.609625518321991,
    0.8140701651573181,
    0.7039104700088501,
    0.6448596715927124,
    0.5502644181251526,
    0.4137929677963257,
    0.29906532168388367,
    0.47808754444122314,
    0.4565216302871704,
    0.8457710146903992,
    0.7707315683364868,
    0.5595237016677856,
    0.7096772789955139,
    0.2577318847179413,
    0.44230756163597107,
    0.4018690288066864,
    0.7523808479309082,
    0.8036527633666992,
    0.41666656732559204,
    0.4632767140865326,
    0.6354165077209473,
    0.3272726535797119,
    0.6697673201560974,
    0.9019606113433838,
    0.6086955666542053,
    0.535519003868103,
    0.7399998903274536,
    0.5887848734855652,
    0.6315788626670837,
    0.5802468061447144,
    0.6473428606987,
    0.6737966537475586,
    0.6824643611907959,
    0.49785396456718445,
    0.44210511445999146,
    0.8393780589103699,
    0.6731706857681274,
    0.587719202041626,
    0.5307691097259521,
    0.35185176134109497,
    0.6826921701431274
   ],
   "time": 27.324079412035644,
   "param": null
  },
  {
   "epoch": 155,
   "train_loss": 0.4421600103378296,
   "val_loss": 1.9788583517074585,
   "acc": 56.95,
   "f1": [
    0.8190473914146423,
    0.6868685483932495,
    0.4537035822868347,
    0.31638407707214355,
    0.36464083194732666,
    0.4927534759044647,
    0.613065242767334,
    0.6133331656455994,
    0.6871793866157532,
    0.6436780691146851,
    0.36904752254486084,
    0.37696322798728943,
    0.6666665077209473,
    0.509316623210907,
    0.5033111572265625,
    0.5082871913909912,
    0.6249998807907104,
    0.7005648612976074,
    0.539215624332428,
    0.38666656613349915,
    0.7794870138168335,
    0.6849313974380493,
    0.5252523422241211,
    0.7668392062187195,
    0.7599998116493225,
    0.4864863455295563,
    0.48484838008880615,
    0.44221094250679016,
    0.6874998807907104,
    0.5146197080612183,
    0.5978259444236755,
    0.5189871788024902,
    0.49565204977989197,
    0.4905658960342407,
    0.5140186548233032,
    0.3436122238636017,
    0.5793650150299072,
    0.5544553399085999,
    0.3999999165534973,
    0.798029363155365,
    0.4656083285808563,
    0.7872338891029358,
    0.5510202646255493,
    0.6183573603630066,
    0.2832617461681366,
    0.45454537868499756,
    0.423912912607193,
    0.5142855644226074,
    0.7210299372673035,
    0.7314283847808838,
    0.3703702688217163,
    0.5773194432258606,
    0.6103284358978271,
    0.8039213418960571,
    0.7042252421379089,
    0.2941175401210785,
    0.7897433638572693,
    0.6153844594955444,
    0.7089946269989014,
    0.5991188287734985,
    0.8421051502227783,
    0.653658390045166,
    0.639593780040741,
    0.5111110210418701,
    0.35714277625083923,
    0.33962249755859375,
    0.4504503309726715,
    0.45263150334358215,
    0.8490564227104187,
    0.7722770571708679,
    0.6274508833885193,
    0.7255812287330627,
    0.26086950302124023,
    0.4951455295085907,
    0.34716975688934326,
    0.7938142418861389,
    0.8383836150169373,
    0.4811319410800934,
    0.4339621663093567,
    0.558139443397522,
    0.3282441794872284,
    0.6403939127922058,
    0.8911916017532349,
    0.5359476208686829,
    0.5098037719726562,
    0.6871793866157532,
    0.6629211902618408,
    0.6299998760223389,
    0.5749999284744263,
    0.6476188898086548,
    0.6530610918998718,
    0.6976743340492249,
    0.4808742105960846,
    0.37914684414863586,
    0.8316829800605774,
    0.6666665077209473,
    0.48598119616508484,
    0.45161283016204834,
    0.30769217014312744,
    0.6320753693580627
   ],
   "time": 27.442842688411474,
   "param": null
  },
  {
   "epoch": 156,
   "train_loss": 0.43031513690948486,
   "val_loss": 1.8899474143981934,
   "acc": 58.04,
   "f1": [
    0.7802689075469971,
    0.680412232875824,
    0.4598929286003113,
    0.3386242389678955,
    0.39130425453186035,
    0.5507245063781738,
    0.6763284206390381,
    0.6408838629722595,
    0.7196259498596191,
    0.607594907283783,
    0.32124343514442444,
    0.4269661605358124,
    0.6454544067382812,
    0.5247523188591003,
    0.5443785786628723,
    0.507771909236908,
    0.6355138421058655,
    0.7572813630104065,
    0.5463413596153259,
    0.5243901014328003,
    0.7802196741104126,
    0.7044533491134644,
    0.5775399804115295,
    0.6960350871086121,
    0.7624307870864868,
    0.49756085872650146,
    0.5628740787506104,
    0.39810416102409363,
    0.6280191540718079,
    0.547485888004303,
    0.5454544425010681,
    0.5436891913414001,
    0.5274723768234253,
    0.4578312039375305,
    0.542713463306427,
    0.2843136191368103,
    0.6815640926361084,
    0.4867255389690399,
    0.42982450127601624,
    0.7219511270523071,
    0.4545453190803528,
    0.8268154859542847,
    0.5287355184555054,
    0.6372547745704651,
    0.33939382433891296,
    0.487046480178833,
    0.38862547278404236,
    0.6216214895248413,
    0.7614211440086365,
    0.6909089684486389,
    0.4232803285121918,
    0.6325579881668091,
    0.6108372807502747,
    0.8115940690040588,
    0.6772485375404358,
    0.2571427524089813,
    0.7904760241508484,
    0.6249998807907104,
    0.6951870322227478,
    0.6454544067382812,
    0.8035712242126465,
    0.6877826452255249,
    0.6321242451667786,
    0.5079363584518433,
    0.4096384644508362,
    0.32051271200180054,
    0.5024629235267639,
    0.46739116311073303,
    0.881187915802002,
    0.7264572381973267,
    0.6229507327079773,
    0.7099998593330383,
    0.24778753519058228,
    0.4623654782772064,
    0.4331796169281006,
    0.7731956839561462,
    0.8442208766937256,
    0.48936155438423157,
    0.4631577730178833,
    0.5714284777641296,
    0.37450188398361206,
    0.5910930633544922,
    0.8923075199127197,
    0.5652172565460205,
    0.5046727657318115,
    0.6666665077209473,
    0.637362539768219,
    0.6132074594497681,
    0.602040708065033,
    0.619246780872345,
    0.6391751170158386,
    0.689655065536499,
    0.47513800859451294,
    0.4096384644508362,
    0.8038275837898254,
    0.6382977366447449,
    0.5106381177902222,
    0.47161564230918884,
    0.34523800015449524,
    0.6774192452430725
   ],
   "time": 26.30436068493873,
   "param": null
  },
  {
   "epoch": 157,
   "train_loss": 0.41874319314956665,
   "val_loss": 1.7151988744735718,
   "acc": 58.06,
   "f1": [
    0.8036527633666992,
    0.6918917894363403,
    0.45161280035972595,
    0.3823528587818146,
    0.3979056477546692,
    0.5412842631340027,
    0.6436780691146851,
    0.6473428606987,
    0.7319586277008057,
    0.6141077876091003,
    0.3523315489292145,
    0.34972667694091797,
    0.6147539615631104,
    0.5082871913909912,
    0.5444443225860596,
    0.474226713180542,
    0.616071343421936,
    0.7333331108093262,
    0.5523808598518372,
    0.47368407249450684,
    0.7474745512008667,
    0.6694213151931763,
    0.5568180084228516,
    0.6630433797836304,
    0.7783782482147217,
    0.49327346682548523,
    0.517646849155426,
    0.4183672070503235,
    0.688372015953064,
    0.5595237016677856,
    0.5463413596153259,
    0.5953487157821655,
    0.5212765336036682,
    0.5619046092033386,
    0.5365853309631348,
    0.33333322405815125,
    0.6439023613929749,
    0.48034927248954773,
    0.436893105506897,
    0.7567564845085144,
    0.5238093733787537,
    0.808988630771637,
    0.5698322653770447,
    0.6236557960510254,
    0.35294109582901,
    0.5153372287750244,
    0.3508770763874054,
    0.5595853924751282,
    0.7643977999687195,
    0.7231636643409729,
    0.3636362552642822,
    0.5870645046234131,
    0.6099998950958252,
    0.7942582368850708,
    0.7042252421379089,
    0.3417084515094757,
    0.7899998426437378,
    0.5771142840385437,
    0.666666567325592,
    0.6111109852790833,
    0.7897433638572693,
    0.6775954961776733,
    0.6378377079963684,
    0.5568180084228516,
    0.37575745582580566,
    0.34343424439430237,
    0.4615383744239807,
    0.5235601663589478,
    0.8374382257461548,
    0.7864076495170593,
    0.6378377079963684,
    0.7038625478744507,
    0.19631893932819366,
    0.48309168219566345,
    0.40677955746650696,
    0.7614211440086365,
    0.7922703623771667,
    0.5294116735458374,
    0.4766837954521179,
    0.5240640044212341,
    0.3942306339740753,
    0.6271185278892517,
    0.8691098093986511,
    0.6210525035858154,
    0.5145629644393921,
    0.653658390045166,
    0.5918366312980652,
    0.585152804851532,
    0.6428569555282593,
    0.6567163467407227,
    0.6631014943122864,
    0.6822428703308105,
    0.5151513814926147,
    0.40251561999320984,
    0.7469878196716309,
    0.6736840605735779,
    0.49999988079071045,
    0.5454544425010681,
    0.38502663373947144,
    0.6285713315010071
   ],
   "time": 27.606172272004187,
   "param": null
  },
  {
   "epoch": 158,
   "train_loss": 0.38665151596069336,
   "val_loss": 1.8913884162902832,
   "acc": 57.75,
   "f1": [
    0.7762555480003357,
    0.696078360080719,
    0.45226117968559265,
    0.34999990463256836,
    0.4411763548851013,
    0.5517240166664124,
    0.6553670763969421,
    0.6497460603713989,
    0.702702522277832,
    0.5933012366294861,
    0.36180898547172546,
    0.3703702688217163,
    0.6280191540718079,
    0.5136610269546509,
    0.5485712885856628,
    0.4936707317829132,
    0.657142698764801,
    0.7641507983207703,
    0.5112106204032898,
    0.4899998903274536,
    0.8260867595672607,
    0.7339447736740112,
    0.5842695236206055,
    0.7526880502700806,
    0.7700533270835876,
    0.5161288380622864,
    0.5063289999961853,
    0.37305691838264465,
    0.6305417418479919,
    0.5217389464378357,
    0.543859601020813,
    0.5634918808937073,
    0.5326085686683655,
    0.5569619536399841,
    0.5641024112701416,
    0.29896897077560425,
    0.5894736051559448,
    0.4555983543395996,
    0.3999998867511749,
    0.7572813630104065,
    0.4787232577800751,
    0.8111109137535095,
    0.5599998831748962,
    0.612716555595398,
    0.3139533996582031,
    0.4640882611274719,
    0.3917524814605713,
    0.5686272978782654,
    0.7653059959411621,
    0.7118642330169678,
    0.2985073924064636,
    0.6161615252494812,
    0.5869563817977905,
    0.8393780589103699,
    0.6437767148017883,
    0.28440356254577637,
    0.7875646352767944,
    0.6099998950958252,
    0.6934671998023987,
    0.657142698764801,
    0.8130839467048645,
    0.7021275758743286,
    0.6470587849617004,
    0.5617976188659668,
    0.3778800964355469,
    0.314606636762619,
    0.4590162932872772,
    0.4999998211860657,
    0.8514849543571472,
    0.7499997615814209,
    0.5464479923248291,
    0.7290639281272888,
    0.2634729743003845,
    0.46861910820007324,
    0.42727261781692505,
    0.7281104326248169,
    0.8383836150169373,
    0.47524741291999817,
    0.4339621663093567,
    0.5799998641014099,
    0.4019606411457062,
    0.5830256938934326,
    0.8854164481163025,
    0.6363635063171387,
    0.49999988079071045,
    0.6761903762817383,
    0.6153844594955444,
    0.6339284181594849,
    0.6179773807525635,
    0.6382977366447449,
    0.6526314616203308,
    0.657534122467041,
    0.5070421695709229,
    0.3885713219642639,
    0.8036527633666992,
    0.6629211902618408,
    0.5333331823348999,
    0.5345621109008789,
    0.2972972095012665,
    0.6378377079963684
   ],
   "time": 26.587553216144443,
   "param": null
  },
  {
   "epoch": 159,
   "train_loss": 0.38356730341911316,
   "val_loss": 1.990070104598999,
   "acc": 57.54,
   "f1": [
    0.8325356841087341,
    0.6783624887466431,
    0.4493390619754791,
    0.33333322405815125,
    0.37623751163482666,
    0.5135133862495422,
    0.6081869602203369,
    0.6346153020858765,
    0.7181816697120667,
    0.653658390045166,
    0.3463686406612396,
    0.37614670395851135,
    0.7149757146835327,
    0.5279186367988586,
    0.4698793888092041,
    0.4615383744239807,
    0.6066349744796753,
    0.6831274032592773,
    0.5925924777984619,
    0.45535701513290405,
    0.7669901251792908,
    0.7099998593330383,
    0.5728641748428345,
    0.7106597423553467,
    0.7524750828742981,
    0.4274192452430725,
    0.5374998450279236,
    0.39153432846069336,
    0.6729856729507446,
    0.5243901014328003,
    0.5638765096664429,
    0.5388126373291016,
    0.5464479923248291,
    0.5494503974914551,
    0.5099998712539673,
    0.33333322405815125,
    0.6170212030410767,
    0.5291004180908203,
    0.41048023104667664,
    0.7169809341430664,
    0.4705880880355835,
    0.8062825202941895,
    0.5380709171295166,
    0.6605502963066101,
    0.28571420907974243,
    0.43037962913513184,
    0.35772350430488586,
    0.5818180441856384,
    0.7834100127220154,
    0.6956520080566406,
    0.41414129734039307,
    0.5882351994514465,
    0.6697246432304382,
    0.8097559213638306,
    0.6806281208992004,
    0.2525251507759094,
    0.7875646352767944,
    0.633333146572113,
    0.6760562062263489,
    0.5727698802947998,
    0.7826085686683655,
    0.6666664481163025,
    0.6570047736167908,
    0.5670101642608643,
    0.4195120930671692,
    0.3402060866355896,
    0.43650785088539124,
    0.4812833070755005,
    0.8499998450279236,
    0.7452828288078308,
    0.5617976188659668,
    0.7333331108093262,
    0.27102795243263245,
    0.48205116391181946,
    0.41666656732559204,
    0.7765957117080688,
    0.7256636023521423,
    0.5142855644226074,
    0.3953487277030945,
    0.5520831942558289,
    0.3675675094127655,
    0.653465211391449,
    0.8944721817970276,
    0.5714284181594849,
    0.5444443225860596,
    0.6604650020599365,
    0.6051281094551086,
    0.6173911690711975,
    0.6310677528381348,
    0.696078360080719,
    0.6368157267570496,
    0.6979165077209473,
    0.4787232577800751,
    0.41212108731269836,
    0.7884613275527954,
    0.6733667254447937,
    0.5358850359916687,
    0.4976075291633606,
    0.3523808717727661,
    0.6562498807907104
   ],
   "time": 27.884676972404122,
   "param": null
  },
  {
   "epoch": 160,
   "train_loss": 0.36871767044067383,
   "val_loss": 1.9314597845077515,
   "acc": 58.02,
   "f1": [
    0.8190473914146423,
    0.6999998688697815,
    0.46632111072540283,
    0.3431951701641083,
    0.38674020767211914,
    0.5092249512672424,
    0.6553670763969421,
    0.6048778891563416,
    0.753488302230835,
    0.6729856729507446,
    0.39999985694885254,
    0.3979056477546692,
    0.6788989305496216,
    0.5513511896133423,
    0.5136610269546509,
    0.5373133420944214,
    0.6071427464485168,
    0.7241377830505371,
    0.5347592234611511,
    0.44670039415359497,
    0.7614211440086365,
    0.6880732178688049,
    0.542713463306427,
