{
 "Accuracy": 39.05,
 "Time": [
  18.16713525045663,
  0.4015283661003706,
  4160.936260191724
 ],
 "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
 ],
 "Log": [
  {
   "epoch": 0,
   "train_loss": 4.884779930114746,
   "val_loss": 7.441638946533203,
   "acc": 1.16,
   "f1": [
    0.0,
    0.019909488037228584,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.018181798979640007,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.02678566239774227,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.005290966015309095,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.04035872593522072,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.020270265638828278,
    0.0,
    0.0,
    0.026195140555500984,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.00980387069284916,
    0.0,
    0.0,
    0.0,
    0.052173860371112823,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.013774090446531773,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    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": 17.631935042329133,
   "param": null
  },
  {
   "epoch": 1,
   "train_loss": 4.373838901519775,
   "val_loss": 4.488483905792236,
   "acc": 3.89,
   "f1": [
    0.0,
    0.06706906855106354,
    0.0,
    0.0,
    0.0,
    0.028708109632134438,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.031249960884451866,
    0.03610103949904442,
    0.0,
    0.0,
    0.0,
    0.0,
    0.01960783451795578,
    0.07407403737306595,
    0.06547614932060242,
    0.0,
    0.0,
    0.13895778357982635,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.035398200154304504,
    0.0,
    0.0,
    0.0,
    0.0,
    0.026845591142773628,
    0.0,
    0.0,
    0.059880178421735764,
    0.0,
    0.025252485647797585,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0878552719950676,
    0.0,
    0.03225803002715111,
    0.14832532405853271,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.04049167409539223,
    0.0,
    0.052073270082473755,
    0.0,
    0.0,
    0.0,
    0.02996250055730343,
    0.0,
    0.08441556245088577,
    0.0,
    0.0,
    0.05303025245666504,
    0.0,
    0.10097718238830566,
    0.0,
    0.11538459360599518,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.004587120842188597,
    0.0,
    0.0,
    0.07518791407346725,
    0.07960192114114761,
    0.0,
    0.0,
    0.0,
    0.01333328615874052,
    0.0,
    0.049535587430000305,
    0.0,
    0.0,
    0.014285671524703503,
    0.0,
    0.0,
    0.018867909908294678,
    0.0
   ],
   "time": 17.84768307954073,
   "param": null
  },
  {
   "epoch": 2,
   "train_loss": 4.179104804992676,
   "val_loss": 4.2046284675598145,
   "acc": 5.65,
   "f1": [
    0.02830183319747448,
    0.10570822656154633,
    0.03726702928543091,
    0.0,
    0.028985461220145226,
    0.0,
    0.048309121280908585,
    0.015872981399297714,
    0.01249995082616806,
    0.0,
    0.0,
    0.0,
    0.018017996102571487,
    0.048192717134952545,
    0.0,
    0.0,
    0.0,
    0.06278020888566971,
    0.0,
    0.0,
    0.12499994784593582,
    0.06106864660978317,
    0.0,
    0.06634414196014404,
    0.07936502993106842,
    0.0,
    0.0,
    0.0,
    0.031745996326208115,
    0.0,
    0.052863385528326035,
    0.04385959729552269,
    0.0,
    0.01449271198362112,
    0.0,
    0.0,
    0.0502091683447361,
    0.0,
    0.03636360913515091,
    0.0,
    0.0,
    0.16037730872631073,
    0.0,
    0.025862017646431923,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.13043475151062012,
    0.015503838658332825,
    0.05874122679233551,
    0.2138364017009735,
    0.1229049563407898,
    0.06504059582948685,
    0.014084463939070702,
    0.0701754093170166,
    0.0,
    0.0,
    0.016806693747639656,
    0.09999994188547134,
    0.09333328902721405,
    0.09480120241641998,
    0.05527634546160698,
    0.0,
    0.0,
    0.00881052203476429,
    0.03749995678663254,
    0.0,
    0.00796807836741209,
    0.019047604873776436,
    0.12658224999904633,
    0.012986965477466583,
    0.21238933503627777,
    0.0,
    0.14285710453987122,
    0.0,
    0.01538457814604044,
    0.018181798979640007,
    0.0,
    0.014925332739949226,
    0.05263153836131096,
    0.0,
    0.0,
    0.0,
    0.08602144569158554,
    0.09032251685857773,
    0.0,
    0.07407402992248535,
    0.0,
    0.015503838658332825,
    0.0,
    0.05853654816746712,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.09009005129337311
   ],
   "time": 18.226129724644125,
   "param": null
  },
  {
   "epoch": 3,
   "train_loss": 4.101202011108398,
   "val_loss": 4.127867221832275,
   "acc": 7.97,
   "f1": [
    0.07142854481935501,
    0.11618251353502274,
    0.03571426123380661,
    0.0,
    0.02962958812713623,
    0.0795106515288353,
    0.06818176805973053,
    0.10332097858190536,
    0.0711110457777977,
    0.017093989998102188,
    0.0,
    0.0,
    0.03333330154418945,
    0.05673753470182419,
    0.0,
    0.0,
    0.052631527185440063,
    0.09195395559072495,
    0.03711337223649025,
    0.017699090763926506,
    0.15139439702033997,
    0.05099145695567131,
    0.0,
    0.18719203770160675,
    0.2682926058769226,
    0.017241353169083595,
    0.0,
    0.0,
    0.0639999583363533,
    0.0,
    0.13852806389331818,
    0.05161285027861595,
    0.0,
    0.06627676635980606,
    0.0,
    0.0,
    0.12244890630245209,
    0.0,
    0.03773583099246025,
    0.0,
    0.0,
    0.32214754819869995,
    0.0,
    0.0,
    0.0,
    0.0,
    0.01960783451795578,
    0.19780214130878448,
    0.0,
    0.07812494784593582,
    0.034682027995586395,
    0.0639534741640091,
    0.10687018185853958,
    0.1061946451663971,
    0.06711404025554657,
    0.0,
    0.08433729410171509,
    0.0934579074382782,
    0.02941172383725643,
    0.02678566239774227,
    0.2272726595401764,
    0.10434778034687042,
    0.166666641831398,
    0.05714280530810356,
    0.06741566956043243,
    0.0,
    0.025236546993255615,
    0.017093989998102188,
    0.09022551029920578,
    0.09999994188547134,
    0.11688308417797089,
    0.24999995529651642,
    0.0,
    0.2413792610168457,
    0.031088028103113174,
    0.14285710453987122,
    0.12307685613632202,
    0.0,
    0.08965510874986649,
    0.03448272496461868,
    0.05221927538514137,
    0.024793336167931557,
    0.0994763970375061,
    0.10486885905265808,
    0.0,
    0.13829779624938965,
    0.16176463663578033,
    0.0,
    0.0435643196105957,
    0.054347772151231766,
    0.04878043383359909,
    0.0,
    0.04999994859099388,
    0.0,
    0.01960783451795578,
    0.154929518699646,
    0.08602144569158554,
    0.05714281275868416,
    0.048192717134952545,
    0.14906825125217438
   ],
   "time": 18.077836547978222,
   "param": null
  },
  {
   "epoch": 4,
   "train_loss": 3.857196569442749,
   "val_loss": 3.934729814529419,
   "acc": 9.96,
   "f1": [
    0.2198580950498581,
    0.18791940808296204,
    0.081818126142025,
    0.0,
    0.0,
    0.06020061671733856,
    0.11331439763307571,
    0.13829779624938965,
    0.05309731885790825,
    0.06622510403394699,
    0.0,
    0.0,
    0.08780481666326523,
    0.08287288248538971,
    0.0,
    0.0,
    0.037914641201496124,
    0.10714280605316162,
    0.0,
    0.0,
    0.24624615907669067,
    0.1069958433508873,
    0.03305782005190849,
    0.28571417927742004,
    0.03809521719813347,
    0.0,
    0.0,
    0.0,
    0.07207204401493073,
    0.0,
    0.18867918848991394,
    0.11486482620239258,
    0.018017996102571487,
    0.06896547973155975,
    0.04415007680654526,
    0.0,
    0.05797096714377403,
    0.07643306255340576,
    0.08144789934158325,
    0.0,
    0.0,
    0.4246574342250824,
    0.048780445009469986,
    0.07947014272212982,
    0.0,
    0.0,
    0.0,
    0.20761239528656006,
    0.1290322095155716,
    0.13664589822292328,
    0.0,
    0.08614228665828705,
    0.3087247610092163,
    0.1774192750453949,
    0.1223241314291954,
    0.0,
    0.1255604773759842,
    0.019230758771300316,
    0.0,
    0.0,
    0.09523806720972061,
    0.16030527651309967,
    0.20512814819812775,
    0.11764699220657349,
    0.05357138067483902,
    0.017391279339790344,
    0.07157054543495178,
    0.037037014961242676,
    0.056603748351335526,
    0.06557372957468033,
    0.0,
    0.23595495522022247,
    0.018867909908294678,
    0.1509433388710022,
    0.017241353169083595,
    0.16252070665359497,
    0.20216600596904755,
    0.0,
    0.0,
    0.05504584312438965,
    0.07657653838396072,
    0.016666635870933533,
    0.10937494784593582,
    0.03252029046416283,
    0.0,
    0.11764701455831528,
    0.18439710140228271,
    0.0,
    0.04560256376862526,
    0.11235948652029037,
    0.08771926164627075,
    0.11282043904066086,
    0.12379106879234314,
    0.11538457125425339,
    0.07999995350837708,
    0.23391805589199066,
    0.06334836035966873,
    0.09756091237068176,
    0.058031078428030014,
    0.18823520839214325
   ],
   "time": 17.63857468124479,
   "param": null
  },
  {
   "epoch": 5,
   "train_loss": 3.6754276752471924,
   "val_loss": 3.7016379833221436,
   "acc": 14.17,
   "f1": [
    0.2807016670703888,
    0.18784524500370026,
    0.0666666105389595,
    0.03278684988617897,
    0.044842999428510666,
    0.11244974285364151,
    0.13333328068256378,
    0.1673639565706253,
    0.10116724669933319,
    0.20731700956821442,
    0.0,
    0.03361339494585991,
    0.13245026767253876,
    0.08395057171583176,
    0.05517236515879631,
    0.015503838658332825,
    0.1061946451663971,
    0.22307686507701874,
    0.03418800234794617,
    0.03225803002715111,
    0.2405659705400467,
    0.14958445727825165,
    0.08695648610591888,
    0.2905404567718506,
    0.34615373611450195,
    0.04958673566579819,
    0.0,
    0.06812647730112076,
    0.19642849266529083,
    0.05172409862279892,
    0.13445374369621277,
    0.07812494784593582,
    0.049689386039972305,
    0.12472156435251236,
    0.031745996326208115,
    0.07692302018404007,
    0.1358489990234375,
    0.01612899824976921,
    0.06392688304185867,
    0.0,
    0.14107878506183624,
    0.5100669860839844,
    0.09923657774925232,
    0.1528662145137787,
    0.0,
    0.043478213250637054,
    0.085470050573349,
    0.2434781938791275,
    0.13114748895168304,
    0.23225803673267365,
    0.0,
    0.06818175315856934,
    0.35467973351478577,
    0.3710406422615051,
    0.14868101477622986,
    0.015624962747097015,
    0.11688306927680969,
    0.21897803246974945,
    0.03389827162027359,
    0.035398200154304504,
    0.4745761454105377,
    0.1925925314426422,
    0.03603601083159447,
    0.15384609997272491,
    0.04123706370592117,
    0.04545450210571289,
    0.012499955482780933,
    0.0759493038058281,
    0.3485476076602936,
    0.12565438449382782,
    0.19787980616092682,
    0.30999991297721863,
    0.0,
    0.2611463963985443,
    0.027210839092731476,
    0.23003189265727997,
    0.17494085431098938,
    0.04854363575577736,
    0.0,
    0.09523802250623703,
    0.04444439709186554,
    0.06802716106176376,
    0.23728805780410767,
    0.07142854481935501,
    0.0,
    0.19217076897621155,
    0.2322096824645996,
    0.06097555160522461,
    0.0,
    0.123287633061409,
    0.01851850003004074,
    0.18072287738323212,
    0.10909084975719452,
    0.07999993860721588,
    0.2097901701927185,
    0.26262620091438293,
    0.016666635870933533,
    0.11455842852592468,
    0.0,
    0.2181817591190338
   ],
   "time": 18.029679169878364,
   "param": null
  },
  {
   "epoch": 6,
   "train_loss": 3.472315549850464,
   "val_loss": 3.81196928024292,
   "acc": 14.39,
   "f1": [
    0.24277448654174805,
    0.21556879580020905,
    0.018691571429371834,
    0.05917154625058174,
    0.0,
    0.11274506896734238,
    0.17293229699134827,
    0.16853927075862885,
    0.0473933108150959,
    0.1983470320701599,
    0.0,
    0.0,
    0.05839410796761513,
    0.10447755455970764,
    0.0,
    0.0,
    0.2091502547264099,
    0.2731276750564575,
    0.06802716106176376,
    0.0666666254401207,
    0.23622041940689087,
    0.19607840478420258,
    0.12345672398805618,
    0.372548907995224,
    0.23809516429901123,
    0.018867909908294678,
    0.0,
    0.0864381194114685,
    0.1935483068227768,
    0.052173878997564316,
    0.2566037178039551,
    0.09821421653032303,
    0.0,
    0.13743215799331665,
    0.0,
    0.09558817744255066,
    0.10227267444133759,
    0.14899709820747375,
    0.060150329023599625,
    0.06944438815116882,
    0.17218534648418427,
    0.4799998700618744,
    0.02127654291689396,
    0.11445778608322144,
    0.028985461220145226,
    0.05454542860388756,
    0.06896547973155975,
    0.3376622200012207,
    0.18090447783470154,
    0.21088428795337677,
    0.0,
    0.10865187644958496,
    0.4322032928466797,
    0.2258063703775406,
    0.09655166417360306,
    0.03669722378253937,
    0.1391303837299347,
    0.2716048061847687,
    0.0447760708630085,
    0.017093989998102188,
    0.40955621004104614,
    0.19463081657886505,
    0.01960783451795578,
    0.14987075328826904,
    0.05970144271850586,
    0.02962958812713623,
    0.04109584540128708,
    0.1194029375910759,
    0.36893191933631897,
    0.13513506948947906,
    0.1379309892654419,
    0.22009563446044922,
    0.03053431026637554,
    0.19631893932819366,
    0.08187128603458405,
    0.24489790201187134,
    0.1550387144088745,
    0.0,
    0.05405399948358536,
    0.0666666254401207,
    0.06611564010381699,
    0.053333282470703125,
    0.28571420907974243,
    0.18289083242416382,
    0.06024090573191643,
    0.20437949895858765,
    0.17877088487148285,
    0.0303029902279377,
    0.08308600634336472,
    0.15333329141139984,
    0.08955218642950058,
    0.16049377620220184,
    0.15936249494552612,
    0.08219172805547714,
    0.27199992537498474,
    0.2706766128540039,
    0.13675208389759064,
    0.11525420099496841,
    0.031745996326208115,
    0.1528661698102951
   ],
   "time": 17.729612899944186,
   "param": null
  },
  {
   "epoch": 7,
   "train_loss": 3.4295735359191895,
   "val_loss": 3.5014381408691406,
   "acc": 16.92,
   "f1": [
    0.3112839460372925,
    0.21904754638671875,
    0.16101689636707306,
    0.01851850003004074,
    0.052980080246925354,
    0.11764701455831528,
    0.1503758728504181,
    0.17808210849761963,
    0.07981216907501221,
    0.33333322405815125,
    0.01785712130367756,
    0.043478213250637054,
    0.14814810454845428,
    0.1538461297750473,
    0.032154299318790436,
    0.0,
    0.18934904038906097,
    0.28571420907974243,
    0.052173878997564316,
    0.05714283511042595,
    0.26799002289772034,
    0.21971821784973145,
    0.13675208389759064,
    0.34181809425354004,
    0.05714283511042595,
    0.052631545811891556,
    0.01941746659576893,
    0.10461533069610596,
    0.2765956223011017,
    0.11570242792367935,
    0.2419928014278412,
    0.13114747405052185,
    0.09599995613098145,
    0.20618551969528198,
    0.03225803002715111,
    0.09395968168973923,
    0.1160409078001976,
    0.17391297221183777,
    0.08092478662729263,
    0.12359543144702911,
    0.13836471736431122,
    0.5100669860839844,
    0.08368194848299026,
    0.10843367874622345,
    0.0303029902279377,
    0.018867909908294678,
    0.0983605906367302,
    0.3267972767353058,
    0.1818181276321411,
    0.19230762124061584,
    0.05076136440038681,
    0.12581342458724976,
    0.42857131361961365,
    0.31914883852005005,
    0.1934155821800232,
    0.0,
    0.21301770210266113,
    0.1951218694448471,
    0.08045971393585205,
    0.031745996326208115,
    0.46575334668159485,
    0.2084941565990448,
    0.2954544723033905,
    0.23863628506660461,
    0.03053431026637554,
    0.09137050062417984,
    0.0,
    0.13333328068256378,
    0.46610158681869507,
    0.18633535504341125,
    0.15172408521175385,
    0.390243798494339,
    0.0,
    0.22748807072639465,
    0.03603601083159447,
    0.3356163799762726,
    0.29166656732559204,
    0.05925920605659485,
    0.037037014961242676,
    0.18934904038906097,
    0.08029191195964813,
    0.024691306054592133,
    0.39378228783607483,
    0.018348604440689087,
    0.04687495157122612,
    0.2436547577381134,
    0.31417617201805115,
    0.047244053333997726,
    0.08219173550605774,
    0.1717790812253952,
    0.0,
    0.12716758251190186,
    0.12422355264425278,
    0.188888818025589,
    0.30864188075065613,
    0.32298123836517334,
    0.1405404806137085,
    0.10735584050416946,
    0.07526876032352448,
    0.22619038820266724
   ],
   "time": 17.778103223070502,
   "param": null
  },
  {
   "epoch": 8,
   "train_loss": 3.2794225215911865,
   "val_loss": 3.4113059043884277,
   "acc": 19.36,
   "f1": [
    0.39301300048828125,
    0.24584710597991943,
    0.077922023832798,
    0.03636360913515091,
    0.06382972002029419,
    0.10752681642770767,
    0.18421046435832977,
    0.1869158148765564,
    0.13654612004756927,
    0.2716048061847687,
    0.0,
    0.1279069036245346,
    0.19791658222675323,
    0.12499993294477463,
    0.06535942107439041,
    0.12182734906673431,
    0.20571422576904297,
    0.2748090624809265,
    0.14529910683631897,
    0.015999965369701385,
    0.39285704493522644,
    0.3003412187099457,
    0.17266181111335754,
    0.4065040051937103,
    0.4526748061180115,
    0.03478258103132248,
    0.0,
    0.015037554316222668,
    0.20408156514167786,
    0.13580238819122314,
    0.21893484890460968,
    0.10112354159355164,
    0.0707964226603508,
    0.20338977873325348,
    0.1162789985537529,
    0.0,
    0.15810270607471466,
    0.14201176166534424,
    0.14634141325950623,
    0.15476183593273163,
    0.167785182595253,
    0.46874985098838806,
    0.10344820469617844,
    0.14260247349739075,
    0.0504201278090477,
    0.0,
    0.05555552989244461,
    0.3318384885787964,
    0.23622041940689087,
    0.26277363300323486,
    0.0,
    0.08910884708166122,
    0.4565216302871704,
    0.3496502637863159,
    0.3071160316467285,
    0.03260863944888115,
    0.23387089371681213,
    0.26573416590690613,
    0.0491802878677845,
    0.0805368572473526,
    0.5241378545761108,
    0.24908417463302612,
    0.3265305161476135,
    0.19047613441944122,
    0.03636358678340912,
    0.09890103340148926,
    0.05607471242547035,
    0.18587355315685272,
    0.4772725999355316,
    0.25210076570510864,
    0.2148759514093399,
    0.38251355290412903,
    0.016666635870933533,
    0.23580780625343323,
    0.10774405300617218,
    0.3790321350097656,
    0.2809363603591919,
    0.039215635508298874,
    0.1126759946346283,
    0.16589856147766113,
    0.06751048564910889,
    0.06521732360124588,
    0.49019595980644226,
    0.0,
    0.06024090573191643,
    0.19318175315856934,
    0.2832617461681366,
    0.09045220911502838,
    0.0,
    0.0672268494963646,
    0.09999994188547134,
    0.29959505796432495,
    0.09160300344228745,
    0.09961679577827454,
    0.3549782335758209,
    0.3440859317779541,
    0.11659185588359833,
    0.15887843072414398,
    0.08333327621221542,
    0.15668198466300964
   ],
   "time": 17.86438726540655,
   "param": null
  },
  {
   "epoch": 9,
   "train_loss": 3.163991928100586,
   "val_loss": 3.3673911094665527,
   "acc": 21.64,
   "f1": [
    0.39795905351638794,
    0.24875615537166595,
    0.19999992847442627,
    0.08372087776660919,
    0.03448272496461868,
    0.1410256028175354,
    0.19417467713356018,
    0.1891890913248062,
    0.15181514620780945,
    0.30769217014312744,
    0.01785712130367756,
    0.0865383967757225,
    0.23744283616542816,
    0.19999991357326508,
    0.12658220529556274,
    0.15151509642601013,
    0.23776215314865112,
    0.3636362552642822,
    0.13533830642700195,
    0.14529910683631897,
    0.38095229864120483,
    0.28352484107017517,
    0.2025315761566162,
    0.40975597500801086,
    0.49350637197494507,
    0.14084501564502716,
    0.0,
    0.11320750415325165,
    0.21983908116817474,
    0.17460310459136963,
    0.29927000403404236,
    0.13207541406154633,
    0.16901402175426483,
    0.21481475234031677,
    0.0874999463558197,
    0.11920526623725891,
    0.22988496720790863,
    0.20233455300331116,
    0.13299228250980377,
    0.12698407471179962,
    0.16867463290691376,
    0.5298011898994446,
    0.04109584540128708,
    0.17808213829994202,
    0.06249995529651642,
    0.12014129757881165,
    0.1648350954055786,
    0.2878786623477936,
    0.27218925952911377,
    0.1985815018415451,
    0.02777773141860962,
    0.1487964689731598,
    0.48251745104789734,
    0.30769219994544983,
    0.2528735101222992,
    0.05454542860388756,
    0.3135133981704712,
    0.24836592376232147,
    0.1547987163066864,
    0.10687018185853958,
    0.6305417418479919,
    0.2620086967945099,
    0.29813653230667114,
    0.2754489779472351,
    0.07826080918312073,
    0.06451607495546341,
    0.013985970057547092,
    0.26415085792541504,
    0.4542372524738312,
    0.31249991059303284,
    0.3300969898700714,
    0.47619035840034485,
    0.01694912277162075,
    0.2470587193965912,
    0.10071936994791031,
    0.4519229531288147,
    0.3535352647304535,
    0.03478258103132248,
    0.11188805103302002,
    0.17886173725128174,
    0.0,
    0.04137926548719406,
    0.6063828468322754,
    0.05084741488099098,
    0.11594196408987045,
    0.26373615860939026,
    0.4153004288673401,
    0.13333328068256378,
    0.07843130826950073,
    0.28402355313301086,
    0.15936249494552612,
    0.2739725410938263,
    0.24242417514324188,
    0.018017996102571487,
    0.40764322876930237,
    0.36601296067237854,
    0.09790203720331192,
    0.1256038099527359,
    0.07777772098779678,
    0.1938774734735489
   ],
   "time": 17.928523356094956,
   "param": null
  },
  {
   "epoch": 10,
   "train_loss": 2.9989092350006104,
   "val_loss": 3.184675455093384,
   "acc": 22.76,
   "f1": [
    0.41666656732559204,
    0.2580644190311432,
    0.1938774734735489,
    0.16374263167381287,
    0.1214057058095932,
    0.17736996710300446,
    0.18633535504341125,
    0.22222214937210083,
    0.12811383605003357,
    0.309859037399292,
    0.06557372957468033,
    0.1656804084777832,
    0.24908417463302612,
    0.10256403684616089,
    0.13043470680713654,
    0.11594197899103165,
    0.20289847254753113,
    0.31623923778533936,
    0.1866666078567505,
    0.16867463290691376,
    0.44578301906585693,
    0.30996301770210266,
    0.15789468586444855,
    0.2536584436893463,
    0.4713374376296997,
    0.11347512155771255,
    0.09090904891490936,
    0.10948899388313293,
    0.34224584698677063,
    0.17518241703510284,
    0.2758619785308838,
    0.14772720634937286,
    0.16216209530830383,
    0.24291490018367767,
    0.16049376130104065,
    0.15081962943077087,
    0.2117646485567093,
    0.1497325599193573,
    0.12631574273109436,
    0.21917803585529327,
    0.2340424805879593,
    0.5751632452011108,
    0.13821132481098175,
    0.19093073904514313,
    0.05095536634325981,
    0.06944438815116882,
    0.12643671035766602,
    0.33333325386047363,
    0.25373125076293945,
    0.26086950302124023,
    0.017699090763926506,
    0.13445371389389038,
    0.38709667325019836,
    0.42857131361961365,
    0.36909863352775574,
    0.07352935522794724,
    0.26402634382247925,
    0.2589927613735199,
    0.22127652168273926,
    0.21714277565479279,
    0.5978259444236755,
    0.31279608607292175,
    0.4090908467769623,
    0.2553190588951111,
    0.015037554316222668,
    0.11464963108301163,
    0.046511583030223846,
    0.17241372168064117,
    0.5103447437286377,
    0.34351134300231934,
    0.3495934009552002,
    0.4360901117324829,
    0.04799995943903923,
    0.23188398778438568,
    0.10526309907436371,
    0.44444429874420166,
    0.31937170028686523,
    0.08866989612579346,
    0.0504201278090477,
    0.22099439799785614,
    0.03225803002715111,
    0.04958673566579819,
    0.47491633892059326,
    0.17808210849761963,
    0.09271518141031265,
    0.2837836742401123,
    0.2723734676837921,
    0.12765952944755554,
    0.07185622304677963,
    0.16528919339179993,
    0.13636356592178345,
    0.3169013261795044,
    0.08620686084032059,
    0.018017996102571487,
    0.4670049846172333,
    0.3343464732170105,
    0.20799992978572845,
    0.16030527651309967,
    0.06711404025554657,
    0.28235283493995667
   ],
   "time": 18.060629048384726,
   "param": null
  },
  {
   "epoch": 11,
   "train_loss": 2.810206890106201,
   "val_loss": 3.085855722427368,
   "acc": 24.24,
   "f1": [
    0.49999988079071045,
    0.2954544723033905,
    0.14399996399879456,
    0.17391298711299896,
    0.02836875058710575,
    0.23255808651447296,
    0.11199995130300522,
    0.2941175401210785,
    0.15686267614364624,
    0.36129021644592285,
    0.03389827162027359,
    0.10526309907436371,
    0.23107562959194183,
    0.22702695429325104,
    0.09302320331335068,
    0.10752684623003006,
    0.2621358335018158,
    0.2968197166919708,
    0.18705029785633087,
    0.13756607472896576,
    0.4714285135269165,
    0.29059821367263794,
    0.21333324909210205,
    0.28571417927742004,
    0.5483869910240173,
    0.1558440923690796,
    0.10144922137260437,
    0.11555548757314682,
    0.3053891360759735,
    0.2097901701927185,
    0.3466666042804718,
    0.12996385991573334,
    0.20571422576904297,
    0.23115570843219757,
    0.18181811273097992,
    0.15204672515392303,
    0.20740735530853271,
    0.1528661698102951,
    0.10738249123096466,
    0.25892847776412964,
    0.2745097279548645,
    0.5217390060424805,
    0.1368420571088791,
    0.24293780326843262,
    0.16149060428142548,
    0.12745091319084167,
    0.14414407312870026,
    0.3699420988559723,
    0.2869197428226471,
    0.3212120532989502,
    0.08612434566020966,
    0.10999993234872818,
    0.5376343131065369,
    0.49411749839782715,
    0.38647329807281494,
    0.06779655069112778,
    0.34736835956573486,
    0.29577454924583435,
    0.19736838340759277,
    0.05504584312438965,
    0.582914412021637,
    0.326315701007843,
    0.3043477237224579,
    0.25418055057525635,
    0.04123706370592117,
    0.212290421128273,
    0.09950242191553116,
    0.21965309977531433,
    0.6063828468322754,
    0.3499998450279236,
    0.34586456418037415,
    0.4248703718185425,
    0.05673753470182419,
    0.1846153289079666,
    0.05084741488099098,
    0.4819276034832001,
    0.3523034453392029,
    0.08974353224039078,
    0.11347512155771255,
    0.16666659712791443,
    0.08917191624641418,
    0.06349202245473862,
    0.5945944786071777,
    0.1503758728504181,
    0.1395348310470581,
    0.36226406693458557,
    0.34615373611450195,
    0.22907482087612152,
    0.055299486964941025,
    0.15602830052375793,
    0.1257142275571823,
    0.3707864284515381,
    0.17435890436172485,
    0.10227267444133759,
    0.502923846244812,
    0.3478259742259979,
    0.17910441756248474,
    0.15624994039535522,
    0.015747996047139168,
    0.2127659022808075
   ],
   "time": 17.874133188277483,
   "param": null
  },
  {
   "epoch": 12,
   "train_loss": 2.680053949356079,
   "val_loss": 3.025965452194214,
   "acc": 25.17,
   "f1": [
    0.5175436735153198,
    0.2716048061847687,
    0.18532812595367432,
    0.0645160898566246,
    0.09569370746612549,
    0.20689648389816284,
    0.23391805589199066,
    0.2603549063205719,
    0.20338976383209229,
    0.3361343741416931,
    0.07092193514108658,
    0.10852707922458649,
    0.27118638157844543,
    0.22304826974868774,
    0.141592875123024,
    0.18181811273097992,
    0.25870639085769653,
    0.43720918893814087,
    0.25668442249298096,
    0.1194029375910759,
    0.44571414589881897,
    0.2999999523162842,
    0.21374039351940155,
    0.45238080620765686,
    0.4221104085445404,
    0.2191779911518097,
    0.08849553763866425,
    0.14501506090164185,
    0.33217987418174744,
    0.1290322095155716,
    0.27722764015197754,
    0.16901405155658722,
    0.23225797712802887,
    0.2843601107597351,
    0.1764705330133438,
    0.18110232055187225,
    0.2485205978155136,
    0.1219511553645134,
    0.12499994784593582,
    0.26027390360832214,
    0.2211054563522339,
    0.6198828816413879,
    0.15662644803524017,
    0.20657269656658173,
    0.08823523670434952,
    0.04799995943903923,
    0.15116271376609802,
    0.41935470700263977,
    0.30303022265434265,
    0.26881712675094604,
    0.05714280158281326,
    0.06201545521616936,
    0.49833884835243225,
    0.47967469692230225,
    0.3591548204421997,
    0.02631574124097824,
    0.3478259742259979,
    0.29268285632133484,
    0.21774189174175262,
    0.13846148550510406,
    0.6399998664855957,
    0.3711339235305786,
    0.4489794969558716,
    0.2614377737045288,
    0.07999993860721588,
    0.09599995613098145,
    0.015151475556194782,
    0.26573416590690613,
    0.5764704942703247,
    0.3931623101234436,
    0.35185176134109497,
    0.43956032395362854,
    0.09374994784593582,
    0.1325300633907318,
    0.09523802250623703,
    0.4574466943740845,
    0.4251967668533325,
    0.027210839092731476,
    0.17241372168064117,
    0.21599994599819183,
    0.049689386039972305,
    0.10227267444133759,
    0.5269460082054138,
    0.23376618325710297,
    0.12716756761074066,
    0.3272726535797119,
    0.3389829695224762,
    0.2076922506093979,
    0.06329108029603958,
    0.1898733526468277,
    0.15204671025276184,
    0.3576158285140991,
    0.07207204401493073,
    0.0303029902279377,
    0.4576270282268524,
    0.41573023796081543,
    0.23963125050067902,
    0.1509433537721634,
    0.10891082137823105,
    0.24719089269638062
   ],
   "time": 17.695607998408377,
   "param": null
  },
  {
   "epoch": 13,
   "train_loss": 2.628784656524658,
   "val_loss": 3.0010881423950195,
   "acc": 25.1,
   "f1": [
    0.4630224406719208,
    0.35483860969543457,
    0.16666659712791443,
    0.1558440923690796,
    0.049261029809713364,
    0.15238089859485626,
    0.20304562151432037,
    0.19259251654148102,
    0.21301770210266113,
    0.3454544246196747,
    0.0970873162150383,
    0.12578611075878143,
    0.2647058069705963,
    0.1290321946144104,
    0.14705877006053925,
    0.06557372957468033,
    0.240802600979805,
    0.4313724637031555,
    0.2138364166021347,
    0.13186806440353394,
    0.4734298884868622,
    0.3255813419818878,
    0.14201180636882782,
    0.29230761528015137,
    0.45353153347969055,
    0.19607838988304138,
    0.18045106530189514,
    0.11199995130300522,
    0.3287670314311981,
    0.20588228106498718,
    0.32558128237724304,
    0.17813760042190552,
    0.22307686507701874,
    0.2886596620082855,
    0.1735159158706665,
    0.15280131995677948,
    0.28915655612945557,
    0.1481480747461319,
    0.12021850794553757,
    0.2597401440143585,
    0.26666656136512756,
    0.5588234066963196,
    0.17222218215465546,
    0.27199992537498474,
    0.07812494784593582,
    0.15950913727283478,
    0.17346931993961334,
    0.46829259395599365,
    0.28901728987693787,
    0.3272726237773895,
    0.09459453821182251,
    0.1452513188123703,
    0.5212765336036682,
    0.5161288976669312,
    0.37288129329681396,
    0.08235287666320801,
    0.27272719144821167,
    0.24590156972408295,
    0.2798353135585785,
    0.2816900908946991,
    0.4393938481807709,
    0.2771083414554596,
    0.43278682231903076,
    0.2404370754957199,
    0.05194799602031708,
    0.09395967423915863,
    0.12499994039535522,
    0.2366863340139389,
    0.6255922317504883,
    0.393063485622406,
    0.27999988198280334,
    0.362318754196167,
    0.06306301057338715,
    0.2739725410938263,
    0.10852707922458649,
    0.4585364758968353,
    0.4788731336593628,
    0.16753920912742615,
    0.07092193514108658,
    0.17142851650714874,
    0.06493500620126724,
    0.13043473660945892,
    0.5757573843002319,
    0.18072283267974854,
    0.145695298910141,
    0.3225805461406708,
    0.23321551084518433,
    0.1507537066936493,
    0.0491802878677845,
    0.1525423377752304,
    0.19889496266841888,
    0.3565216362476349,
    0.19540224969387054,
    0.10975604504346848,
    0.4630540609359741,
    0.39106133580207825,
    0.19883033633232117,
    0.1769230216741562,
    0.047618988901376724,
    0.26548662781715393
   ],
   "time": 17.685850009322166,
   "param": null
  },
  {
   "epoch": 14,
   "train_loss": 2.4735116958618164,
   "val_loss": 3.1619293689727783,
   "acc": 28.18,
   "f1": [
    0.5714284777641296,
    0.36051490902900696,
    0.23423415422439575,
    0.11538457125425339,
    0.0869564637541771,
    0.193308487534523,
    0.27530357241630554,
    0.3465345501899719,
    0.22660093009471893,
    0.34980979561805725,
    0.09937881678342819,
    0.13138681650161743,
    0.30107519030570984,
    0.1509433388710022,
    0.13664589822292328,
    0.16071423888206482,
    0.2592591643333435,
    0.40740731358528137,
    0.2636362612247467,
    0.18749994039535522,
    0.5048542022705078,
    0.40160635113716125,
    0.23628684878349304,
    0.4705880880355835,
    0.45222923159599304,
    0.12499994784593582,
    0.17441853880882263,
    0.16049376130104065,
    0.4454147219657898,
    0.24203814566135406,
    0.27118638157844543,
    0.14479632675647736,
    0.2723403573036194,
    0.2649005651473999,
    0.22119809687137604,
    0.13131305575370789,
    0.2473117560148239,
    0.15624994039535522,
    0.1990949511528015,
    0.29585790634155273,
    0.24630534648895264,
    0.5428570508956909,
    0.2251655012369156,
    0.28472214937210083,
    0.15686269104480743,
    0.12087904661893845,
    0.21518979966640472,
    0.4198893904685974,
    0.41758227348327637,
    0.32432422041893005,
    0.08588951081037521,
    0.154929518699646,
    0.3874998986721039,
    0.4799998998641968,
    0.3809523284435272,
    0.027026981115341187,
    0.4352940320968628,
    0.2794759273529053,
    0.33333325386047363,
    0.35390937328338623,
    0.6375544667243958,
    0.3592813014984131,
    0.474226713180542,
    0.34883710741996765,
    0.11578940600156784,
    0.16107375919818878,
    0.11173177510499954,
    0.231999933719635,
    0.6091952323913574,
    0.38485801219940186,
    0.3116881847381592,
    0.46913570165634155,
    0.09356718510389328,
    0.28571420907974243,
    0.10769226402044296,
    0.4634144902229309,
    0.4433496594429016,
    0.11249993741512299,
    0.17490488290786743,
    0.1899440735578537,
    0.08536579459905624,
    0.11111104488372803,
    0.6009851098060608,
    0.2682925760746002,
    0.1481480896472931,
    0.3533833622932434,
    0.36559128761291504,
    0.22456136345863342,
    0.1630900651216507,
    0.3147207200527191,
    0.0701754093170166,
    0.3675212860107422,
    0.20809243619441986,
    0.10582003742456436,
    0.4186045825481415,
    0.3820223808288574,
    0.1951218843460083,
    0.1986754685640335,
    0.10588229447603226,
    0.23809516429901123
   ],
   "time": 17.866155087947845,
   "param": null
  },
  {
   "epoch": 15,
   "train_loss": 2.314589023590088,
   "val_loss": 3.0488059520721436,
   "acc": 28.36,
   "f1": [
    0.28571420907974243,
    0.3469386696815491,
    0.2569443881511688,
    0.1497325599193573,
    0.12499994784593582,
    0.23188398778438568,
    0.27999988198280334,
    0.2871793806552887,
    0.22608689963817596,
    0.33962252736091614,
    0.09523804485797882,
    0.1799999475479126,
    0.2574256360530853,
    0.14285710453987122,
    0.18749992549419403,
    0.18333326280117035,
    0.33333325386047363,
    0.4525546431541443,
    0.14705875515937805,
    0.18749994039535522,
    0.5088756084442139,
    0.38095226883888245,
    0.24999991059303284,
    0.4816325008869171,
    0.4946235418319702,
    0.21256029605865479,
    0.19587622582912445,
    0.15637852251529694,
    0.37944653630256653,
    0.2569831311702728,
    0.33492809534072876,
    0.19926193356513977,
    0.21538454294204712,
    0.3147207200527191,
    0.21978014707565308,
    0.10447756201028824,
    0.33333322405815125,
    0.141592875123024,
    0.1438848376274109,
    0.32978713512420654,
    0.2617800235748291,
    0.6145250201225281,
    0.2214532196521759,
    0.2492753118276596,
    0.11180117726325989,
    0.1499999463558197,
    0.13888882100582123,
    0.3837208151817322,
    0.4311376214027405,
    0.35023030638694763,
    0.08474572747945786,
    0.1990049034357071,
    0.4745761454105377,
    0.4886362552642822,
    0.3542855978012085,
    0.04907969757914543,
    0.36190465092658997,
    0.30555546283721924,
    0.3148147463798523,
    0.22119809687137604,
    0.6448085904121399,
    0.3157894015312195,
    0.4271843731403351,
    0.31884050369262695,
    0.09090903401374817,
    0.1449274867773056,
    0.08403357863426208,
    0.2622949779033661,
    0.5833331942558289,
    0.41840997338294983,
    0.35398221015930176,
    0.48068660497665405,
    0.0759493038058281,
    0.30697670578956604,
    0.15624994039535522,
    0.5304347276687622,
    0.5046727657318115,
    0.15023468434810638,
    0.14864858984947205,
    0.1879698783159256,
    0.060150329023599625,
    0.10447756201028824,
    0.6122447848320007,
    0.2716980576515198,
    0.15384608507156372,
    0.36464083194732666,
    0.3692306876182556,
    0.2643677294254303,
    0.04838705435395241,
    0.3248729705810547,
    0.22619038820266724,
    0.44444432854652405,
    0.24137921631336212,
    0.13733899593353271,
    0.5054942965507507,
    0.4210525453090668,
    0.266253799200058,
    0.25418055057525635,
    0.1164020448923111,
    0.28571420907974243
   ],
   "time": 17.68056318629533,
   "param": null
  },
  {
   "epoch": 16,
   "train_loss": 2.2992095947265625,
   "val_loss": 3.190666675567627,
   "acc": 29.78,
   "f1": [
    0.553571343421936,
    0.37320560216903687,
    0.20264311134815216,
    0.08888883143663406,
    0.11458326876163483,
    0.26455017924308777,
    0.29508185386657715,
    0.31451600790023804,
    0.21599994599819183,
    0.4095236659049988,
    0.09523803740739822,
    0.16279064118862152,
    0.2983424663543701,
    0.21238930523395538,
    0.16216209530830383,
    0.16428565979003906,
    0.3406592309474945,
    0.44615375995635986,
    0.212290421128273,
    0.20930226147174835,
    0.5463916063308716,
    0.4090908467769623,
    0.2843136191368103,
    0.4799998998641968,
    0.5541123747825623,
    0.2682925760746002,
    0.24836592376232147,
    0.14414407312870026,
    0.4154588282108307,
    0.24675315618515015,
    0.35294109582901,
    0.21265816688537598,
    0.2399999350309372,
    0.3445377051830292,
    0.26086950302124023,
    0.13138681650161743,
    0.32352936267852783,
    0.14193542301654816,
    0.11538457125425339,
    0.341666579246521,
    0.2614378333091736,
    0.6046509742736816,
    0.21789877116680145,
    0.27667975425720215,
    0.1445782482624054,
    0.16113737225532532,
    0.11475405097007751,
    0.3862067759037018,
    0.48447185754776,
    0.3654821515083313,
    0.11612897366285324,
    0.22459883987903595,
    0.5467625260353088,
    0.5370368957519531,
    0.4303796589374542,
    0.09929072856903076,
    0.40718549489974976,
    0.3088234066963196,
    0.34554967284202576,
    0.17333325743675232,
    0.6568626165390015,
    0.42857128381729126,
    0.4161849021911621,
    0.2692306637763977,
    0.1081080511212349,
    0.14906825125217438,
    0.1410256028175354,
    0.15894033014774323,
    0.6553670763969421,
    0.46391740441322327,
    0.38993698358535767,
    0.3882351815700531,
    0.13402055203914642,
    0.27722764015197754,
    0.08620686084032059,
    0.5463916063308716,
    0.5319147706031799,
    0.03305782005190849,
    0.20883527398109436,
    0.24603168666362762,
    0.06711404025554657,
    0.19087132811546326,
    0.619289219379425,
    0.2658226788043976,
    0.1584157794713974,
    0.33220329880714417,
    0.4221104085445404,
    0.253807008266449,
    0.1361255943775177,
    0.265060156583786,
    0.20689648389816284,
    0.31229227781295776,
    0.20645155012607574,
    0.09195395559072495,
    0.535519003868103,
    0.43881845474243164,
    0.21301770210266113,
    0.21940922737121582,
    0.1530611664056778,
    0.31249991059303284
   ],
   "time": 17.753375210799277,
   "param": null
  },
  {
   "epoch": 17,
   "train_loss": 2.2285265922546387,
   "val_loss": 2.9461684226989746,
   "acc": 30.15,
   "f1": [
    0.5844747424125671,
    0.3559320867061615,
    0.0967741385102272,
    0.1360543668270111,
    0.16113737225532532,
    0.2758619785308838,
    0.21556879580020905,
    0.3316582143306732,
    0.2163933962583542,
    0.4162435233592987,
    0.16766461730003357,
    0.20175431668758392,
    0.210526242852211,
    0.15053758025169373,
    0.23469379544258118,
    0.17910441756248474,
    0.3253587782382965,
    0.4766353964805603,
    0.2634729743003845,
    0.22619038820266724,
    0.5445024967193604,
    0.3865545094013214,
    0.20863303542137146,
    0.4372759163379669,
    0.5760868191719055,
    0.19999994337558746,
    0.17171710729599,
    0.17307688295841217,
    0.39062491059303284,
    0.24083760380744934,
    0.32941165566444397,
    0.16049376130104065,
    0.24545449018478394,
    0.31372541189193726,
    0.24761897325515747,
    0.15023468434810638,
    0.2870812714099884,
    0.13636356592178345,
    0.17391295731067657,
    0.39130425453186035,
    0.2488037496805191,
    0.6179773807525635,
    0.18811874091625214,
    0.26666656136512756,
    0.1290322095155716,
    0.16091947257518768,
    0.1965317279100418,
    0.4780486822128296,
    0.5274723768234253,
    0.32432422041893005,
    0.09459453821182251,
    0.24999994039535522,
    0.4864863455295563,
    0.5961536765098572,
    0.41340771317481995,
    0.0451127365231514,
    0.44943806529045105,
    0.309278279542923,
    0.32432422041893005,
    0.29319363832473755,
    0.6893202662467957,
    0.3786981403827667,
    0.3289472758769989,
    0.3352600038051605,
    0.12093015760183334,
    0.09722216427326202,
    0.1734103411436081,
    0.27428561449050903,
    0.6077346205711365,
    0.45535701513290405,
    0.4226802885532379,
    0.5714284181594849,
    0.05095536634325981,
    0.28571417927742004,
    0.16149060428142548,
    0.535519003868103,
    0.4666665494441986,
    0.1509433388710022,
    0.22134381532669067,
    0.2591361105442047,
    0.05594400689005852,
    0.20338976383209229,
    0.6577776670455933,
    0.2935778796672821,
    0.17441853880882263,
    0.41666656732559204,
    0.44444432854652405,
    0.21787703037261963,
    0.16494840383529663,
    0.2901234030723572,
    0.25316447019577026,
    0.378109335899353,
    0.23300965130329132,
    0.10884349048137665,
    0.5120771527290344,
    0.37426888942718506,
    0.27551010251045227,
    0.2582780718803406,
    0.16149060428142548,
    0.23622041940689087
   ],
   "time": 17.89074140973389,
   "param": null
  },
  {
   "epoch": 18,
   "train_loss": 1.906287670135498,
   "val_loss": 2.983800172805786,
   "acc": 30.3,
   "f1": [
    0.559139609336853,
    0.3583814203739166,
    0.13725484907627106,
    0.19753079116344452,
    0.14545448124408722,
    0.2762430012226105,
    0.27472516894340515,
    0.3013697564601898,
    0.3018867075443268,
    0.3564355969429016,
    0.15894033014774323,
    0.19631893932819366,
    0.2690582275390625,
    0.18181811273097992,
    0.19939573109149933,
    0.20270265638828278,
    0.2566037178039551,
    0.4860556721687317,
    0.3111110329627991,
    0.23275858163833618,
    0.5576921701431274,
    0.43269219994544983,
    0.20560741424560547,
    0.5048542022705078,
    0.5999999046325684,
    0.2295081466436386,
    0.18478251993656158,
    0.20058992505073547,
    0.43438899517059326,
    0.27472516894340515,
    0.40268445014953613,
    0.18404902517795563,
    0.2097901701927185,
    0.35185176134109497,
    0.29007625579833984,
    0.20058992505073547,
    0.3131312429904938,
    0.1836734265089035,
    0.21621614694595337,
    0.38095223903656006,
    0.23841053247451782,
    0.5595853924751282,
    0.19730934500694275,
    0.2890172600746155,
    0.09929072856903076,
    0.1857142299413681,
    0.09999995678663254,
    0.4607841968536377,
    0.3736262619495392,
    0.38596484065055847,
    0.19047611951828003,
    0.21004560589790344,
    0.5454543828964233,
    0.5168538093566895,
    0.39285701513290405,
    0.09599995613098145,
    0.43678146600723267,
    0.27380943298339844,
    0.30674833059310913,
    0.3060108423233032,
    0.6542055010795593,
    0.42051267623901367,
    0.4690264165401459,
    0.31764698028564453,
    0.09032251685857773,
    0.15300540626049042,
    0.16030527651309967,
    0.27218925952911377,
    0.6774192452430725,
    0.4816325008869171,
    0.33333322405815125,
    0.5589519143104553,
    0.13483139872550964,
    0.3260868787765503,
    0.14222215116024017,
    0.49350637197494507,
    0.535353422164917,
    0.11347512155771255,
    0.14912275969982147,
    0.2617800235748291,
    0.08376957476139069,
    0.15023468434810638,
    0.6597937345504761,
    0.323809415102005,
    0.20111726224422455,
    0.3636362552642822,
    0.33783775568008423,
    0.23076917231082916,
    0.14847156405448914,
    0.2713567018508911,
    0.1951218843460083,
    0.45121943950653076,
    0.2066115140914917,
    0.12578611075878143,
    0.506122350692749,
    0.42285704612731934,
    0.23076915740966797,
    0.20454540848731995,
    0.09090902656316757,
    0.23602473735809326
   ],
   "time": 18.122626026161015,
   "param": null
  },
  {
   "epoch": 19,
   "train_loss": 1.8180454969406128,
   "val_loss": 3.1146295070648193,
   "acc": 29.52,
   "f1": [
    0.5100669860839844,
    0.3285022974014282,
    0.21428565680980682,
    0.193548321723938,
    0.15517236292362213,
    0.2208201140165329,
    0.31275710463523865,
    0.2816900610923767,
    0.2193547636270523,
    0.39473676681518555,
    0.15999992191791534,
    0.23076915740966797,
    0.1932772397994995,
    0.22009563446044922,
    0.16911759972572327,
    0.19736838340759277,
    0.2456139326095581,
    0.4787643849849701,
    0.22950810194015503,
    0.299465149641037,
    0.5347592234611511,
    0.41666656732559204,
    0.32704389095306396,
    0.38157883286476135,
    0.5795453190803528,
    0.20532315969467163,
    0.210526242852211,
    0.12499994039535522,
    0.40659332275390625,
    0.23357655107975006,
    0.3699420988559723,
    0.239999920129776,
    0.23214277625083923,
    0.23696675896644592,
    0.24291490018367767,
    0.1544714868068695,
    0.28571417927742004,
    0.16666659712791443,
    0.1777777075767517,
    0.3265305459499359,
    0.26206886768341064,
    0.5099998712539673,
    0.26027387380599976,
    0.24999991059303284,
    0.10666660219430923,
    0.1650484949350357,
    0.16793887317180634,
    0.4666665494441986,
    0.40540534257888794,
    0.29677411913871765,
    0.09389665722846985,
    0.14814810454845428,
    0.5599998831748962,
    0.5319147706031799,
    0.42801550030708313,
    0.1028570905327797,
    0.4431816637516022,
    0.271493136882782,
    0.3018867075443268,
    0.2685184180736542,
    0.6481480002403259,
    0.44943806529045105,
    0.42253509163856506,
    0.38918909430503845,
    0.10666660219430923,
    0.1486988216638565,
    0.14371250569820404,
    0.239520862698555,
    0.5568626523017883,
    0.5257730484008789,
    0.28187909722328186,
    0.4596773386001587,
    0.10212759673595428,
    0.29752060770988464,
    0.11881181597709656,
    0.5590060353279114,
    0.5150213837623596,
    0.14342623949050903,
    0.19580411911010742,
    0.2695034444332123,
    0.12785382568836212,
    0.1916666179895401,
    0.603351891040802,
    0.31304338574409485,
    0.20765019953250885,
    0.4183672070503235,
    0.34972667694091797,
    0.26666659116744995,
    0.0967741310596466,
    0.3209875524044037,
    0.19999994337558746,
    0.36431220173835754,
    0.2746780216693878,
    0.15819202363491058,
    0.5921786427497864,
    0.41935470700263977,
    0.24719089269638062,
    0.2842104732990265,
    0.06849309802055359,
    0.26373615860939026
   ],
   "time": 17.87238584086299,
   "param": null
  },
  {
   "epoch": 20,
   "train_loss": 1.6691372394561768,
   "val_loss": 3.2506229877471924,
   "acc": 29.89,
   "f1": [
    0.5543476939201355,
    0.3942306339740753,
    0.1846153289079666,
    0.16143491864204407,
    0.07207204401493073,
    0.24291490018367767,
    0.25423723459243774,
    0.323809415102005,
    0.2906976044178009,
    0.41052618622779846,
    0.11180117726325989,
    0.13714279234409332,
    0.19905206561088562,
    0.2202642410993576,
    0.19469019770622253,
    0.19999994337558746,
    0.2944161295890808,
    0.4770641028881073,
    0.239520862698555,
    0.21518979966640472,
    0.5514017343521118,
    0.4489794969558716,
    0.30120471119880676,
    0.4418603479862213,
    0.5915491580963135,
    0.23636355996131897,
    0.20645155012607574,
    0.15533974766731262,
    0.4324323236942291,
    0.2735848128795624,
    0.2682925760746002,
    0.16107375919818878,
    0.2754489779472351,
    0.3361343741416931,
    0.2436547577381134,
    0.16842098534107208,
    0.30701744556427,
    0.18110232055187225,
    0.14383555948734283,
    0.3797467350959778,
    0.239999920129776,
    0.579234778881073,
    0.22535204887390137,
    0.23041465878486633,
    0.18497103452682495,
    0.18604643642902374,
    0.18867920339107513,
    0.47846877574920654,
    0.452830046415329,
    0.324607253074646,
    0.1900825798511505,
    0.19491519033908844,
    0.5376343131065369,
    0.5040649175643921,
    0.3584228754043579,
    0.07058817148208618,
    0.29850736260414124,
    0.3195875287055969,
    0.3431951701641083,
    0.306122362613678,
    0.6936934590339661,
    0.43181803822517395,
    0.4267514944076538,
    0.31999990344047546,
    0.1040891632437706,
    0.17241373658180237,
    0.17741930484771729,
    0.2167486995458603,
    0.6421051621437073,
    0.48799988627433777,
    0.4044942855834961,
    0.4203820824623108,
    0.03749994933605194,
    0.26395928859710693,
    0.11764701455831528,
    0.528846025466919,
    0.5235601663589478,
    0.13452909886837006,
    0.12949636578559875,
    0.2784809172153473,
    0.10489504784345627,
    0.17391295731067657,
    0.6146340370178223,
    0.31404948234558105,
    0.15238089859485626,
    0.4018690288066864,
    0.37349388003349304,
    0.27173903584480286,
    0.15162448585033417,
    0.3121950626373291,
    0.23255807161331177,
    0.43055543303489685,
    0.18439710140228271,
    0.14583328366279602,
    0.48756206035614014,
    0.4114284813404083,
    0.2443438321352005,
    0.24680845439434052,
    0.10999993234872818,