    0.7156862020492554,
    0.7668392062187195,
    0.4672130346298218,
    0.5061726570129395,
    0.3979056477546692,
    0.6349205374717712,
    0.5762709975242615,
    0.5882351994514465,
    0.5391303300857544,
    0.5274723768234253,
    0.5510202646255493,
    0.5208331942558289,
    0.33333322405815125,
    0.6071426868438721,
    0.5268816351890564,
    0.4115225076675415,
    0.7181816697120667,
    0.47236168384552,
    0.7839194536209106,
    0.5271965861320496,
    0.6403939127922058,
    0.3657141625881195,
    0.47953203320503235,
    0.39252325892448425,
    0.590908944606781,
    0.8019800782203674,
    0.7292816042900085,
    0.3617020547389984,
    0.6069650650024414,
    0.6478871703147888,
    0.8041235208511353,
    0.6966290473937988,
    0.2525251507759094,
    0.814814567565918,
    0.5882351994514465,
    0.669999897480011,
    0.6190475225448608,
    0.7981219291687012,
    0.6700506210327148,
    0.6666665077209473,
    0.5399999022483826,
    0.3999998867511749,
    0.34883710741996765,
    0.46153831481933594,
    0.44554442167282104,
    0.8504670858383179,
    0.7582937479019165,
    0.6145250201225281,
    0.7024388909339905,
    0.2524271011352539,
    0.4748857021331787,
    0.4292682111263275,
    0.7731956839561462,
    0.7350426316261292,
    0.44970402121543884,
    0.4382021129131317,
    0.6099998950958252,
    0.37864065170288086,
    0.583690881729126,
    0.9128203392028809,
    0.5303866267204285,
    0.49484527111053467,
    0.6728971004486084,
    0.5784311890602112,
    0.612244725227356,
    0.6179773807525635,
    0.657142698764801,
    0.6330273747444153,
    0.6862744092941284,
    0.46486473083496094,
    0.445652037858963,
    0.7540982961654663,
    0.697435736656189,
    0.5360823273658752,
    0.5399999022483826,
    0.34224584698677063,
    0.6979165077209473
   ],
   "time": 27.205056628212333,
   "param": null
  },
  {
   "epoch": 161,
   "train_loss": 0.35704049468040466,
   "val_loss": 1.8298304080963135,
   "acc": 58.69,
   "f1": [
    0.7884613275527954,
    0.697435736656189,
    0.47761180996894836,
    0.367346853017807,
    0.37623751163482666,
    0.5937498807907104,
    0.6524062752723694,
    0.6407765746116638,
    0.7244896292686462,
    0.6262625455856323,
    0.3827749788761139,
    0.37696322798728943,
    0.7065216302871704,
    0.559139609336853,
    0.49999988079071045,
    0.5235601663589478,
    0.6564101576805115,
    0.747572660446167,
    0.5824174284934998,
    0.46153831481933594,
    0.7955800294876099,
    0.689361572265625,
    0.5820105075836182,
    0.7305934429168701,
    0.8020831942558289,
    0.5549736618995667,
    0.5599998831748962,
    0.38974347710609436,
    0.5955554842948914,
    0.5434780716896057,
    0.5315313935279846,
    0.6138612627983093,
    0.5573769211769104,
    0.5303866267204285,
    0.5799998641014099,
    0.3363635540008545,
    0.6051281094551086,
    0.56043940782547,
    0.4265401363372803,
    0.7462685704231262,
    0.5284972786903381,
    0.7891891002655029,
    0.5828570127487183,
    0.6769229769706726,
    0.3269230127334595,
    0.4632767140865326,
    0.36842095851898193,
    0.594594419002533,
    0.7403844594955444,
    0.7699998021125793,
    0.45581385493278503,
    0.6116504073143005,
    0.5980390906333923,
    0.8151656985282898,
    0.7046630382537842,
    0.2583731412887573,
    0.8133969902992249,
    0.5840706825256348,
    0.7173911929130554,
    0.6190475225448608,
    0.8246443271636963,
    0.6249998807907104,
    0.6565654873847961,
    0.5048542022705078,
    0.3826086223125458,
    0.32804223895072937,
    0.5188678503036499,
    0.4631577730178833,
    0.8666665554046631,
    0.7684727907180786,
    0.5828570127487183,
    0.725490152835846,
    0.26244333386421204,
    0.4474884569644928,
    0.436893105506897,
    0.7488582730293274,
    0.7678569555282593,
    0.4974091649055481,
    0.45128190517425537,
    0.5929647088050842,
    0.4154588282108307,
    0.6153844594955444,
    0.9207919239997864,
    0.5549736618995667,
    0.4418603479862213,
    0.6796115040779114,
    0.6169153451919556,
    0.6311109066009521,
    0.6224488615989685,
    0.6635512709617615,
    0.6478871703147888,
    0.6968324184417725,
    0.46874985098838806,
    0.4069766402244568,
    0.8151656985282898,
    0.6889951229095459,
    0.506912350654602,
    0.5023695826530457,
    0.33684200048446655,
    0.6936934590339661
   ],
   "time": 26.407899912446737,
   "param": null
  },
  {
   "epoch": 162,
   "train_loss": 0.36313387751579285,
   "val_loss": 1.7823491096496582,
   "acc": 59.19,
   "f1": [
    0.7870368957519531,
    0.7149757146835327,
    0.5151513814926147,
    0.36046499013900757,
    0.40540531277656555,
    0.5714284181594849,
    0.6217615604400635,
    0.666666567325592,
    0.7628865242004395,
    0.653465211391449,
    0.38541653752326965,
    0.3666665554046631,
    0.6770831346511841,
    0.547485888004303,
    0.5365852117538452,
    0.5631066560745239,
    0.6802029013633728,
    0.7619045972824097,
    0.5698322653770447,
    0.46999987959861755,
    0.7755100131034851,
    0.6866952180862427,
    0.563535749912262,
    0.7599998116493225,
    0.7553189396858215,
    0.5280897617340088,
    0.559139609336853,
    0.4075828194618225,
    0.6439023613929749,
    0.5235601663589478,
    0.5464479923248291,
    0.6039602756500244,
    0.5208331942558289,
    0.5373133420944214,
    0.5727270841598511,
    0.32160791754722595,
    0.619289219379425,
    0.510416567325592,
    0.3964756429195404,
    0.7559806704521179,
    0.5161289572715759,
    0.814814567565918,
    0.5583755373954773,
    0.6311109066009521,
    0.32584258913993835,
    0.4705880880355835,
    0.4137929677963257,
    0.6060605049133301,
    0.7720928192138672,
    0.7799997925758362,
    0.46153831481933594,
    0.6010927557945251,
    0.5970147848129272,
    0.8110597729682922,
    0.6907215118408203,
    0.2488478720188141,
    0.8247420191764832,
    0.5578945875167847,
    0.6865670084953308,
    0.6310677528381348,
    0.8258705139160156,
    0.6775954961776733,
    0.6562498807907104,
    0.5806450843811035,
    0.4081631302833557,
    0.3654821515083313,
    0.4811319410800934,
    0.4780486822128296,
    0.8720377087593079,
    0.7358488440513611,
    0.5937498807907104,
    0.7339447736740112,
    0.28415289521217346,
    0.47368407249450684,
    0.43781083822250366,
    0.7722770571708679,
    0.8365382552146912,
    0.507771909236908,
    0.4493390619754791,
    0.5671641230583191,
    0.39473670721054077,
    0.6249998807907104,
    0.9191917777061462,
    0.5111110210418701,
    0.5681816935539246,
    0.6915886998176575,
    0.6153844594955444,
    0.6422017216682434,
    0.6499998569488525,
    0.6603772640228271,
    0.6384975910186768,
    0.7014216780662537,
    0.4599998891353607,
    0.4577113389968872,
    0.8325356841087341,
    0.657534122467041,
    0.49999988079071045,
    0.5267855525016785,
    0.36018943786621094,
    0.6874998807907104
   ],
   "time": 27.537625020369887,
   "param": null
  },
  {
   "epoch": 163,
   "train_loss": 0.42640507221221924,
   "val_loss": 1.895390510559082,
   "acc": 59.06,
   "f1": [
    0.8173075318336487,
    0.6871793866157532,
    0.4953269362449646,
    0.3832334280014038,
    0.39215680956840515,
    0.5384615063667297,
    0.639593780040741,
    0.592920184135437,
    0.7647057771682739,
    0.6368157267570496,
    0.32820504903793335,
    0.3841806650161743,
    0.688171923160553,
    0.5681816935539246,
    0.5139663219451904,
    0.5399999022483826,
    0.6315788626670837,
    0.7575755715370178,
    0.5699998736381531,
    0.535519003868103,
    0.7979272603988647,
    0.6923075914382935,
    0.5668447613716125,
    0.7499999403953552,
    0.7459457516670227,
    0.5046727657318115,
    0.518518328666687,
    0.382978618144989,
    0.6454544067382812,
    0.5113635063171387,
    0.6031745076179504,
    0.5645932555198669,
    0.5273630023002625,
    0.5664739012718201,
    0.5399999022483826,
    0.37499985098838806,
    0.633165717124939,
    0.529999852180481,
    0.4192138612270355,
    0.8121825456619263,
    0.5423727631568909,
    0.7807484865188599,
    0.5698322653770447,
    0.6336632370948792,
    0.3627450466156006,
    0.4945053458213806,
    0.4361701011657715,
    0.6095237135887146,
    0.7889906764030457,
    0.7241377830505371,
    0.3524589240550995,
    0.5638296604156494,
    0.6282721161842346,
    0.7904760241508484,
    0.6948355436325073,
    0.2690582275390625,
    0.8039213418960571,
    0.5940592885017395,
    0.6893202662467957,
    0.5948716402053833,
    0.8059700727462769,
    0.6907215118408203,
    0.653465211391449,
    0.5368419289588928,
    0.41379299759864807,
    0.38341957330703735,
    0.5099998712539673,
    0.49756085872650146,
    0.866359293460846,
    0.7464112639427185,
    0.6073297262191772,
    0.7272725701332092,
    0.22222213447093964,
    0.48739489912986755,
    0.4146340489387512,
    0.7264149188995361,
    0.8217819929122925,
    0.48756206035614014,
    0.4574466943740845,
    0.6010361909866333,
    0.3999998867511749,
    0.6216214895248413,
    0.9154227375984192,
    0.5614033341407776,
    0.5263156890869141,
    0.6930691599845886,
    0.6178008913993835,
    0.6545453667640686,
    0.6043955087661743,
    0.6878305077552795,
    0.6666665077209473,
    0.6798028349876404,
    0.4799998700618744,
    0.3874344527721405,
    0.8629439473152161,
    0.6923075318336487,
    0.5185183882713318,
    0.5849055051803589,
    0.41176459193229675,
    0.6948355436325073
   ],
   "time": 26.643155713565648,
   "param": null
  },
  {
   "epoch": 164,
   "train_loss": 0.3276088237762451,
   "val_loss": 1.974631428718567,
   "acc": 58.16,
   "f1": [
    0.7813951373100281,
    0.6735749840736389,
    0.49019595980644226,
    0.3575417995452881,
    0.37499991059303284,
    0.5654007196426392,
    0.6559138894081116,
    0.6428569555282593,
    0.7204300165176392,
    0.6476188898086548,
    0.372548907995224,
    0.4186045527458191,
    0.6540283560752869,
    0.5699480772018433,
    0.5212119817733765,
    0.4914284646511078,
    0.6540283560752869,
    0.7570091485977173,
    0.5381165146827698,
    0.525139570236206,
    0.7794870138168335,
    0.6582277417182922,
    0.5666665434837341,
    0.7272725701332092,
    0.7978722453117371,
    0.5396823883056641,
    0.5257141590118408,
    0.36792439222335815,
    0.672810971736908,
    0.5339804887771606,
    0.5656563639640808,
    0.5933012366294861,
    0.47846877574920654,
    0.5543476939201355,
    0.5505616068840027,
    0.3319147825241089,
    0.6031745076179504,
    0.49372372031211853,
    0.4081631600856781,
    0.7632849216461182,
    0.5168538093566895,
    0.7912086248397827,
    0.5419353246688843,
    0.6227543354034424,
    0.33928561210632324,
    0.57297283411026,
    0.413043349981308,
    0.5841582417488098,
    0.7761192321777344,
    0.7252746224403381,
    0.28947362303733826,
    0.5999999046325684,
    0.6274508833885193,
    0.8292681574821472,
    0.6553189754486084,
    0.24291490018367767,
    0.7920790910720825,
    0.5472635626792908,
    0.711340069770813,
    0.6249998807907104,
    0.7787609100341797,
    0.6910993456840515,
    0.6560845375061035,
    0.5227271318435669,
    0.36269423365592957,
    0.3386242389678955,
    0.474226713180542,
    0.474226713180542,
    0.868292510509491,
    0.7632849216461182,
    0.649214506149292,
    0.7058822512626648,
    0.25274714827537537,
    0.488262802362442,
    0.4385963976383209,
    0.7708331346511841,
    0.8499998450279236,
    0.47619032859802246,
    0.4734298884868622,
    0.609625518321991,
    0.3926939368247986,
    0.6052630543708801,
    0.8911916017532349,
    0.579234778881073,
    0.4622220993041992,
    0.6282721161842346,
    0.6417111158370972,
    0.6249998807907104,
    0.5942855477333069,
    0.6341462135314941,
    0.6734693050384521,
    0.6280990242958069,
    0.504761815071106,
    0.3999998867511749,
    0.8380950689315796,
    0.6601940989494324,
    0.5350876450538635,
    0.5196077227592468,
    0.3483870029449463,
    0.6636770367622375
   ],
   "time": 27.325916761532426,
   "param": null
  },
  {
   "epoch": 165,
   "train_loss": 0.24209311604499817,
   "val_loss": 1.7670296430587769,
   "acc": 59.64,
   "f1": [
    0.7747746706008911,
    0.7262568473815918,
    0.47524741291999817,
    0.29508185386657715,
    0.4162435233592987,
    0.5809522867202759,
    0.6770831346511841,
    0.6467660069465637,
    0.7643977999687195,
    0.666666567325592,
    0.3352600038051605,
    0.38775497674942017,
    0.666666567325592,
    0.62135910987854,
    0.535519003868103,
    0.5284972786903381,
    0.6564101576805115,
    0.762376070022583,
    0.5769229531288147,
    0.5638296604156494,
    0.7826085686683655,
    0.666666567325592,
    0.5638296604156494,
    0.7093595266342163,
    0.7978722453117371,
    0.5168538093566895,
    0.5628740787506104,
    0.403755784034729,
    0.5972849726676941,
    0.5543476939201355,
    0.5899998545646667,
    0.5785122513771057,
    0.559139609336853,
    0.5999999046325684,
    0.5685278177261353,
    0.35714274644851685,
    0.6195651292800903,
    0.5257730484008789,
    0.43216070532798767,
    0.7575755715370178,
    0.5360823273658752,
    0.804232656955719,
    0.5730992555618286,
    0.6237622499465942,
    0.35483860969543457,
    0.535519003868103,
    0.35978829860687256,
    0.5124998688697815,
    0.7407405376434326,
    0.762376070022583,
    0.4041449725627899,
    0.6138612627983093,
    0.6565654873847961,
    0.8309177160263062,
    0.7135677337646484,
    0.27173903584480286,
    0.8431370854377747,
    0.5833331942558289,
    0.7128711342811584,
    0.6224488615989685,
    0.8195120096206665,
    0.653658390045166,
    0.6499998569488525,
    0.5492226481437683,
    0.4070795178413391,
    0.3917524814605713,
    0.5140186548233032,
    0.5230767726898193,
    0.8792269229888916,
    0.7487682700157166,
    0.6489360928535461,
    0.7305934429168701,
    0.2786068916320801,
    0.4598929286003113,
    0.47368407249450684,
    0.7537687420845032,
    0.8292681574821472,
    0.5454543828964233,
    0.4466018080711365,
    0.6249998807907104,
    0.4550263583660126,
    0.6285713315010071,
    0.9099998474121094,
    0.5263156294822693,
    0.48387083411216736,
    0.663461446762085,
    0.6526314616203308,
    0.6386553049087524,
    0.602040708065033,
    0.6787328720092773,
    0.6442306041717529,
    0.6608694195747375,
    0.4565216302871704,
    0.4248703718185425,
    0.8124998807907104,
    0.6513760089874268,