    0.3050846755504608
   ],
   "time": 17.69839707482606,
   "param": null
  },
  {
   "epoch": 21,
   "train_loss": 1.4492188692092896,
   "val_loss": 3.1481130123138428,
   "acc": 30.87,
   "f1": [
    0.5563908815383911,
    0.38341957330703735,
    0.1983470320701599,
    0.177215114235878,
    0.14414407312870026,
    0.2658958435058594,
    0.31632643938064575,
    0.32558128237724304,
    0.28723397850990295,
    0.3248406946659088,
    0.11695900559425354,
    0.20202013850212097,
    0.2660549581050873,
    0.12244893610477448,
    0.21705421805381775,
    0.17204295098781586,
    0.2797201871871948,
    0.4657532870769501,
    0.2745096981525421,
    0.23346298933029175,
    0.5294116139411926,
    0.4972374439239502,
    0.31249991059303284,
    0.4454975128173828,
    0.5524860620498657,
    0.23364479839801788,
    0.23430955410003662,
    0.16326524317264557,
    0.4123710095882416,
    0.3267972767353058,
    0.2705313265323639,
    0.2815532982349396,
    0.24324317276477814,
    0.31034475564956665,
    0.2723003923892975,
    0.14772720634937286,
    0.3041473925113678,
    0.17204295098781586,
    0.20353974401950836,
    0.3842363655567169,
    0.2999999225139618,
    0.5192306637763977,
    0.2444443702697754,
    0.17931029200553894,
    0.154545396566391,
    0.13592226803302765,
    0.1449274718761444,
    0.45918354392051697,
    0.4122805893421173,
    0.35294109582901,
    0.08633087575435638,
    0.15789468586444855,
    0.5026736855506897,
    0.5080644488334656,
    0.4463517963886261,
    0.09259252995252609,
    0.4476189613342285,
    0.3043477535247803,
    0.33755266666412354,
    0.21126753091812134,
    0.6929823160171509,
    0.44067782163619995,
    0.4311925768852234,
    0.29166656732559204,
    0.14736837148666382,
    0.16304342448711395,
    0.15384608507156372,
    0.2532750070095062,
    0.620320737361908,
    0.5325441956520081,
    0.35820886492729187,
    0.5134099125862122,
    0.12145744264125824,
    0.2176869958639145,
    0.210526242852211,
    0.5309733152389526,
    0.539215624332428,
    0.15642453730106354,
    0.2244897186756134,
    0.23776215314865112,
    0.11458326876163483,
    0.17142851650714874,
    0.5799998641014099,
    0.26900574564933777,
    0.20304562151432037,
    0.3265305161476135,
    0.41176459193229675,
    0.33333322405815125,
    0.1612902730703354,
    0.2980768382549286,
    0.26315778493881226,
    0.4232363998889923,
    0.19999992847442627,
    0.15813946723937988,
    0.5882351398468018,
    0.4094487428665161,
    0.31372541189193726,
    0.24999988079071045,
    0.1242937222123146,
    0.28244268894195557
   ],
   "time": 18.095485728234053,
   "param": null
  },
  {
   "epoch": 22,
   "train_loss": 1.296169638633728,
   "val_loss": 3.263096570968628,
   "acc": 30.78,
   "f1": [
    0.5754715800285339,
    0.38636353611946106,
    0.29714274406433105,
    0.1990049034357071,
    0.06896545737981796,
    0.24454142153263092,
    0.36529669165611267,
    0.2576685845851898,
    0.26993855834007263,
    0.38862547278404236,
    0.10958898812532425,
    0.20731700956821442,
    0.253807008266449,
    0.24107137322425842,
    0.18292675912380219,
    0.19999994337558746,
    0.3121950626373291,
    0.45599988102912903,
    0.19780214130878448,
    0.18421044945716858,
    0.5942855477333069,
    0.4516127407550812,
    0.29166659712791443,
    0.5113635063171387,
    0.5624998807907104,
    0.26600977778434753,
    0.21596238017082214,
    0.2105262577533722,
    0.4727271497249603,
    0.21951214969158173,
    0.3619908392429352,
    0.22516551613807678,
    0.2404370754957199,
    0.36585354804992676,
    0.2681563198566437,
    0.03448272496461868,
    0.34254133701324463,
    0.17117109894752502,
    0.17624516785144806,
    0.4022345542907715,
    0.29249006509780884,
    0.6009851098060608,
    0.23913037776947021,
    0.24489790201187134,
    0.1844659447669983,
    0.14925366640090942,
    0.17283941805362701,
    0.4476189613342285,
    0.46486473083496094,
    0.35897424817085266,
    0.1862347573041916,
    0.23076917231082916,
    0.524590015411377,
    0.5654449462890625,
    0.4202333688735962,
    0.12698405981063843,
    0.36842095851898193,
    0.304526686668396,
    0.3037973642349243,
    0.25730982422828674,
    0.7368419766426086,
    0.4432430863380432,
    0.48044681549072266,
    0.30107519030570984,
    0.1423947662115097,
    0.15813946723937988,
    0.12499993294477463,
    0.20895516872406006,
    0.7096772789955139,
    0.49999988079071045,
    0.3199998736381531,
    0.5303866267204285,
    0.1126759946346283,
    0.2682925760746002,
    0.20111726224422455,
    0.559139609336853,
    0.6136362552642822,
    0.15748025476932526,
    0.20833326876163483,
    0.20547938346862793,
    0.09401702880859375,
    0.10526309907436371,
    0.5882351398468018,
    0.2923975884914398,
    0.1818181276321411,
    0.3473052978515625,
    0.40404030680656433,
    0.2890624403953552,
    0.12162157148122787,
    0.22459883987903595,
    0.2312137931585312,
    0.4293783903121948,
    0.30456843972206116,
    0.1361701488494873,
    0.5575219988822937,
    0.4504503309726715,
    0.23923437297344208,
    0.3286384046077728,
    0.12422355264425278,
    0.28444433212280273
   ],
   "time": 18.264586513862014,
   "param": null
  },
  {
   "epoch": 23,
   "train_loss": 1.3680574893951416,
   "val_loss": 3.3952620029449463,
   "acc": 30.51,
   "f1": [
    0.6136362552642822,
    0.34817805886268616,
    0.18518511950969696,
    0.17449656128883362,
    0.16814152896404266,
    0.3131312429904938,
    0.2621358335018158,
    0.34905651211738586,
    0.2564101815223694,
    0.3286384046077728,
    0.1126759946346283,
    0.1775147169828415,
    0.2072538137435913,
    0.23414628207683563,
    0.21518979966640472,
    0.21463409066200256,
    0.3022221326828003,
    0.5024153590202332,
    0.23728807270526886,
    0.23255808651447296,
    0.5446008443832397,
    0.45544540882110596,
    0.3726707398891449,
    0.49681511521339417,
    0.5319147706031799,
    0.18264833092689514,
    0.19289332628250122,
    0.15909084677696228,
    0.4598929286003113,
    0.2739725112915039,
    0.3474177420139313,
    0.30621999502182007,
    0.23346298933029175,
    0.25555548071861267,
    0.25095051527023315,
    0.16560502350330353,
    0.3508771061897278,
    0.10344821214675903,
    0.23776215314865112,
    0.44571414589881897,
    0.2739725112915039,
    0.5999998450279236,
    0.28571417927742004,
    0.24864855408668518,
    0.15573763847351074,
    0.16999994218349457,
    0.13749992847442627,
    0.3498348891735077,
    0.4142010807991028,
    0.38150280714035034,
    0.10218973457813263,
    0.18025743961334229,
    0.5053762197494507,
    0.5945944786071777,
    0.3703702688217163,
    0.14634139835834503,
    0.36559128761291504,
    0.290502667427063,
    0.3711339235305786,
    0.30697670578956604,
    0.6979165077209473,
    0.41717782616615295,
    0.4108526110649109,
    0.3057323694229126,
    0.12844032049179077,
    0.16267937421798706,
    0.12658220529556274,
    0.2526314854621887,
    0.666666567325592,
    0.5113635063171387,
    0.39130425453186035,
    0.5488370656967163,
    0.11111107468605042,
    0.29126206040382385,
    0.1747572273015976,
    0.4549761712551117,
    0.47963786125183105,
    0.1069958284497261,
    0.16494840383529663,
    0.25339359045028687,
    0.15165871381759644,
    0.16080394387245178,
    0.6272726058959961,
    0.31730762124061584,
    0.18072283267974854,
    0.303703635931015,
    0.3505975306034088,
    0.23041465878486633,
    0.228571355342865,
    0.33333325386047363,
    0.19528615474700928,
    0.4454975128173828,
    0.1809523105621338,
    0.19095470011234283,
    0.5555554628372192,
    0.4606740176677704,
    0.31155768036842346,
    0.22727267444133759,
    0.1156068742275238,
    0.28742504119873047
   ],
   "time": 17.8284063199535,
   "param": null
  },
  {
   "epoch": 24,
   "train_loss": 1.0798617601394653,
   "val_loss": 3.5649871826171875,
   "acc": 30.73,
   "f1": [
    0.5982142090797424,
    0.4183672070503235,
    0.24242417514324188,
    0.18181809782981873,
    0.17322826385498047,
    0.31168824434280396,
    0.31884050369262695,
    0.2366863340139389,
    0.20779214799404144,
    0.3943660855293274,
    0.09729723632335663,
    0.2065216600894928,
    0.21556879580020905,
    0.23076915740966797,
    0.20312494039535522,
    0.23008842766284943,
    0.22702695429325104,
    0.47933873534202576,
    0.22556383907794952,
    0.21551716327667236,
    0.5846152901649475,
    0.39301300048828125,
    0.29292917251586914,
    0.5502644181251526,
    0.579439103603363,
    0.13422814011573792,
    0.21100911498069763,
    0.15957440435886383,
    0.44554442167282104,
    0.239436537027359,
    0.3775508999824524,
    0.30125513672828674,
    0.22047238051891327,
    0.3350784480571747,
    0.21969690918922424,
    0.16374263167381287,
    0.2941175699234009,
    0.1626015603542328,
    0.2513660192489624,
    0.42857128381729126,
    0.2944784462451935,
    0.5099998712539673,
    0.23923437297344208,
    0.25233638286590576,
    0.11042939126491547,
    0.2181817591190338,
    0.18884113430976868,
    0.4129031002521515,
    0.452830046415329,
    0.4065040051937103,
    0.20224712789058685,
    0.25098028779029846,
    0.6009388566017151,
    0.5333331823348999,
    0.37647050619125366,
    0.07142851501703262,
    0.3758388161659241,
    0.34254133701324463,
    0.29813653230667114,
    0.26751580834388733,
    0.6309522390365601,
    0.48447185754776,
    0.4411763548851013,
    0.31390124559402466,
    0.14843745529651642,
    0.13389115035533905,
    0.16326524317264557,
    0.2736841142177582,
    0.5975608825683594,
    0.5381165146827698,
    0.3209875524044037,
    0.539215624332428,
    0.06535942107439041,
    0.34999990463256836,
    0.19889496266841888,
    0.5824174284934998,
    0.47393354773521423,
    0.15384608507156372,
    0.18264833092689514,
    0.2786884307861328,
    0.09183667600154877,
    0.19491519033908844,
    0.6733667254447937,
    0.26600977778434753,
    0.13999994099140167,
    0.32051271200180054,
    0.38709667325019836,
    0.3619908392429352,
    0.13173647224903107,
    0.2812499403953552,
    0.24691346287727356,
    0.4313724637031555,
    0.24999991059303284,
    0.11111105233430862,
    0.5445024967193604,
    0.34042543172836304,
    0.29268285632133484,
    0.27083322405815125,
    0.10300423204898834,
    0.33121007680892944
   ],
   "time": 17.90775521285832,
   "param": null
  },
  {
   "epoch": 25,
   "train_loss": 1.0706983804702759,
   "val_loss": 3.8397746086120605,
   "acc": 30.18,
   "f1": [
    0.6270268559455872,
    0.3469386696815491,
    0.23580780625343323,
    0.14606735110282898,
    0.10596020519733429,
    0.28695645928382874,
    0.25870639085769653,
    0.3523808717727661,
    0.22105254232883453,
    0.38918909430503845,
    0.09424077719449997,
    0.16149060428142548,
    0.21621613204479218,
    0.17073164880275726,
    0.16666659712791443,
    0.2099446803331375,
    0.2840908169746399,
    0.3842363655567169,
    0.26881712675094604,
    0.25961530208587646,
    0.5538460612297058,
    0.4640882611274719,
    0.3169397711753845,
    0.5102038979530334,
    0.6153843998908997,
    0.18064510822296143,
    0.24271836876869202,
    0.1321585476398468,
    0.45238080620765686,
    0.2780747711658478,
    0.3424123525619507,
    0.22891558706760406,
    0.2545453608036041,
    0.31901830434799194,
    0.22580638527870178,
    0.17872333526611328,
    0.28464412689208984,
    0.1554403454065323,
    0.1612902730703354,
    0.43601882457733154,
    0.2312137931585312,
    0.6214687824249268,
    0.2368420511484146,
    0.26515141129493713,
    0.12345674633979797,
    0.1759258508682251,
    0.2099999338388443,
    0.45238080620765686,
    0.45631060004234314,
    0.39325833320617676,
    0.13725484907627106,
    0.23076917231082916,
    0.47560960054397583,
    0.5671641230583191,
    0.39810416102409363,
    0.11764698475599289,
    0.4814813435077667,
    0.35467973351478577,
    0.33333325386047363,
    0.3348415493965149,
    0.7227722406387329,
    0.46636757254600525,
    0.3855420649051666,
    0.2767294645309448,
    0.15126045048236847,
    0.18181811273097992,
    0.16216209530830383,
    0.3043477535247803,
    0.6666665077209473,
    0.4541831612586975,
    0.29702961444854736,
    0.505154550075531,
    0.10638291388750076,
    0.283950537443161,
    0.1499999314546585,
    0.5049503445625305,
    0.5373133420944214,
    0.14285707473754883,
    0.18772555887699127,
    0.2624998986721039,
    0.15204671025276184,
    0.17948710918426514,
    0.5555553436279297,
    0.3131312429904938,
    0.16184966266155243,
    0.30939218401908875,
    0.36619704961776733,
    0.21256029605865479,
    0.14096909761428833,
    0.2914979159832001,
    0.22222214937210083,
    0.3440859317779541,
    0.210526242852211,
    0.09756092727184296,
    0.5208331942558289,
    0.4242422878742218,
    0.34449753165245056,
    0.22962957620620728,
    0.09937881678342819,
    0.2722512185573578
   ],
   "time": 18.04548374656588,
   "param": null
  },
  {
   "epoch": 26,
   "train_loss": 0.9492653012275696,
   "val_loss": 3.752164125442505,
   "acc": 30.47,
   "f1": [
    0.5650222897529602,
    0.34554967284202576,
    0.231999933719635,
    0.18181811273097992,
    0.1554403454065323,
    0.22999992966651917,
    0.2845187783241272,
    0.3399999141693115,
    0.2559240758419037,
    0.331707239151001,
    0.1130434200167656,
    0.16279064118862152,
    0.2815532982349396,
    0.22891558706760406,
    0.19004517793655396,
    0.2470587193965912,
    0.213483065366745,
    0.5360823273658752,
    0.22119809687137604,
    0.16774186491966248,
    0.6282721161842346,
    0.43555545806884766,
    0.2647058069705963,
    0.5130433440208435,
    0.525139570236206,
    0.19889496266841888,
    0.24999989569187164,
    0.20338977873325348,
    0.45581385493278503,
    0.21518979966640472,
    0.28712859749794006,
    0.21468918025493622,
    0.21390368044376373,
    0.34254133701324463,
    0.23809516429901123,
    0.206060528755188,
    0.3482586145401001,
    0.10843367874622345,
    0.21621616184711456,
    0.4278606176376343,
    0.3084111213684082,
    0.5243901014328003,
    0.2371133416891098,
    0.24390234053134918,
    0.15873010456562042,
    0.10476183891296387,
    0.1746724247932434,
    0.4711109697818756,
    0.42914968729019165,
    0.39837390184402466,
    0.16528919339179993,
    0.2754489779472351,
    0.4489794969558716,
    0.5240174531936646,
    0.3697478175163269,
    0.07272721081972122,
    0.39473676681518555,
    0.3217390477657318,
    0.29508185386657715,
    0.3091786503791809,
    0.6458331942558289,
    0.44827571511268616,
    0.4302324652671814,
    0.34972667694091797,
    0.11707311123609543,
    0.1916666179895401,
    0.1333332657814026,
    0.2212388664484024,
    0.6732671856880188,
    0.46363624930381775,
    0.38524580001831055,
    0.5654449462890625,
    0.09999994188547134,
    0.3307691812515259,
    0.21333326399326324,
    0.5541123747825623,
    0.4858298599720001,
    0.18025743961334229,
    0.2202642410993576,
    0.2888887822628021,
    0.13483139872550964,
    0.11764698475599289,
    0.5895952582359314,
    0.2873562276363373,
    0.09195395559072495,
    0.3817426860332489,
    0.3636362552642822,
    0.23111103475093842,
    0.10322573781013489,
    0.2774565517902374,
    0.2702701687812805,
    0.42512065172195435,
    0.12413787841796875,
    0.06896547973155975,
    0.5079363584518433,
    0.4100417494773865,
    0.2525251507759094,
    0.3152172863483429,
    0.15238089859485626,
    0.24999991059303284
   ],
   "time": 17.968774497509003,
   "param": null
  },
  {
   "epoch": 27,
   "train_loss": 0.7963054776191711,
   "val_loss": 3.6711103916168213,
   "acc": 30.37,
   "f1": [
    0.5543069839477539,
    0.41884803771972656,
    0.23529404401779175,
    0.1103895753622055,
    0.15384609997272491,
    0.2895926535129547,
    0.3316061198711395,
    0.3517586886882782,
    0.327868789434433,
    0.3744291365146637,
    0.15767627954483032,
    0.23469379544258118,
    0.26415085792541504,
    0.16814152896404266,
    0.19801978766918182,
    0.21428564190864563,
    0.32911381125450134,
    0.34736835956573486,
    0.24390235543251038,
    0.22929932177066803,
    0.5820105075836182,
    0.43362823128700256,
    0.30232545733451843,
    0.4886362552642822,
    0.5906734466552734,
    0.22099439799785614,
    0.23129244148731232,
    0.12359543144702911,
    0.4299064576625824,
    0.2436547577381134,
    0.376623272895813,
    0.2272726446390152,
    0.2431371659040451,
    0.2641508877277374,
    0.2793295085430145,
    0.08450698852539062,
    0.23255807161331177,
    0.1803921014070511,
    0.1704544872045517,
    0.39520949125289917,
    0.31249991059303284,
    0.5975608825683594,
    0.22093015909194946,
    0.19631893932819366,
    0.16740082204341888,
    0.20083676278591156,
    0.11059901863336563,
    0.4347825050354004,
    0.447368323802948,
    0.289308100938797,
    0.1764705330133438,
    0.20477809011936188,
    0.5486724376678467,
    0.5360823273658752,
    0.38144323229789734,
    0.06857136636972427,
    0.436893105506897,
    0.299465149641037,
    0.2597401440143585,
    0.3157894015312195,
    0.7085712552070618,
    0.3850930631160736,
    0.4773661196231842,
    0.24418595433235168,
    0.14229243993759155,
    0.16744180023670197,
    0.12499994039535522,
    0.24175815284252167,
    0.6551722884178162,
    0.488262802362442,
    0.44725728034973145,
    0.5422221422195435,
    0.10596020519733429,
    0.28136876225471497,
    0.2446807622909546,
    0.517646849155426,
    0.5307691097259521,
    0.16853927075862885,
    0.19999994337558746,
    0.25870639085769653,
    0.12173906713724136,
    0.15730330348014832,
    0.6129031181335449,
    0.2745097279548645,
    0.17112290859222412,
    0.36633655428886414,
    0.36458322405815125,
    0.2976743280887604,
    0.1379309743642807,
    0.22950810194015503,
    0.19607838988304138,
    0.4864863455295563,
    0.21118006110191345,
    0.15469607710838318,
    0.5140186548233032,
    0.42253512144088745,
    0.26341456174850464,
    0.31623923778533936,
    0.13888882100582123,
    0.3625729978084564
   ],
   "time": 17.80884451791644,
   "param": null
  },
  {
   "epoch": 28,
   "train_loss": 0.8465816974639893,
   "val_loss": 4.224264621734619,
   "acc": 28.57,
   "f1": [
    0.5824174284934998,
    0.3299999237060547,
    0.23367688059806824,
    0.1683167666196823,
    0.1452513188123703,
    0.2345678210258484,
    0.32748526334762573,
    0.2767294645309448,
    0.20657269656658173,
    0.4236452281475067,
    0.10050245374441147,
    0.19480513036251068,
    0.26086950302124023,
    0.26666656136512756,
    0.1773398518562317,
    0.2181817591190338,
    0.2872926890850067,
    0.3833332657814026,
    0.2475246638059616,
    0.20512813329696655,
    0.5238093733787537,
    0.4086019992828369,
    0.21126757562160492,
    0.423912912607193,
    0.5863873362541199,
    0.17834389209747314,
    0.21481475234031677,
    0.14778319001197815,
    0.47715723514556885,
    0.2727271616458893,
    0.23770485818386078,
    0.1818181276321411,
    0.2705881595611572,
    0.29268285632133484,
    0.21374039351940155,
    0.13836471736431122,
    0.3170730471611023,
    0.1576354056596756,
    0.11111105233430862,
    0.3565216362476349,
    0.2736841142177582,
    0.5584414005279541,
    0.25517234206199646,
    0.2673266530036926,
    0.0813007652759552,
    0.09655166417360306,
    0.20858889818191528,
    0.4195120930671692,
    0.3703702688217163,
    0.3853210210800171,
    0.1777777075767517,
    0.19999992847442627,
    0.4837207794189453,
    0.5728154182434082,
    0.40350866317749023,
    0.08571422845125198,
    0.3708608150482178,
    0.29850736260414124,
    0.2840908169746399,
    0.3041473925113678,
    0.6025639772415161,
    0.4311925768852234,
    0.3374998867511749,
    0.3290042281150818,
    0.14349770545959473,
    0.14285707473754883,
    0.16981124877929688,
    0.21904754638671875,
    0.6761903762817383,
    0.4358973503112793,
    0.289308100938797,
    0.36111101508140564,
    0.09900984168052673,
    0.15957440435886383,
    0.15827332437038422,
    0.5730335712432861,
    0.4221452474594116,
    0.14678892493247986,
    0.17164172232151031,
    0.290502667427063,
    0.15819202363491058,
    0.17391300201416016,
    0.5930231213569641,
    0.26845628023147583,
    0.1558440923690796,
    0.4145076870918274,
    0.3716813027858734,
    0.28426387906074524,
    0.11235949397087097,
    0.282828152179718,
    0.24324317276477814,
    0.4191615581512451,
    0.211055189371109,
    0.042327988892793655,
    0.49999988079071045,
    0.2512076497077942,
    0.22807011008262634,
    0.25170058012008667,
    0.06134963780641556,
    0.2564101815223694
   ],
   "time": 18.438048308715224,
   "param": null
  },
  {
   "epoch": 29,
   "train_loss": 0.6719595193862915,
   "val_loss": 3.9231536388397217,
   "acc": 29.56,
   "f1": [
    0.5414363145828247,
    0.3999998867511749,
    0.2127658873796463,
    0.15315312147140503,
    0.14193542301654816,
    0.14379078149795532,
    0.3157894015312195,
    0.3636362552642822,
    0.21463409066200256,
    0.40764322876930237,
    0.16243648529052734,
    0.21965309977531433,
    0.2980768382549286,
    0.2340424656867981,
    0.2105262279510498,
    0.24271836876869202,
    0.320441871881485,
    0.4265401363372803,
    0.20192298293113708,
    0.2229507565498352,
    0.616278886795044,
    0.4266665577888489,
    0.28272244334220886,
    0.3648647665977478,
    0.5339365601539612,
    0.21016943454742432,
    0.1635219305753708,
    0.13872826099395752,
    0.4161849021911621,
    0.2659573554992676,
    0.3425924777984619,
    0.15757569670677185,
    0.23584897816181183,
    0.31229227781295776,
    0.2347417026758194,
    0.16666659712791443,
    0.2541435658931732,
    0.09907115250825882,
    0.2268906980752945,
    0.3714284896850586,
    0.28220847249031067,
    0.5862067937850952,
    0.2580644190311432,
    0.1499999463558197,
    0.13559316098690033,
    0.12244893610477448,
    0.14285707473754883,
    0.3975153863430023,
    0.4731181561946869,
    0.34374991059303284,
    0.1722487509250641,
    0.1938774734735489,
    0.5679011344909668,
    0.6124400496482849,
    0.35687726736068726,
    0.11180117726325989,
    0.43575406074523926,
    0.26751580834388733,
    0.31775689125061035,
    0.27649760246276855,
    0.7291665077209473,
    0.35897424817085266,
    0.43216070532798767,
    0.31372538208961487,
    0.09090903401374817,
    0.1405404806137085,
    0.12834219634532928,
    0.1647058129310608,
    0.644067645072937,
    0.4808742105960846,
    0.346666544675827,
    0.5136610269546509,
    0.11406838893890381,
    0.3013697862625122,
    0.17391298711299896,
    0.5714284777641296,
    0.5463916063308716,
    0.10778438299894333,
    0.1909089982509613,
    0.23312875628471375,
    0.14843745529651642,
    0.16080394387245178,
    0.5936071872711182,
    0.25157222151756287,
    0.19047611951828003,
    0.41071420907974243,
    0.2838708758354187,
    0.2739725112915039,
    0.10256403684616089,
    0.326315701007843,
    0.2431371659040451,
    0.3940885663032532,
    0.22966498136520386,
    0.19277101755142212,
    0.5316454172134399,
    0.44725728034973145,
    0.29473677277565,
    0.26455017924308777,
    0.07865162193775177,
    0.23041465878486633
   ],
   "time": 18.193610252812505,
   "param": null
  },
  {
   "epoch": 30,
   "train_loss": 0.5391941070556641,
   "val_loss": 3.8206872940063477,
   "acc": 30.83,
   "f1": [
    0.5462554097175598,
    0.3560605049133301,
    0.2413792610168457,
    0.17004041373729706,
    0.20175431668758392,
    0.21929818391799927,
    0.3508770763874054,
    0.2290075570344925,
    0.280898779630661,
    0.3905324339866638,
    0.16304342448711395,
    0.2131146788597107,
    0.2888887822628021,
    0.15757569670677185,
    0.19999991357326508,
    0.18025743961334229,
    0.27777767181396484,
    0.4549018442630768,
    0.1869158148765564,
    0.19999994337558746,
    0.5664739012718201,
    0.43902426958084106,
    0.29074883460998535,
    0.47257372736930847,
    0.5578945875167847,
    0.19999991357326508,
    0.22115376591682434,
    0.14953264594078064,
    0.5118482112884521,
    0.23611101508140564,
    0.3474177420139313,
    0.1798941045999527,
    0.19999992847442627,
    0.30621999502182007,
    0.2328357696533203,
    0.1528661698102951,
    0.2810809910297394,
    0.1858406364917755,
    0.206060528755188,
    0.4499998688697815,
    0.31155768036842346,
    0.6292133331298828,
    0.23463678359985352,
    0.251428484916687,
    0.14285707473754883,
    0.17821775376796722,
    0.22988496720790863,
    0.3699420988559723,
    0.4731181561946869,
    0.4154588282108307,
    0.1696968972682953,
    0.212290421128273,
    0.5531913042068481,
    0.6274508833885193,
    0.345177561044693,
    0.06629828363656998,
    0.4855490028858185,
    0.33333322405815125,
    0.30851057171821594,
    0.30057793855667114,
    0.7263681292533875,
    0.38541653752326965,
    0.45714274048805237,
    0.3251230716705322,
    0.13888883590698242,
    0.19138747453689575,
    0.13496926426887512,
    0.23280414938926697,
    0.6798028349876404,
    0.5425099730491638,
    0.2837836742401123,
    0.5425531268119812,
    0.12999993562698364,
    0.2763635516166687,
    0.10884349048137665,
    0.5789472460746765,
    0.5624998807907104,
    0.10062886029481888,
    0.14285708963871002,
    0.28260859847068787,
    0.12422355264425278,
    0.212290421128273,
    0.6211178302764893,
    0.2898550033569336,
    0.15999993681907654,
    0.38738730549812317,
    0.38709667325019836,
    0.2898550033569336,
    0.1494661271572113,
    0.2613064646720886,
    0.2605040967464447,
    0.4033612310886383,
    0.22499993443489075,
    0.1641024947166443,
    0.5576921701431274,
    0.4432430863380432,
    0.28015556931495667,
    0.24999991059303284,
    0.0790959894657135,
    0.262857049703598
   ],
   "time": 18.01570935919881,
   "param": null
  },
  {
   "epoch": 31,
   "train_loss": 0.5074110627174377,
   "val_loss": 4.077110290527344,
   "acc": 30.22,
   "f1": [
    0.5698322653770447,
    0.38738730549812317,
    0.20264311134815216,
    0.14207643270492554,
    0.15999993681907654,
    0.25233638286590576,
    0.3315507173538208,
    0.3116881847381592,
    0.2456139326095581,
    0.39285704493522644,
    0.14857135713100433,
    0.16243648529052734,
    0.2929935157299042,
    0.2368420511484146,
    0.15789467096328735,
    0.2795697748661041,
    0.2762430012226105,
    0.3894736170768738,
    0.26341456174850464,
    0.1990049034357071,
    0.4914284646511078,
    0.4041449725627899,
    0.28813549876213074,
    0.3647797703742981,
    0.5071768760681152,
    0.211604043841362,
    0.19626161456108093,
    0.17886173725128174,
    0.49746179580688477,
    0.27083322405815125,
    0.3409090042114258,
    0.23595495522022247,
    0.2256409376859665,
    0.2754489779472351,
    0.2481202334165573,
    0.16037730872631073,
    0.3121950626373291,
    0.12727266550064087,
    0.21538454294204712,
    0.39111098647117615,
    0.3220337927341461,
    0.5841582417488098,
    0.24489787220954895,
    0.23728805780410767,
    0.13333328068256378,
    0.1612902730703354,
    0.18823520839214325,
    0.41732272505760193,
    0.4712642431259155,
    0.3703702688217163,
    0.14754092693328857,
    0.1825094372034073,
    0.5309733152389526,
    0.5108224153518677,
    0.41474640369415283,
    0.10958898812532425,
    0.3908045291900635,
    0.3411763310432434,
    0.31775689125061035,
    0.2944161295890808,
    0.6999998688697815,
    0.4598929286003113,
    0.3999999463558197,
    0.30851057171821594,
    0.09900984168052673,
    0.1914893090724945,
    0.15028895437717438,
    0.2025315761566162,
    0.6211178302764893,
    0.5079363584518433,
    0.38888880610466003,
    0.5668447613716125,
    0.0773480087518692,
    0.30366483330726624,
    0.2105262577533722,
    0.5939393043518066,
    0.5513511896133423,
    0.13265299797058105,
    0.16279064118862152,
    0.2378377616405487,
    0.09722216427326202,
    0.2456139624118805,
    0.5444443225860596,
    0.262857049703598,
    0.16842098534107208,
    0.3468207120895386,
    0.43181803822517395,
    0.2762430012226105,
    0.17073164880275726,
    0.3184078335762024,
    0.2061854749917984,
    0.4045800566673279,
    0.25179845094680786,
    0.16216209530830383,
    0.5263156890869141,
    0.4508668780326843,
    0.19580411911010742,
    0.30621999502182007,
    0.1379309743642807,
    0.26519328355789185
   ],
   "time": 17.837305465713143,
   "param": null
  },
  {
   "epoch": 32,
   "train_loss": 0.5100279450416565,
   "val_loss": 4.088317394256592,
   "acc": 30.02,
   "f1": [
    0.629441499710083,
    0.3523315489292145,
    0.22360241413116455,
    0.09523803740739822,
    0.13333328068256378,
    0.24509796500205994,
    0.26984119415283203,
    0.3318384885787964,
    0.27329182624816895,
    0.36792439222335815,
    0.14285707473754883,
    0.2105262726545334,
    0.26041656732559204,
    0.19047611951828003,
    0.18404902517795563,
    0.14084503054618835,
    0.2922373414039612,
    0.4198893904685974,
    0.22222214937210083,
    0.22105254232883453,
    0.583690881729126,
    0.43049317598342896,
    0.29189181327819824,
    0.39160826802253723,
    0.5699480772018433,
    0.239520862698555,
    0.2564101815223694,
    0.15517236292362213,
    0.48837196826934814,
    0.2741115987300873,
    0.3387621343135834,
    0.22797919809818268,
    0.228571355342865,
    0.3113206624984741,
    0.2048192024230957,
    0.17511513829231262,
    0.2592591345310211,
    0.14414407312870026,
    0.17391297221183777,
    0.39999985694885254,
    0.29714274406433105,
    0.5699480772018433,
    0.2622949779033661,
    0.29473674297332764,
    0.14843745529651642,
    0.15458931028842926,
    0.1749999076128006,
    0.4021162986755371,
    0.3999999165534973,
    0.436893105506897,
    0.18497103452682495,
    0.20091316103935242,
    0.5666665434837341,
    0.5964910984039307,
    0.39183664321899414,
    0.09302319586277008,
    0.4408600926399231,
    0.37735840678215027,
    0.29585790634155273,
    0.27173903584480286,
    0.6666665077209473,
    0.44444429874420166,
    0.4186045527458191,
    0.2553190588951111,
    0.07821223139762878,
    0.16867463290691376,
    0.1497325599193573,
    0.17241372168064117,
    0.7120417356491089,
    0.5136610269546509,
    0.37125736474990845,
    0.38888880610466003,
    0.10837431997060776,
    0.18604643642902374,
    0.18378373980522156,
    0.6091952323913574,
    0.5434780716896057,
    0.14213192462921143,
    0.16993455588817596,
    0.22321420907974243,
    0.1403508186340332,
    0.2207791656255722,
    0.5756096839904785,
    0.3091786503791809,
    0.18421044945716858,
    0.4432430863380432,
    0.4179103374481201,
    0.3516482412815094,
    0.18548381328582764,
    0.28019312024116516,
    0.20920497179031372,
    0.41568616032600403,
    0.2543858587741852,
    0.15668198466300964,
    0.5199998617172241,
    0.3157894015312195,
    0.16107375919818878,
    0.255813866853714,
    0.20289850234985352,
    0.22929932177066803
   ],
   "time": 18.4208202380687,
   "param": null
  },
  {
   "epoch": 33,
   "train_loss": 0.4775249660015106,
   "val_loss": 4.140205383300781,
   "acc": 30.54,
   "f1": [
    0.5810053944587708,
    0.39583319425582886,
    0.2559240758419037,
    0.1554403454065323,
    0.19923365116119385,
    0.24719089269638062,
    0.31764698028564453,
    0.25352105498313904,
    0.2832617461681366,
    0.34482747316360474,
    0.13930343091487885,
    0.19259251654148102,
    0.3022221326828003,
    0.2812499403953552,
    0.22485199570655823,
    0.1290322095155716,
    0.3022221326828003,
    0.4578312039375305,
    0.2867923676967621,
    0.16931210458278656,
    0.6145831942558289,
    0.4615383744239807,
    0.2433861643075943,
    0.4401912987232208,
    0.6041665077209473,
    0.17283941805362701,
    0.2399999499320984,
    0.1764705330133438,
    0.5099998712539673,
    0.23170723021030426,
    0.3846152722835541,
    0.2456139624118805,
    0.23655906319618225,
    0.3148147463798523,
    0.2622949779033661,
    0.11042939126491547,
    0.2571427822113037,
    0.2025315761566162,
    0.20930227637290955,
    0.35294109582901,
    0.3274335563182831,
    0.6010361909866333,
    0.23584897816181183,
    0.2644627094268799,
    0.12121205776929855,
    0.17112290859222412,
    0.12865489721298218,
    0.3865545094013214,
    0.42452818155288696,
    0.35294109582901,
    0.14285707473754883,
    0.1957446187734604,
    0.4472048580646515,
    0.5368419289588928,
    0.32520318031311035,
    0.07092193514108658,
    0.43349742889404297,
    0.31764698028564453,
    0.2681563198566437,
    0.22818784415721893,
    0.7195766568183899,
    0.4299064576625824,
    0.35064926743507385,
    0.29677411913871765,
    0.14814810454845428,
    0.14925366640090942,
    0.158227801322937,
    0.30392149090766907,
    0.6666664481163025,
    0.48780474066734314,
    0.29319363832473755,
    0.5523808598518372,
    0.11206889152526855,
    0.31155768036842346,
    0.13333328068256378,
    0.5760868191719055,
    0.5714284777641296,
    0.1258740872144699,
    0.15079358220100403,
    0.26794248819351196,
    0.09999993443489075,
    0.21576756238937378,
    0.6229507327079773,
    0.3076922297477722,
    0.1584157794713974,
    0.4380951225757599,
    0.3975153863430023,
    0.3076922297477722,
    0.1810344010591507,
    0.3148147463798523,
    0.2456139326095581,
    0.40170925855636597,
    0.23036640882492065,
    0.13749992847442627,
    0.4972374439239502,
    0.4129031002521515,
    0.29951682686805725,
    0.27705615758895874,
    0.1407034695148468,
    0.2583731412887573
   ],
   "time": 18.0120947714895,
   "param": null
  },
  {
   "epoch": 34,
   "train_loss": 0.4188745319843292,
   "val_loss": 3.927999496459961,
   "acc": 30.61,
   "f1": [
    0.5499998331069946,
    0.3826713562011719,
    0.2843136191368103,
    0.17283941805362701,
    0.1290322095155716,
    0.26666656136512756,
    0.3267325758934021,
    0.3315507173538208,
    0.210526242852211,
    0.3926939368247986,
    0.12087904661893845,
    0.2424241602420807,
    0.32195112109184265,
    0.22222216427326202,
    0.2006688416004181,
    0.2165604531764984,
    0.21678318083286285,
    0.45887434482574463,
    0.26600977778434753,
    0.15165871381759644,
    0.5358850359916687,
    0.4622220993041992,
    0.28571420907974243,
    0.39160826802253723,
    0.5185183882713318,
    0.1877550482749939,
    0.22891558706760406,
    0.13043470680713654,
    0.44970402121543884,
    0.33939382433891296,
    0.3285022974014282,
    0.2754489779472351,
    0.2707422971725464,
    0.33928561210632324,
    0.23728805780410767,
    0.18497103452682495,
    0.3022221326828003,
    0.13680776953697205,
    0.13432830572128296,
    0.46231144666671753,
    0.28220847249031067,
    0.5566036701202393,
    0.3025209605693817,
    0.32231393456459045,
    0.13733899593353271,
    0.13513506948947906,
    0.18285706639289856,
    0.4756755530834198,
    0.4303796589374542,
    0.3771427571773529,
    0.20833326876163483,
    0.2244897186756134,
    0.5495494604110718,
    0.5656563639640808,
    0.3923443853855133,
    0.07766983658075333,
    0.44444432854652405,
    0.3409090042114258,
    0.3508770763874054,
    0.2783504128456116,
    0.7262568473815918,
    0.4146340489387512,
    0.46808499097824097,
    0.329670250415802,
    0.08433729410171509,
    0.12162157148122787,
    0.1591694951057434,
    0.1647058129310608,
    0.6595743298530579,
    0.48076915740966797,
    0.3066665530204773,
    0.5202310085296631,
    0.09142850339412689,
    0.2603549063205719,
    0.1509433388710022,
    0.5340908169746399,
    0.47389549016952515,
    0.10389603674411774,
    0.17821775376796722,
    0.24277448654174805,
    0.12830184400081635,
    0.24096378684043884,
    0.595959484577179,
    0.3478259742259979,
    0.16216209530830383,
    0.40609124302864075,
    0.34999990463256836,
    0.2807016670703888,
    0.1927710473537445,
    0.22966498136520386,
    0.26548662781715393,
    0.4745761454105377,
    0.25570768117904663,
    0.16666659712791443,
    0.49999988079071045,
    0.41269823908805847,
    0.17333325743675232,
    0.2636362612247467,
    0.11827950179576874,
    0.3016759157180786
   ],
   "time": 17.880257575772703,
   "param": null
  },
  {
   "epoch": 35,
   "train_loss": 0.47223353385925293,
   "val_loss": 4.167262554168701,
   "acc": 30.5,
   "f1": [
    0.5791853666305542,
    0.3699999153614044,
    0.16993455588817596,
    0.1777777075767517,
    0.2105262577533722,
    0.27322396636009216,
    0.2723734676837921,
    0.2603549063205719,
    0.28855711221694946,
    0.4146340489387512,
    0.17142851650714874,
    0.18823520839214325,
    0.1911763846874237,
    0.24727267026901245,
    0.18999992311000824,
    0.23809516429901123,
    0.2769230008125305,
    0.38095223903656006,
    0.2138364166021347,
    0.18731114268302917,
    0.5053762197494507,
    0.4202897548675537,
    0.2522521913051605,
    0.46486473083496094,
    0.5283017754554749,
    0.17808213829994202,
    0.19920313358306885,
    0.12844030559062958,
    0.44808733463287354,
    0.2482757866382599,
    0.4152541756629944,
    0.228260800242424,
    0.2233501821756363,
    0.329670250415802,
    0.2797926664352417,
    0.15957440435886383,
    0.2810809910297394,
    0.08219172805547714,
    0.17708326876163483,
    0.46428558230400085,
    0.3203882575035095,
    0.5076140761375427,
    0.20858889818191528,
    0.1855669468641281,
    0.13270136713981628,
    0.16049376130104065,
    0.1675977110862732,
    0.4132230579853058,
    0.38095223903656006,
    0.4435482919216156,
    0.12669678032398224,
    0.18934904038906097,
    0.4489794969558716,
    0.49710968136787415,
    0.3365383446216583,
    0.11428564786911011,
    0.49019595980644226,
    0.30331745743751526,
    0.3846152722835541,
    0.33333325386047363,
    0.7121950387954712,
    0.432748407125473,
    0.41379299759864807,
    0.28571420907974243,
    0.1683167666196823,
    0.14379078149795532,
    0.19047611951828003,
    0.2530611455440521,
    0.6737966537475586,
    0.5454544425010681,
    0.28187909722328186,
    0.5786800384521484,
    0.1407034695148468,
    0.30882343649864197,
    0.18957340717315674,
    0.5478259921073914,
    0.5411763787269592,
    0.14201176166534424,
    0.18264833092689514,
    0.24902716279029846,
    0.12658220529556274,
    0.22222214937210083,
    0.6132074594497681,
    0.3274335563182831,
    0.19318175315856934,
    0.3599999248981476,
    0.4145076870918274,
    0.2890172600746155,
    0.19266046583652496,
    0.19004517793655396,
    0.26086947321891785,
    0.4278606176376343,
    0.2099446803331375,
    0.13999994099140167,
    0.582914412021637,
    0.4198893904685974,
    0.2741115987300873,
    0.25668442249298096,
    0.1257142275571823,
    0.28571420907974243
   ],
   "time": 18.23941181693226,
   "param": null
  },
  {
   "epoch": 36,
   "train_loss": 0.3886677920818329,
   "val_loss": 4.0510969161987305,
   "acc": 30.98,
   "f1": [
    0.5978259444236755,
    0.41474640369415283,
    0.21524657309055328,
    0.17117109894752502,
    0.1656804084777832,
    0.24778753519058228,
    0.30051806569099426,
    0.3523808717727661,
    0.2397259622812271,
    0.36956506967544556,
    0.12440184503793716,
    0.23463678359985352,
    0.2376236915588379,
    0.2333332598209381,
    0.19459453225135803,
    0.16993455588817596,
    0.3076922297477722,
    0.42911872267723083,
    0.21495321393013,
    0.18421046435832977,
    0.5416665077209473,
    0.38043469190597534,
    0.24899591505527496,
    0.5294116735458374,
    0.5371427536010742,
    0.12643671035766602,
    0.20118334889411926,
    0.10666660219430923,
    0.4745761454105377,
    0.239999920129776,
    0.34862375259399414,
    0.25668442249298096,
    0.25870639085769653,
    0.32061058282852173,
    0.20731700956821442,
    0.18181811273097992,
    0.34883710741996765,
    0.17560969293117523,
    0.16528919339179993,
    0.4466018080711365,
    0.3057323694229126,
    0.57297283411026,
    0.2569831311702728,
    0.25730982422828674,
    0.12021850794553757,
    0.15384609997272491,
    0.1639343500137329,
    0.44311365485191345,
    0.42352932691574097,
    0.4579438269138336,
    0.13407814502716064,
    0.26804113388061523,
    0.5488370656967163,
    0.5764191746711731,
    0.4083332419395447,
    0.09137050062417984,
    0.39639630913734436,
    0.3714284896850586,
    0.32748526334762573,
    0.3594468832015991,
    0.6739128828048706,
    0.41212108731269836,
    0.4343433380126953,
    0.36633655428886414,
    0.17712169885635376,
    0.15444010496139526,
    0.16923069953918457,
    0.18181811273097992,
    0.6473428606987,
    0.5431033372879028,
    0.3473052978515625,
    0.5631066560745239,
    0.08648642897605896,
    0.27329182624816895,
    0.11764698475599289,
    0.5521470904350281,
    0.4905659258365631,
    0.11392398923635483,
    0.17757000029087067,
    0.3084111213684082,
    0.09271517395973206,
    0.18274106085300446,
    0.6261681318283081,
    0.3157893717288971,
    0.12578611075878143,
    0.41346144676208496,
    0.4191615581512451,
    0.2820512056350708,
    0.2064056247472763,
    0.22996509075164795,
    0.19607838988304138,
    0.46739116311073303,
    0.1843317300081253,
    0.15957440435886383,
    0.5240174531936646,
    0.3899998664855957,
    0.2531644403934479,
    0.27433618903160095,
    0.09696962684392929,
    0.2873562276363373
   ],
   "time": 18.194927570410073,
   "param": null
  },
  {
   "epoch": 37,
   "train_loss": 0.44314879179000854,
   "val_loss": 4.118987083435059,
   "acc": 30.48,
   "f1": [
    0.5520360469818115,
    0.34999990463256836,
    0.21582730114459991,
    0.22485199570655823,
    0.19323663413524628,
    0.2790696918964386,
    0.29702961444854736,
    0.36649200320243835,
    0.2751321792602539,
    0.360248327255249,
    0.19534875452518463,
    0.15300540626049042,
    0.3118278682231903,
    0.22797919809818268,
    0.15533974766731262,
    0.2117646485567093,
    0.2870369255542755,
    0.44444435834884644,
    0.2124999314546585,
    0.17511513829231262,
    0.5888887047767639,
    0.45263150334358215,
    0.27118635177612305,
    0.4949493706226349,
    0.5612244009971619,
    0.2042253017425537,
    0.18930034339427948,
    0.15730330348014832,
    0.452830046415329,
    0.28440356254577637,
    0.3285022974014282,
    0.2790696620941162,
    0.25688064098358154,
    0.28571420907974243,
    0.23111103475093842,
    0.19742482900619507,
    0.3167419731616974,
    0.1062801256775856,
    0.2686566412448883,
    0.4195120930671692,
    0.3253587782382965,
    0.590908944606781,
    0.23204411566257477,
    0.1854303926229477,
    0.10362687706947327,
    0.17272719740867615,
    0.18181809782981873,
    0.4120602011680603,
    0.3841058313846588,
    0.3542855978012085,
    0.11650479584932327,
    0.20792071521282196,
    0.4530385434627533,
    0.5599998831748962,
    0.32388654351234436,
    0.09999994933605194,
    0.4454975128173828,
    0.33333322405815125,
    0.34745752811431885,
    0.35193121433258057,
    0.6693225502967834,
    0.4266665279865265,
    0.39111098647117615,
    0.3152172863483429,
    0.12499994039535522,
    0.15609751641750336,
    0.14912275969982147,
    0.20105813443660736,
    0.6666664481163025,
    0.5454543828964233,
    0.3636362850666046,
    0.5308640599250793,
    0.062499936670064926,
    0.30621999502182007,
    0.16814152896404266,
    0.5368419289588928,
    0.552941083908081,
    0.08510632067918777,
    0.15706801414489746,
    0.23280414938926697,
    0.13422814011573792,
    0.17117109894752502,
    0.5679011344909668,
    0.3628317713737488,
    0.17891369760036469,
    0.4098359942436218,
    0.45238080620765686,
    0.3313608467578888,
    0.18834073841571808,
    0.2193547636270523,
    0.21428564190864563,
    0.4259258210659027,
    0.14723920822143555,
    0.19626161456108093,
    0.5189187526702881,
    0.4222221076488495,
    0.2790696620941162,
    0.2702701687812805,
    0.14893612265586853,
    0.26086947321891785
   ],
   "time": 17.937789177522063,
   "param": null
  },
  {
   "epoch": 38,
   "train_loss": 0.46904587745666504,
   "val_loss": 4.286547660827637,
   "acc": 29.97,
   "f1": [
    0.4460430443286896,
    0.3625729978084564,
    0.2091502547264099,
    0.16513754427433014,
    0.13131305575370789,
    0.23595495522022247,
    0.35294109582901,
    0.34920626878738403,
    0.2473117560148239,
    0.3726707398891449,
    0.06756751239299774,
    0.2473117560148239,
    0.26666656136512756,
    0.23904375731945038,
    0.1494252234697342,
    0.18274106085300446,
    0.28272244334220886,
    0.46413490176200867,
    0.271493136882782,
    0.22330091893672943,
    0.510416567325592,
    0.4148934781551361,
    0.2690582275390625,
    0.5098037719726562,
    0.5555554032325745,
    0.1924685686826706,
    0.21256029605865479,
    0.13753578066825867,
    0.42477864027023315,
    0.2718445658683777,
    0.3692306578159332,
    0.2560974657535553,
    0.24999992549419403,
    0.23357655107975006,
    0.19199994206428528,
    0.1990049034357071,
    0.31081071496009827,
    0.13259662687778473,
    0.16744180023670197,
    0.4424777626991272,
    0.2972972095012665,
    0.6309522390365601,
    0.2739725410938263,
    0.28444433212280273,
    0.1379309743642807,
    0.11764699220657349,
    0.17721512913703918,
    0.4435482919216156,
    0.3999999165534973,
    0.37575745582580566,
    0.14965979754924774,
    0.21111102402210236,
    0.4947367310523987,
    0.595959484577179,
    0.33333325386047363,
    0.0970873162150383,
    0.36714968085289,
    0.3699420988559723,
    0.33108100295066833,
    0.251082181930542,
    0.6372547745704651,
    0.38993698358535767,
    0.34482747316360474,
    0.29370617866516113,
    0.13824880123138428,
    0.1410255879163742,
    0.1556885540485382,
    0.27096763253211975,
    0.6519335508346558,
    0.5157893896102905,
    0.35714274644851685,
    0.5158370137214661,
    0.09734506905078888,
    0.2659573554992676,
    0.14746539294719696,
    0.502282977104187,
    0.5816324949264526,
    0.08917191624641418,
    0.16788314282894135,
    0.24120594561100006,
    0.14012733101844788,
    0.22878222167491913,
    0.5702809691429138,
    0.3060108423233032,
    0.18497103452682495,
    0.4096384644508362,
    0.3999998867511749,
    0.29107969999313354,
    0.09900984168052673,
    0.2525251507759094,
    0.21301770210266113,
    0.46632111072540283,
    0.23834188282489777,
    0.10884349048137665,
    0.5326085686683655,
    0.40170925855636597,
    0.1931033730506897,
    0.2548261880874634,
    0.1361255943775177,
    0.19827578961849213
   ],
   "time": 18.30977854784578,
   "param": null
  },
  {
   "epoch": 39,
   "train_loss": 0.36527732014656067,
   "val_loss": 4.345942974090576,
   "acc": 31.73,
   "f1": [
    0.6060605049133301,
    0.3999999165534973,
    0.23115570843219757,
    0.20270265638828278,
    0.1766783893108368,
    0.28571420907974243,
    0.2935778796672821,
    0.34615373611450195,
    0.2462686002254486,
    0.37499985098838806,
    0.07446803152561188,
    0.1656804084777832,
    0.21186435222625732,
    0.20238088071346283,
    0.24875615537166595,
    0.21965309977531433,
    0.40251561999320984,
    0.4615384042263031,
    0.28571417927742004,
    0.18309852480888367,
    0.6229507327079773,
    0.43930622935295105,
    0.2782607972621918,
    0.5416665077209473,
    0.5393257141113281,
    0.22009563446044922,
    0.2357722967863083,
    0.14349770545959473,
    0.5046727657318115,
    0.33532923460006714,
    0.3460206687450409,
    0.2797926664352417,
    0.21649475395679474,
    0.27380943298339844,
    0.2578124403953552,
    0.16883111000061035,
    0.2792791724205017,
    0.1818181276321411,
    0.17283941805362701,
    0.42857128381729126,
    0.2941175401210785,
    0.5700481534004211,
    0.3076922297477722,
    0.30769217014312744,
    0.18090447783470154,
    0.2025315910577774,
    0.20547938346862793,
    0.43999987840652466,
    0.4233575761318207,
    0.3703702688217163,
    0.11594197899103165,
    0.17333325743675232,
    0.5555554032325745,
    0.5747125148773193,
    0.4102562963962555,
    0.11188805103302002,
    0.47619038820266724,
    0.3315507173538208,
    0.28225794434547424,
    0.30107519030570984,
    0.7301585674285889,
    0.346666544675827,
    0.4519229531288147,
    0.28571417927742004,
    0.13664589822292328,
    0.14814810454845428,
    0.18867918848991394,
    0.18905465304851532,
    0.675324559211731,
    0.46551719307899475,
    0.378109335899353,
    0.47826072573661804,
    0.08071742951869965,
    0.3431951701641083,
    0.20224712789058685,
    0.5999999046325684,
    0.5495494604110718,
    0.09478667378425598,
    0.14285707473754883,
    0.21874994039535522,
    0.16513754427433014,
    0.212290421128273,
    0.5663716197013855,
    0.31249991059303284,
    0.05925920605659485,
    0.3456788957118988,
    0.3625729978084564,
    0.31858399510383606,
    0.20909084379673004,
    0.3121950626373291,
    0.2540982663631439,
    0.4046691358089447,
    0.25555548071861267,
    0.15748025476932526,
    0.5614033341407776,
    0.4204544126987457,
    0.2621358335018158,
    0.2629106938838959,
    0.12578611075878143,
    0.3459458649158478
   ],
   "time": 18.272194943390787,
   "param": null
  },
  {
   "epoch": 40,
   "train_loss": 0.37105119228363037,
   "val_loss": 3.993239402770996,
   "acc": 31.2,
   "f1": [
    0.6408838629722595,
    0.38053086400032043,
    0.23376615345478058,
    0.18930034339427948,
    0.19047611951828003,
    0.25157222151756287,
    0.3445377051830292,
    0.36051490902900696,
    0.28855711221694946,
    0.4382021129131317,
    0.14606735110282898,
    0.12435225397348404,
    0.2901553809642792,
    0.22352932393550873,
    0.18604643642902374,
    0.1931033730506897,
    0.3666665554046631,
    0.5225224494934082,
    0.2653060257434845,
    0.21989519894123077,
    0.594594419002533,