    0.5407723784446716,
    0.5327101349830627,
    0.3739129900932312,
    0.6730768084526062
   ],
   "time": 27.026781756430864,
   "param": null
  },
  {
   "epoch": 166,
   "train_loss": 0.2704220414161682,
   "val_loss": 2.029913902282715,
   "acc": 58.89,
   "f1": [
    0.8333331942558289,
    0.7243241667747498,
    0.5081079602241516,
    0.34972667694091797,
    0.3699999153614044,
    0.5508472919464111,
    0.6178008913993835,
    0.6282721161842346,
    0.6995072364807129,
    0.6090908050537109,
    0.36956506967544556,
    0.3703702688217163,
    0.6403507590293884,
    0.5347592234611511,
    0.5599998831748962,
    0.48484835028648376,
    0.6633662581443787,
    0.7272725701332092,
    0.5999999046325684,
    0.5326085686683655,
    0.7857141494750977,
    0.6486485600471497,
    0.5786800384521484,
    0.7227722406387329,
    0.7777776122093201,
    0.49999988079071045,
    0.5483869910240173,
    0.3771928548812866,
    0.6018517017364502,
    0.5212765336036682,
    0.5686272978782654,
    0.577777624130249,
    0.5174128413200378,
    0.5384615063667297,
    0.5405403971672058,
    0.3587442934513092,
    0.64327472448349,
    0.4741378724575043,
    0.4405285120010376,
    0.735293984413147,
    0.5268816351890564,
    0.7914437651634216,
    0.6304346323013306,
    0.6502462029457092,
    0.3387977182865143,
    0.5168538093566895,
    0.3794870972633362,
    0.5888323187828064,
    0.7647057771682739,
    0.7262568473815918,
    0.41573023796081543,
    0.6304346323013306,
    0.6073297262191772,
    0.8039213418960571,
    0.6947367191314697,
    0.2741115987300873,
    0.8056870102882385,
    0.6067414879798889,
    0.6666665077209473,
    0.6146787405014038,
    0.8056870102882385,
    0.6907215118408203,
    0.633165717124939,
    0.4999999403953552,
    0.3953487277030945,
    0.32748526334762573,
    0.4857141971588135,
    0.4974091649055481,
    0.8910889029502869,
    0.7619046568870544,
    0.6399998664855957,
    0.728888750076294,
    0.27083322405815125,
    0.49765241146087646,
    0.45714277029037476,
    0.7638189196586609,
    0.8275859951972961,
    0.48167529702186584,
    0.44559577107429504,
    0.613065242767334,
    0.4380951225757599,
    0.6233765482902527,
    0.8888887763023376,
    0.5863873362541199,
    0.5257730484008789,
    0.6507176160812378,
    0.6051281094551086,
    0.6422017216682434,
    0.6195651292800903,
    0.6635512709617615,
    0.6415093541145325,
    0.6829267144203186,
    0.46486473083496094,
    0.4408600926399231,
    0.7964600324630737,
    0.6604650020599365,
    0.5714284181594849,
    0.5445543527603149,
    0.3352600038051605,
    0.6938773989677429
   ],
   "time": 26.76210156455636,
   "param": null
  },
  {
   "epoch": 167,
   "train_loss": 0.2962903380393982,
   "val_loss": 1.7411303520202637,
   "acc": 59.53,
   "f1": [
    0.7887322306632996,
    0.6999998688697815,
    0.4999999403953552,
    0.32142847776412964,
    0.35748788714408875,
    0.5454544425010681,
    0.6179773807525635,
    0.6499998569488525,
    0.7307690382003784,
    0.6244342923164368,
    0.3157894015312195,
    0.38834938406944275,
    0.7150257229804993,
    0.5235601663589478,
    0.4835163354873657,
    0.5252523422241211,
    0.624390184879303,
    0.7676765322685242,
    0.5698922872543335,
    0.5263156890869141,
    0.7794870138168335,
    0.7123286128044128,
    0.5217390656471252,
    0.7731956839561462,
    0.7699998021125793,
    0.4903845191001892,
    0.5485712885856628,
    0.3765689730644226,
    0.6183573603630066,
    0.5614033341407776,
    0.5940592885017395,
    0.5899998545646667,
    0.5418717861175537,
    0.5454544425010681,
    0.5576921701431274,
    0.38139525055885315,
    0.6736840605735779,
    0.5648146867752075,
    0.3919999301433563,
    0.7238093614578247,
    0.5185183882713318,
    0.8156423568725586,
    0.6153844594955444,
    0.6806281208992004,
    0.38502663373947144,
    0.517646849155426,
    0.42162150144577026,
    0.6320753693580627,
    0.7677723169326782,
    0.7395831346511841,
    0.38502663373947144,
    0.5849055051803589,
    0.6185566186904907,
    0.8037381172180176,
    0.7040814757347107,
    0.2736841142177582,
    0.8140701651573181,
    0.5728641748428345,
    0.7093595266342163,
    0.6153844594955444,
    0.8349512815475464,
    0.6829267144203186,
    0.666666567325592,
    0.5999999046325684,
    0.44303786754608154,
    0.4545453190803528,
    0.49523797631263733,
    0.4835163354873657,
    0.8529410362243652,
    0.7804876565933228,
    0.6368157267570496,
    0.7532466053962708,
    0.23529404401779175,
    0.4945053458213806,
    0.47846877574920654,
    0.7789472937583923,
    0.8316829800605774,
    0.5092591643333435,
    0.45226117968559265,
    0.602040708065033,
    0.4545453190803528,
    0.6293102502822876,
    0.8923075199127197,
    0.5238093733787537,
    0.505154550075531,
    0.7135677337646484,
    0.6078430414199829,
    0.6113536357879639,
    0.6310677528381348,
    0.6886791586875916,
    0.6432158946990967,
    0.7046630382537842,
    0.45555540919303894,
    0.4180789887905121,
    0.8198196887969971,
    0.688372015953064,
    0.5624998807907104,
    0.5436891913414001,
    0.3399999141693115,
    0.6376810669898987
   ],
   "time": 27.558537404984236,
   "param": null
  },
  {
   "epoch": 168,
   "train_loss": 0.3072614073753357,
   "val_loss": 1.828201174736023,
   "acc": 59.54,
   "f1": [
    0.796208381652832,
    0.7204300165176392,
    0.49019595980644226,
    0.38709667325019836,
    0.4495411515235901,
    0.6095237135887146,
    0.6458331942558289,
    0.6086955666542053,
    0.721153736114502,
    0.649214506149292,
    0.3723403513431549,
    0.4466018080711365,
    0.6733667254447937,
    0.5026176571846008,
    0.5434780716896057,
    0.5177663564682007,
    0.6631577014923096,
    0.7559806704521179,
    0.5483869910240173,
    0.5517240166664124,
    0.804232656955719,
    0.6774192452430725,
    0.5685278177261353,
    0.7295080423355103,
    0.7614211440086365,
    0.574585497379303,
    0.5555554628372192,
    0.41284388303756714,
    0.6764704585075378,
    0.5524860620498657,
    0.5771142840385437,
    0.5764191746711731,
    0.5170730352401733,
    0.5533979535102844,
    0.5145629644393921,
    0.3299999237060547,
    0.613065242767334,
    0.5514017343521118,
    0.43749988079071045,
    0.7593581080436707,
    0.5274723768234253,
    0.8167537450790405,
    0.5757573843002319,
    0.6403507590293884,
    0.3468207120895386,
    0.49710968136787415,
    0.37563440203666687,
    0.6057690978050232,
    0.7677723169326782,
    0.7307690382003784,
    0.35675665736198425,
    0.609625518321991,
    0.660633385181427,
    0.8038275837898254,
    0.7015705108642578,
    0.26046502590179443,
    0.8115940690040588,
    0.6145250201225281,
    0.6865670084953308,
    0.6153844594955444,
    0.8229663372039795,
    0.6701029539108276,
    0.6382977366447449,
    0.5799998641014099,
    0.382978618144989,
    0.32804223895072937,
    0.48623839020729065,
    0.5026176571846008,
    0.8743717074394226,
    0.7692306041717529,
    0.6077346205711365,
    0.7291665077209473,
    0.3240739703178406,
    0.4666665494441986,
    0.4257424473762512,
    0.7511736154556274,
    0.8217819929122925,
    0.5086703896522522,
    0.42708319425582886,
    0.6082472205162048,
    0.41052618622779846,
    0.6550217270851135,
    0.9223299622535706,
    0.5301203727722168,
    0.5384613871574402,
    0.6637166738510132,
    0.6113988757133484,
    0.6697246432304382,
    0.6528496146202087,
    0.679245114326477,
    0.6603772640228271,
    0.6915886998176575,
    0.46534639596939087,
    0.4338623583316803,
    0.8241204619407654,
    0.7029701471328735,
    0.5347592234611511,
    0.5276594758033752,
    0.35483860969543457,
    0.659340500831604
   ],
   "time": 26.559634750708938,
   "param": null
  },
  {
   "epoch": 169,
   "train_loss": 0.24725565314292908,
   "val_loss": 1.9521443843841553,
   "acc": 59.61,
   "f1": [
    0.8115940690040588,
    0.7015705108642578,
    0.5024629235267639,
    0.3295453190803528,
    0.4454544484615326,
    0.5538460612297058,
    0.6276593804359436,
    0.6461536884307861,
    0.7783250212669373,
    0.6039602756500244,
    0.36842095851898193,
    0.4476189613342285,
    0.672645628452301,
    0.5494503974914551,
    0.46540868282318115,
    0.5320196151733398,
    0.6310677528381348,
    0.7826085686683655,
    0.563535749912262,
    0.48453593254089355,
    0.7916665077209473,
    0.702702522277832,
    0.548076868057251,
    0.7572813630104065,
    0.7853401899337769,
    0.4705880880355835,
    0.5371427536010742,
    0.3666665554046631,
    0.6132074594497681,
    0.574585497379303,
    0.5851062536239624,
    0.5769229531288147,
    0.5208331942558289,
    0.561576247215271,
    0.5327101349830627,
    0.38139525055885315,
    0.6243385076522827,
    0.5358850359916687,
    0.4070795178413391,
    0.7676765322685242,
    0.5240640044212341,
    0.7956987619400024,
    0.6078430414199829,
    0.6567163467407227,
    0.3135133981704712,
    0.5227271318435669,
    0.39795905351638794,
    0.6170212030410767,
    0.798029363155365,
    0.7291665077209473,
    0.4242422580718994,
    0.5925924777984619,
    0.6698111891746521,
    0.8235292434692383,
    0.7391301989555359,
    0.22459883987903595,
    0.8399998545646667,
    0.5929647088050842,
    0.6934671998023987,
    0.6336632370948792,
    0.8349512815475464,
    0.7040814757347107,
    0.6321837902069092,
    0.5767440795898438,
    0.4293783903121948,
    0.39560428261756897,
    0.5102038979530334,
    0.5326631665229797,
    0.8472905158996582,
    0.7596151828765869,
    0.6031745076179504,
    0.7410712838172913,
    0.28571417927742004,
    0.5499998927116394,
    0.46009382605552673,
    0.7843136787414551,
    0.7999998331069946,
    0.5235601663589478,
    0.43428558111190796,
    0.5673075914382935,
    0.4278606176376343,
    0.5999999046325684,
    0.9207919239997864,
    0.5664739012718201,
    0.5076140761375427,
    0.657142698764801,
    0.6243385076522827,
    0.6363635063171387,
    0.6315788626670837,
    0.6697246432304382,
    0.653465211391449,
    0.6574072241783142,
    0.4607328474521637,
    0.4598929286003113,
    0.837209165096283,
    0.7070705890655518,
    0.5507245063781738,
    0.5084744691848755,
    0.3493974804878235,
    0.6799998879432678
   ],
   "time": 27.438448114320636,
   "param": null
  },
  {
   "epoch": 170,
   "train_loss": 0.287975549697876,
   "val_loss": 1.8599647283554077,
   "acc": 59.76,
   "f1": [
    0.8073392510414124,
    0.7244896292686462,
    0.53465336561203,
    0.3842363655567169,
    0.39805811643600464,
    0.5550238490104675,
    0.6737966537475586,
    0.6124400496482849,
    0.7169809341430664,
    0.6666665077209473,
    0.31034475564956665,
    0.4343433380126953,
    0.6737966537475586,
    0.5714284777641296,
    0.5294116139411926,
    0.5076140761375427,
    0.6358972787857056,
    0.7487682700157166,
    0.5799998641014099,
    0.49999988079071045,
    0.7999997735023499,
    0.7008545994758606,
    0.5786800384521484,
    0.7345131635665894,
    0.7956987619400024,
    0.5208331942558289,
    0.5820105075836182,
    0.4239630401134491,
    0.6507176160812378,
    0.5549131631851196,
    0.5756096839904785,
    0.5757573843002319,
    0.5360823273658752,
    0.5531913042068481,
    0.5490195155143738,
    0.34101372957229614,
    0.6363635063171387,
    0.5352111458778381,
    0.42201822996139526,
    0.7593581080436707,
    0.5208331942558289,
    0.8022596836090088,
    0.5743588209152222,
    0.6315788626670837,
    0.32291656732559204,
    0.5555554628372192,
    0.37735840678215027,
    0.5684208869934082,
    0.7714284658432007,
    0.7647057771682739,
    0.44808733463287354,
    0.5851062536239624,
    0.6635069251060486,
    0.8212559223175049,
    0.7121950387954712,
    0.2769230008125305,
    0.8115940690040588,
    0.595959484577179,
    0.6990289688110352,
    0.6568626165390015,
    0.8229165077209473,
    0.6798028349876404,
    0.6358972787857056,
    0.5523808598518372,
    0.38461530208587646,
    0.3874344527721405,
    0.5065500736236572,
    0.4918031394481659,
    0.8749998807907104,
    0.7330315113067627,
    0.5487803816795349,
    0.721153736114502,
    0.29166659712791443,
    0.4878047704696655,
    0.4485980272293091,
    0.7979796528816223,
    0.8309177160263062,
    0.49484527111053467,
    0.45226117968559265,
    0.6009851098060608,
    0.4090908169746399,
    0.6320753693580627,
    0.9154227375984192,
    0.5549131631851196,
    0.5148513317108154,
    0.7171715497970581,
    0.6057141423225403,
    0.6343611478805542,
    0.6470587849617004,
    0.6635512709617615,
    0.6699506640434265,
    0.6877826452255249,
    0.4973543584346771,
    0.4666665494441986,
    0.8349512815475464,
    0.7053138613700867,
    0.526829183101654,
    0.5470084547996521,
    0.40217384696006775,
    0.6947367191314697
   ],
   "time": 26.536542466841638,
   "param": null
  },
  {
   "epoch": 171,
   "train_loss": 0.2570318281650543,
   "val_loss": 1.8076528310775757,
   "acc": 59.17,
   "f1": [
    0.7787609100341797,
    0.7070705890655518,
    0.46428558230400085,
    0.35820886492729187,
    0.36842095851898193,
    0.5749999284744263,
    0.6444442868232727,
    0.6570047736167908,
    0.7439612150192261,
    0.6339284181594849,
    0.3389829397201538,
    0.4242422580718994,
    0.6288658380508423,
    0.5671641230583191,
    0.48484838008880615,
    0.5136610269546509,
    0.6190475225448608,
    0.7547168731689453,
    0.5312498211860657,
    0.5268816351890564,
    0.8020831942558289,
    0.6610877513885498,
    0.5543476939201355,
    0.704761803150177,
    0.7826085686683655,
    0.5291004180908203,
    0.5464479923248291,
    0.36792439222335815,
    0.5767440795898438,
    0.5402297377586365,
    0.5538460612297058,
    0.5701355934143066,
    0.5070421695709229,
    0.5373133420944214,
    0.5257141590118408,
    0.37558677792549133,
    0.6399998664855957,
    0.5309733152389526,
    0.4108526110649109,
    0.7452828288078308,
    0.5050503611564636,
    0.8044691681861877,
    0.5421684980392456,
    0.6555553674697876,
    0.3529410660266876,
    0.5543476939201355,
    0.3763439953327179,
    0.6028706431388855,
    0.7676765322685242,
    0.7597764134407043,
    0.36190465092658997,
    0.6327682137489319,
    0.6411482095718384,
    0.8235292434692383,
    0.704761803150177,
    0.24074065685272217,
    0.8075116276741028,
    0.596858561038971,
    0.7244896292686462,
    0.6261681318283081,
    0.8224297761917114,