    0.3370785713195801,
    0.2758619785308838,
    0.5043476819992065,
    0.5654449462890625,
    0.2598869204521179,
    0.20192298293113708,
    0.17872333526611328,
    0.41340771317481995,
    0.26415085792541504,
    0.3459458649158478,
    0.21969690918922424,
    0.20320846140384674,
    0.35102033615112305,
    0.2782607972621918,
    0.11594197899103165,
    0.29268285632133484,
    0.1752987504005432,
    0.1940927654504776,
    0.45405393838882446,
    0.31249991059303284,
    0.6235292553901672,
    0.2131146788597107,
    0.23834188282489777,
    0.15957440435886383,
    0.19087132811546326,
    0.15294109284877777,
    0.44239622354507446,
    0.4343433380126953,
    0.33333319425582886,
    0.16513754427433014,
    0.23076917231082916,
    0.558139443397522,
    0.563535749912262,
    0.3688523471355438,
    0.10526309907436371,
    0.44311365485191345,
    0.3493974804878235,
    0.3208555281162262,
    0.2959182858467102,
    0.6700506210327148,
    0.4573989808559418,
    0.4299064576625824,
    0.3529410660266876,
    0.1395348459482193,
    0.13414627313613892,
    0.17616572976112366,
    0.16766461730003357,
    0.6938773989677429,
    0.4705881178379059,
    0.27488142251968384,
    0.49777767062187195,
    0.13513506948947906,
    0.22680403292179108,
    0.20491798222064972,
    0.5762709975242615,
    0.5407723784446716,
    0.12765949964523315,
    0.1777777075767517,
    0.2434781938791275,
    0.17112290859222412,
    0.19289332628250122,
    0.575916051864624,
    0.28571420907974243,
    0.13636356592178345,
    0.43362823128700256,
    0.3469386696815491,
    0.3032785952091217,
    0.15757569670677185,
    0.2647058069705963,
    0.24489787220954895,
    0.432748407125473,
    0.3346938192844391,
    0.13636356592178345,
    0.529999852180481,
    0.37777766585350037,
    0.2378377616405487,
    0.26728102564811707,
    0.12359543144702911,
    0.3563217520713806
   ],
   "time": 17.992185317911208,
   "param": null
  },
  {
   "epoch": 41,
   "train_loss": 0.33982861042022705,
   "val_loss": 4.010656833648682,
   "acc": 30.57,
   "f1": [
    0.6077346205711365,
    0.32258057594299316,
    0.23225803673267365,
    0.10126575827598572,
    0.1694914698600769,
    0.25531908869743347,
    0.3272726535797119,
    0.30303019285202026,
    0.2634729743003845,
    0.37125736474990845,
    0.16867463290691376,
    0.2054053246974945,
    0.34042540192604065,
    0.16379304230213165,
    0.18181811273097992,
    0.22137397527694702,
    0.3076922297477722,
    0.49999988079071045,
    0.17834389209747314,
    0.22608689963817596,
    0.5327510237693787,
    0.42857131361961365,
    0.24193541705608368,
    0.39603951573371887,
    0.5684208869934082,
    0.19095470011234283,
    0.30769219994544983,
    0.140350803732872,
    0.4615383744239807,
    0.2707422971725464,
    0.24598921835422516,
    0.3248729705810547,
    0.22009563446044922,
    0.2795697748661041,
    0.2529643774032593,
    0.11538457125425339,
    0.35121941566467285,
    0.09271517395973206,
    0.21978014707565308,
    0.4607328474521637,
    0.2571427524089813,
    0.5977010130882263,
    0.23157887160778046,
    0.2173912525177002,
    0.1461186707019806,
    0.17142851650714874,
    0.18285706639289856,
    0.39166659116744995,
    0.44036686420440674,
    0.30051806569099426,
    0.15950913727283478,
    0.24489790201187134,
    0.5320196151733398,
    0.5514017343521118,
    0.3425924777984619,
    0.09580832719802856,
    0.45398759841918945,
    0.3736262619495392,
    0.31428563594818115,
    0.2485874742269516,
    0.7195766568183899,
    0.4615383446216583,
    0.38674020767211914,
    0.3141360282897949,
    0.16058386862277985,
    0.18652844429016113,
    0.1683167666196823,
    0.208791121840477,
    0.653846025466919,
    0.4980236291885376,
    0.3827749788761139,
    0.5213268995285034,
    0.08411209285259247,
    0.30418241024017334,
    0.13924045860767365,
    0.5658535361289978,
    0.5096152424812317,
    0.10041835159063339,
    0.21904754638671875,
    0.2403845638036728,
    0.1333332657814026,
    0.23140490055084229,
    0.5806450843811035,
    0.32978713512420654,
    0.17560969293117523,
    0.36871495842933655,
    0.42682915925979614,
    0.30851057171821594,
    0.23318377137184143,
    0.28440356254577637,
    0.20408155024051666,
    0.45360812544822693,
    0.20909084379673004,
    0.194871723651886,
    0.5310733318328857,
    0.3979056477546692,
    0.25274714827537537,
    0.2521738111972809,
    0.11904755234718323,
    0.2837836742401123
   ],
   "time": 17.975409548729658,
   "param": null
  },
  {
   "epoch": 42,
   "train_loss": 0.39092978835105896,
   "val_loss": 4.1112542152404785,
   "acc": 31.12,
   "f1": [
    0.5841582417488098,
    0.3923443853855133,
    0.23204411566257477,
    0.19047613441944122,
    0.06493500620126724,
    0.2617800235748291,
    0.3265305161476135,
    0.36529669165611267,
    0.2658958435058594,
    0.3820223808288574,
    0.11214946955442429,
    0.2340424805879593,
    0.29959505796432495,
    0.2719297707080841,
    0.2275448441505432,
    0.21965309977531433,
    0.3793102502822876,
    0.48888877034187317,
    0.23834188282489777,
    0.20105813443660736,
    0.5698322653770447,
    0.41635677218437195,
    0.2762430012226105,
    0.46486473083496094,
    0.520408034324646,
    0.17834389209747314,
    0.20689648389816284,
    0.1675977110862732,
    0.5121949315071106,
    0.3736262619495392,
    0.43523305654525757,
    0.2840908169746399,
    0.21390368044376373,
    0.3034482002258301,
    0.28426387906074524,
    0.22314044833183289,
    0.2929935157299042,
    0.11180117726325989,
    0.1775147169828415,
    0.41269823908805847,
    0.27205872535705566,
    0.6063828468322754,
    0.26804113388061523,
    0.2634729743003845,
    0.13284127414226532,
    0.17948710918426514,
    0.19672124087810516,
    0.3626372814178467,
    0.4609052240848541,
    0.41711217164993286,
    0.16249993443489075,
    0.26484012603759766,
    0.4930231273174286,
    0.5581393837928772,
    0.4137929677963257,
    0.06862738728523254,
    0.45454537868499756,
    0.33333322405815125,
    0.306122362613678,
    0.299465149641037,
    0.6741572022438049,
    0.4186045527458191,
    0.3846152722835541,
    0.37499991059303284,
    0.1379309743642807,
    0.22127652168273926,
    0.16666662693023682,
    0.2736841142177582,
    0.6168223023414612,
    0.4684683382511139,
    0.3678159713745117,
    0.5028570294380188,
    0.1507537066936493,
    0.33333322405815125,
    0.17827293276786804,
    0.5420559644699097,
    0.5319147706031799,
    0.10859721153974533,
    0.19298237562179565,
    0.13664589822292328,
    0.18502195179462433,
    0.19469022750854492,
    0.613756537437439,
    0.3654821515083313,
    0.10191076993942261,
    0.4093022048473358,
    0.3764704465866089,
    0.31050220131874084,
    0.12206566333770752,
    0.34972667694091797,
    0.228260800242424,
    0.43999990820884705,
    0.19178076088428497,
    0.13265299797058105,
    0.595959484577179,
    0.3225805461406708,
    0.30331745743751526,
    0.19540224969387054,
    0.13145533204078674,
    0.3220337927341461
   ],
   "time": 18.08519620168954,
   "param": null
  },
  {
   "epoch": 43,
   "train_loss": 0.3531823456287384,
   "val_loss": 4.0082292556762695,
   "acc": 31.54,
   "f1": [
    0.5904760956764221,
    0.3495934009552002,
    0.27338120341300964,
    0.16455689072608948,
    0.15217386186122894,
    0.26728102564811707,
    0.27218925952911377,
    0.3703702688217163,
    0.289308100938797,
    0.43601882457733154,
    0.12499994039535522,
    0.22907482087612152,
    0.31325289607048035,
    0.31279608607292175,
    0.11111105233430862,
    0.1499999314546585,
    0.2812499403953552,
    0.45348823070526123,
    0.239520862698555,
    0.18055549263954163,
    0.5643563270568848,
    0.3934425115585327,
    0.2234041839838028,
    0.4230768084526062,
    0.596858561038971,
    0.179775208234787,
    0.2605040967464447,
    0.18779337406158447,
    0.45398759841918945,
    0.24489790201187134,
    0.3793102502822876,
    0.2769230008125305,
    0.20304562151432037,
    0.2895926535129547,
    0.2530611455440521,
    0.18235290050506592,
    0.3584904372692108,
    0.12941168248653412,
    0.18905465304851532,
    0.43925222754478455,
    0.2660549581050873,
    0.642857015132904,
    0.26615965366363525,
    0.2621358335018158,
    0.1735159158706665,
    0.1809523105621338,
    0.1759258508682251,
    0.44848471879959106,
    0.4520547091960907,
    0.38862547278404236,
    0.18978095054626465,
    0.26262614130973816,
    0.5196077227592468,
    0.5560536980628967,
    0.3859647810459137,
    0.09729723632335663,
    0.46376800537109375,
    0.3267325758934021,
    0.36470577120780945,
    0.3084111213684082,
    0.6403507590293884,
    0.488262802362442,
    0.43715834617614746,
    0.329670250415802,
    0.13259662687778473,
    0.13043470680713654,
    0.18181811273097992,
    0.2901553809642792,
    0.6516852378845215,
    0.5570775270462036,
    0.39195966720581055,
    0.4978164732456207,
    0.14444437623023987,
    0.3141360282897949,
    0.1869158148765564,
    0.556212842464447,
    0.5316454768180847,
    0.08333326876163483,
    0.21004560589790344,
    0.2426777482032776,
    0.19209031760692596,
    0.21719448268413544,
    0.6138612627983093,
    0.36123335361480713,
    0.16793888807296753,
    0.38461530208587646,
    0.38636353611946106,
    0.323809415102005,
    0.17346931993961334,
    0.3370785713195801,
    0.23232315480709076,
    0.44705867767333984,
    0.16853927075862885,
    0.16666659712791443,
    0.5700933337211609,
    0.39778995513916016,
    0.25688064098358154,
    0.2129276990890503,
    0.15294109284877777,
    0.29940110445022583
   ],
   "time": 18.233037382364273,
   "param": null
  },
  {
   "epoch": 44,
   "train_loss": 0.3804682493209839,
   "val_loss": 4.3263773918151855,
   "acc": 30.3,
   "f1": [
    0.590908944606781,
    0.4077668786048889,
    0.2592591643333435,
    0.17142851650714874,
    0.15920390188694,
    0.18823520839214325,
    0.3435581922531128,
    0.31538453698158264,
    0.24516120553016663,
    0.38251355290412903,
    0.15189866721630096,
    0.15853650867938995,
    0.2541435658931732,
    0.20408158004283905,
    0.16091948747634888,
    0.210526242852211,
    0.3111110329627991,
    0.44599294662475586,
    0.21481475234031677,
    0.24999989569187164,
    0.4936707317829132,
    0.46486473083496094,
    0.3169397711753845,
    0.44239622354507446,
    0.4728681445121765,
    0.1798941045999527,
    0.23391805589199066,
    0.14084503054618835,
    0.46874985098838806,
    0.28260859847068787,
    0.24999991059303284,
    0.21989519894123077,
    0.24580998718738556,
    0.31404948234558105,
    0.29166659712791443,
    0.12658220529556274,
    0.2694299519062042,
    0.11851847171783447,
    0.18713442981243134,
    0.4918031394481659,
    0.2812499403953552,
    0.5555554628372192,
    0.3253587782382965,
    0.19444438815116882,
    0.1257142275571823,
    0.17757000029087067,
    0.1219511553645134,
    0.4205606281757355,
    0.38961026072502136,
    0.3711339235305786,
    0.18867918848991394,
    0.17834389209747314,
    0.4607328474521637,
    0.5583332777023315,
    0.38095226883888245,
    0.07650267332792282,
    0.3858267068862915,
    0.32214754819869995,
    0.3195265531539917,
    0.3365383446216583,
    0.6637166738510132,
    0.38993698358535767,
    0.4787232577800751,
    0.29931965470314026,
    0.15300540626049042,
    0.13270136713981628,
    0.11180117726325989,
    0.1862744390964508,
    0.6025103330612183,
    0.49999988079071045,
    0.4158414602279663,
    0.5575219988822937,
    0.14723922312259674,
    0.23859642446041107,
    0.2072538137435913,
    0.5493561029434204,
    0.5284972786903381,
    0.16279062628746033,
    0.1725887656211853,
    0.21498367190361023,
    0.1524663120508194,
    0.19999992847442627,
    0.5980390906333923,
    0.28571417927742004,
    0.14788727462291718,
    0.41975298523902893,
    0.3139533996582031,
    0.2386830598115921,
    0.2378377616405487,
    0.26190465688705444,
    0.2605363130569458,
    0.3778800964355469,
    0.13235288858413696,
    0.1716737449169159,
    0.49999988079071045,
    0.3290042281150818,
    0.31884050369262695,
    0.30120471119880676,
    0.16374263167381287,
    0.26717549562454224
   ],
   "time": 18.241746525280178,
   "param": null
  },
  {
   "epoch": 45,
   "train_loss": 0.47550761699676514,
   "val_loss": 4.063316345214844,
   "acc": 30.27,
   "f1": [
    0.5607475638389587,
    0.44444432854652405,
    0.18978095054626465,
    0.1729728877544403,
    0.12060294300317764,
    0.2374998927116394,
    0.3376622498035431,
    0.3190660774707794,
    0.2659573554992676,
    0.37499985098838806,
    0.13452909886837006,
    0.22009563446044922,
    0.26455017924308777,
    0.1957446187734604,
    0.17073164880275726,
    0.2072538137435913,
    0.320441871881485,
    0.48401811718940735,
    0.2066115140914917,
    0.16249993443489075,
    0.6595743298530579,
    0.4508668780326843,
    0.28310492634773254,
    0.5217389464378357,
    0.5784311890602112,
    0.1879698783159256,
    0.1764705330133438,
    0.18181811273097992,
    0.36871495842933655,
    0.26086947321891785,
    0.3313608467578888,
    0.2526315152645111,
    0.2624998986721039,
    0.2901960015296936,
    0.24096375703811646,
    0.15068486332893372,
    0.2718445658683777,
    0.17254894971847534,
    0.11594197899103165,
    0.3975153863430023,
    0.2314814031124115,
    0.5930231213569641,
    0.23958325386047363,
    0.26804113388061523,
    0.12056734412908554,
    0.12935318052768707,
    0.19736838340759277,
    0.3756905198097229,
    0.45320188999176025,
    0.39676105976104736,
    0.13223135471343994,
    0.19580411911010742,
    0.5118108987808228,
    0.5670101642608643,
    0.404958575963974,
    0.09890103340148926,
    0.42285704612731934,
    0.32195112109184265,
    0.3598325252532959,
    0.2598869204521179,
    0.6860463619232178,
    0.37804868817329407,
    0.3999998867511749,
    0.26262614130973816,
    0.1288135051727295,
    0.11249993741512299,
    0.09876536577939987,
    0.20155030488967896,
    0.6399998664855957,
    0.534031331539154,
    0.35714277625083923,
    0.4999998211860657,
    0.07999993860721588,
    0.3408070504665375,
    0.1773398518562317,
    0.5294116735458374,
    0.5150213837623596,
    0.11155372112989426,
    0.16560502350330353,
    0.21800939738750458,
    0.17435890436172485,
    0.1748633086681366,
    0.6321242451667786,
    0.3171805441379547,
    0.17840369045734406,
    0.3408070504665375,
    0.36529669165611267,
    0.2643677294254303,
    0.11688306927680969,
    0.3047617971897125,
    0.23414628207683563,
    0.42727261781692505,
    0.23463678359985352,
    0.17120616137981415,
    0.5576921701431274,
    0.4022345542907715,
    0.247999906539917,
    0.25688064098358154,
    0.15469607710838318,
    0.32579174637794495
   ],
   "time": 18.39386383164674,
   "param": null
  },
  {
   "epoch": 46,
   "train_loss": 0.5012670755386353,
   "val_loss": 4.21134614944458,
   "acc": 29.63,
   "f1": [
    0.5925924777984619,
    0.35573115944862366,
    0.24999991059303284,
    0.09395967423915863,
    0.16753920912742615,
    0.22656244039535522,
    0.29245272278785706,
    0.27777767181396484,
    0.19999994337558746,
    0.34323427081108093,
    0.2099446803331375,
    0.19889496266841888,
    0.2508710026741028,
    0.16216209530830383,
    0.20858889818191528,
    0.19108274579048157,
    0.3483870029449463,
    0.3936169147491455,
    0.20118334889411926,
    0.17813760042190552,
    0.5443036556243896,
    0.4249998927116394,
    0.23391805589199066,
    0.4142010807991028,
    0.4690264165401459,
    0.21118006110191345,
    0.16455689072608948,
    0.14659680426120758,
    0.48421040177345276,
    0.26086950302124023,
    0.14925366640090942,
    0.22857137024402618,
    0.2251655012369156,
    0.2901553809642792,
    0.21459220349788666,
    0.17021270096302032,
    0.1916166990995407,
    0.14659680426120758,
    0.19587622582912445,
    0.3758388161659241,
    0.3234041631221771,
    0.5882351994514465,
    0.24299058318138123,
    0.2314814031124115,
    0.12598420679569244,
    0.16744180023670197,
    0.17194563150405884,
    0.3885713219642639,
    0.4487178325653076,
    0.3775508999824524,
    0.11510787159204483,
    0.17877088487148285,
    0.580392062664032,
    0.5267488360404968,
    0.38216549158096313,
    0.08510631322860718,
    0.44311365485191345,
    0.2681158781051636,
    0.36686381697654724,
    0.31746023893356323,
    0.6636770367622375,
    0.3542855978012085,
    0.4504503309726715,
    0.28310492634773254,
    0.09160300344228745,
    0.17054256796836853,
    0.16993455588817596,
    0.22429899871349335,
    0.6598983407020569,
    0.4143425226211548,
    0.3699420988559723,
    0.5381165146827698,
    0.09090903401374817,
    0.3043477237224579,
    0.2312137931585312,
    0.5060239434242249,
    0.5333331823348999,
    0.09691624343395233,
    0.13636356592178345,
    0.2695651352405548,
    0.12359543144702911,
    0.19642849266529083,
    0.5847455859184265,
    0.36269423365592957,
    0.16853927075862885,
    0.35820886492729187,
    0.3874344527721405,
    0.2932329773902893,
    0.14736837148666382,
    0.23225797712802887,
    0.23015865683555603,
    0.4232803285121918,
    0.2021275758743286,
    0.12871280312538147,
    0.5684208869934082,
    0.3524903655052185,
    0.31451600790023804,
    0.24742262065410614,
    0.12844030559062958,
    0.24545449018478394
   ],
   "time": 17.86702662706375,
   "param": null
  },
  {
   "epoch": 47,
   "train_loss": 0.27817824482917786,
   "val_loss": 3.7393381595611572,
   "acc": 31.14,
   "f1": [
    0.5999998450279236,
    0.39195966720581055,
    0.22598862648010254,
    0.12080531567335129,
    0.13513506948947906,
    0.2528734505176544,
    0.3265305161476135,
    0.3636362552642822,
    0.2025315910577774,
    0.42352932691574097,
    0.13756607472896576,
    0.16915416717529297,
    0.26086947321891785,
    0.23115570843219757,
    0.1970442682504654,
    0.17283941805362701,
    0.3647797703742981,
    0.5074625611305237,
    0.21686740219593048,
    0.21100911498069763,
    0.6086955666542053,
    0.42051267623901367,
    0.28455275297164917,
    0.48076915740966797,
    0.5056177973747253,
    0.20454540848731995,
    0.2118379771709442,
    0.2046510875225067,
    0.49999988079071045,
    0.30630621314048767,
    0.3793102204799652,
    0.256410151720047,
    0.27218925952911377,
    0.35398221015930176,
    0.2475569099187851,
    0.18947362899780273,
    0.32989683747291565,
    0.1648350954055786,
    0.2084941565990448,
    0.3740456998348236,
    0.3529410660266876,
    0.5979380011558533,
    0.24210518598556519,
    0.23300965130329132,
    0.14736837148666382,
    0.14448663592338562,
    0.1898733526468277,
    0.415094256401062,
    0.4418603479862213,
    0.3675675094127655,
    0.17567561566829681,
    0.24870456755161285,
    0.5296441316604614,
    0.5863873362541199,
    0.4201679825782776,
    0.07194238901138306,
    0.4748857021331787,
    0.3563217520713806,
    0.3370785713195801,
    0.24719089269638062,
    0.6481480002403259,
    0.382978618144989,
    0.46534639596939087,
    0.2872926890850067,
    0.1395348161458969,
    0.1764705330133438,
    0.11764699220657349,
    0.26136353611946106,
    0.6701569557189941,
    0.5268816351890564,
    0.36601296067237854,
    0.4645159840583801,
    0.14847156405448914,
    0.2541435658931732,
    0.1551019698381424,
    0.5760868191719055,
    0.5133689045906067,
    0.09655166417360306,
    0.18421044945716858,
    0.21463409066200256,
    0.12648217380046844,
    0.2085307389497757,
    0.6320753693580627,
    0.31046923995018005,
    0.17117109894752502,
    0.4251967668533325,
    0.4607328474521637,
    0.283950537443161,
    0.16239310801029205,
    0.34374991059303284,
    0.23036640882492065,
    0.4623654782772064,
    0.19767434895038605,
    0.14285707473754883,
    0.5363127589225769,
    0.3421051502227783,
    0.2699999213218689,
    0.29824554920196533,
    0.1499999612569809,
    0.31355923414230347
   ],
   "time": 18.02460413146764,
   "param": null
  },
  {
   "epoch": 48,
   "train_loss": 0.3417759835720062,
   "val_loss": 4.277482032775879,
   "acc": 30.52,
   "f1": [
    0.5630251169204712,
    0.3926939368247986,
    0.1507537066936493,
    0.1414140909910202,
    0.1410255879163742,
    0.24719089269638062,
    0.29864245653152466,
    0.31284910440444946,
    0.26086947321891785,
    0.4223601520061493,
    0.17760612070560455,
    0.20224712789058685,
    0.28571420907974243,
    0.23696675896644592,
    0.15950913727283478,
    0.23008842766284943,
    0.26966285705566406,
    0.45581385493278503,
    0.22988496720790863,
    0.220779150724411,
    0.6124400496482849,
    0.3707864284515381,
    0.24418595433235168,
    0.5142855644226074,
    0.5676854848861694,
    0.18779337406158447,
    0.26190465688705444,
    0.15469607710838318,
    0.4599998891353607,
    0.2933332324028015,
    0.39999985694885254,
    0.19999994337558746,
    0.24390234053134918,
    0.29629623889923096,
    0.21596238017082214,
    0.18264833092689514,
    0.21379303932189941,
    0.054794471710920334,
    0.19209031760692596,
    0.39999985694885254,
    0.28571420907974243,
    0.6227543354034424,
    0.2718445658683777,
    0.26666656136512756,
    0.14937752485275269,
    0.12987005710601807,
    0.1682242453098297,
    0.44303786754608154,
    0.45814967155456543,
    0.34977567195892334,
    0.14857135713100433,
    0.24615377187728882,
    0.56043940782547,
    0.5514017343521118,
    0.3592231869697571,
    0.09049767255783081,
    0.44585973024368286,
    0.33128824830055237,
    0.3771427571773529,
    0.3714284896850586,
    0.6636770367622375,
    0.4489794969558716,
    0.45283010601997375,
    0.3179486393928528,
    0.09999993443489075,
    0.15172407031059265,
    0.2100839763879776,
    0.299465149641037,
    0.6470587849617004,
    0.4668988287448883,
    0.3448275029659271,
    0.486772358417511,
    0.11320748925209045,
    0.2404370754957199,
    0.12987005710601807,
    0.5521470904350281,
    0.4999998211860657,
    0.07272721081972122,
    0.1307188868522644,
    0.2519684433937073,
    0.0946744978427887,
    0.19393931329250336,
    0.6120217442512512,
    0.3346938192844391,
    0.16216209530830383,
    0.3820223808288574,
    0.3267325758934021,
    0.28476813435554504,
    0.1747572273015976,
    0.210526242852211,
    0.2812499403953552,
    0.3763836622238159,
    0.20105813443660736,
    0.18181811273097992,
    0.5279186367988586,
    0.3809523284435272,
    0.26804113388061523,
    0.21505369246006012,
    0.1694914698600769,
    0.26666659116744995
   ],
   "time": 18.407858345657587,
   "param": null
  },
  {
   "epoch": 49,
   "train_loss": 0.3503526747226715,
   "val_loss": 4.037064075469971,
   "acc": 30.8,
   "f1": [
    0.5791504979133606,
    0.37668150663375854,
    0.15873010456562042,
    0.14349770545959473,
    0.15384609997272491,
    0.2532750070095062,
    0.29268285632133484,
    0.31034475564956665,
    0.21301770210266113,
    0.3628690838813782,
    0.09523802250623703,
    0.16593880951404572,
    0.306122362613678,
    0.2181817591190338,
    0.13173647224903107,
    0.19285710155963898,
    0.20858889818191528,
    0.47953203320503235,
    0.1951218843460083,
    0.19827578961849213,
    0.5988698601722717,
    0.45263150334358215,
    0.30487796664237976,
    0.47619035840034485,
    0.6160336136817932,
    0.21568621695041656,
    0.22222214937210083,
    0.16363631188869476,
    0.4632767140865326,
    0.3049326539039612,
    0.34394893050193787,
    0.20809243619441986,
    0.26515141129493713,
    0.3516482412815094,
    0.24630534648895264,
    0.17391297221183777,
    0.20833326876163483,
    0.1509433388710022,
    0.1485147923231125,
    0.46739116311073303,
    0.3113771378993988,
    0.6588233709335327,
    0.2658226788043976,
    0.256410151720047,
    0.13888883590698242,
    0.1357465535402298,
    0.17204295098781586,
    0.45801523327827454,
    0.46445485949516296,
    0.36065563559532166,
    0.20600852370262146,
    0.2136751413345337,
    0.45197728276252747,
    0.566523551940918,
    0.3418802320957184,
    0.10762325674295425,
    0.38709667325019836,
    0.3208555281162262,
    0.2658226788043976,
    0.2545453608036041,
    0.6960350871086121,
    0.45976996421813965,
    0.3798881769180298,
    0.31249991059303284,
    0.1544117033481598,
    0.17346931993961334,
    0.06936410069465637,
    0.22222214937210083,
    0.6516852378845215,
    0.5040649175643921,
    0.27999988198280334,
    0.5247147083282471,
    0.10344821214675903,
    0.27102795243263245,
    0.2115383893251419,
    0.5517240166664124,
    0.4979918897151947,
    0.14285708963871002,
    0.2095237374305725,
    0.2340424805879593,
    0.12765949964523315,
    0.22727267444133759,
    0.6173911690711975,
    0.30769217014312744,
    0.14285707473754883,
    0.4819276034832001,
    0.3529410660266876,
    0.32558128237724304,