    0.7171715497970581,
    0.6458331942558289,
    0.5775399804115295,
    0.4069766402244568,
    0.3771427571773529,
    0.5192306637763977,
    0.48421040177345276,
    0.9009899497032166,
    0.7378638982772827,
    0.6310677528381348,
    0.7053138613700867,
    0.2699999213218689,
    0.488262802362442,
    0.45631060004234314,
    0.7609753608703613,
    0.8399998545646667,
    0.49999988079071045,
    0.4666665494441986,
    0.6176469922065735,
    0.4313724637031555,
    0.5981307029724121,
    0.9045224189758301,
    0.5664739012718201,
    0.49999988079071045,
    0.7244896292686462,
    0.6231154203414917,
    0.6425337791442871,
    0.6387433409690857,
    0.6698563694953918,
    0.6666665077209473,
    0.6499997973442078,
    0.48205116391181946,
    0.41573023796081543,
    0.8055554032325745,
    0.6948355436325073,
    0.5454544425010681,
    0.5812807083129883,
    0.3878786563873291,
    0.6732671856880188
   ],
   "time": 27.347053406760097,
   "param": null
  },
  {
   "epoch": 172,
   "train_loss": 0.23797176778316498,
   "val_loss": 1.7933703660964966,
   "acc": 60.27,
   "f1": [
    0.835820734500885,
    0.742267906665802,
    0.446808397769928,
    0.39130425453186035,
    0.3733331859111786,
    0.5821594595909119,
    0.6734693050384521,
    0.6497460603713989,
    0.7272725701332092,
    0.6504853367805481,
    0.3736262619495392,
    0.4711109697818756,
    0.6734693050384521,
    0.5730992555618286,
    0.5405403971672058,
    0.5024153590202332,
    0.6666665077209473,
    0.775119423866272,
    0.5699998736381531,
    0.46874985098838806,
    0.7857141494750977,
    0.7168139815330505,
    0.5756096839904785,
    0.7605632543563843,
    0.8078815937042236,
    0.4824119210243225,
    0.5505616068840027,
    0.4033612310886383,
    0.6372547745704651,
    0.553672194480896,
    0.6021503806114197,
    0.5925924181938171,
    0.5339804887771606,
    0.5517240166664124,
    0.5555554032325745,
    0.364531934261322,
    0.635837972164154,
    0.5388599634170532,
    0.41176462173461914,
    0.7860695123672485,
    0.5333331823348999,
    0.8210524320602417,
    0.6037734746932983,
    0.6330273747444153,
    0.3440859317779541,
    0.4946235418319702,
    0.37999987602233887,
    0.6161615252494812,
    0.8151656985282898,
    0.741783857345581,
    0.38144323229789734,
    0.613756537437439,
    0.6296295523643494,
    0.8113206028938293,
    0.7336682677268982,
    0.2699999213218689,
    0.8258705139160156,
    0.6063828468322754,
    0.7099998593330383,
    0.6572768688201904,
    0.8058250546455383,
    0.6631014943122864,
    0.6464645266532898,
    0.5791853666305542,
    0.413043349981308,
    0.37563440203666687,
    0.47572803497314453,
    0.4864863455295563,
    0.8899520039558411,
    0.7676765322685242,
    0.6538460850715637,
    0.7142855525016785,
    0.29032251238822937,
    0.5252523422241211,
    0.43243229389190674,
    0.7899998426437378,
    0.8207545876502991,
    0.5517240166664124,
    0.4574466943740845,
    0.5888323187828064,
    0.4489794969558716,
    0.6451612114906311,
    0.9154227375984192,
    0.5476189255714417,
    0.534031331539154,
    0.7263681292533875,
    0.6387433409690857,
    0.653658390045166,
    0.6363635063171387,
    0.666666567325592,
    0.6826921701431274,
    0.729999840259552,
    0.48314592242240906,
    0.4222221076488495,
    0.8543688058853149,
    0.6909089088439941,
    0.5133689045906067,
    0.5816324949264526,
    0.372548907995224,
    0.6635512709617615
   ],
   "time": 27.40338410809636,
   "param": null
  },
  {
   "epoch": 173,
   "train_loss": 0.3002028167247772,
   "val_loss": 1.8639694452285767,
   "acc": 60.02,
   "f1": [
    0.8018866777420044,
    0.7537687420845032,
    0.5157893896102905,
    0.36190465092658997,
    0.38888877630233765,
    0.5904760956764221,
    0.6282721161842346,
    0.6564101576805115,
    0.727272629737854,
    0.6473428606987,
    0.3419688045978546,
    0.425531804561615,
    0.6698563694953918,
    0.5786800384521484,
    0.5662649273872375,
    0.505154550075531,
    0.6598983407020569,
    0.747572660446167,
    0.5497629642486572,
    0.5371427536010742,
    0.7934780716896057,
    0.6776858568191528,
    0.5833332538604736,
    0.7533630728721619,
    0.8307691216468811,
    0.5513511896133423,
    0.5133689045906067,
    0.38626599311828613,
    0.6599999070167542,
    0.5310733318328857,
    0.5684208869934082,
    0.6091369390487671,
    0.5454544425010681,
    0.572916567325592,
    0.5492226481437683,
    0.32195112109184265,
    0.6461536884307861,
    0.5588234066963196,
    0.4507041275501251,
    0.7860695123672485,
    0.502923846244812,
    0.7958113551139832,
    0.6282721161842346,
    0.6540283560752869,
    0.2999999225139618,
    0.5113635063171387,
    0.4020099639892578,
    0.5870645046234131,
    0.7798163890838623,
    0.7738691568374634,
    0.4248703718185425,
    0.5925924777984619,
    0.6145831942558289,
    0.8056870102882385,
    0.728155255317688,
    0.28712859749794006,
    0.8173075318336487,
    0.5999999046325684,
    0.6956520080566406,
    0.6439023613929749,
    0.7881771922111511,
    0.6461536884307861,
    0.6473428606987,
    0.5816324949264526,
    0.4299998879432678,
    0.3627450466156006,
    0.5209301114082336,
    0.43216070532798767,
    0.8557690978050232,
    0.7272725701332092,
    0.6153845191001892,
    0.7437184453010559,
    0.2464454174041748,
    0.49261072278022766,
    0.4358973503112793,
    0.7860695123672485,
    0.8190473914146423,
    0.5744680166244507,
    0.46601933240890503,
    0.6060605049133301,
    0.4485980272293091,
    0.6124400496482849,
    0.9145727157592773,
    0.5595237016677856,
    0.5388599634170532,
    0.6824643611907959,
    0.6288658380508423,
    0.6790696382522583,
    0.6387433409690857,
    0.6497460603713989,
    0.6889951229095459,
    0.6940637826919556,
    0.48387083411216736,
    0.43850257992744446,
    0.837209165096283,
    0.6990289688110352,
    0.5544553399085999,
    0.5493561029434204,
    0.3999998867511749,
    0.6834169626235962
   ],
   "time": 26.661379104480147,
   "param": null
  },
  {
   "epoch": 174,
   "train_loss": 0.31404009461402893,
   "val_loss": 1.9485468864440918,
   "acc": 59.31,
   "f1": [
    0.8173075318336487,
    0.7461138963699341,
    0.45631060004234314,
    0.3111110329627991,
    0.403755784034729,
    0.5326085686683655,
    0.6489360928535461,
    0.6532661318778992,
    0.7238093614578247,
    0.6217615604400635,
    0.33333322405815125,
    0.39631327986717224,
    0.6559138894081116,
    0.5595237016677856,
    0.5454543828964233,
    0.5212765336036682,
    0.6526314616203308,
    0.7562187314033508,
    0.5583755373954773,
    0.5263156294822693,
    0.7628865242004395,
    0.6857141256332397,
    0.5549736618995667,
    0.7488582730293274,
    0.7999998331069946,
    0.5333331823348999,
    0.5130888819694519,
    0.41284388303756714,
    0.6603772640228271,
    0.5180721879005432,
    0.6055043935775757,
    0.596858561038971,
    0.47619035840034485,
    0.5833332538604736,
    0.5940592885017395,
    0.32075464725494385,
    0.6274508833885193,
    0.542713463306427,
    0.44444432854652405,
    0.7547168731689453,
    0.5086703896522522,
    0.8128339648246765,
    0.5948716402053833,
    0.6519822478294373,
    0.29787227511405945,
    0.4972374439239502,
    0.38043469190597534,
    0.5728154182434082,
    0.7511310577392578,
    0.7793425917625427,
    0.38502663373947144,
    0.6063828468322754,
    0.6041665077209473,
    0.7980766892433167,
    0.6956520080566406,
    0.2686566412448883,
    0.8095236420631409,
    0.6019416451454163,
    0.6886791586875916,
    0.6371680498123169,
    0.8102562427520752,
    0.6363635063171387,
    0.6237622499465942,
    0.5499998927116394,
    0.39603951573371887,
    0.38914018869400024,
    0.5087717771530151,
    0.47761180996894836,
    0.8725488185882568,
    0.7661689519882202,
    0.5894736051559448,
    0.7437184453010559,
    0.2376236915588379,
    0.48958322405815125,
    0.40517228841781616,
    0.7878786325454712,
    0.8601034283638,
    0.5247523188591003,
    0.46009382605552673,
    0.6019416451454163,
    0.4205606281757355,
    0.6442306041717529,
    0.9162560105323792,
    0.5348835587501526,
    0.5368419289588928,
    0.6766167879104614,
    0.613756537437439,
    0.7029701471328735,
    0.6507176160812378,
    0.6504853367805481,
    0.7005074620246887,
    0.7087377309799194,
    0.4491977095603943,
    0.4245808720588684,
    0.8472905158996582,
    0.6969695687294006,
    0.5365853309631348,
    0.5526314973831177,
    0.37158459424972534,
    0.6802029013633728
   ],
   "time": 28.090521136298776,
   "param": null
  },
  {
   "epoch": 175,
   "train_loss": 0.24832437932491302,
   "val_loss": 2.002206563949585,
   "acc": 60.28,
   "f1": [
    0.8058250546455383,
    0.742267906665802,
    0.4999998211860657,
    0.3999998867511749,
    0.44444432854652405,
    0.6153844594955444,
    0.6810809373855591,
    0.6597937345504761,
    0.747572660446167,
    0.6701029539108276,
    0.3798881769180298,
    0.42857128381729126,
    0.6874998807907104,
    0.6028706431388855,
    0.5333331823348999,
    0.520408034324646,
    0.6733667254447937,
    0.7532466053962708,
    0.5658535361289978,
    0.4947367310523987,
    0.7958113551139832,
    0.710526168346405,
    0.5624998807907104,
    0.7465436458587646,
    0.8163263201713562,
    0.5388599634170532,
    0.5810053944587708,
    0.37614670395851135,
    0.6473428606987,
    0.5502644181251526,
    0.5849055051803589,
    0.5375493168830872,
    0.5416665077209473,
    0.539215624332428,
    0.5628139972686768,
    0.34821417927742004,
    0.6836733222007751,
    0.5561496019363403,
    0.39676105976104736,
    0.7647057771682739,
    0.5524860620498657,
    0.8128339648246765,
    0.6256982088088989,
    0.6907215118408203,
    0.3934425115585327,
    0.5287355184555054,
    0.4120602011680603,
    0.595959484577179,
    0.778846025466919,
    0.7448978424072266,
    0.37962955236434937,
    0.6736840605735779,
    0.6504853367805481,
    0.8148146271705627,
    0.7135677337646484,
    0.28571420907974243,
    0.8159202337265015,
    0.5970147848129272,
    0.7029701471328735,
    0.6146340370178223,
    0.8190473914146423,
    0.6666665077209473,
    0.6633164882659912,
    0.5258214473724365,
    0.39810416102409363,
    0.33333319425582886,
    0.4976075291633606,
    0.4705880880355835,
    0.8625590801239014,
    0.7342994213104248,
    0.6497460603713989,
    0.7236180305480957,
    0.2873562276363373,
    0.48484835028648376,
    0.4292236268520355,
    0.7826085686683655,
    0.8133969902992249,
    0.524590015411377,
    0.4574466943740845,
    0.6039602756500244,
    0.40659332275390625,
    0.6009388566017151,
    0.926108181476593,
    0.5747125148773193,
    0.5128204226493835,
    0.660633385181427,
    0.6305417418479919,
    0.6728971004486084,
    0.6352940201759338,
    0.6732671856880188,
    0.6907215118408203,
    0.6724136471748352,
    0.48387083411216736,
    0.3979056477546692,
    0.8186044692993164,
    0.6865670084953308,
    0.5242717266082764,
    0.6051281094551086,
    0.37696322798728943,
    0.6699506640434265
   ],
   "time": 26.732091525569558,
   "param": null
  },
  {
   "epoch": 176,
   "train_loss": 0.29677918553352356,
   "val_loss": 1.871803641319275,
   "acc": 59.6,
   "f1": [
    0.8195120096206665,
    0.7052630186080933,
    0.46153831481933594,
    0.3979056477546692,
    0.41818171739578247,
    0.5728641748428345,
    0.6560845375061035,
    0.6315788626670837,
    0.7373736500740051,
    0.6538460850715637,
    0.37777766585350037,
    0.39195966720581055,
    0.6772485375404358,
    0.6030149459838867,
    0.5599998831748962,
    0.5112106204032898,
    0.6451612114906311,
    0.7203789353370667,
    0.5347592234611511,
    0.5026736855506897,
    0.7684727907180786,
    0.704845666885376,
    0.5539904832839966,
    0.7499998211860657,
    0.8156423568725586,
    0.49999988079071045,
    0.5384613871574402,
    0.38541653752326965,
    0.6602869629859924,
    0.5573769211769104,
    0.5773194432258606,
    0.587719202041626,
    0.5312498211860657,
    0.5699480772018433,
    0.5614033937454224,
    0.3168315887451172,
    0.6009388566017151,
    0.5247523188591003,
    0.4306218922138214,
    0.7628865242004395,
    0.5111110210418701,
    0.804232656955719,
    0.5566036701202393,
    0.6288208365440369,
    0.35675665736198425,
    0.518518328666687,
    0.3917524814605713,
    0.5638296604156494,
    0.7678569555282593,
    0.7333331108093262,
    0.43093910813331604,
    0.6243385076522827,
    0.6086955666542053,
    0.8133969902992249,
    0.7236180305480957,
    0.26455017924308777,
    0.8410254716873169,
    0.6039602756500244,
    0.6831682324409485,
    0.6358972787857056,
    0.8099998235702515,
    0.6666665077209473,
    0.6565654873847961,
    0.5363634824752808,
    0.41052618622779846,
    0.385650098323822,
    0.49523797631263733,
    0.4945053458213806,
    0.8465114831924438,
    0.7609753608703613,
    0.6354165077209473,
    0.7596151828765869,
    0.239999920129776,
    0.487046480178833,
    0.47572803497314453,
    0.796116292476654,
    0.731914758682251,
    0.5247523188591003,
    0.4516127407550812,
    0.582914412021637,
    0.45128190517425537,
    0.6185566186904907,
    0.9054725170135498,
    0.5365852117538452,
    0.5425531268119812,
    0.6597937345504761,
    0.6288658380508423,
    0.6367712020874023,
    0.6261681318283081,
    0.6636362671852112,
    0.6473428606987,
    0.7115383744239807,
    0.4692735970020294,
    0.390243798494339,
    0.8198196887969971,
    0.6938773989677429,
    0.5523808598518372,
    0.5727270841598511,
    0.41269823908805847,
    0.6930691599845886
   ],
   "time": 27.38049557711929,
   "param": null
  },
  {
   "epoch": 177,
   "train_loss": 0.24082180857658386,
   "val_loss": 1.9157671928405762,
   "acc": 59.57,
   "f1": [
    0.7762555480003357,
    0.70588219165802,
    0.45414838194847107,
    0.3478259742259979,
    0.40384599566459656,
    0.563380241394043,
    0.6555553674697876,
    0.6403939127922058,
    0.735293984413147,
    0.6425337791442871,
    0.3723403513431549,
    0.4301074147224426,
    0.6636770367622375,
    0.5925924777984619,
    0.5363127589225769,
    0.47619032859802246,
    0.6540283560752869,
    0.7312772870063782,
    0.5527637004852295,
    0.49214646220207214,
    0.7661689519882202,
    0.6844443082809448,
    0.5567008852958679,
    0.7052630186080933,
    0.7868850827217102,
    0.5188678503036499,
    0.550898015499115,
    0.4226802885532379,
    0.6418603658676147,
    0.5405403971672058,
    0.572916567325592,
    0.5772356390953064,
    0.5247523188591003,
    0.5258214473724365,
    0.5252523422241211,
    0.3474177420139313,
    0.6292133331298828,
    0.5396823883056641,
    0.44036686420440674,
    0.7661689519882202,
    0.5326631665229797,
    0.8235291838645935,
    0.619289219379425,
    0.6899998784065247,
    0.36559128761291504,
    0.5283017754554749,
    0.40579700469970703,
    0.5999999046325684,
    0.8099998235702515,
    0.7309643626213074,
    0.4019606411457062,
    0.6210525035858154,
    0.6499998569488525,
    0.8229663372039795,
    0.725490152835846,
    0.28426387906074524,
    0.7875646352767944,
    0.5999999046325684,
    0.6990289688110352,
    0.6346153020858765,
    0.8390242457389832,
    0.666666567325592,
    0.6288658380508423,
    0.5753422975540161,
    0.3838382363319397,
    0.37894728779792786,
    0.4999999403953552,
    0.4545453190803528,
    0.8518517017364502,
    0.7817257046699524,
    0.633165717124939,
    0.746666431427002,
    0.2765956223011017,
    0.4950493574142456,
    0.4179103374481201,
    0.7783250212669373,
    0.7107436656951904,
    0.5279186367988586,
    0.3882351815700531,
    0.6041665077209473,
    0.45595842599868774,
    0.6305417418479919,
    0.9137053489685059,
    0.5497074723243713,
    0.5268816351890564,
    0.6731706857681274,
    0.6368157267570496,
    0.6147539615631104,
    0.6555553674697876,
    0.6604650020599365,
    0.6979165077209473,
    0.6956520080566406,
    0.486772358417511,
    0.37499991059303284,
    0.8071746826171875,
    0.6899998784065247,
    0.5321099162101746,
    0.5863873362541199,
    0.4343433380126953,
    0.6542055010795593
   ],
   "time": 27.60280079394579,
   "param": null
  },
  {
   "epoch": 178,
   "train_loss": 0.213806614279747,
   "val_loss": 1.6192690134048462,
   "acc": 60.04,
   "f1": [
    0.7999998331069946,
    0.7329840660095215,
    0.4744184911251068,
    0.348314493894577,
    0.3861384987831116,
    0.5904760956764221,
    0.637362539768219,
    0.6346153020858765,
    0.7524750828742981,
    0.6296295523643494,
    0.35955044627189636,
    0.4315788447856903,
    0.6567163467407227,
    0.572916567325592,
    0.543352484703064,
    0.5399999022483826,
    0.6564101576805115,
    0.7452828288078308,
    0.5621620416641235,
    0.524590015411377,
    0.7676765322685242,
    0.702702522277832,
    0.5913977026939392,
    0.7669901251792908,
    0.7918779850006104,
    0.5212765336036682,
    0.5434780716896057,
    0.4210525155067444,
    0.6602869629859924,
    0.5445024967193604,
    0.5989846587181091,
    0.5904760956764221,
    0.526829183101654,
    0.5333331823348999,
    0.5418717861175537,
    0.35344812273979187,
    0.639593780040741,
    0.5643563270568848,
    0.42241373658180237,
    0.7799997925758362,
    0.5340908169746399,
    0.8152172565460205,
    0.6021503806114197,
    0.6467660069465637,
    0.36018943786621094,
    0.47398826479911804,
    0.4041449725627899,
    0.6030149459838867,
    0.7614678144454956,
    0.7853401899337769,
    0.4093022048473358,
    0.5979380011558533,
    0.6382977366447449,
    0.8038275837898254,
    0.7238093614578247,
    0.2797926664352417,
    0.8367345333099365,
    0.5865383148193359,
    0.7171715497970581,
    0.6291078925132751,
    0.8258705139160156,
    0.6907215118408203,
    0.639593780040741,
    0.5757573843002319,
    0.38914018869400024,
    0.34862375259399414,
    0.5118482112884521,
    0.4897957742214203,
    0.870813250541687,
    0.7549017667770386,
    0.6170212030410767,
    0.7373270392417908,
    0.24742262065410614,
    0.47236168384552,
    0.44444435834884644,
    0.7878786325454712,
    0.8299998044967651,
    0.5151513814926147,
    0.44444432854652405,
    0.5980390906333923,
    0.4365480840206146,
    0.6176469922065735,
    0.9128203392028809,
    0.5348835587501526,
    0.5621620416641235,
    0.7058822512626648,
    0.6421051621437073,
    0.6790696382522583,
    0.6733667254447937,
    0.666666567325592,
    0.6766167879104614,
    0.6912441253662109,
    0.518134593963623,
    0.4293783903121948,
    0.8202763199806213,
    0.6829267144203186,
    0.5479451417922974,
    0.6066349744796753,
    0.42162150144577026,
    0.6733667254447937
   ],
   "time": 26.1987094450742,
   "param": null
  },
  {
   "epoch": 179,
   "train_loss": 0.26808080077171326,
   "val_loss": 1.88990318775177,
   "acc": 60.04,
   "f1": [
    0.796208381652832,
    0.72251296043396,
    0.5081079602241516,
    0.3617020547389984,
    0.4093022048473358,
    0.5714284777641296,
    0.6702126860618591,
    0.6497460603713989,
    0.7219511270523071,
    0.6574072241783142,
    0.3707864284515381,
    0.446808397769928,
    0.6432158946990967,
    0.5445024967193604,
    0.5232557058334351,
    0.5595853924751282,
    0.649484395980835,
    0.718893826007843,
    0.5555554032325745,
    0.5473682880401611,
    0.7755100131034851,
    0.7199998497962952,
    0.5684208869934082,
    0.7452828288078308,
    0.7897433638572693,
    0.5048542022705078,
    0.5586591362953186,
    0.4186045527458191,
    0.6442306041717529,
    0.5312498211860657,
    0.5698922872543335,
    0.5627704858779907,
    0.535353422164917,
    0.5302324295043945,
    0.5402842164039612,
    0.3348415493965149,
    0.6560845375061035,
    0.5463413596153259,
    0.4366810917854309,
    0.762376070022583,
    0.5454543828964233,
    0.83157879114151,
    0.6298341155052185,
    0.653465211391449,
    0.37894728779792786,
    0.48837196826934814,
    0.37373724579811096,
    0.5970147848129272,
    0.7729466557502747,
    0.7789472937583923,
    0.42857131361961365,
    0.6146340370178223,
    0.6153844594955444,
    0.8275859951972961,
    0.7216493487358093,
    0.25668442249298096,
    0.8195120096206665,
    0.6069650650024414,
    0.7010307908058167,
    0.6435642242431641,
    0.8285712599754333,
    0.6947367191314697,
    0.6387433409690857,
    0.5851062536239624,
    0.37696322798728943,
    0.33333325386047363,
    0.5277776718139648,
    0.4919784665107727,
    0.8638496398925781,
    0.7596151828765869,
    0.6378377079963684,
    0.7214610576629639,
    0.2692306935787201,
    0.4766353964805603,
    0.4253392219543457,
    0.7979272603988647,
    0.8173075318336487,
    0.5454544425010681,
    0.4489794969558716,
    0.6458331942558289,
    0.413043349981308,
    0.5614033937454224,
    0.926108181476593,
    0.5664739012718201,
    0.5555554628372192,
    0.6956520080566406,
    0.6378377079963684,
    0.644067645072937,
    0.6597937345504761,
    0.6728971004486084,
    0.6572768688201904,
    0.6812225580215454,
    0.4974091649055481,
    0.4114284813404083,
    0.8161433935165405,
    0.7019230127334595,
    0.5412842631340027,
    0.5781989693641663,
    0.4044942855834961,
    0.683937668800354
   ],
   "time": 27.959824120625854,
   "param": null
  },
  {
   "epoch": 180,
   "train_loss": 0.2313545197248459,
   "val_loss": 1.7606714963912964,
   "acc": 59.95,
   "f1": [
    0.7713002562522888,
    0.6994534134864807,
    0.47524741291999817,
    0.38636353611946106,
    0.44670039415359497,
    0.5882351398468018,
    0.637362539768219,
    0.6907215118408203,
    0.7450978755950928,
    0.6572768688201904,
    0.3793102502822876,
    0.41573023796081543,
    0.6532661318778992,
    0.6069650650024414,
    0.5263156294822693,
    0.49999988079071045,
    0.6799998879432678,
    0.7452828288078308,
    0.534031331539154,
    0.47513800859451294,
    0.7692306041717529,
    0.7008545994758606,
    0.575916051864624,
    0.6796115040779114,
    0.808510422706604,
    0.5483869910240173,
    0.553672194480896,
    0.4236452281475067,
    0.6486485004425049,
    0.5492226481437683,
    0.5583755373954773,
    0.5811964869499207,
    0.5196077227592468,
    0.5368419289588928,
    0.5658535361289978,
    0.39090898633003235,
    0.6304346323013306,
    0.5436891913414001,
    0.4249998927116394,
    0.7638189196586609,
    0.5291004180908203,
    0.8279567956924438,
    0.6326529383659363,
    0.6699506640434265,
    0.3711339235305786,
    0.4823527932167053,
    0.3904760777950287,
    0.6122447848320007,
    0.7671231031417847,
    0.7553189396858215,
    0.3899998664855957,
    0.6086955666542053,
    0.633165717124939,
    0.7887322306632996,
    0.7171715497970581,
    0.26041656732559204,
    0.835820734500885,
    0.579710066318512,
    0.6766167879104614,
    0.6476188898086548,
    0.7939696907997131,
    0.6842104196548462,
    0.6321242451667786,
    0.5837836861610413,
    0.40659332275390625,
    0.35416656732559204,
    0.5071768760681152,
    0.48205116391181946,
    0.8666665554046631,
    0.7582937479019165,
    0.6229507327079773,
    0.7217390537261963,
    0.26086944341659546,
    0.4766353964805603,
    0.46601933240890503,
    0.7839194536209106,
    0.8252425789833069,
    0.5599998831748962,
    0.4489794969558716,
    0.6069650650024414,
    0.37999987602233887,
    0.6074764728546143,
    0.9175256490707397,
    0.556212842464447,
    0.5612244009971619,
    0.6969695687294006,
    0.6378377079963684,
    0.6255142092704773,
    0.6568626165390015,
    0.6511626243591309,
    0.6903551816940308,
    0.678413987159729,
    0.5235601663589478,
    0.40476179122924805,
    0.8161433935165405,
    0.6862744092941284,
    0.535353422164917,
    0.5381165146827698,
    0.4242422580718994,
    0.6836733222007751
   ],
   "time": 26.406280178576708,
   "param": null
  },
  {
   "epoch": 181,
   "train_loss": 0.24345362186431885,
   "val_loss": 1.8746795654296875,
   "acc": 60.34,
   "f1": [
    0.796116292476654,
    0.7329840660095215,
    0.5102038979530334,
    0.39325833320617676,
    0.3940885663032532,
    0.5631066560745239,
    0.666666567325592,
    0.6399998664855957,
    0.7230044603347778,
    0.6403939127922058,
    0.3793102502822876,
    0.42780739068984985,
    0.6733667254447937,
    0.5363127589225769,
    0.5664739012718201,
    0.5444443225860596,
    0.6528496146202087,
    0.7272725701332092,
    0.5380709171295166,
    0.5136610269546509,
    0.7731956839561462,
    0.7079644799232483,
    0.582914412021637,
    0.7321426868438721,
    0.7817257046699524,
    0.5360823273658752,
    0.5531913042068481,
    0.4339621663093567,
    0.6698563694953918,
    0.5714284777641296,
    0.6009851098060608,
    0.5999999046325684,
    0.5247523188591003,
    0.5671641230583191,
    0.5445024967193604,
    0.36123335361480713,
    0.6464645266532898,
    0.5435895919799805,
    0.4484303891658783,
    0.7729466557502747,
    0.509090781211853,
    0.8064514398574829,
    0.6169153451919556,
    0.6380951404571533,
    0.3510637581348419,
    0.5027931928634644,
    0.390243798494339,
    0.5846152901649475,
    0.7567564845085144,
    0.7812498211860657,
    0.3939392864704132,
    0.6185566186904907,
    0.6274508833885193,
    0.8190473914146423,
    0.7142855525016785,
    0.3101603388786316,
    0.8159202337265015,
    0.6421051621437073,
    0.696078360080719,
    0.6255922317504883,
    0.8229663372039795,
    0.6874998807907104,
    0.6363635063171387,
    0.5769229531288147,
    0.3823528587818146,
    0.3535352647304535,
    0.5446008443832397,
    0.5189187526702881,
    0.8846151828765869,
    0.7835050225257874,
    0.649484395980835,
    0.7437184453010559,
    0.2761903405189514,
    0.49214646220207214,
    0.4579438269138336,
    0.7596151828765869,
    0.8275859951972961,
    0.5358850359916687,
    0.4541061818599701,
    0.619999885559082,
    0.42639580368995667,
    0.6168223023414612,
    0.9162560105323792,
    0.5714284777641296,
    0.5543476939201355,
    0.6849313974380493,
    0.6249998807907104,
    0.6696427464485168,
    0.6568626165390015,
    0.6476188898086548,
    0.6764704585075378,
    0.7136148810386658,
    0.497175008058548,
    0.4347825050354004,
    0.8018016219139099,
    0.7024388909339905,
    0.5142855644226074,
    0.5462183356285095,
    0.3999998867511749,
    0.6700506210327148
   ],
   "time": 27.56997713726014,
   "param": null
  },
  {
   "epoch": 182,
   "train_loss": 0.28856950998306274,
   "val_loss": 1.5499821901321411,
   "acc": 60.25,
   "f1": [
    0.7926266193389893,
    0.728155255317688,
    0.46938762068748474,
    0.3370785713195801,
    0.40975597500801086,
    0.5999999046325684,
    0.6559138894081116,
    0.6598983407020569,
    0.7177032232284546,
    0.6489360928535461,
    0.3502824008464813,
    0.3999998867511749,
    0.6528496146202087,
    0.5773194432258606,
    0.5714284777641296,
    0.5549131631851196,
    0.6528496146202087,
    0.7450978755950928,
    0.5492226481437683,
    0.5274723768234253,
    0.7772018909454346,
    0.6831274032592773,
    0.6051281094551086,
    0.7605632543563843,
    0.808510422706604,
    0.5257730484008789,
    0.5698322653770447,
    0.39252325892448425,
    0.6728971004486084,
    0.5189187526702881,
    0.6113988757133484,
    0.5943394899368286,
    0.492890864610672,
    0.5492226481437683,
    0.5446008443832397,
    0.34977567195892334,
    0.6502462029457092,
    0.5446008443832397,
    0.44642844796180725,
    0.7783250212669373,
    0.5363127589225769,
    0.8087430000305176,
    0.6304346323013306,
    0.6461536884307861,
    0.4044942855834961,
    0.5291004180908203,
    0.42931926250457764,
    0.6095237135887146,
    0.776698887348175,
    0.7731956839561462,
    0.40540531277656555,
    0.6078430414199829,
    0.6030149459838867,
    0.8056870102882385,
    0.7192116975784302,
    0.2713567018508911,
    0.8076921701431274,
    0.5979380011558533,
    0.7208120226860046,
    0.6291078925132751,
    0.8499998450279236,
    0.6802029013633728,
    0.653465211391449,
    0.5882351994514465,
    0.40641695261001587,
    0.3440859317779541,
    0.5098037719726562,
    0.4949493706226349,
    0.8695650100708008,
    0.741783857345581,
    0.6387433409690857,
    0.7393363118171692,
    0.25906726717948914,
    0.5094338655471802,
    0.45248857140541077,
    0.7549017667770386,
    0.835820734500885,
    0.548076868057251,
    0.46231144666671753,
    0.6280191540718079,
    0.41441428661346436,
    0.6350710391998291,
    0.9191917777061462,
    0.5697672963142395,
    0.520408034324646,
    0.6799998879432678,
    0.6185566186904907,
    0.6995514035224915,
    0.653465211391449,
    0.6407765746116638,
    0.7070705890655518,
    0.6725662350654602,
    0.49999988079071045,
    0.42708319425582886,
    0.8235291838645935,
    0.6999998688697815,
    0.5024629235267639,
    0.5511109828948975,
    0.4022345542907715,