    0.16666659712791443,
    0.26900574564933777,
    0.20238088071346283,
    0.37735840678215027,
    0.26282042264938354,
    0.13749992847442627,
    0.5258619785308838,
    0.43049317598342896,
    0.3529410660266876,
    0.28235283493995667,
    0.11392398923635483,
    0.33777767419815063
   ],
   "time": 18.127848205156624,
   "param": null
  },
  {
   "epoch": 50,
   "train_loss": 0.37618669867515564,
   "val_loss": 3.9883065223693848,
   "acc": 31.22,
   "f1": [
    0.5935482978820801,
    0.38834938406944275,
    0.19780214130878448,
    0.11180117726325989,
    0.170940101146698,
    0.2072538137435913,
    0.345177561044693,
    0.33121007680892944,
    0.33333322405815125,
    0.4607841968536377,
    0.1226993277668953,
    0.2116401493549347,
    0.3041473925113678,
    0.18791939318180084,
    0.1748633086681366,
    0.20645155012607574,
    0.2558138370513916,
    0.48908287286758423,
    0.1682242453098297,
    0.20359273254871368,
    0.5660375952720642,
    0.45238080620765686,
    0.29319363832473755,
    0.47190994024276733,
    0.5538460612297058,
    0.19847321510314941,
    0.16216209530830383,
    0.15178565680980682,
    0.49214646220207214,
    0.278787761926651,
    0.33884286880493164,
    0.22222216427326202,
    0.22099439799785614,
    0.3152172863483429,
    0.23111103475093842,
    0.1258740872144699,
    0.28571417927742004,
    0.1242937222123146,
    0.18326687812805176,
    0.45833322405815125,
    0.2629481256008148,
    0.579234778881073,
    0.20304562151432037,
    0.23225797712802887,
    0.17560969293117523,
    0.15238089859485626,
    0.19753079116344452,
    0.38918909430503845,
    0.4541061818599701,
    0.3350784480571747,
    0.14893612265586853,
    0.2488478720188141,
    0.43956032395362854,
    0.5650222897529602,
    0.3716813027858734,
    0.09625662118196487,
    0.4186045527458191,
    0.3265305459499359,
    0.34177201986312866,
    0.38345855474472046,
    0.6752135157585144,
    0.3710406422615051,
    0.4226802885532379,
    0.35359105467796326,
    0.1398600935935974,
    0.15624994039535522,
    0.19883033633232117,
    0.17241372168064117,
    0.6826921701431274,
    0.46202531456947327,
    0.38095229864120483,
    0.5365853309631348,
    0.07142851501703262,
    0.30909082293510437,
    0.20731700956821442,
    0.5675674080848694,
    0.5469387173652649,
    0.1604277491569519,
    0.16417904198169708,
    0.21714277565479279,
    0.1379309743642807,
    0.13636356592178345,
    0.6403939127922058,
    0.32352936267852783,
    0.16184966266155243,
    0.3999998867511749,
    0.3287670314311981,
    0.271523118019104,
    0.16279064118862152,
    0.33333322405815125,
    0.21576756238937378,
    0.4149376451969147,
    0.22222213447093964,
    0.18264833092689514,
    0.5425531268119812,
    0.43445682525634766,
    0.2765956223011017,
    0.2543351650238037,
    0.1725887656211853,
    0.26666656136512756
   ],
   "time": 17.897271806374192,
   "param": null
  },
  {
   "epoch": 51,
   "train_loss": 0.4041540026664734,
   "val_loss": 4.079612731933594,
   "acc": 30.42,
   "f1": [
    0.6243385076522827,
    0.3879309296607971,
    0.17627111077308655,
    0.15757569670677185,
    0.11282043904066086,
    0.2735848128795624,
    0.2702701687812805,
    0.2967032194137573,
    0.25675666332244873,
    0.4434387683868408,
    0.17441853880882263,
    0.16326524317264557,
    0.2528734505176544,
    0.16374263167381287,
    0.14379078149795532,
    0.18518511950969696,
    0.27814561128616333,
    0.45833322405815125,
    0.1835748255252838,
    0.23225797712802887,
    0.6249998807907104,
    0.40999990701675415,
    0.3068782389163971,
    0.4411763548851013,
    0.5517240166664124,
    0.1945524662733078,
    0.1657457947731018,
    0.1321585476398468,
    0.4819276034832001,
    0.27777770161628723,
    0.34177201986312866,
    0.2430938482284546,
    0.25112098455429077,
    0.291139155626297,
    0.26415085792541504,
    0.1764705330133438,
    0.29523801803588867,
    0.14736837148666382,
    0.14634139835834503,
    0.4275861084461212,
    0.2832617461681366,
    0.5813952684402466,
    0.19999991357326508,
    0.19323663413524628,
    0.1279069036245346,
    0.18999992311000824,
    0.13513506948947906,
    0.41314542293548584,
    0.3483870029449463,
    0.39301300048828125,
    0.1454544961452484,
    0.2214285135269165,
    0.4787232577800751,
    0.619289219379425,
    0.3363635540008545,
    0.15936249494552612,
    0.4857141971588135,
    0.29951682686805725,
    0.34513264894485474,
    0.3217390477657318,
    0.6538460850715637,
    0.4772725999355316,
    0.3881855607032776,
    0.29629623889923096,
    0.11538457125425339,
    0.1642511636018753,
    0.1548386514186859,
    0.2775118350982666,
    0.6166664958000183,
    0.4894513487815857,
    0.40329205989837646,
    0.49180322885513306,
    0.09230763465166092,
    0.3167419731616974,
    0.21782170236110687,
    0.5666665434837341,
    0.5224488377571106,
    0.08810566365718842,
    0.15555550158023834,
    0.19078941643238068,
    0.13333328068256378,
    0.20765019953250885,
    0.539215624332428,
    0.34736835956573486,
    0.21686740219593048,
    0.3908045291900635,
    0.40358731150627136,
    0.28235286474227905,
    0.11695900559425354,
    0.2824857831001282,
    0.2124999314546585,
    0.41441428661346436,
    0.15909084677696228,
    0.14193542301654816,
    0.5868262648582458,
    0.4632767140865326,
    0.29508188366889954,
    0.24137921631336212,
    0.16888882219791412,
    0.2603549063205719
   ],
   "time": 17.918143990449607,
   "param": null
  },
  {
   "epoch": 52,
   "train_loss": 0.28092190623283386,
   "val_loss": 3.9518678188323975,
   "acc": 31.14,
   "f1": [
    0.616278886795044,
    0.34686335921287537,
    0.2333332598209381,
    0.07518791407346725,
    0.14836791157722473,
    0.28947362303733826,
    0.3169397711753845,
    0.345177561044693,
    0.26845628023147583,
    0.44444432854652405,
    0.19191910326480865,
    0.25157222151756287,
    0.2870369255542755,
    0.24528293311595917,
    0.17605628073215485,
    0.18518511950969696,
    0.3435581922531128,
    0.4364820420742035,
    0.1971830278635025,
    0.20960691571235657,
    0.5647057294845581,
    0.42063480615615845,
    0.256410151720047,
    0.46835434436798096,
    0.5837836861610413,
    0.2532750070095062,
    0.2176164984703064,
    0.15517236292362213,
    0.44827571511268616,
    0.2935778796672821,
    0.33884286880493164,
    0.2714284658432007,
    0.27173903584480286,
    0.3389829695224762,
    0.2528735101222992,
    0.1798941045999527,
    0.28571417927742004,
    0.17142850160598755,
    0.2440677285194397,
    0.5130888819694519,
    0.33333319425582886,
    0.5370368957519531,
    0.24299058318138123,
    0.24864855408668518,
    0.14414407312870026,
    0.19548864662647247,
    0.16774186491966248,
    0.4096384346485138,
    0.45833322405815125,
    0.3406592309474945,
    0.1048034280538559,
    0.1866666078567505,
    0.44444432854652405,
    0.5906734466552734,
    0.4041449725627899,
    0.09865464270114899,
    0.46082934737205505,
    0.31249991059303284,
    0.3318776488304138,
    0.2783504128456116,
    0.672810971736908,
    0.44970402121543884,
    0.4519229531288147,
    0.31428563594818115,
    0.08888882398605347,
    0.12021850794553757,
    0.15999993681907654,
    0.19867542386054993,
    0.6815640926361084,
    0.4868912696838379,
    0.38775497674942017,
    0.573839545249939,
    0.06896545737981796,
    0.30051806569099426,
    0.1748633086681366,
    0.46274495124816895,
    0.5868262648582458,
    0.07894731312990189,
    0.1390373706817627,
    0.2378377616405487,
    0.13333328068256378,
    0.2176869958639145,
    0.5520360469818115,
    0.31884050369262695,
    0.16058386862277985,
    0.43298953771591187,
    0.32388654351234436,
    0.30409345030784607,
    0.09459453821182251,
    0.2739725410938263,
    0.26315781474113464,
    0.4918031394481659,
    0.20430098474025726,
    0.1777777075767517,
    0.5780345797538757,
    0.4405285120010376,
    0.25396814942359924,
    0.26388877630233765,
    0.16744180023670197,
    0.2658958435058594
   ],
   "time": 18.232664423063397,
   "param": null
  },
  {
   "epoch": 53,
   "train_loss": 0.3010687530040741,
   "val_loss": 4.149797439575195,
   "acc": 29.86,
   "f1": [
    0.5913042426109314,
    0.38775497674942017,
    0.23115570843219757,
    0.15658356249332428,
    0.1769230216741562,
    0.22352932393550873,
    0.3228069245815277,
    0.336633563041687,
    0.2165604531764984,
    0.4183672070503235,
    0.10869558900594711,
    0.23255807161331177,
    0.2736841142177582,
    0.24999989569187164,
    0.15706801414489746,
    0.19480513036251068,
    0.3592813014984131,
    0.4688993990421295,
    0.19999992847442627,
    0.1754385232925415,
    0.6107783317565918,
    0.4576270282268524,
    0.2555064857006073,
    0.4816325008869171,
    0.5207098722457886,
    0.21428564190864563,
    0.13483139872550964,
    0.15517236292362213,
    0.4635760486125946,
    0.29896897077560425,
    0.38541653752326965,
    0.24170608818531036,
    0.21428565680980682,
    0.32352930307388306,
    0.18779337406158447,
    0.1576354056596756,
    0.2633450925350189,
    0.1407034695148468,
    0.16326524317264557,
    0.4248703718185425,
    0.2837836742401123,
    0.6181816458702087,
    0.26484012603759766,
    0.24999991059303284,
    0.08743163198232651,
    0.1497325599193573,
    0.2138364166021347,
    0.41212108731269836,
    0.4705880880355835,
    0.32911381125450134,
    0.16666661202907562,
    0.21359217166900635,
    0.3670884966850281,
    0.5749999284744263,
    0.3131312429904938,
    0.07407400757074356,
    0.425531804561615,
    0.2739725410938263,
    0.31428563594818115,
    0.3314915895462036,
    0.6521738171577454,
    0.3726707398891449,
    0.39382225275039673,
    0.3050846457481384,
    0.11320747435092926,
    0.1497325599193573,
    0.16216209530830383,
    0.24120594561100006,
    0.6428569555282593,
    0.4705880880355835,
    0.31249991059303284,
    0.5136610269546509,
    0.07142851501703262,
    0.3184078335762024,
    0.19188186526298523,
    0.6107783317565918,
    0.5089284181594849,
    0.14778319001197815,
    0.21538454294204712,
    0.21524657309055328,
    0.08928564935922623,
    0.16799992322921753,
    0.56043940782547,
    0.31746023893356323,
    0.19875767827033997,
    0.434782475233078,
    0.4137929677963257,
    0.25352105498313904,
    0.12448127567768097,
    0.262711763381958,
    0.2176164984703064,
    0.45685264468193054,
    0.23364479839801788,
    0.16666659712791443,
    0.5744680166244507,
    0.3959389626979828,
    0.2652328908443451,
    0.2175731509923935,
    0.17435890436172485,
    0.2705881595611572
   ],
   "time": 18.21540496032685,
   "param": null
  },
  {
   "epoch": 54,
   "train_loss": 0.3248261511325836,
   "val_loss": 3.7490859031677246,
   "acc": 31.2,
   "f1": [
    0.622641384601593,
    0.3675212860107422,
    0.19875767827033997,
    0.20224712789058685,
    0.1970442682504654,
    0.22891558706760406,
    0.30270257592201233,
    0.30051806569099426,
    0.2934781610965729,
    0.43956032395362854,
    0.1938774734735489,
    0.21524657309055328,
    0.2647058069705963,
    0.2629481256008148,
    0.08510632067918777,
    0.213483065366745,
    0.29629620909690857,
    0.4666665494441986,
    0.2475246638059616,
    0.2175731509923935,
    0.5943394899368286,
    0.42241373658180237,
    0.3369564116001129,
    0.5599998831748962,
    0.4936707317829132,
    0.22456136345863342,
    0.23111103475093842,
    0.1682242453098297,
    0.447368323802948,
    0.2901553809642792,
    0.37004393339157104,
    0.25777769088745117,
    0.21794864535331726,
    0.28402355313301086,
    0.236453115940094,
    0.11920525878667831,
    0.2954544425010681,
    0.14736837148666382,
    0.17708326876163483,
    0.45581385493278503,
    0.32160791754722595,
    0.6136362552642822,
    0.2681158781051636,
    0.22907482087612152,
    0.09045220911502838,
    0.2075471132993698,
    0.21989519894123077,
    0.438016414642334,
    0.4417669475078583,
    0.38150280714035034,
    0.1390373706817627,
    0.16326524317264557,
    0.5196077227592468,
    0.5539904832839966,
    0.37446799874305725,
    0.062499936670064926,
    0.43781083822250366,
    0.36956506967544556,
    0.2872926890850067,
    0.25668442249298096,
    0.6516852378845215,
    0.4177214205265045,
    0.4056602716445923,
    0.29126206040382385,
    0.10526309907436371,
    0.22429899871349335,
    0.22707417607307434,
    0.2659573554992676,
    0.7058822512626648,
    0.5538460612297058,
    0.40975597500801086,
    0.5161288380622864,
    0.12785382568836212,
    0.3350784480571747,
    0.19138747453689575,
    0.5191488265991211,
    0.5595853924751282,
    0.1639343500137329,
    0.18749992549419403,
    0.22105254232883453,
    0.1554403454065323,
    0.2488888055086136,
    0.5842695236206055,
    0.28402355313301086,
    0.1641024947166443,
    0.4140968322753906,
    0.32160791754722595,
    0.2879376709461212,
    0.13714279234409332,
    0.256809264421463,
    0.2622949779033661,
    0.39837390184402466,
    0.17948710918426514,
    0.17112290859222412,
    0.4774192273616791,
    0.3714284896850586,
    0.2366863340139389,
    0.22891558706760406,
    0.16346149146556854,
    0.2722512185573578
   ],
   "time": 18.126804766245186,
   "param": null
  },
  {
   "epoch": 55,
   "train_loss": 0.4285410940647125,
   "val_loss": 4.086118221282959,
   "acc": 29.49,
   "f1": [
    0.6327682137489319,
    0.33928561210632324,
    0.25165554881095886,
    0.14358967542648315,
    0.1729728877544403,
    0.264317125082016,
    0.3113206624984741,
    0.31788066029548645,
    0.17391298711299896,
    0.38392844796180725,
    0.12371128052473068,
    0.16184966266155243,
    0.33035704493522644,
    0.2477063536643982,
    0.13402055203914642,
    0.20930226147174835,
    0.2533332407474518,
    0.41071420907974243,
    0.20869559049606323,
    0.1810344010591507,
    0.49710968136787415,
    0.4102562963962555,
    0.327868789434433,
    0.4329003393650055,
    0.5780345797538757,
    0.1951218843460083,
    0.27777770161628723,
    0.19555547833442688,
    0.49999988079071045,
    0.2697673439979553,
    0.29864245653152466,
    0.239999920129776,
    0.2176869958639145,
    0.26845628023147583,
    0.2488037496805191,
    0.1932772397994995,
    0.2585032880306244,
    0.1333332657814026,
    0.16666659712791443,
    0.32704398036003113,
    0.27118638157844543,
    0.5697672963142395,
    0.26519328355789185,
    0.22549012303352356,
    0.11111104488372803,
    0.12060294300317764,
    0.1442307084798813,
    0.4502616822719574,
    0.40485823154449463,
    0.41592907905578613,
    0.1548386514186859,
    0.2622949779033661,
    0.4939270317554474,
    0.5412842631340027,
    0.38022807240486145,
    0.09459453821182251,
    0.37908485531806946,
    0.3555554449558258,
    0.3248729705810547,
    0.28695645928382874,
    0.7169809341430664,
    0.3841806650161743,
    0.3720929026603699,
    0.3376622200012207,
    0.13483139872550964,
    0.14906825125217438,
    0.10457510501146317,
    0.1438848376274109,
    0.6559138894081116,
    0.44522958993911743,
    0.33532923460006714,
    0.494381844997406,
    0.06920410692691803,
    0.20259734988212585,
    0.18181811273097992,
    0.4899998903274536,
    0.491227924823761,
    0.09929072856903076,
    0.193548321723938,
    0.20202013850212097,
    0.10055860131978989,
    0.15789467096328735,
    0.5347592234611511,
    0.24999992549419403,
    0.1650484949350357,
    0.33457237482070923,
    0.3076922297477722,
    0.2553190290927887,
    0.20087330043315887,
    0.3269230127334595,
    0.24999994039535522,
    0.3779526650905609,
    0.3135133981704712,
    0.16580304503440857,
    0.547485888004303,
    0.3636362552642822,
    0.29319363832473755,
    0.2953019142150879,
    0.14479632675647736,
    0.211055189371109
   ],
   "time": 18.177691146731377,
   "param": null
  },
  {
   "epoch": 56,
   "train_loss": 0.2589004337787628,
   "val_loss": 4.347234725952148,
   "acc": 31.29,
   "f1": [
    0.631578803062439,
    0.26666659116744995,
    0.2256409376859665,
    0.17872333526611328,
    0.1940297931432724,
    0.2424241602420807,
    0.3091786503791809,
    0.34999990463256836,
    0.24050629138946533,
    0.46428558230400085,
    0.08917191624641418,
    0.19417467713356018,
    0.2741115987300873,
    0.23280414938926697,
    0.18181811273097992,
    0.22727267444133759,
    0.318471223115921,
    0.49090901017189026,
    0.2528734505176544,
    0.2577318847179413,
    0.6200872659683228,
    0.3456788957118988,
    0.28415289521217346,
    0.5045870542526245,
    0.5858584046363831,
    0.1445782482624054,
    0.24175815284252167,
    0.18285706639289856,
    0.48756206035614014,
    0.27272719144821167,
    0.3775099515914917,
    0.26086950302124023,
    0.29702961444854736,
    0.28712859749794006,
    0.2378377616405487,
    0.21390368044376373,
    0.3041473925113678,
    0.1445782482624054,
    0.19277101755142212,
    0.41314542293548584,
    0.34177201986312866,
    0.6107783317565918,
    0.19469019770622253,
    0.2545453906059265,
    0.09132413566112518,
    0.16374263167381287,
    0.15300540626049042,
    0.49523797631263733,
    0.41314542293548584,
    0.4088887572288513,
    0.16107375919818878,
    0.17511513829231262,
    0.5048542022705078,
    0.5888323187828064,
    0.36871495842933655,
    0.13725484907627106,
    0.43930622935295105,
    0.2749999463558197,
    0.3823528587818146,
    0.31441038846969604,
    0.736263632774353,
    0.5225224494934082,
    0.39285704493522644,
    0.33333322405815125,
    0.16243648529052734,
    0.16049376130104065,
    0.2430938482284546,
    0.26881712675094604,
    0.6706585884094238,
    0.506912350654602,
    0.36123335361480713,
    0.4342104196548462,
    0.10317454487085342,
    0.24539868533611298,
    0.19444438815116882,
    0.5612244009971619,
    0.5418717861175537,
    0.15999993681907654,
    0.17391301691532135,
    0.21904754638671875,
    0.13483139872550964,
    0.18055549263954163,
    0.6413041353225708,
    0.3121950626373291,
    0.22222216427326202,
    0.3999998867511749,
    0.4301074147224426,
    0.2564101815223694,
    0.1584157794713974,
    0.33816415071487427,
    0.2816900908946991,
    0.43749985098838806,
    0.22660093009471893,
    0.18378373980522156,
    0.526829183101654,
    0.35862061381340027,
    0.1449274718761444,
    0.29032251238822937,
    0.15652167797088623,
    0.2786068916320801
   ],
   "time": 18.474743467755616,
   "param": null
  },
  {
   "epoch": 57,
   "train_loss": 0.24826282262802124,
   "val_loss": 4.060781478881836,
   "acc": 30.95,
   "f1": [
    0.595959484577179,
    0.3636362850666046,
    0.18749994039535522,
    0.23463678359985352,
    0.152671679854393,
    0.3049326539039612,
    0.3253587782382965,
    0.3693692684173584,
    0.27551010251045227,
    0.33816415071487427,
    0.17391295731067657,
    0.24761897325515747,
    0.2741115987300873,
    0.239999920129776,
    0.1410255879163742,
    0.19323663413524628,
    0.32402223348617554,
    0.46445485949516296,
    0.26341456174850464,
    0.23791813850402832,
    0.6162160634994507,
    0.48756206035614014,
    0.31818172335624695,
    0.42780739068984985,
    0.6499998569488525,
    0.1777777075767517,
    0.2167486995458603,
    0.08450698852539062,
    0.447368323802948,
    0.25688064098358154,
    0.36470577120780945,
    0.2741115987300873,
    0.2488478720188141,
    0.32107013463974,
    0.2072538137435913,
    0.1219511553645134,
    0.3133639991283417,
    0.18905465304851532,
    0.19534875452518463,
    0.5056177973747253,
    0.3119265139102936,
    0.5588234066963196,
    0.18285706639289856,
    0.23636355996131897,
    0.1559632420539856,
    0.12871280312538147,
    0.13978487253189087,
    0.42580634355545044,
    0.48275846242904663,
    0.4140968322753906,
    0.14893612265586853,
    0.2117646485567093,
    0.4792625606060028,
    0.6095237135887146,
    0.3552630543708801,
    0.10526309907436371,
    0.3667621314525604,
    0.3470318615436554,
    0.3351350426673889,
    0.2659573554992676,
    0.5949366092681885,
    0.4158414602279663,
    0.434782475233078,
    0.2758619785308838,
    0.11715474724769592,
    0.20095685124397278,
    0.11891885101795197,
    0.309859037399292,
    0.6399998664855957,
    0.5067872405052185,
    0.28999990224838257,
    0.5333331823348999,
    0.07594931870698929,
    0.2653060257434845,
    0.1986754685640335,
    0.5897434949874878,
    0.3876403868198395,
    0.13065321743488312,
    0.2117646485567093,
    0.20869559049606323,
    0.12745091319084167,
    0.2312137931585312,
    0.5991188287734985,
    0.2949307858943939,
    0.21333326399326324,
    0.4099377691745758,
    0.3999998867511749,
    0.2424241602420807,
    0.08536579459905624,
    0.3169397711753845,
    0.19999992847442627,
    0.4942527115345001,
    0.1764705330133438,
    0.1748633086681366,
    0.5771142840385437,
    0.3576158285140991,
    0.28440356254577637,
    0.28260859847068787,
    0.11920525878667831,
    0.28426387906074524
   ],
   "time": 18.470174397341907,
   "param": null
  },
  {
   "epoch": 58,
   "train_loss": 0.30300450325012207,
   "val_loss": 4.062903881072998,
   "acc": 31.24,
   "f1": [
    0.6368157267570496,
    0.3367346227169037,
    0.20858889818191528,
    0.16766461730003357,
    0.1912349909543991,
    0.20689651370048523,
    0.31999990344047546,
    0.28260859847068787,
    0.2795697748661041,
    0.36871495842933655,
    0.15966379642486572,
    0.24630534648895264,
    0.2937852144241333,
    0.17525766789913177,
    0.17910441756248474,
    0.26540276408195496,
    0.2887699604034424,
    0.44311365485191345,
    0.23255808651447296,
    0.19999991357326508,
    0.6509432196617126,
    0.4434387683868408,
    0.30120471119880676,
    0.40692633390426636,
    0.6108372807502747,
    0.18713442981243134,
    0.19444438815116882,
    0.15999993681907654,
    0.474226713180542,
    0.24999991059303284,
    0.3348836302757263,
    0.25730982422828674,
    0.26484012603759766,
    0.3408070504665375,
    0.22222216427326202,
    0.21904754638671875,
    0.35359105467796326,
    0.12834219634532928,
    0.18811874091625214,
    0.3801651895046234,
    0.306122362613678,
    0.6304346323013306,
    0.20588228106498718,
    0.2879999279975891,
    0.1290322244167328,
    0.13461533188819885,
    0.1818181276321411,
    0.4705880880355835,
    0.45544540882110596,
    0.4034333825111389,
    0.15384608507156372,
    0.264317125082016,
    0.4302324652671814,
    0.5901637673377991,
    0.34126976132392883,
    0.12499993294477463,
    0.47169798612594604,
    0.2938774824142456,
    0.3084111213684082,
    0.3510637581348419,
    0.6699027419090271,
    0.4269661605358124,
    0.3793102502822876,
    0.3118278682231903,
    0.14659680426120758,
    0.19689112901687622,
    0.123287633061409,
    0.23809516429901123,
    0.7032965421676636,
    0.4974091649055481,
    0.30769219994544983,
    0.4861876964569092,
    0.170940101146698,
    0.31896543502807617,
    0.15135130286216736,
    0.5645932555198669,
    0.5714284777641296,
    0.12154688686132431,
    0.2025315910577774,
    0.3267325758934021,
    0.1885245442390442,
    0.21122106909751892,
    0.6607928276062012,
    0.3529410660266876,
    0.20408158004283905,
    0.3838382363319397,
    0.38341957330703735,
    0.26900574564933777,
    0.1509433388710022,
    0.2629106938838959,
    0.26373615860939026,
    0.4330707788467407,
    0.1499999314546585,
    0.12698405981063843,
    0.5139663219451904,
    0.4024389386177063,
    0.24999989569187164,
    0.23904375731945038,
    0.15789467096328735,
    0.291139155626297
   ],
   "time": 18.356874831952155,
   "param": null
  },
  {
   "epoch": 59,
   "train_loss": 0.2438529133796692,
   "val_loss": 3.7220959663391113,
   "acc": 30.94,
   "f1": [
    0.6464645266532898,
    0.3744291365146637,
    0.18248169124126434,
    0.1656804084777832,
    0.17021268606185913,
    0.24902716279029846,
    0.33606547117233276,
    0.34394893050193787,
    0.28571417927742004,
    0.4588233530521393,
    0.16593880951404572,
    0.20175431668758392,
    0.2909089922904968,
    0.27118638157844543,
    0.17872333526611328,
    0.21929818391799927,
    0.3170730471611023,
    0.49999988079071045,
    0.18064509332180023,
    0.20779214799404144,
    0.5447153449058533,
    0.4153004288673401,
    0.30674833059310913,
    0.3999998867511749,
    0.5833332538604736,
    0.21481475234031677,
    0.2576685845851898,
    0.1100916787981987,
    0.46913567185401917,
    0.2762430012226105,
    0.35714277625083923,
    0.31050220131874084,
    0.2810809910297394,
    0.35627520084381104,
    0.18633535504341125,
    0.16161610186100006,
    0.2514968812465668,
    0.11538457125425339,
    0.2580644488334656,
    0.34615373611450195,
    0.29433953762054443,
    0.6217615604400635,
    0.2560974657535553,
    0.20930226147174835,
    0.14285708963871002,
    0.12322267889976501,
    0.17021268606185913,
    0.43956032395362854,
    0.4808742105960846,