    0.6532661318778992
   ],
   "time": 27.406903866678476,
   "param": null
  },
  {
   "epoch": 183,
   "train_loss": 0.23282210528850555,
   "val_loss": 1.787649154663086,
   "acc": 60.29,
   "f1": [
    0.8076921701431274,
    0.7208120226860046,
    0.4975123405456543,
    0.38461530208587646,
    0.40191373229026794,
    0.5841582417488098,
    0.6632122993469238,
    0.6299998760223389,
    0.7227722406387329,
    0.6599999070167542,
    0.35532984137535095,
    0.43333321809768677,
    0.6871793866157532,
    0.5699480772018433,
    0.5380114912986755,
    0.5482232570648193,
    0.6458331942558289,
    0.7523808479309082,
    0.5863873362541199,
    0.5027931928634644,
    0.7614211440086365,
    0.6781114935874939,
    0.5643563270568848,
    0.7410712838172913,
    0.8082899451255798,
    0.5684208869934082,
    0.5494503974914551,
    0.3867923319339752,
    0.6478871703147888,
    0.5837836861610413,
    0.6069650650024414,
    0.5676854848861694,
    0.5314008593559265,
    0.5561496019363403,
    0.5188678503036499,
    0.3584904372692108,
    0.6161615252494812,
    0.5728641748428345,
    0.46808499097824097,
    0.7899998426437378,
    0.522222101688385,
    0.8021388649940491,
    0.6276593804359436,
    0.6511626243591309,
    0.3756905198097229,
    0.48837196826934814,
    0.4041449725627899,
    0.6039602756500244,
    0.7579907178878784,
    0.7939696907997131,
    0.40579700469970703,
    0.613065242767334,
    0.6169153451919556,
    0.7943924069404602,
    0.7064675688743591,
    0.27083322405815125,
    0.8557212948799133,
    0.5951218605041504,
    0.7099998593330383,
    0.6442306041717529,
    0.8181816339492798,
    0.6703295111656189,
    0.6461536884307861,
    0.5684208869934082,
    0.37185919284820557,
    0.3478259742259979,
    0.5137613415718079,
    0.487046480178833,
    0.870813250541687,
    0.7669901251792908,
    0.613756537437439,
    0.7203789353370667,
    0.2949307858943939,
    0.4924621880054474,
    0.43518510460853577,
    0.7373270392417908,
    0.8195120096206665,
    0.5435895919799805,
    0.446808397769928,
    0.6428569555282593,
    0.4210525155067444,
    0.6176469922065735,
    0.9246229529380798,
    0.552941083908081,
    0.5494503974914551,
    0.6794257164001465,
    0.6378377079963684,
    0.6944442987442017,
    0.688171923160553,
    0.6481480002403259,
    0.704761803150177,
    0.6877826452255249,
    0.5319147706031799,
    0.4198893904685974,
    0.8294929265975952,
    0.696517288684845,
    0.5247523188591003,
    0.5779815316200256,
    0.4210525155067444,
    0.6836733222007751
   ],
   "time": 26.728068339638412,
   "param": null
  },
  {
   "epoch": 184,
   "train_loss": 0.24095070362091064,
   "val_loss": 1.9765043258666992,
   "acc": 60.19,
   "f1": [
    0.7980766892433167,
    0.7219511270523071,
    0.47715723514556885,
    0.3837208151817322,
    0.40394076704978943,
    0.6057690978050232,
    0.6338796615600586,
    0.6310677528381348,
    0.7389161586761475,
    0.6732671856880188,
    0.3692306876182556,
    0.41340771317481995,
    0.6470587849617004,
    0.5408161878585815,
    0.5485712885856628,
    0.5608464479446411,
    0.6435642242431641,
    0.7641507983207703,
    0.5279186367988586,
    0.4864863455295563,
    0.7794870138168335,
    0.6926406025886536,
    0.5816324949264526,
    0.7843136787414551,
    0.7959181666374207,
    0.5684208869934082,
    0.5837836861610413,
    0.3923443853855133,
    0.6346153020858765,
    0.5368419289588928,
    0.6321242451667786,
    0.5662099123001099,
    0.5327101349830627,
    0.5360823273658752,
    0.5517240166664124,
    0.3376622498035431,
    0.649484395980835,
    0.5727698802947998,
    0.4377681314945221,
    0.7799997925758362,
    0.5434780716896057,
    0.7934780716896057,
    0.6304346323013306,
    0.6767675280570984,
    0.38541653752326965,
    0.522222101688385,
    0.3894736170768738,
    0.6268655061721802,
    0.7641507983207703,
    0.7553189396858215,
    0.40975597500801086,
    0.6169153451919556,
    0.6268655061721802,
    0.7999998331069946,
    0.7093595266342163,
    0.2751321792602539,
    0.8299998044967651,
    0.6010361909866333,
    0.7010307908058167,
    0.6224488615989685,
    0.8301885724067688,
    0.6560845375061035,
    0.6249998807907104,
    0.5816324949264526,
    0.390243798494339,
    0.35532984137535095,
    0.5070421695709229,
    0.5052630305290222,
    0.8803826570510864,
    0.7596151828765869,
    0.6249998807907104,
    0.7255812287330627,
    0.2577318847179413,
    0.488262802362442,
    0.4414413571357727,
    0.7707315683364868,
    0.8235292434692383,
    0.5252523422241211,
    0.45360812544822693,
    0.6019416451454163,
    0.43298953771591187,
    0.5972849726676941,
    0.9199998378753662,
    0.5628740787506104,
    0.5595853924751282,
    0.6854459643363953,
    0.6417111158370972,
    0.6666665077209473,
    0.6666665077209473,
    0.6570047736167908,
    0.6899998784065247,
    0.6752135157585144,
    0.5157893896102905,
    0.3431951701641083,
    0.8317755460739136,
    0.7219511270523071,
    0.5420559644699097,
    0.563380241394043,
    0.4324323236942291,
    0.6836733222007751
   ],
   "time": 27.598455120809376,
   "param": null
  },
  {
   "epoch": 185,
   "train_loss": 0.20447759330272675,
   "val_loss": 1.8382419347763062,
   "acc": 60.03,
   "f1": [
    0.8115940690040588,
    0.7164177894592285,
    0.4646463394165039,
    0.38271594047546387,
    0.4205606281757355,
    0.5840706825256348,
    0.6630433797836304,
    0.6700506210327148,
    0.7358488440513611,
    0.6432158946990967,
    0.35978829860687256,
    0.4338623583316803,
    0.6865670084953308,
    0.5380709171295166,
    0.5599998831748962,
    0.5185183882713318,
    0.6326529383659363,
    0.7714284658432007,
    0.5513511896133423,
    0.5053762197494507,
    0.7777776122093201,
    0.6666665077209473,
    0.561576247215271,
    0.7572813630104065,
    0.7978722453117371,
    0.5670101642608643,
    0.5942855477333069,
    0.39622631669044495,
    0.6448596715927124,
    0.5197739005088806,
    0.6185566186904907,
    0.5446008443832397,
    0.5283017754554749,
    0.5360823273658752,
    0.5754715800285339,
    0.32888880372047424,
    0.6382977366447449,
    0.5631066560745239,
    0.4377681314945221,
    0.7499997615814209,
    0.5396823883056641,
    0.8108106255531311,
    0.5714284181594849,
    0.6633662581443787,
    0.3586955666542053,
    0.5464479923248291,
    0.4195120930671692,
    0.6145831942558289,
    0.7641507983207703,
    0.7668392062187195,
    0.41346144676208496,
    0.6030149459838867,
    0.6216214895248413,
    0.7999998331069946,
    0.7236180305480957,
    0.28272244334220886,
    0.8137252926826477,
    0.5911328792572021,
    0.6903551816940308,
    0.6086955666542053,
    0.8140701651573181,
    0.6736840605735779,
    0.639593780040741,
    0.5799998641014099,
    0.3699999153614044,
    0.3578946590423584,
    0.5273630023002625,
    0.48387083411216736,
    0.8666665554046631,
    0.7684727907180786,
    0.6428569555282593,
    0.7336243391036987,
    0.26666656136512756,
    0.4766353964805603,
    0.4593299925327301,
    0.778846025466919,
    0.817733883857727,
    0.5567008852958679,
    0.4599998891353607,
    0.6051281094551086,
    0.4365480840206146,
    0.6190475225448608,
    0.9393937587738037,
    0.5476189255714417,
    0.5464479923248291,
    0.6666665077209473,
    0.6249998807907104,
    0.6696831583976746,
    0.6499998569488525,
    0.6603772640228271,
    0.6796115040779114,
    0.6788989305496216,
    0.5291004180908203,
    0.39106133580207825,
    0.8333331942558289,
    0.6822428703308105,
    0.5128204226493835,
    0.5545453429222107,
    0.3936169147491455,
    0.6666665077209473
   ],
   "time": 26.537230748683214,
   "param": null
  },
  {
   "epoch": 186,
   "train_loss": 0.10138443112373352,
   "val_loss": 1.6492964029312134,
   "acc": 60.26,
   "f1": [
    0.8115940690040588,
    0.7150257229804993,
    0.47715723514556885,
    0.4293783903121948,
    0.3942306339740753,
    0.6124400496482849,
    0.666666567325592,
    0.6363635063171387,
    0.7512193918228149,
    0.6597937345504761,
    0.36956506967544556,
    0.43093910813331604,
    0.6767675280570984,
    0.5531913042068481,
    0.5340908169746399,
    0.5656563639640808,
    0.6391751170158386,
    0.7511736154556274,
    0.5595853924751282,
    0.5414363145828247,
    0.7918779850006104,
    0.6779659986495972,
    0.5714284181594849,
    0.7582937479019165,
    0.7722770571708679,
    0.5670101642608643,
    0.5824174284934998,
    0.3942306339740753,
    0.6146787405014038,
    0.525139570236206,
    0.5922329425811768,
    0.5714284777641296,
    0.5213268995285034,
    0.5473682880401611,
    0.5333331823348999,
    0.34042543172836304,
    0.645502507686615,
    0.542713463306427,
    0.44715434312820435,
    0.7902437448501587,
    0.5227271318435669,
    0.8021388649940491,
    0.6185566186904907,
    0.6666665077209473,
    0.3529410660266876,
    0.48275846242904663,
    0.3999999165534973,
    0.6039602756500244,
    0.7649767994880676,
    0.7918779850006104,
    0.4242422580718994,
    0.5989846587181091,
    0.6009388566017151,
    0.8076921701431274,
    0.7263681292533875,
    0.2526314854621887,
    0.8309177160263062,
    0.6122447848320007,
    0.7179486155509949,
    0.5943394899368286,
    0.8115940690040588,
    0.6914892196655273,
    0.6700506210327148,
    0.5619046092033386,
    0.36082467436790466,
    0.3387977182865143,
    0.5445543527603149,
    0.47619032859802246,
    0.8761903047561646,
    0.7647057771682739,
    0.649484395980835,
    0.7289717793464661,
    0.280373752117157,
    0.5048542022705078,
    0.46231144666671753,
    0.7707315683364868,
    0.8374382257461548,
    0.5257730484008789,
    0.4432988464832306,
    0.6288658380508423,
    0.43523305654525757,
    0.6082947254180908,
    0.9393937587738037,
    0.5517240166664124,
    0.5531913042068481,
    0.6826921701431274,
    0.6421051621437073,
    0.657534122467041,
    0.669999897480011,
    0.6635069251060486,
    0.6766167879104614,
    0.6912441253662109,
    0.5319147706031799,
    0.3885713219642639,
    0.8161433935165405,
    0.6696831583976746,
    0.5128204226493835,
    0.5727698802947998,
    0.4210525155067444,
    0.683937668800354
   ],
   "time": 27.918204135261476,
   "param": null
  },
  {
   "epoch": 187,
   "train_loss": 0.1921178102493286,
   "val_loss": 1.8506879806518555,
   "acc": 60.4,
   "f1": [
    0.8038275837898254,
    0.7244896292686462,
    0.4924621880054474,
    0.3953487277030945,
    0.4041449725627899,
    0.5700933337211609,
    0.6417111158370972,
    0.6467660069465637,
    0.7487682700157166,
    0.6834169626235962,
    0.36559128761291504,
    0.47120407223701477,
    0.6700506210327148,
    0.5578945875167847,
    0.5730992555618286,
    0.535353422164917,
    0.6530610918998718,
    0.7393363118171692,
    0.5641024112701416,
    0.4946235418319702,
    0.7638189196586609,
    0.6752135157585144,
    0.5671641230583191,
    0.7677723169326782,
    0.8020831942558289,
    0.5612244009971619,
    0.553672194480896,
    0.4299998879432678,
    0.6570047736167908,
    0.5376343131065369,
    0.6051281094551086,
    0.5953487157821655,
    0.528846025466919,
    0.5414363145828247,
    0.5446427464485168,
    0.3348836302757263,
    0.666666567325592,
    0.5612244009971619,
    0.46351921558380127,
    0.7684727907180786,
    0.5217389464378357,
    0.8241757154464722,
    0.613065242767334,
    0.6601940989494324,
    0.35359105467796326,
    0.4799998700618744,
    0.38144323229789734,
    0.6041665077209473,
    0.7943924069404602,
    0.7875646352767944,
    0.43349742889404297,
    0.5999999046325684,
    0.622641384601593,
    0.8038275837898254,
    0.7437184453010559,
    0.25396814942359924,
    0.8195120096206665,
    0.6069650650024414,
    0.6969695687294006,
    0.6116504073143005,
    0.8217819929122925,
    0.6631014943122864,
    0.6530610918998718,
    0.5799998641014099,
    0.38974347710609436,
    0.3654821515083313,
    0.5283017754554749,
    0.47619032859802246,
    0.8638496398925781,
    0.741463303565979,
    0.6288658380508423,
    0.7465436458587646,
    0.2758619785308838,
    0.5170730352401733,
    0.4401912987232208,
    0.7512193918228149,
    0.7999998331069946,
    0.526829183101654,
    0.46938762068748474,
    0.6206895112991333,
    0.42790690064430237,
    0.6074764728546143,
    0.9145727157592773,
    0.552941083908081,
    0.5543476939201355,
    0.6923075318336487,
    0.631578803062439,
    0.6666665077209473,
    0.6602869629859924,
    0.657142698764801,
    0.6896550059318542,
    0.6874998211860657,
    0.5274723768234253,
    0.4293783903121948,
    0.8108106851577759,
    0.7121950387954712,
    0.5196077227592468,
    0.563380241394043,
    0.41666656732559204,
    0.6865670084953308
   ],
   "time": 27.827539739198983,
   "param": null
  },
  {
   "epoch": 188,
   "train_loss": 0.16000273823738098,
   "val_loss": 1.9766570329666138,
   "acc": 60.22,
   "f1": [
    0.8115940690040588,
    0.7243241667747498,
    0.46999987959861755,
    0.41573023796081543,
    0.41176459193229675,
    0.5700933337211609,
    0.6631014943122864,
    0.6497460603713989,
    0.7537687420845032,
    0.6601940989494324,
    0.36956506967544556,
    0.425531804561615,
    0.6598983407020569,
    0.5773194432258606,
    0.5697672963142395,
    0.5360823273658752,
    0.6461536884307861,
    0.7511736154556274,
    0.5425531268119812,
    0.4999998211860657,
    0.7839194536209106,
    0.6839826703071594,
    0.561576247215271,
    0.7547168731689453,
    0.8041235208511353,
    0.5684208869934082,
    0.5888887047767639,
    0.38888880610466003,
    0.6439023613929749,
    0.5464479923248291,
    0.5980390906333923,
    0.5990782380104065,
    0.5048542022705078,
    0.5473682880401611,
    0.5345621109008789,
    0.32888880372047424,
    0.6461536884307861,
    0.5673075914382935,
    0.4491524398326874,
    0.762376070022583,
    0.5082871913909912,
    0.8172040581703186,
    0.613065242767334,
    0.6542055010795593,
    0.36842095851898193,
    0.4823527932167053,
    0.3999998867511749,
    0.6274508833885193,
    0.7757007479667664,
    0.7807484865188599,
    0.43349742889404297,
    0.5970147848129272,
    0.6376810669898987,
    0.8038275837898254,
    0.7537687420845032,
    0.26086944341659546,
    0.8190473914146423,
    0.6051281094551086,
    0.7035174369812012,
    0.6153844594955444,
    0.8019322156906128,
    0.6918917894363403,
    0.666666567325592,
    0.5899998545646667,
    0.4108106791973114,
    0.3654821515083313,
    0.5225224494934082,
    0.4946235418319702,
    0.8888887763023376,
    0.7368419766426086,
    0.6358972787857056,
    0.7129628658294678,
    0.2512076497077942,
    0.5125626921653748,
    0.44230756163597107,
    0.7499997615814209,
    0.8137252926826477,
    0.5279186367988586,
    0.45320188999176025,
    0.631578803062439,
    0.42156851291656494,
    0.6018517017364502,
    0.9246229529380798,
    0.550898015499115,
    0.5494503974914551,
    0.6919430494308472,
    0.6349205374717712,
    0.6406925916671753,
    0.6532661318778992,
    0.6448596715927124,
    0.6969695687294006,
    0.6637166738510132,
    0.5297296643257141,
    0.3977271616458893,
    0.8108106851577759,
    0.704761803150177,
    0.5326631665229797,
    0.5529952645301819,
    0.41711217164993286,
    0.680412232875824
   ],
   "time": 26.881237948313355,
   "param": null
  },
  {
   "epoch": 189,
   "train_loss": 0.20429012179374695,
   "val_loss": 1.9056342840194702,
   "acc": 60.56,
   "f1": [
    0.8076921701431274,
    0.7216493487358093,
    0.4975123405456543,
    0.4111110270023346,
    0.378109335899353,
    0.5887848734855652,
    0.6486485004425049,
    0.6470587849617004,
    0.7512193918228149,
    0.6600984334945679,
    0.36559128761291504,
    0.4646463394165039,
    0.6700506210327148,
    0.5789472460746765,
    0.5632182359695435,
    0.5273630023002625,
    0.6497460603713989,
    0.7582937479019165,
    0.5312498211860657,
    0.5193368792533875,
    0.7777776122093201,
    0.6610877513885498,
    0.5714284777641296,
    0.7720928192138672,
    0.7878786325454712,
    0.5820105075836182,
    0.5730335712432861,
    0.3943660855293274,
    0.6538460850715637,
    0.5549736618995667,
    0.6069650650024414,
    0.6068375110626221,
    0.528846025466919,
    0.5492226481437683,
    0.5384615063667297,
    0.3301886022090912,
    0.6526314616203308,
    0.5743588209152222,
    0.45689642429351807,
    0.7722770571708679,
    0.5444443225860596,
    0.8172040581703186,
    0.6387433409690857,
    0.6763284206390381,
    0.39106133580207825,
    0.49999988079071045,
    0.4059404730796814,
    0.6161615252494812,
    0.7741933465003967,
    0.7817257046699524,
    0.4179103374481201,
    0.6051281094551086,
    0.6285713315010071,
    0.7999998331069946,
    0.7290639281272888,
    0.2430938482284546,
    0.8246443271636963,
    0.6030149459838867,
    0.7064675688743591,
    0.6336632370948792,
    0.817733883857727,
    0.6842104196548462,
    0.6421051621437073,
    0.5728154182434082,
    0.37696322798728943,
    0.34920626878738403,
    0.5263156890869141,
    0.486772358417511,
    0.8625590801239014,
    0.7439612150192261,
    0.6282721161842346,
    0.7323941588401794,
    0.2731706500053406,
    0.5217390656471252,
    0.44339612126350403,
    0.7684727907180786,
    0.8076921701431274,
    0.5549736618995667,
    0.46391740441322327,
    0.6368157267570496,
    0.4489794969558716,
    0.5981307029724121,
    0.929999828338623,
    0.5465114712715149,
    0.5638296604156494,
    0.6857141852378845,
    0.6270268559455872,
    0.6637166738510132,
    0.6565654873847961,
    0.6538460850715637,
    0.6896550059318542,
    0.6846845149993896,
    0.5291004180908203,
    0.3793102502822876,
    0.8127852082252502,
    0.7053138613700867,
    0.5436891913414001,
    0.5529952645301819,
    0.40206170082092285,
    0.6969695687294006
   ],
   "time": 27.94856095314026,
   "param": null
  },
  {
   "epoch": 190,
   "train_loss": 0.23128968477249146,
   "val_loss": 1.7017630338668823,
   "acc": 60.49,
   "f1": [
    0.8190473914146423,
    0.7187498211860657,
    0.5025123953819275,
    0.4044942855834961,
    0.3899998664855957,
    0.5833331942558289,
    0.6344084739685059,
    0.6700506210327148,
    0.7655500173568726,
    0.6464645266532898,
    0.3636362552642822,
    0.4873095452785492,
    0.6769229769706726,
    0.572916567325592,
    0.5614033341407776,
    0.5230767726898193,
    0.6530610918998718,
    0.7407405376434326,
    0.5464479923248291,
    0.507771909236908,
    0.7821780443191528,
    0.6812225580215454,
    0.5641024112701416,
    0.7735847234725952,
    0.7958113551139832,
    0.5628139972686768,
    0.5586591362953186,
    0.3943660855293274,
    0.6602869629859924,
    0.5684208869934082,
    0.5911328792572021,
    0.6133331656455994,
    0.5192306637763977,
    0.5333331823348999,
    0.5370368957519531,
    0.33333322405815125,
    0.6185566186904907,
    0.5490195155143738,
    0.4549354910850525,
    0.7839194536209106,
    0.5347592234611511,
    0.8152172565460205,
    0.6153844594955444,
    0.6729856729507446,
    0.38709667325019836,
    0.5232557058334351,
    0.39795905351638794,
    0.6403939127922058,
    0.7720928192138672,
    0.7853401899337769,
    0.42639580368995667,
    0.6153844594955444,
    0.619999885559082,
    0.8038275837898254,
    0.7208120226860046,
    0.2584269046783447,
    0.8285712599754333,
    0.582914412021637,
    0.6999998688697815,
    0.6268655061721802,
    0.8155338168144226,
    0.6739128828048706,
    0.6461536884307861,
    0.5756096839904785,
    0.3917524814605713,
    0.378109335899353,
    0.5294116735458374,
    0.5027320981025696,
    0.870813250541687,
    0.7627905607223511,
    0.6249998807907104,
    0.7272725701332092,
    0.27551010251045227,
    0.5048542022705078,
    0.45320188999176025,
    0.7669901251792908,
    0.8195120096206665,
    0.529999852180481,
    0.4307691156864166,
    0.6237622499465942,
    0.436893105506897,
    0.6046510338783264,
    0.9399998188018799,
    0.5581393837928772,
    0.563535749912262,
    0.6666665077209473,
    0.6249998807907104,
    0.6382977366447449,
    0.6567163467407227,
    0.6376810669898987,
    0.6733667254447937,
    0.666666567325592,
    0.5026736855506897,
    0.3771427571773529,
    0.8219176530838013,
    0.7128711342811584,
    0.5603863000869751,
    0.5739909410476685,
    0.425531804561615,
    0.7040814757347107
   ],
   "time": 26.869893205352128,
   "param": null
  },
  {
   "epoch": 191,
   "train_loss": 0.14762769639492035,
   "val_loss": 1.8307713270187378,
   "acc": 60.38,
   "f1": [
    0.7999998331069946,
    0.72251296043396,
    0.49746179580688477,
    0.3999998867511749,
    0.3842363655567169,
    0.5781989693641663,
    0.6448085904121399,
    0.6432158946990967,
    0.7317072153091431,
    0.6796115040779114,
    0.3703702688217163,
    0.46391740441322327,
    0.6632652282714844,
    0.5851062536239624,
    0.5485712885856628,
    0.5347592234611511,
    0.6428569555282593,
    0.7452828288078308,
    0.5445024967193604,
    0.4947367310523987,
    0.7638189196586609,
    0.666666567325592,
    0.5858584046363831,
    0.7649767994880676,
    0.7999997735023499,
    0.5656563639640808,
    0.5568180084228516,
    0.41346144676208496,
    0.6291078925132751,
    0.5668447613716125,
    0.5816324949264526,
    0.6249998807907104,
    0.529999852180481,
    0.5388599634170532,
    0.5333331823348999,
    0.32558128237724304,
    0.649214506149292,
    0.5472635626792908,
    0.4622220993041992,
    0.7839194536209106,
    0.5161289572715759,
    0.7999998927116394,
    0.6382977366447449,
    0.6857141852378845,
    0.3583814203739166,
    0.5028570294380188,
    0.3999999165534973,
    0.5833332538604736,
    0.7793425917625427,
    0.7765957117080688,
    0.434782475233078,
    0.6145831942558289,
    0.6009388566017151,
    0.8038275837898254,
    0.727272629737854,
    0.2622949779033661,
    0.8309177160263062,
    0.6039602756500244,
    0.7199999094009399,
    0.6237622499465942,
    0.8040199875831604,
    0.6808508634567261,
    0.639593780040741,
    0.5673075914382935,
    0.38541653752326965,
    0.367346853017807,
    0.5358850359916687,
    0.47236168384552,
    0.8815163969993591,
    0.7735847234725952,
    0.6288658380508423,
    0.7281104326248169,
    0.27884605526924133,
    0.5073169469833374,
    0.44776105880737305,
    0.7523808479309082,
    0.8019322156906128,
    0.5373133420944214,
    0.4615383446216583,
    0.6372547745704651,
    0.45226117968559265,
    0.6249998807907104,
    0.9246229529380798,
    0.5517240166664124,
    0.5714284181594849,
    0.6760562062263489,
    0.649214506149292,
    0.6551722884178162,
    0.6632652282714844,
    0.6538460850715637,
    0.6666665077209473,
    0.6846845149993896,
    0.534031331539154,
    0.36871495842933655,
    0.8127852082252502,
    0.6956520080566406,
    0.526829183101654,
    0.5753422975540161,
    0.41711217164993286,
    0.7005074620246887
   ],
   "time": 27.81330745574087,
   "param": null
  },
  {
   "epoch": 192,
   "train_loss": 0.16026993095874786,
   "val_loss": 1.9048408269882202,
   "acc": 60.53,
   "f1": [
    0.8056870102882385,
    0.742267906665802,
    0.5294116735458374,
    0.39325833320617676,
    0.38834938406944275,
    0.5953487157821655,
    0.6270268559455872,
    0.6497460603713989,
    0.7450978755950928,
    0.6502462029457092,
    0.36065563559532166,
    0.4574466943740845,
    0.6871793866157532,
    0.5698922872543335,
    0.5549131631851196,
    0.5291004180908203,
    0.6528496146202087,
    0.7547168731689453,
    0.5744680166244507,
    0.4919784665107727,
    0.7699998021125793,
    0.6872245073318481,
    0.5888323187828064,
    0.7809522151947021,
    0.8061222434043884,
    0.5728641748428345,
    0.5683058500289917,
    0.3999998867511749,
    0.6538460850715637,
    0.5531913042068481,
    0.5918366312980652,
    0.6027396321296692,
    0.5098037719726562,
    0.5531913042068481,
    0.5539904832839966,
    0.33789944648742676,
    0.6421051621437073,
    0.5673075914382935,
    0.4622220993041992,
    0.7959181666374207,
    0.5268816351890564,
    0.8241757154464722,
    0.602040708065033,
    0.6567163467407227,
    0.3798881769180298,
    0.5113635063171387,
    0.4020099639892578,
    0.6082472205162048,
    0.7757007479667664,
    0.7894735336303711,
    0.4059404730796814,
    0.602040708065033,
    0.6249998807907104,
    0.7999998331069946,
    0.7244896292686462,
    0.24742262065410614,
    0.8212559223175049,
    0.613065242767334,
    0.7135677337646484,
    0.62135910987854,
    0.8118810057640076,
    0.6806281208992004,
    0.6358972787857056,
    0.5865383148193359,
    0.40624988079071045,
    0.36815908551216125,
    0.5436891913414001,
    0.4897957742214203,
    0.8773583769798279,
    0.776698887348175,
    0.6461536884307861,
    0.7281104326248169,
    0.2686566412448883,
    0.5073169469833374,
    0.44976064562797546,
    0.7684727907180786,
    0.8155338168144226,
    0.529999852180481,
    0.43999987840652466,
    0.6274508833885193,
    0.4454975128173828,
    0.6197181344032288,
    0.9145727157592773,
    0.5581393837928772,
    0.577777624130249,
    0.6956520080566406,
    0.6382977366447449,
    0.6580085158348083,
    0.6532661318778992,
    0.663461446762085,
    0.669999897480011,
    0.6757989525794983,
    0.5240640044212341,
    0.3276835083961487,
    0.8198196887969971,
    0.6952379941940308,
    0.5523808598518372,
    0.5599998831748962,
    0.4210525155067444,
    0.6903551816940308
   ],
   "time": 27.863121926784515,
   "param": null
  },
  {
   "epoch": 193,
   "train_loss": 0.18851397931575775,
   "val_loss": 1.7834501266479492,
   "acc": 60.31,
   "f1": [
    0.8075116276741028,
    0.7253884673118591,
    0.5123152136802673,
    0.38251355290412903,
    0.3861384987831116,
    0.5837318897247314,
    0.637362539768219,
    0.6403939127922058,
    0.7487682700157166,
    0.6600984334945679,
    0.3636362552642822,
    0.46632111072540283,
    0.6701029539108276,
    0.5698922872543335,
    0.5485712885856628,
    0.5235601663589478,
    0.6666665077209473,
    0.7511736154556274,
    0.5473682880401611,
    0.5081079602241516,
    0.7661689519882202,
    0.6872245073318481,
    0.5612244009971619,
    0.7592591643333435,
    0.7878786325454712,
    0.5595853924751282,
    0.5730335712432861,
    0.403755784034729,
    0.6442306041717529,
    0.5524860620498657,
    0.6091369390487671,
    0.6244342923164368,
    0.5048542022705078,
    0.5531913042068481,
    0.5339804887771606,
    0.3272726535797119,
    0.6387433409690857,
    0.5544553399085999,
    0.4561402499675751,
    0.7777776122093201,
    0.524590015411377,
    0.8108106255531311,
    0.6217615604400635,
    0.666666567325592,
    0.38251355290412903,
    0.4745761454105377,
    0.3823528587818146,
    0.5870645046234131,
    0.7720928192138672,
    0.7807484865188599,
    0.4154588282108307,
    0.625640869140625,
    0.5899998545646667,
    0.7999998331069946,
    0.7389161586761475,
    0.2617800235748291,
    0.8229663372039795,
    0.6122447848320007,
    0.7135677337646484,
    0.6499998569488525,
    0.8195120096206665,
    0.6806281208992004,
    0.6424869298934937,
    0.5812807083129883,
    0.3999998867511749,
    0.3469386696815491,
    0.5410627126693726,
    0.45833322405815125,
    0.8720377087593079,
    0.7830187082290649,
    0.6288658380508423,
    0.7255812287330627,
    0.2870812714099884,
    0.5096152424812317,
    0.4401912987232208,
    0.762376070022583,
    0.8115940690040588,
    0.53465336561203,
    0.44559577107429504,
    0.6176469922065735,
    0.45320188999176025,
    0.6161136031150818,
    0.926108181476593,
    0.5664739012718201,
    0.563535749912262,
    0.6990289688110352,
    0.6321242451667786,
    0.6550217270851135,
    0.6530610918998718,
    0.6568626165390015,
    0.666666567325592,
    0.672645628452301,
    0.5312498211860657,
    0.3657141625881195,
    0.8181816339492798,
    0.6794257164001465,
    0.5428570508956909,
    0.5860464572906494,
    0.4083768427371979,
    0.7040814757347107
   ],
   "time": 26.74587604124099,
   "param": null
  },
  {
   "epoch": 194,
   "train_loss": 0.21548281610012054,
   "val_loss": 1.8528164625167847,
   "acc": 60.47,
   "f1": [
    0.8056870102882385,
    0.7373736500740051,
    0.5073169469833374,
    0.3977271616458893,
    0.4020099639892578,
    0.5925924181938171,
    0.6382977366447449,
    0.6499998569488525,
    0.7536230683326721,
    0.6403939127922058,
    0.3703702688217163,
    0.4766837954521179,
    0.6734693050384521,
    0.5894736051559448,
    0.5549131631851196,
    0.5312498211860657,
    0.6632122993469238,
    0.7582937479019165,
    0.5654449462890625,
    0.5026736855506897,
    0.762376070022583,
    0.6810343265533447,
    0.595959484577179,
    0.766355037689209,
    0.7918779850006104,
    0.575916051864624,
    0.5555554628372192,
    0.39252325892448425,
    0.6411482095718384,
    0.56043940782547,