    0.36051490902900696,
    0.1509433388710022,
    0.26373621821403503,
    0.5090908408164978,
    0.497041255235672,
    0.3316061198711395,
    0.12499994039535522,
    0.4566209018230438,
    0.30057793855667114,
    0.3314915895462036,
    0.33333322405815125,
    0.7230044603347778,
    0.43749985098838806,
    0.4086955785751343,
    0.27102795243263245,
    0.07339443266391754,
    0.18090447783470154,
    0.1809523105621338,
    0.26086950302124023,
    0.6515835523605347,
    0.5533979535102844,
    0.378109335899353,
    0.5727698802947998,
    0.0869564563035965,
    0.30769219994544983,
    0.13725484907627106,
    0.5656563639640808,
    0.5135133862495422,
    0.13407814502716064,
    0.14473678171634674,
    0.25116273760795593,
    0.16184966266155243,
    0.25730982422828674,
    0.5423727631568909,
    0.28220847249031067,
    0.1799999475479126,
    0.44615375995635986,
    0.40796008706092834,
    0.2621358335018158,
    0.14117640256881714,
    0.22360241413116455,
    0.24271836876869202,
    0.3778800964355469,
    0.11842100322246552,
    0.11904755234718323,
    0.5084744095802307,
    0.3316061198711395,
    0.2433861643075943,
    0.2765956223011017,
    0.13471496105194092,
    0.2723734676837921
   ],
   "time": 18.168630457483232,
   "param": null
  },
  {
   "epoch": 60,
   "train_loss": 0.2822241485118866,
   "val_loss": 3.971606969833374,
   "acc": 31.87,
   "f1": [
    0.6224488615989685,
    0.36190465092658997,
    0.23529402911663055,
    0.11999993026256561,
    0.193548321723938,
    0.2783504128456116,
    0.3736262619495392,
    0.3797467052936554,
    0.3121950626373291,
    0.3297490179538727,
    0.211055189371109,
    0.17391295731067657,
    0.33333319425582886,
    0.26136353611946106,
    0.19626161456108093,
    0.1885245442390442,
    0.3736262619495392,
    0.46242761611938477,
    0.26395928859710693,
    0.23809516429901123,
    0.5869563817977905,
    0.4169883728027344,
    0.32124343514442444,
    0.3626372814178467,
    0.5371899604797363,
    0.2075471132993698,
    0.20909084379673004,
    0.20289847254753113,
    0.4593299925327301,
    0.2758619785308838,
    0.299465149641037,
    0.23602473735809326,
    0.24580998718738556,
    0.283950537443161,
    0.23030294477939606,
    0.16814152896404266,
    0.24113468825817108,
    0.13235288858413696,
    0.20224712789058685,
    0.41414129734039307,
    0.3271027207374573,
    0.6387433409690857,
    0.26900574564933777,
    0.2566370666027069,
    0.161971777677536,
    0.09661828726530075,
    0.18390797078609467,
    0.4657532870769501,
    0.44444432854652405,
    0.31901830434799194,
    0.24271836876869202,
    0.24299058318138123,
    0.42580634355545044,
    0.5481480360031128,
    0.4033612310886383,
    0.09722216427326202,
    0.4942527115345001,
    0.2673266530036926,
    0.3431951701641083,
    0.3351954519748688,
    0.6880732178688049,
    0.48167529702186584,
    0.4402983784675598,
    0.3771427571773529,
    0.09333327412605286,
    0.18055549263954163,
    0.1528661698102951,
    0.2085307389497757,
    0.6451611518859863,
    0.5488370656967163,
    0.22891558706760406,
    0.6037734746932983,
    0.06796110421419144,
    0.33057841658592224,
    0.1809523105621338,
    0.6224488615989685,
    0.5229355692863464,
    0.10204074531793594,
    0.20576126873493195,
    0.24545449018478394,
    0.17171710729599,
    0.17117109894752502,
    0.5901637673377991,
    0.31372541189193726,
    0.12621353566646576,
    0.4339621663093567,
    0.3798881769180298,
    0.31279608607292175,
    0.13513506948947906,
    0.24742262065410614,
    0.2592591643333435,
    0.4656083285808563,
    0.225680872797966,
    0.17730490863323212,
    0.5700481534004211,
    0.4331796169281006,
    0.2251655012369156,
    0.320441871881485,
    0.13095231354236603,
    0.2731706500053406
   ],
   "time": 17.954398368485272,
   "param": null
  },
  {
   "epoch": 61,
   "train_loss": 0.2799046039581299,
   "val_loss": 3.985138177871704,
   "acc": 31.13,
   "f1": [
    0.624390184879303,
    0.4093022048473358,
    0.2824857831001282,
    0.12676051259040833,
    0.18260863423347473,
    0.2181817591190338,
    0.27433618903160095,
    0.3096773326396942,
    0.27309226989746094,
    0.4230768084526062,
    0.11764698475599289,
    0.22702695429325104,
    0.32835814356803894,
    0.2584269046783447,
    0.22598862648010254,
    0.18749994039535522,
    0.37349388003349304,
    0.4608694612979889,
    0.210526242852211,
    0.19672124087810516,
    0.6220094561576843,
    0.4886876940727234,
    0.2661289572715759,
    0.4177214205265045,
    0.5833332538604736,
    0.11678826063871384,
    0.2208201140165329,
    0.1081080511212349,
    0.511415421962738,
    0.29702961444854736,
    0.39449530839920044,
    0.27999988198280334,
    0.28272244334220886,
    0.2821575999259949,
    0.28846150636672974,
    0.16560502350330353,
    0.2485874742269516,
    0.23437495529651642,
    0.21621613204479218,
    0.39285704493522644,
    0.2914571762084961,
    0.6270268559455872,
    0.24999991059303284,
    0.20809243619441986,
    0.1445782631635666,
    0.13756607472896576,
    0.18834073841571808,
    0.4329003393650055,
    0.44239622354507446,
    0.32558128237724304,
    0.19047611951828003,
    0.213483065366745,
    0.5268816351890564,
    0.4605261981487274,
    0.333333283662796,
    0.12999993562698364,
    0.4567900002002716,
    0.3260868787765503,
    0.38918909430503845,
    0.28402355313301086,
    0.7309643626213074,
    0.4269661605358124,
    0.4733726978302002,
    0.3977271616458893,
    0.13714279234409332,
    0.15126045048236847,
    0.15028895437717438,
    0.26315784454345703,
    0.6971427202224731,
    0.5363127589225769,
    0.31730762124061584,
    0.563535749912262,
    0.10975604504346848,
    0.26785707473754883,
    0.1395348161458969,
    0.6028706431388855,
    0.5837836861610413,
    0.1333332657814026,
    0.15555551648139954,
    0.1951218843460083,
    0.10526309162378311,
    0.15662643313407898,
    0.6399998664855957,
    0.3350784480571747,
    0.16300934553146362,
    0.41840997338294983,
    0.38461530208587646,
    0.2682925760746002,
    0.16901402175426483,
    0.2716980576515198,
    0.281406968832016,
    0.423912912607193,
    0.20765019953250885,
    0.1333332657814026,
    0.5133689045906067,
    0.4249998927116394,
    0.19905206561088562,
    0.23140490055084229,
    0.18834073841571808,
    0.2797926664352417
   ],
   "time": 18.244172201491892,
   "param": null
  },
  {
   "epoch": 62,
   "train_loss": 0.2586338520050049,
   "val_loss": 4.106191158294678,
   "acc": 31.37,
   "f1": [
    0.6116504073143005,
    0.40251561999320984,
    0.24489787220954895,
    0.20118334889411926,
    0.21698106825351715,
    0.23008842766284943,
    0.2830187678337097,
    0.4044942855834961,
    0.2914571762084961,
    0.346320241689682,
    0.10958898812532425,
    0.2121211439371109,
    0.2690582275390625,
    0.2374998927116394,
    0.18518511950969696,
    0.18181809782981873,
    0.37575745582580566,
    0.4401912987232208,
    0.18009470403194427,
    0.22522515058517456,
    0.6483515501022339,
    0.46534639596939087,
    0.265060156583786,
    0.5217390656471252,
    0.5895952582359314,
    0.19753079116344452,
    0.19565211236476898,
    0.1798941045999527,
    0.4950493574142456,
    0.2531644403934479,
    0.38150280714035034,
    0.2649571895599365,
    0.22471901774406433,
    0.32432422041893005,
    0.23495696485042572,
    0.10256403684616089,
    0.31627896428108215,
    0.17441853880882263,
    0.20987647771835327,
    0.4519229531288147,
    0.35359105467796326,
    0.5495494604110718,
    0.1799999475479126,
    0.2433861643075943,
    0.14218004047870636,
    0.1405404806137085,
    0.17117109894752502,
    0.39795905351638794,
    0.42452818155288696,
    0.3116881847381592,
    0.17204295098781586,
    0.26794248819351196,
    0.5714284777641296,
    0.5853657722473145,
    0.32775911688804626,
    0.07662829011678696,
    0.45398759841918945,
    0.263513445854187,
    0.3220337927341461,
    0.30769219994544983,
    0.6504853367805481,
    0.4646463394165039,
    0.43518510460853577,
    0.34013596177101135,
    0.14718610048294067,
    0.15116271376609802,
    0.18579228222370148,
    0.2872926890850067,
    0.631578803062439,
    0.5607475638389587,
    0.366812139749527,
    0.4567900002002716,
    0.11111105233430862,
    0.28571420907974243,
    0.1414140909910202,
    0.5327510237693787,
    0.6310158967971802,
    0.13836471736431122,
    0.1868131160736084,
    0.22459883987903595,
    0.14444437623023987,
    0.23157887160778046,
    0.5921786427497864,
    0.30172407627105713,
    0.2541435658931732,
    0.4210525155067444,
    0.3926379084587097,
    0.28813549876213074,
    0.13389115035533905,
    0.210526242852211,
    0.26666659116744995,
    0.44827571511268616,
    0.2099999338388443,
    0.20571422576904297,
    0.5203251242637634,
    0.39778995513916016,
    0.24418595433235168,
    0.24528293311595917,
    0.14545448124408722,
    0.3147207200527191
   ],
   "time": 17.90233725681901,
   "param": null
  },
  {
   "epoch": 63,
   "train_loss": 0.29196134209632874,
   "val_loss": 4.342026710510254,
   "acc": 31.57,
   "f1": [
    0.5925924777984619,
    0.3240739703178406,
    0.2470587193965912,
    0.17085421085357666,
    0.20118334889411926,
    0.231999933719635,
    0.3465345501899719,
    0.3364485204219818,
    0.2873562276363373,
    0.42682915925979614,
    0.1639343649148941,
    0.15909084677696228,
    0.22727267444133759,
    0.2397002875804901,
    0.2037036269903183,
    0.19428564608097076,
    0.390243798494339,
    0.49999988079071045,
    0.2105262726545334,
    0.2105262577533722,
    0.6124400496482849,
    0.44943806529045105,
    0.30150744318962097,
    0.5205478072166443,
    0.5714284181594849,
    0.16666659712791443,
    0.23728805780410767,
    0.1675126701593399,
    0.4766353964805603,
    0.29940110445022583,
    0.3350784480571747,
    0.22352932393550873,
    0.2433861643075943,
    0.31088075041770935,
    0.24999991059303284,
    0.17283941805362701,
    0.3508771061897278,
    0.07216488569974899,
    0.2256409376859665,
    0.3842363655567169,
    0.2761903405189514,
    0.5497629642486572,
    0.2754489779472351,
    0.25862061977386475,
    0.08571423590183258,
    0.1612902730703354,
    0.2072538137435913,
    0.4020099639892578,
    0.4939757287502289,
    0.38709667325019836,
    0.19480513036251068,
    0.21359217166900635,
    0.5116277933120728,
    0.5642856359481812,
    0.38461530208587646,
    0.1101694256067276,
    0.4210525155067444,
    0.26455017924308777,
    0.34343424439430237,
    0.23255808651447296,
    0.7064675688743591,
    0.39735087752342224,
    0.43093910813331604,
    0.3043477237224579,
    0.1499999463558197,
    0.1938774734735489,
    0.16326524317264557,
    0.2456139326095581,
    0.6497460603713989,
    0.5606693625450134,
    0.2784809172153473,
    0.4923075735569,
    0.10091736167669296,
    0.3171805441379547,
    0.2208588421344757,
    0.5675674080848694,
    0.6272187829017639,
    0.19548864662647247,
    0.21890540421009064,
    0.2937852144241333,
    0.13675208389759064,
    0.23045262694358826,
    0.6009851098060608,
    0.31249991059303284,
    0.20689649879932404,
    0.4158414602279663,
    0.37864065170288086,
    0.34666651487350464,
    0.20491798222064972,
    0.2191779911518097,
    0.24630534648895264,
    0.5025123953819275,
    0.2094240039587021,
    0.15757569670677185,
    0.528846025466919,
    0.35294109582901,
    0.17391297221183777,
    0.2658226788043976,
    0.12865489721298218,
    0.3386242389678955
   ],
   "time": 18.09123674221337,
   "param": null
  },
  {
   "epoch": 64,
   "train_loss": 0.2506820261478424,
   "val_loss": 4.24738883972168,
   "acc": 31.58,
   "f1": [
    0.6514284610748291,
    0.3676469922065735,
    0.2562277019023895,
    0.16774186491966248,
    0.18181811273097992,
    0.2999999225139618,
    0.336633563041687,
    0.331707239151001,
    0.24598921835422516,
    0.45405393838882446,
    0.14634141325950623,
    0.2072538137435913,
    0.282828152179718,
    0.23744283616542816,
    0.20276491343975067,
    0.19883033633232117,
    0.3157894015312195,
    0.46808502078056335,
    0.21568621695041656,
    0.1825094372034073,
    0.5989846587181091,
    0.45405393838882446,
    0.25777769088745117,
    0.5142855644226074,
    0.5803107619285583,
    0.21719448268413544,
    0.21390368044376373,
    0.1452513188123703,
    0.5240640044212341,
    0.3034482002258301,
    0.3267325758934021,
    0.2674417495727539,
    0.2673795819282532,
    0.3020407259464264,
    0.24210518598556519,
    0.13541659712791443,
    0.2838708758354187,
    0.18404902517795563,
    0.15068486332893372,
    0.4656083285808563,
    0.3141360282897949,
    0.6589593291282654,
    0.23015865683555603,
    0.18749992549419403,
    0.11206889152526855,
    0.14201176166534424,
    0.17741930484771729,
    0.3911438286304474,
    0.44642844796180725,
    0.4262293577194214,
    0.13414627313613892,
    0.2436547577381134,
    0.47398826479911804,
    0.5380709171295166,
    0.36842095851898193,
    0.09424077719449997,
    0.42696622014045715,
    0.30065348744392395,
    0.3478260338306427,
    0.3348415493965149,
    0.6580085158348083,
    0.4947367310523987,
    0.35384607315063477,
    0.29824554920196533,
    0.12658223509788513,
    0.14213192462921143,
    0.15384609997272491,
    0.24113468825817108,
    0.6847825050354004,
    0.48648640513420105,
    0.3232322335243225,
    0.5326631665229797,
    0.08839772641658783,
    0.33333322405815125,
    0.17171710729599,
    0.6101693511009216,
    0.5380709171295166,
    0.16853927075862885,
    0.206060528755188,
    0.22598862648010254,
    0.1393442153930664,
    0.31372541189193726,
    0.5123152136802673,
    0.2999998927116394,
    0.15999993681907654,
    0.4149376451969147,
    0.42253509163856506,
    0.3050846457481384,
    0.2095237374305725,
    0.2560974657535553,
    0.30366483330726624,
    0.4072396755218506,
    0.236453115940094,
    0.18181811273097992,
    0.43749985098838806,
    0.44347813725471497,
    0.2731706500053406,
    0.3096773326396942,
    0.1619046926498413,
    0.28947359323501587
   ],
   "time": 18.25104707106948,
   "param": null
  },
  {
   "epoch": 65,
   "train_loss": 0.2538932263851166,
   "val_loss": 4.136489391326904,
   "acc": 31.08,
   "f1": [
    0.5824174284934998,
    0.31205663084983826,
    0.29629620909690857,
    0.1290321946144104,
    0.19230762124061584,
    0.275229275226593,
    0.30172407627105713,
    0.2272726595401764,
    0.27096766233444214,
    0.3939392864704132,
    0.20338977873325348,
    0.2345678210258484,
    0.2895926535129547,
    0.26666656136512756,
    0.17877088487148285,
    0.2061854749917984,
    0.3211008310317993,
    0.45833322405815125,
    0.24137921631336212,
    0.24516120553016663,
    0.6057141423225403,
    0.4205606281757355,
    0.29743579030036926,
    0.48453593254089355,
    0.5273630023002625,
    0.14765094220638275,
    0.22382664680480957,
    0.0921052023768425,
    0.46009382605552673,
    0.348314493894577,
    0.4198893904685974,
    0.3195265531539917,
    0.256410151720047,
    0.26519328355789185,
    0.2697673439979553,
    0.1596243679523468,
    0.3478260338306427,
    0.17346931993961334,
    0.22988496720790863,
    0.47169798612594604,
    0.3313608467578888,
    0.6309522390365601,
    0.2597402036190033,
    0.2605040967464447,
    0.08187128603458405,
    0.18025743961334229,
    0.21719448268413544,
    0.4720495045185089,
    0.4434387683868408,
    0.3793102502822876,
    0.13846150040626526,
    0.2872926890850067,
    0.5113635063171387,
    0.5280897617340088,
    0.3824700117111206,
    0.1407034695148468,
    0.4516127407550812,
    0.31788066029548645,
    0.3763439953327179,
    0.3268481194972992,
    0.6467065215110779,
    0.41666656732559204,
    0.4339621663093567,
    0.2869197428226471,
    0.10714279115200043,
    0.12658220529556274,
    0.14117643237113953,
    0.18749994039535522,
    0.7089946269989014,
    0.5628740787506104,
    0.24999992549419403,
    0.5510202646255493,
    0.1497325599193573,
    0.3121950626373291,
    0.17821775376796722,
    0.560509443283081,
    0.526829183101654,
    0.10778438299894333,
    0.20155030488967896,
    0.2535210847854614,
    0.12631572782993317,
    0.22222216427326202,
    0.6060605049133301,
    0.3316061198711395,
    0.19999991357326508,
    0.3783782720565796,
    0.3599999248981476,
    0.30567678809165955,
    0.2038567066192627,
    0.28999990224838257,
    0.2333332598209381,
    0.4550897181034088,
    0.21395343542099,
    0.18518511950969696,
    0.4954127371311188,
    0.38961026072502136,
    0.3076922297477722,
    0.21705421805381775,
    0.15950916707515717,
    0.3113206624984741
   ],
   "time": 18.038394109345973,
   "param": null
  },
  {
   "epoch": 66,
   "train_loss": 0.21344326436519623,
   "val_loss": 4.11610221862793,
   "acc": 31.5,
   "f1": [
    0.509090781211853,
    0.3809523284435272,
    0.19108274579048157,
    0.22471901774406433,
    0.09729723632335663,
    0.20320846140384674,
    0.3113206624984741,
    0.3699999153614044,
    0.2583731412887573,
    0.4088396728038788,
    0.11180117726325989,
    0.17834389209747314,
    0.23703694343566895,
    0.2681563198566437,
    0.20095685124397278,
    0.15873010456562042,
    0.3091786503791809,
    0.42682915925979614,
    0.2685184180736542,
    0.14937752485275269,
    0.6320753693580627,
    0.4432430863380432,
    0.2999999225139618,
    0.4331209361553192,
    0.5962731242179871,
    0.12499993294477463,
    0.24083760380744934,
    0.13636356592178345,
    0.4508668780326843,
    0.2699999213218689,
    0.4093022048473358,
    0.2686566412448883,
    0.2872926890850067,
    0.28019312024116516,
    0.2745097577571869,
    0.14285707473754883,
    0.3433475196361542,
    0.2124999314546585,
    0.17171710729599,
    0.45901623368263245,
    0.30769219994544983,
    0.57297283411026,
    0.2843601107597351,
    0.26600977778434753,
    0.13502103090286255,
    0.17445477843284607,
    0.21198150515556335,
    0.46428558230400085,
    0.5199998617172241,
    0.3723403513431549,
    0.17821775376796722,
    0.21714277565479279,
    0.47560960054397583,
    0.5298013091087341,
    0.3763439953327179,
    0.06486479938030243,
    0.4476189613342285,
    0.34920626878738403,
    0.327868789434433,
    0.32160791754722595,
    0.6892654895782471,
    0.39473676681518555,
    0.4827585518360138,
    0.2987011969089508,
    0.1181817501783371,
    0.14659680426120758,
    0.20408156514167786,
    0.28749987483024597,
    0.6382977366447449,
    0.4827585518360138,
    0.35359105467796326,
    0.5384613871574402,
    0.13043470680713654,
    0.35897424817085266,
    0.1951218843460083,
    0.6237622499465942,
    0.5599998831748962,
    0.1682242453098297,
    0.18181811273097992,
    0.2616821527481079,
    0.11702121049165726,
    0.2558138370513916,
    0.635944664478302,
    0.23584897816181183,
    0.2116401493549347,
    0.40609124302864075,
    0.4125559628009796,
    0.31627896428108215,
    0.18181809782981873,
    0.2865328788757324,
    0.255999892950058,
    0.3679999113082886,
    0.30303022265434265,
    0.16249993443489075,
    0.5838507413864136,
    0.4022345542907715,
    0.28571420907974243,
    0.2592591643333435,
    0.19011402130126953,
    0.34343424439430237
   ],
   "time": 18.172892544418573,
   "param": null
  },
  {
   "epoch": 67,
   "train_loss": 0.17283935844898224,
   "val_loss": 4.0966925621032715,
   "acc": 31.45,
   "f1": [
    0.5365853309631348,
    0.36956506967544556,
    0.20202013850212097,
    0.17040351033210754,
    0.1769230216741562,
    0.22627730667591095,
    0.37623751163482666,
    0.30588221549987793,
    0.28025469183921814,
    0.42452818155288696,
    0.17560969293117523,
    0.23529404401779175,
    0.2886596620082855,
    0.2446807622909546,
    0.20359273254871368,
    0.22105254232883453,
    0.32335323095321655,
    0.45976996421813965,
    0.19047611951828003,
    0.19004517793655396,
    0.6354165077209473,
    0.41406238079071045,
    0.31914883852005005,
    0.46874985098838806,
    0.5857739448547363,
    0.23460403084754944,
    0.2909089922904968,
    0.1938774734735489,
    0.48809507489204407,
    0.34554967284202576,
    0.4361701011657715,
    0.2452106475830078,
    0.2127659022808075,
    0.29523801803588867,
    0.2705881595611572,
    0.14606735110282898,
    0.299465149641037,
    0.10457510501146317,
    0.20425525307655334,
    0.45360812544822693,
    0.28846150636672974,
    0.6187844276428223,
    0.2694299519062042,
    0.20560741424560547,
    0.09039541333913803,
    0.18934904038906097,
    0.14925366640090942,
    0.46632111072540283,
    0.490322470664978,
    0.4093022048473358,
    0.16161610186100006,
    0.21524657309055328,
    0.46376800537109375,
    0.580357015132904,
    0.4162435233592987,
    0.12060294300317764,
    0.4630540609359741,
    0.3135133981704712,
    0.2589927613735199,
    0.3290042281150818,
    0.6166664958000183,
    0.42231065034866333,
    0.4255318343639374,
    0.32584258913993835,
    0.13698624074459076,
    0.14689259231090546,
    0.0805368572473526,
    0.2775118350982666,
    0.6415092945098877,
    0.6120217442512512,
    0.24637670814990997,
    0.44794943928718567,
    0.11347512155771255,
    0.26785707473754883,
    0.16580304503440857,
    0.5479450821876526,
    0.5365852117538452,
    0.09950242191553116,
    0.180851012468338,
    0.18300646543502808,
    0.1759999543428421,
    0.2653060257434845,
    0.5855854153633118,
    0.3068782389163971,
    0.23287662863731384,
    0.40677958726882935,
    0.4105958938598633,
    0.2694299519062042,
    0.14906825125217438,
    0.29906532168388367,
    0.2769230008125305,
    0.4112148582935333,
    0.23170723021030426,
    0.19191910326480865,
    0.5652172565460205,
    0.3946187198162079,
    0.34224584698677063,
    0.3157893717288971,
    0.12014129757881165,
    0.29268285632133484
   ],
   "time": 18.17887879256159,
   "param": null
  },
  {
   "epoch": 68,
   "train_loss": 0.2148900181055069,
   "val_loss": 3.797433853149414,
   "acc": 31.44,
   "f1": [
    0.5913977026939392,
    0.34513264894485474,
    0.28310492634773254,
    0.16374263167381287,
    0.1528661698102951,
    0.2614377737045288,
    0.3627450466156006,
    0.3314915895462036,
    0.2431371659040451,
    0.4198893904685974,
    0.1325300633907318,
    0.16888882219791412,
    0.2700421214103699,
    0.2658958435058594,
    0.236453115940094,
    0.20289847254753113,
    0.31304338574409485,
    0.4541061818599701,
    0.2716048061847687,
    0.22660093009471893,
    0.5267855525016785,
    0.4632767140865326,
    0.3111110329627991,
    0.4352940320968628,
    0.5603446960449219,
    0.1916166990995407,
    0.2577318847179413,
    0.17021270096302032,
    0.4923075735569,
    0.24817509949207306,
    0.372548907995224,
    0.30208322405815125,
    0.19480513036251068,
    0.324607253074646,
    0.1735159158706665,
    0.14778319001197815,
    0.3225805461406708,
    0.18260863423347473,
    0.1764705330133438,
    0.4352940320968628,
    0.30232545733451843,
    0.5648146867752075,
    0.23529402911663055,
    0.22325573861598969,
    0.1028570905327797,
    0.16379304230213165,
    0.16374263167381287,
    0.4598929286003113,
    0.43523305654525757,
    0.3253011107444763,
    0.1476014256477356,
    0.19047614932060242,
    0.590908944606781,
    0.5272725820541382,
    0.2771083414554596,
    0.11363628506660461,
    0.44303786754608154,
    0.4023667275905609,
    0.3677128851413727,
    0.2550334632396698,
    0.6796115040779114,
    0.4777776598930359,
    0.45544540882110596,
    0.326315701007843,
    0.10958896577358246,
    0.14953264594078064,
    0.1379309892654419,
    0.2513660192489624,
    0.7029701471328735,
    0.5405403971672058,
    0.38732388615608215,
    0.3648647665977478,
    0.08805025368928909,
    0.3101603388786316,
    0.2127658873796463,
    0.6336632370948792,
    0.5813952684402466,
    0.12941168248653412,
    0.15384609997272491,
    0.2181817591190338,
    0.20202013850212097,
    0.2072538137435913,
    0.6363635063171387,
    0.39560428261756897,
    0.16243648529052734,
    0.39805811643600464,
    0.4021162986755371,
    0.28455275297164917,
    0.1422593742609024,
    0.29577454924583435,
    0.2616821527481079,
    0.45544540882110596,
    0.1768706887960434,
    0.12080531567335129,
    0.5365853309631348,
    0.38647329807281494,
    0.2786068916320801,
    0.30046939849853516,
    0.14925366640090942,
    0.3398057222366333
   ],
   "time": 17.900271561928093,
   "param": null
  },
  {
   "epoch": 69,
   "train_loss": 0.2580515146255493,
   "val_loss": 3.8358395099639893,
   "acc": 31.52,
   "f1": [
    0.5402842164039612,
    0.38775497674942017,
    0.22556383907794952,
    0.07407400757074356,
    0.18181811273097992,
    0.24166658520698547,
    0.2873562276363373,
    0.30769217014312744,
    0.2798353135585785,
    0.4656083285808563,
    0.09999994933605194,
    0.19047611951828003,