    0.6113988757133484,
    0.5963301062583923,
    0.49999988079071045,
    0.5573769211769104,
    0.5674417018890381,
    0.3211008310317993,
    0.6249998807907104,
    0.548076868057251,
    0.4537814259529114,
    0.7878786325454712,
    0.5326085686683655,
    0.8021388649940491,
    0.6178008913993835,
    0.6570047736167908,
    0.38251355290412903,
    0.5056177973747253,
    0.38190943002700806,
    0.602040708065033,
    0.766355037689209,
    0.7830687165260315,
    0.4236452281475067,
    0.6321242451667786,
    0.6161136031150818,
    0.796208381652832,
    0.742574155330658,
    0.25668442249298096,
    0.8212559223175049,
    0.6060605049133301,
    0.7093595266342163,
    0.6368157267570496,
    0.8252425789833069,
    0.6737966537475586,
    0.6358972787857056,
    0.5714284181594849,
    0.4108106791973114,
    0.367346853017807,
    0.5283017754554749,
    0.47120407223701477,
    0.8720377087593079,
    0.7677723169326782,
    0.6424869298934937,
    0.7314813137054443,
    0.2559240758419037,
    0.5120771527290344,
    0.4487804174423218,
    0.7609753608703613,
    0.8235292434692383,
    0.53465336561203,
    0.4432988464832306,
    0.624390184879303,
    0.4401912987232208,
    0.6249998807907104,
    0.9137053489685059,
    0.5697672963142395,
    0.574585497379303,
    0.7024388909339905,
    0.6310158967971802,
    0.6523603796958923,
    0.666666567325592,
    0.6320753693580627,
    0.6699027419090271,
    0.6818180680274963,
    0.5425531268119812,
    0.3508770763874054,
    0.8202763199806213,
    0.6859902143478394,
    0.526829183101654,
    0.5990337133407593,
    0.39795905351638794,
    0.6907215118408203
   ],
   "time": 27.71458354126662,
   "param": null
  },
  {
   "epoch": 195,
   "train_loss": 0.2310754805803299,
   "val_loss": 1.6053204536437988,
   "acc": 60.62,
   "f1": [
    0.8075116276741028,
    0.7448978424072266,
    0.49999988079071045,
    0.39548009634017944,
    0.3923443853855133,
    0.5981307029724121,
    0.6559138894081116,
    0.6399998664855957,
    0.7499997615814209,
    0.6565654873847961,
    0.3703702688217163,
    0.4795917272567749,
    0.6767675280570984,
    0.5775399804115295,
    0.5680471658706665,
    0.5208331942558289,
    0.6597937345504761,
    0.7476633787155151,
    0.5789472460746765,
    0.5189187526702881,
    0.7777776122093201,
    0.6902653574943542,
    0.5929647088050842,
    0.7720928192138672,
    0.7899998426437378,
    0.5567008852958679,
    0.5649716258049011,
    0.4075828194618225,
    0.6601940989494324,
    0.5561496019363403,
    0.6105261445045471,
    0.6063346862792969,
    0.5071768760681152,
    0.5473682880401611,
    0.5523808598518372,
    0.33179715275764465,
    0.6391751170158386,
    0.5436891913414001,
    0.4561402499675751,
    0.7918779850006104,
    0.5274723768234253,
    0.8064514398574829,
    0.6363635063171387,
    0.6600984334945679,
    0.3575417995452881,
    0.5139663219451904,
    0.38578668236732483,
    0.5714284777641296,
    0.7685183882713318,
    0.7789472937583923,
    0.43349742889404297,
    0.629441499710083,
    0.5922329425811768,
    0.7999998331069946,
    0.738461434841156,
    0.25945934653282166,
    0.8195120096206665,
    0.6091369390487671,
    0.7099998593330383,
    0.6268655061721802,
    0.8137252926826477,
    0.6951870322227478,
    0.639593780040741,
    0.5756096839904785,
    0.39999985694885254,
    0.3469386696815491,
    0.5358850359916687,
    0.4766837954521179,
    0.8584904670715332,
    0.7707315683364868,
    0.6321242451667786,
    0.7289717793464661,
    0.2870812714099884,
    0.5120771527290344,
    0.44444435834884644,
    0.7745096683502197,
    0.8038275837898254,
    0.535353422164917,
    0.4410255253314972,
    0.6341462135314941,
    0.4599998891353607,
    0.6132074594497681,
    0.9191917777061462,
    0.5664739012718201,
    0.5666665434837341,
    0.6889951229095459,
    0.6224488615989685,
    0.6637929677963257,
    0.6836733222007751,
    0.6504853367805481,
    0.6794257164001465,
    0.6818180680274963,
    0.5306121110916138,
    0.39560428261756897,
    0.8219176530838013,
    0.6990289688110352,
    0.5333331823348999,
    0.5961536765098572,
    0.4083768427371979,
    0.6934671998023987
   ],
   "time": 26.74863075464964,
   "param": null
  },
  {
   "epoch": 196,
   "train_loss": 0.21219117939472198,
   "val_loss": 1.7459132671356201,
   "acc": 60.54,
   "f1": [
    0.8095236420631409,
    0.738461434841156,
    0.49999988079071045,
    0.4022987186908722,
    0.37864065170288086,
    0.5821594595909119,
    0.6560845375061035,
    0.6399998664855957,
    0.7512193918228149,
    0.6532661318778992,
    0.37433144450187683,
    0.46632111072540283,
    0.6632122993469238,
    0.5698922872543335,
    0.5497074723243713,
    0.5435895919799805,
    0.6770831346511841,
    0.7547168731689453,
    0.5502644181251526,
    0.4918031394481659,
    0.7661689519882202,
    0.6902653574943542,
    0.5888323187828064,
    0.7685183882713318,
    0.7878786325454712,
    0.5595853924751282,
    0.5730335712432861,
    0.4075828194618225,
    0.6415093541145325,
    0.5698922872543335,
    0.6073297262191772,
    0.5925924181938171,
    0.504761815071106,
    0.5502644181251526,
    0.5471696853637695,
    0.3211008310317993,
    0.6528496146202087,
    0.5507245063781738,
    0.45689642429351807,
    0.7878786325454712,
    0.5274723768234253,
    0.8152172565460205,
    0.633165717124939,
    0.6730768084526062,
    0.34972667694091797,
    0.5054942965507507,
    0.39195966720581055,
    0.5841582417488098,
    0.7685183882713318,
    0.7894735336303711,
    0.43349742889404297,
    0.625640869140625,
    0.5784311890602112,
    0.7999998331069946,
    0.7373736500740051,
    0.2622949779033661,
    0.8229663372039795,
    0.613065242767334,
    0.7135677337646484,
    0.6206895112991333,
    0.8252425789833069,
    0.6808508634567261,
    0.6391751170158386,
    0.582914412021637,
    0.41269823908805847,
    0.3654821515083313,
    0.5258214473724365,
    0.4766837954521179,
    0.8651161193847656,
    0.7846888303756714,
    0.6391751170158386,
    0.7289717793464661,
    0.2731706500053406,
    0.5096152424812317,
    0.45714277029037476,
    0.7745096683502197,
    0.8275859951972961,
    0.542713463306427,
    0.4387753903865814,
    0.624390184879303,
    0.45320188999176025,
    0.6074764728546143,
    0.9035531282424927,
    0.5411763787269592,
    0.5666665434837341,
    0.6889951229095459,
    0.631578803062439,
    0.6548671722412109,
    0.6874998807907104,
    0.6442306041717529,
    0.6796115040779114,
    0.6756755113601685,
    0.5549736618995667,
    0.3756905198097229,
    0.8198196887969971,
    0.6926827430725098,
    0.5410627126693726,
    0.5953487157821655,
    0.4083768427371979,
    0.6969695687294006
   ],
   "time": 28.01948739029467,
   "param": null
  },
  {
   "epoch": 197,
   "train_loss": 0.14752860367298126,
   "val_loss": 1.6559607982635498,
   "acc": 60.44,
   "f1": [
    0.8113206028938293,
    0.7373736500740051,
    0.5024629235267639,
    0.39548009634017944,
    0.38647329807281494,
    0.5915491580963135,
    0.6451612114906311,
    0.6432158946990967,
    0.747572660446167,
    0.6467660069465637,
    0.3703702688217163,
    0.4766837954521179,
    0.6632652282714844,
    0.5760868191719055,
    0.5581393837928772,
    0.5312498211860657,
    0.6597937345504761,
    0.7476633787155151,
    0.5608464479446411,
    0.5027320981025696,
    0.7738691568374634,
    0.6902653574943542,
    0.5816324949264526,
    0.7735847234725952,
    0.7878786325454712,
    0.575916051864624,
    0.574585497379303,
    0.3981480300426483,
    0.6478871703147888,
    0.5502644181251526,
    0.6145831942558289,
    0.5963301062583923,
    0.504761815071106,
    0.5608464479446411,
    0.5471696853637695,
    0.3271027207374573,
    0.6387433409690857,
    0.5399999022483826,
    0.45689642429351807,
    0.7799997925758362,
    0.5423727631568909,
    0.8108106255531311,
    0.6458331942558289,
    0.6601940989494324,
    0.3516482412815094,
    0.5027931928634644,
    0.3880595862865448,
    0.5970147848129272,
    0.7627905607223511,
    0.7789472937583923,
    0.42512065172195435,
    0.6354165077209473,
    0.5853657722473145,
    0.7999998331069946,
    0.7499999403953552,
    0.24864855408668518,
    0.8229663372039795,
    0.6099998950958252,
    0.7135677337646484,
    0.6206895112991333,
    0.8195120096206665,
    0.6947367191314697,
    0.6424869298934937,
    0.5771142840385437,
    0.4108106791973114,
    0.35532984137535095,
    0.5384615063667297,
    0.46938762068748474,
    0.8691586852073669,
    0.7809522151947021,
    0.6321242451667786,
    0.7281104326248169,
    0.2592591643333435,
    0.5023695826530457,
    0.4466018080711365,
    0.7596151828765869,
    0.8115940690040588,
    0.542713463306427,
    0.44670039415359497,
    0.6274508833885193,
    0.436893105506897,
    0.6132074594497681,
    0.9137053489685059,
    0.5614033341407776,
    0.5666665434837341,
    0.6952379941940308,
    0.6413041353225708,
    0.6577776670455933,
    0.6632652282714844,
    0.6476188898086548,
    0.6666665077209473,
    0.672645628452301,
    0.5454544425010681,
    0.3756905198097229,
    0.8127852082252502,
    0.6893202662467957,
    0.5410627126693726,
    0.5961536765098572,
    0.40624988079071045,
    0.6899998784065247
   ],
   "time": 27.75226739887148,
   "param": null
  },
  {
   "epoch": 198,
   "train_loss": 0.12724046409130096,
   "val_loss": 1.7113537788391113,
   "acc": 60.57,
   "f1": [
    0.8018866777420044,
    0.7329840660095215,
    0.5145629644393921,
    0.3977271616458893,
    0.37864065170288086,
    0.5833331942558289,
    0.645502507686615,
    0.6336632370948792,
    0.7317072153091431,
    0.6568626165390015,
    0.3636362552642822,
    0.43523305654525757,
    0.6701029539108276,
    0.5851062536239624,
    0.550898015499115,
    0.5128204226493835,
    0.6632122993469238,
    0.7476633787155151,
    0.5684208869934082,
    0.4999998211860657,
    0.7661689519882202,
    0.6842103600502014,
    0.5918366312980652,
    0.7830187082290649,
    0.7899998426437378,
    0.5714284777641296,
    0.5555554628372192,
    0.4154588282108307,
    0.6476188898086548,
    0.5513511896133423,
    0.6243385076522827,
    0.5919281840324402,
    0.5073169469833374,
    0.5608464479446411,
    0.5514017343521118,
    0.3287670314311981,
    0.6632122993469238,
    0.5490195155143738,
    0.4608694612979889,
    0.7857141494750977,
    0.5303866267204285,
    0.8064514398574829,
    0.613756537437439,
    0.6763284206390381,
    0.3555554449558258,
    0.5056177973747253,
    0.3880595862865448,
    0.5888323187828064,
    0.7793425917625427,
    0.7765957117080688,
    0.42156851291656494,
    0.6326529383659363,
    0.6028706431388855,
    0.7999998331069946,
    0.7227722406387329,
    0.25945934653282166,
    0.8155338168144226,
    0.6039602756500244,
    0.7058822512626648,
    0.6299998760223389,
    0.8365382552146912,
    0.6910993456840515,
    0.6428569555282593,
    0.5812807083129883,
    0.41711217164993286,
    0.35532984137535095,
    0.5384615063667297,
    0.46391740441322327,
    0.8625590801239014,
    0.778846025466919,
    0.6288658380508423,
    0.7441859841346741,
    0.2686566412448883,
    0.5192306637763977,
    0.4509802758693695,
    0.7647057771682739,
    0.8038275837898254,
    0.522612988948822,
    0.45263150334358215,
    0.6305417418479919,
    0.45320188999176025,
    0.6285713315010071,
    0.9199998378753662,
    0.5632182359695435,
    0.5760868191719055,
    0.6919430494308472,
    0.6421051621437073,
    0.6666665077209473,
    0.6701029539108276,
    0.6507176160812378,
    0.6829267144203186,
    0.6727271676063538,
    0.5416665077209473,
    0.3626372814178467,
    0.8288286328315735,
    0.696078360080719,
    0.5436891913414001,
    0.5981307029724121,
    0.4041449725627899,
    0.6969695687294006
   ],
   "time": 26.80468005873263,
   "param": null
  },
  {
   "epoch": 199,
   "train_loss": 0.15530909597873688,
   "val_loss": 1.688467264175415,
   "acc": 60.65,
   "f1": [
    0.8133969902992249,
    0.7525771856307983,
    0.5049503445625305,
    0.4022987186908722,
    0.38095229864120483,
    0.5860464572906494,
    0.6559138894081116,
    0.6368157267570496,
    0.7572813630104065,
    0.6532661318778992,
    0.3617020547389984,
    0.45595842599868774,
    0.6903551816940308,
    0.5833332538604736,
    0.5549131631851196,
    0.5312498211860657,
    0.6597937345504761,
    0.7582937479019165,
    0.5684208869934082,
    0.5053762197494507,
    0.7777776122093201,
    0.675324559211731,
    0.5888323187828064,
    0.776698887348175,
    0.7839194536209106,
    0.5743588209152222,
    0.5730335712432861,
    0.3999998867511749,
    0.6570047736167908,
    0.5473682880401611,
    0.6185566186904907,
    0.6118720173835754,
    0.504761815071106,
    0.5463916063308716,
    0.5550238490104675,
    0.32579174637794495,
    0.645502507686615,
    0.5533979535102844,
    0.4521738290786743,
    0.7755100131034851,
    0.535519003868103,
    0.8064514398574829,
    0.6391751170158386,
    0.6798028349876404,
    0.36158180236816406,
    0.5086703896522522,
    0.3861384987831116,
    0.595959484577179,
    0.7685183882713318,
    0.7916665077209473,
    0.43269219994544983,
    0.6326529383659363,
    0.5990337133407593,
    0.7999998331069946,
    0.7236180305480957,
    0.25945934653282166,
    0.8229663372039795,
    0.619999885559082,
    0.7135677337646484,
    0.6372547745704651,
    0.8252425789833069,
    0.6808508634567261,
    0.6428569555282593,
    0.5940592885017395,
    0.39999985694885254,
    0.35714274644851685,
    0.5471696853637695,
    0.48958322405815125,
    0.8720377087593079,
    0.7843136787414551,
    0.6424869298934937,
    0.7441859841346741,
    0.2571427524089813,
    0.5196077227592468,
    0.44230756163597107,
    0.7707315683364868,
    0.8275859951972961,
    0.5279186367988586,
    0.4410255253314972,
    0.6341462135314941,
    0.434782475233078,
    0.6183573603630066,
    0.9246229529380798,
    0.5549131631851196,
    0.563535749912262,
    0.6926827430725098,
    0.6349205374717712,
    0.6608694195747375,
    0.6701029539108276,
    0.6445496082305908,
    0.666666567325592,
    0.6727271676063538,
    0.5368419289588928,
    0.38674020767211914,
    0.8272725939750671,
    0.6956520080566406,
    0.5410627126693726,
    0.5714284181594849,
    0.40206170082092285,
    0.6903551816940308
   ],
   "time": 27.72530799359083,
   "param": null
  }
 ]
}