    0.3211008310317993,
    0.2376236915588379,
    0.15853650867938995,
    0.21088428795337677,
    0.37179476022720337,
    0.48309168219566345,
    0.19266046583652496,
    0.2136751413345337,
    0.5925924181938171,
    0.4541061818599701,
    0.26086950302124023,
    0.462584912776947,
    0.539215624332428,
    0.18633535504341125,
    0.26455017924308777,
    0.12698405981063843,
    0.44585973024368286,
    0.2696628272533417,
    0.3522725999355316,
    0.29677411913871765,
    0.2790696620941162,
    0.2935778796672821,
    0.20600852370262146,
    0.1544117033481598,
    0.29896897077560425,
    0.17241372168064117,
    0.17171710729599,
    0.4549761712551117,
    0.3096773326396942,
    0.6628569960594177,
    0.2597402036190033,
    0.22058817744255066,
    0.13559316098690033,
    0.18518511950969696,
    0.18269222974777222,
    0.45320188999176025,
    0.502923846244812,
    0.35359105467796326,
    0.15686269104480743,
    0.21390368044376373,
    0.48039206862449646,
    0.5418325662612915,
    0.33599987626075745,
    0.10878654569387436,
    0.42704617977142334,
    0.336633563041687,
    0.38578668236732483,
    0.25125616788864136,
    0.6638653874397278,
    0.4315788447856903,
    0.4818180501461029,
    0.31506839394569397,
    0.1612902730703354,
    0.16326524317264557,
    0.18421046435832977,
    0.2404370754957199,
    0.6702701449394226,
    0.5753422975540161,
    0.3354036211967468,
    0.5247523188591003,
    0.12322267889976501,
    0.32432422041893005,
    0.20817838609218597,
    0.5658535361289978,
    0.5714284777641296,
    0.0838322788476944,
    0.1658536046743393,
    0.21100911498069763,
    0.16216209530830383,
    0.2444443702697754,
    0.6009388566017151,
    0.3315507173538208,
    0.1938774734735489,
    0.38938042521476746,
    0.36458322405815125,
    0.3016759157180786,
    0.18784524500370026,
    0.29906532168388367,
    0.2560974657535553,
    0.36111101508140564,
    0.28048771619796753,
    0.2115383893251419,
    0.5370368957519531,
    0.4022987186908722,
    0.23463678359985352,
    0.3076922297477722,
    0.18025743961334229,
    0.31535258889198303
   ],
   "time": 18.341604054905474,
   "param": null
  },
  {
   "epoch": 70,
   "train_loss": 0.24359676241874695,
   "val_loss": 3.839414358139038,
   "acc": 30.87,
   "f1": [
    0.5575755834579468,
    0.3755101263523102,
    0.1957446187734604,
    0.19178074598312378,
    0.16080394387245178,
    0.21698106825351715,
    0.20833326876163483,
    0.33802807331085205,
    0.2962961792945862,
    0.38709667325019836,
    0.14364632964134216,
    0.256410151720047,
    0.33333322405815125,
    0.23740999400615692,
    0.140350803732872,
    0.22330091893672943,
    0.2870369255542755,
    0.46739116311073303,
    0.24083760380744934,
    0.16049376130104065,
    0.659340500831604,
    0.4866918921470642,
    0.2914571762084961,
    0.548076868057251,
    0.5617976188659668,
    0.14024385809898376,
    0.2488478720188141,
    0.1734103411436081,
    0.4725273549556732,
    0.2797926664352417,
    0.341666579246521,
    0.29189181327819824,
    0.19889496266841888,
    0.31818172335624695,
    0.23728805780410767,
    0.13513506948947906,
    0.29292917251586914,
    0.13756607472896576,
    0.19298237562179565,
    0.4257424473762512,
    0.25170058012008667,
    0.596684992313385,
    0.2634729743003845,
    0.21965309977531433,
    0.09696962684392929,
    0.20444436371326447,
    0.20175431668758392,
    0.4507041275501251,
    0.45405393838882446,
    0.4068964719772339,
    0.1333332657814026,
    0.28712859749794006,
    0.5350876450538635,
    0.5380709171295166,
    0.3272726535797119,
    0.0661764144897461,
    0.3953487277030945,
    0.31901830434799194,
    0.3146066665649414,
    0.2829267382621765,
    0.7174886465072632,
    0.3797467350959778,
    0.41964274644851685,
    0.30107519030570984,
    0.14285708963871002,
    0.1938774734735489,
    0.09333327412605286,
    0.25301194190979004,
    0.6413041353225708,
    0.594594419002533,
    0.329670250415802,
    0.5333331823348999,
    0.12987008690834045,
    0.29464277625083923,
    0.148837149143219,
    0.5589519143104553,
    0.5408161878585815,
    0.15714280307292938,
    0.18045106530189514,
    0.17808210849761963,
    0.14598533511161804,
    0.20224712789058685,
    0.6473428606987,
    0.3625729978084564,
    0.1656804084777832,
    0.2676055133342743,
    0.36529669165611267,
    0.2553190588951111,
    0.1499999463558197,
    0.18421046435832977,
    0.25862061977386475,
    0.39130425453186035,
    0.19251330196857452,
    0.14965979754924774,
    0.5352111458778381,
    0.41840997338294983,
    0.2739725410938263,
    0.27091625332832336,
    0.15920390188694,
    0.2761903405189514
   ],
   "time": 17.9197606574744,
   "param": null
  },
  {
   "epoch": 71,
   "train_loss": 0.20803627371788025,
   "val_loss": 3.817042589187622,
   "acc": 31.1,
   "f1": [
    0.5314008593559265,
    0.44444435834884644,
    0.20779214799404144,
    0.15277770161628723,
    0.13930343091487885,
    0.27160486578941345,
    0.32388654351234436,
    0.3276835083961487,
    0.2200646698474884,
    0.4041449725627899,
    0.1279069036245346,
    0.18811874091625214,
    0.3356642425060272,
    0.2545453608036041,
    0.14184391498565674,
    0.15887843072414398,
    0.26909083127975464,
    0.39639630913734436,
    0.23589736223220825,
    0.23595495522022247,
    0.6285713315010071,
    0.35643553733825684,
    0.30357134342193604,
    0.5106381177902222,
    0.4081631600856781,
    0.14371250569820404,
    0.26794248819351196,
    0.17679551243782043,
    0.5686272978782654,
    0.32160791754722595,
    0.4299064576625824,
    0.2674417495727539,
    0.2288556545972824,
    0.3041473925113678,
    0.188888818025589,
    0.15458931028842926,
    0.30697670578956604,
    0.18478251993656158,
    0.15624994039535522,
    0.4731181561946869,
    0.2692306935787201,
    0.5671641230583191,
    0.2124999314546585,
    0.2727271616458893,
    0.06703904271125793,
    0.16748763620853424,
    0.16666659712791443,
    0.4343433380126953,
    0.4065040051937103,
    0.3906704783439636,
    0.19047611951828003,
    0.24539868533611298,
    0.45238080620765686,
    0.5569619536399841,
    0.35121941566467285,
    0.15053758025169373,
    0.43575406074523926,
    0.3203882575035095,
    0.3522725999355316,
    0.35897424817085266,
    0.6582276821136475,
    0.4022987186908722,
    0.40476179122924805,
    0.3034482002258301,
    0.12454207986593246,
    0.14705877006053925,
    0.1596243679523468,
    0.20382159948349,
    0.6122447848320007,
    0.5080644488334656,
    0.3636362552642822,
    0.5464479923248291,
    0.12499993294477463,
    0.28220847249031067,
    0.17283941805362701,
    0.5654449462890625,
    0.5344826579093933,
    0.11926598846912384,
    0.2202642410993576,
    0.2173912227153778,
    0.18999992311000824,
    0.2048192024230957,
    0.6666665077209473,
    0.3319147825241089,
    0.1704544872045517,
    0.3626372814178467,
    0.3703702688217163,
    0.2583731412887573,
    0.16528919339179993,
    0.18604643642902374,
    0.28571420907974243,
    0.43298953771591187,
    0.18390797078609467,
    0.17796602845191956,
    0.5344826579093933,
    0.45631060004234314,
    0.35443025827407837,
    0.27509286999702454,
    0.10457510501146317,
    0.3248729705810547
   ],
   "time": 18.11164052039385,
   "param": null
  },
  {
   "epoch": 72,
   "train_loss": 0.2819232940673828,
   "val_loss": 3.890627861022949,
   "acc": 31.12,
   "f1": [
    0.5981307029724121,
    0.4579438269138336,
    0.19867542386054993,
    0.17610056698322296,
    0.1635219305753708,
    0.2937852144241333,
    0.3781817555427551,
    0.3465345501899719,
    0.29473677277565,
    0.39810416102409363,
    0.15315312147140503,
    0.19540224969387054,
    0.28571420907974243,
    0.22352932393550873,
    0.1862347573041916,
    0.15294109284877777,
    0.2599999010562897,
    0.39583325386047363,
    0.22775794565677643,
    0.19138747453689575,
    0.6270268559455872,
    0.48275846242904663,
    0.283950537443161,
    0.488262802362442,
    0.5486724376678467,
    0.16774186491966248,
    0.23414628207683563,
    0.12987005710601807,
    0.4502163529396057,
    0.3386242389678955,
    0.3265305161476135,
    0.22115376591682434,
    0.23636355996131897,
    0.23232315480709076,
    0.2769230008125305,
    0.14666660130023956,
    0.27649760246276855,
    0.14371250569820404,
    0.15686267614364624,
    0.46938762068748474,
    0.2765956223011017,
    0.5856351852416992,
    0.23693372309207916,
    0.32352936267852783,
    0.14285708963871002,
    0.15873010456562042,
    0.19875767827033997,
    0.4744184911251068,
    0.49999988079071045,
    0.38834938406944275,
    0.1645020991563797,
    0.21660645306110382,
    0.522222101688385,
    0.5241378545761108,
    0.40217384696006775,
    0.12631572782993317,
    0.5268816351890564,
    0.3594468832015991,
    0.32124343514442444,
    0.30051806569099426,
    0.5555553436279297,
    0.4226802885532379,
    0.4018690288066864,
    0.32911381125450134,
    0.12851400673389435,
    0.1951218843460083,
    0.19999991357326508,
    0.2598869204521179,
    0.6868685483932495,
    0.47008538246154785,
    0.1818181276321411,
    0.41095879673957825,
    0.06857136636972427,
    0.2389935851097107,
    0.13999994099140167,
    0.5588234066963196,
    0.5064376592636108,
    0.17679551243782043,
    0.19266046583652496,
    0.23318377137184143,
    0.14864858984947205,
    0.23030294477939606,
    0.5981307029724121,
    0.2774565517902374,
    0.16842098534107208,
    0.43930622935295105,
    0.30621999502182007,
    0.2941175401210785,
    0.11320748925209045,
    0.34579432010650635,
    0.26373615860939026,
    0.42857131361961365,
    0.22009563446044922,
    0.19587622582912445,
    0.529999852180481,
    0.3880595862865448,
    0.33802807331085205,
    0.24390237033367157,
    0.15189868211746216,
    0.28571417927742004
   ],
   "time": 18.30916048027575,
   "param": null
  },
  {
   "epoch": 73,
   "train_loss": 0.2082759141921997,
   "val_loss": 3.6777825355529785,
   "acc": 31.57,
   "f1": [
    0.6263735294342041,
    0.33333322405815125,
    0.2898550033569336,
    0.1630900651216507,
    0.1604277491569519,
    0.23255808651447296,
    0.30857133865356445,
    0.36585354804992676,
    0.31372541189193726,
    0.47368407249450684,
    0.14634139835834503,
    0.1951218843460083,
    0.2923975884914398,
    0.24210518598556519,
    0.15873010456562042,
    0.20930226147174835,
    0.24598921835422516,
    0.45454537868499756,
    0.1835748255252838,
    0.22134381532669067,
    0.6063346862792969,
    0.46153831481933594,
    0.28272244334220886,
    0.47953203320503235,
    0.6111109852790833,
    0.19801974296569824,
    0.21463409066200256,
    0.15165871381759644,
    0.4142010807991028,
    0.2548261880874634,
    0.41884803771972656,
    0.2999999225139618,
    0.2793295085430145,
    0.36018943786621094,
    0.2368420511484146,
    0.20833326876163483,
    0.32804223895072937,
    0.2048192024230957,
    0.19913412630558014,
    0.45914387702941895,
    0.3292180299758911,
    0.6243385076522827,
    0.24074065685272217,
    0.22073574364185333,
    0.13599994778633118,
    0.1818181276321411,
    0.2105262577533722,
    0.43846145272254944,
    0.44776105880737305,
    0.46153831481933594,
    0.14285708963871002,
    0.21538454294204712,
    0.4647301733493805,
    0.5361700654029846,
    0.35897424817085266,
    0.0874999463558197,
    0.44268766045570374,
    0.35714277625083923,
    0.3622046113014221,
    0.24175815284252167,
    0.7448978424072266,
    0.4632767140865326,
    0.41628947854042053,
    0.3157894015312195,
    0.1325300633907318,
    0.09599995613098145,
    0.15757569670677185,
    0.30270257592201233,
    0.6576575636863708,
    0.5221673846244812,
    0.33333325386047363,
    0.4645159840583801,
    0.10843367874622345,
    0.2368420511484146,
    0.1746724247932434,
    0.6444442868232727,
    0.5859870910644531,
    0.09039541333913803,
    0.16494840383529663,
    0.2127659022808075,
    0.1509433388710022,
    0.2066420167684555,
    0.5650222897529602,
    0.3272726535797119,
    0.21965309977531433,
    0.4276728630065918,
    0.393063485622406,
    0.289308100938797,
    0.18930034339427948,
    0.26315781474113464,
    0.26315784454345703,
    0.40384599566459656,
    0.12765952944755554,
    0.15873010456562042,
    0.49999988079071045,
    0.4469272196292877,
    0.20382159948349,
    0.2723003923892975,
    0.12149526178836823,
    0.3209875524044037
   ],
   "time": 18.22606537397951,
   "param": null
  },
  {
   "epoch": 74,
   "train_loss": 0.23650501668453217,
   "val_loss": 3.9411404132843018,
   "acc": 32.2,
   "f1": [
    0.613065242767334,
    0.3943660855293274,
    0.26341456174850464,
    0.2240663468837738,
    0.1576354056596756,
    0.27329182624816895,
    0.3465345501899719,
    0.34343424439430237,
    0.3121386468410492,
    0.39622631669044495,
    0.17610056698322296,
    0.2366863340139389,
    0.35897424817085266,
    0.2614377737045288,
    0.17241372168064117,
    0.23045262694358826,
    0.32369929552078247,
    0.48648640513420105,
    0.13095231354236603,
    0.22421517968177795,
    0.6138612627983093,
    0.4454975128173828,
    0.28444433212280273,
    0.5513511896133423,
    0.5276594758033752,
    0.17801040410995483,
    0.18784524500370026,
    0.1716737449169159,
    0.4622640609741211,
    0.2686566412448883,
    0.37894728779792786,
    0.280898779630661,
    0.22018341720104218,
    0.30275216698646545,
    0.2386830598115921,
    0.210526242852211,
    0.30714282393455505,
    0.18285706639289856,
    0.19999992847442627,
    0.4878047704696655,
    0.3248729705810547,
    0.6229507327079773,
    0.26241129636764526,
    0.193548321723938,
    0.08510631322860718,
    0.1675977110862732,
    0.1775147169828415,
    0.4408600926399231,
    0.47953203320503235,
    0.4623654782772064,
    0.1846153289079666,
    0.22594137489795685,
    0.5252523422241211,
    0.5674417018890381,
    0.3467741012573242,
    0.09302318841218948,
    0.5124998688697815,
    0.34224584698677063,
    0.45263150334358215,
    0.31055888533592224,
    0.6944442987442017,
    0.3654821515083313,
    0.4242423474788666,
    0.3529410660266876,
    0.15966379642486572,
    0.140350803732872,
    0.16080394387245178,
    0.26666656136512756,
    0.6562498807907104,
    0.5437787175178528,
    0.35955044627189636,
    0.5714284777641296,
    0.1257142275571823,
    0.3373492956161499,
    0.1619046926498413,
    0.5621620416641235,
    0.5645932555198669,
    0.13756607472896576,
    0.21917803585529327,
    0.24390237033367157,
    0.12875531613826752,
    0.14857135713100433,
    0.5641024112701416,
    0.34126976132392883,
    0.18333326280117035,
    0.3703702688217163,
    0.3838382363319397,
    0.35156238079071045,
    0.17171710729599,
    0.2569831311702728,
    0.24615377187728882,
    0.4659089744091034,
    0.19672125577926636,
    0.11111106723546982,
    0.5728641748428345,
    0.4223601520061493,
    0.25555548071861267,
    0.27819544076919556,
    0.11320747435092926,
    0.3592231869697571
   ],
   "time": 18.242131277918816,
   "param": null
  },
  {
   "epoch": 75,
   "train_loss": 0.21964187920093536,
   "val_loss": 4.002551078796387,
   "acc": 32.34,
   "f1": [
    0.6190475225448608,
    0.40174663066864014,
    0.25945934653282166,
    0.1969696283340454,
    0.14285707473754883,
    0.27999988198280334,
    0.31730762124061584,
    0.35532984137535095,
    0.2895926535129547,
    0.41052618622779846,
    0.07142851501703262,
    0.22471901774406433,
    0.3195875287055969,
    0.22099439799785614,
    0.20087330043315887,
    0.2091502547264099,
    0.36158180236816406,
    0.5050503611564636,
    0.10526309162378311,
    0.21978014707565308,
    0.5918366312980652,
    0.4179103672504425,
    0.27777767181396484,
    0.5361700654029846,
    0.6099998950958252,
    0.2340424805879593,
    0.18421046435832977,
    0.1485147923231125,
    0.5022420287132263,
    0.280898779630661,
    0.39330533146858215,
    0.2845187783241272,
    0.2547769844532013,
    0.25570768117904663,
    0.28571420907974243,
    0.1818181276321411,
    0.3274335563182831,
    0.23809516429901123,
    0.22413785755634308,
    0.44210511445999146,
    0.2751321792602539,
    0.5999999046325684,
    0.278026819229126,
    0.251308798789978,
    0.059880178421735764,
    0.15642453730106354,
    0.18840573728084564,
    0.48387083411216736,
    0.4242423474788666,
    0.4123710095882416,
    0.10576916486024857,
    0.2399999350309372,
    0.5327101349830627,
    0.5649716258049011,
    0.3414632976055145,
    0.10322573781013489,
    0.46391740441322327,
    0.32432422041893005,
    0.35294109582901,
    0.309859037399292,
    0.7292816042900085,
    0.35359105467796326,
    0.3726707398891449,
    0.23655906319618225,
    0.14285708963871002,
    0.17616572976112366,
    0.14634139835834503,
    0.2564101815223694,
    0.6570047736167908,
    0.5202310085296631,
    0.4149376451969147,
    0.5229355692863464,
    0.07692302018404007,
    0.282828152179718,
    0.1764705330133438,
    0.5964910984039307,
    0.5806450843811035,
    0.10650881379842758,
    0.1749999225139618,
    0.2807016670703888,
    0.15238089859485626,
    0.2085307389497757,
    0.6200872659683228,
    0.3307085633277893,
    0.19753079116344452,
    0.3842363655567169,
    0.34814804792404175,
    0.37125736474990845,
    0.14444437623023987,
    0.3186812400817871,
    0.3208555281162262,
    0.47619035840034485,
    0.17218534648418427,
    0.1989527940750122,
    0.5773194432258606,
    0.4223601520061493,
    0.3018867075443268,
    0.2796609401702881,
    0.15384607017040253,
    0.30769217014312744
   ],
   "time": 17.979702525772154,
   "param": null
  },
  {
   "epoch": 76,
   "train_loss": 0.23477903008460999,
   "val_loss": 3.802586317062378,
   "acc": 32.06,
   "f1": [
    0.595959484577179,
    0.42982450127601624,
    0.17346931993961334,
    0.08391603082418442,
    0.1485147923231125,
    0.22222217917442322,
    0.34920626878738403,
    0.3376622200012207,
    0.28806576132774353,
    0.38251355290412903,
    0.14473678171634674,
    0.251308798789978,
    0.3285022974014282,
    0.26373615860939026,
    0.18079088628292084,
    0.19999992847442627,
    0.3820223808288574,
    0.4868912696838379,
    0.2193547636270523,
    0.23015865683555603,
    0.6354165077209473,
    0.40552979707717896,
    0.26881712675094604,
    0.46486473083496094,
    0.596684992313385,
    0.22222213447093964,
    0.20858889818191528,
    0.1789882481098175,
    0.4910178482532501,
    0.29523801803588867,
    0.40641695261001587,
    0.3314284682273865,
    0.21978014707565308,
    0.2906976044178009,
    0.26315781474113464,
    0.17801040410995483,
    0.2901553809642792,
    0.20576126873493195,
    0.17616572976112366,
    0.4398338794708252,
    0.29245272278785706,
    0.5728641748428345,
    0.2895926535129547,
    0.2371133416891098,
    0.11518317461013794,
    0.188888818025589,
    0.10843367874622345,
    0.43835610151290894,
    0.4927534759044647,
    0.4018263518810272,
    0.1395348161458969,
    0.25270751118659973,
    0.5044246912002563,
    0.5660375952720642,
    0.35483863949775696,
    0.09053491055965424,
    0.48780474066734314,
    0.3121386468410492,
    0.29787224531173706,
    0.30630621314048767,
    0.7029701471328735,
    0.43269219994544983,
    0.41269823908805847,
    0.3402060866355896,
    0.14201176166534424,
    0.12154688686132431,
    0.17171710729599,
    0.23809516429901123,
    0.6783624887466431,
    0.5254236459732056,
    0.3316582143306732,
    0.45569607615470886,
    0.15300540626049042,
    0.27777767181396484,
    0.19791658222675323,
    0.5882351994514465,
    0.5799998641014099,
    0.1729728877544403,
    0.1626015603542328,
    0.29245272278785706,
    0.17419350147247314,
    0.2099446803331375,
    0.623255729675293,
    0.36507928371429443,
    0.194871723651886,
    0.43093910813331604,
    0.37864065170288086,
    0.2834007143974304,
    0.16071423888206482,
    0.32352936267852783,
    0.2545453608036041,
    0.4081631302833557,
    0.24218744039535522,
    0.179775208234787,
    0.5454543828964233,
    0.49756085872650146,
    0.25730982422828674,
    0.3141360282897949,
    0.1748633086681366,
    0.3157894015312195
   ],
   "time": 17.789704212918878,
   "param": null
  },
  {
   "epoch": 77,
   "train_loss": 0.21271438896656036,
   "val_loss": 3.8040783405303955,
   "acc": 31.93,
   "f1": [
    0.688372015953064,
    0.4265401363372803,
    0.22388052940368652,
    0.1879698783159256,
    0.13496926426887512,
    0.21538454294204712,
    0.3441859781742096,
    0.30120471119880676,
    0.2681991159915924,
    0.43781083822250366,
    0.1401868611574173,
    0.21989519894123077,
    0.28136876225471497,
    0.28402355313301086,
    0.15873010456562042,
    0.21524657309055328,
    0.334727942943573,
    0.5093631744384766,
    0.2258063703775406,
    0.19999991357326508,
    0.602040708065033,
    0.4271843731403351,
    0.23703695833683014,
    0.5494503974914551,
    0.6063828468322754,
    0.1379309743642807,
    0.2543351650238037,
    0.1398600935935974,
    0.4780486822128296,
    0.25274714827537537,
    0.3636362850666046,
    0.3053434193134308,
    0.28571417927742004,
    0.3118278682231903,
    0.24299058318138123,
    0.13138681650161743,
    0.30303019285202026,
    0.16766461730003357,
    0.194871723651886,
    0.554216742515564,
    0.26388877630233765,
    0.6107783317565918,
    0.22321420907974243,
    0.2575106620788574,
    0.15584410727024078,
    0.19277101755142212,
    0.17272719740867615,
    0.43902426958084106,
    0.5465114712715149,
    0.42857128381729126,
    0.16071423888206482,
    0.27096763253211975,
    0.4670657217502594,
    0.5858584046363831,
    0.36298924684524536,
    0.081632599234581,
    0.48430484533309937,
    0.39583319425582886,
    0.35675665736198425,
    0.36686381697654724,
    0.6999998688697815,
    0.436893105506897,
    0.4549761712551117,
    0.39130425453186035,
    0.1362006664276123,
    0.1792452037334442,
    0.13100433349609375,
    0.24615377187728882,
    0.6249998807907104,
    0.5291004180908203,
    0.3272726535797119,
    0.5136610269546509,
    0.10695181041955948,
    0.31249991059303284,
    0.15469607710838318,
    0.5662649273872375,
    0.46645358204841614,
    0.1395348161458969,
    0.18749994039535522,
    0.24630534648895264,
    0.16037730872631073,
    0.17241372168064117,
    0.649214506149292,
    0.33333322405815125,
    0.17391297221183777,
    0.4090908467769623,
    0.39325833320617676,
    0.3540668785572052,
    0.14659680426120758,
    0.284671425819397,
    0.2644627094268799,
    0.5290321707725525,
    0.22222216427326202,
    0.15662643313407898,
    0.5167463421821594,
    0.4210525155067444,
    0.24210518598556519,
    0.26484012603759766,
    0.11363628506660461,
    0.31531521677970886
   ],
   "time": 18.390166654251516,
   "param": null
  },
  {
   "epoch": 78,
   "train_loss": 0.15519621968269348,
   "val_loss": 3.7361159324645996,
   "acc": 32.49,
   "f1": [
    0.6214687824249268,
    0.3765689730644226,
    0.2765956223011017,
    0.1452513188123703,
    0.18181811273097992,
    0.2834007143974304,
    0.33497530221939087,
    0.34123215079307556,
    0.30357134342193604,
    0.42253512144088745,
    0.12222215533256531,
    0.20645155012607574,
    0.34024888277053833,
    0.21951211988925934,
    0.213483065366745,
    0.1722487509250641,
    0.36649200320243835,
    0.4854367673397064,
    0.22222216427326202,
    0.18652844429016113,
    0.6285713315010071,
    0.5327510237693787,
    0.3300969898700714,
    0.560509443283081,
    0.6010927557945251,
    0.18348616361618042,
    0.23045262694358826,
    0.11494245380163193,
    0.4180789887905121,
    0.22710618376731873,
    0.4152541756629944,
    0.32402223348617554,
    0.2091502547264099,
    0.36458322405815125,
    0.2786884307861328,
    0.18823520839214325,
    0.3060108423233032,
    0.1970442682504654,
    0.20080316066741943,
    0.43902426958084106,
    0.362499862909317,
    0.5988698601722717,
    0.2589927315711975,
    0.29803910851478577,
    0.12785382568836212,
    0.19444438815116882,
    0.23111103475093842,
    0.3858267068862915,
    0.4200912117958069,
    0.3289472758769989,
    0.14285708963871002,
    0.23111103475093842,
    0.41975298523902893,
    0.639269232749939,
    0.3445377051830292,
    0.11891885101795197,
    0.487046480178833,
    0.3926379084587097,
    0.36893191933631897,
    0.36018943786621094,
    0.6769229769706726,
    0.4418603479862213,
    0.45128190517425537,
    0.30409345030784607,
    0.15384609997272491,
    0.20111726224422455,
    0.1862744390964508,
    0.3383083641529083,
    0.6772485375404358,
    0.5232557058334351,
    0.40999990701675415,
    0.497175008058548,
    0.12612608075141907,
    0.3409090042114258,
    0.16774186491966248,
    0.5901637673377991,
    0.5818180441856384,
    0.11347512155771255,
    0.20960691571235657,
    0.2882882058620453,
    0.13526564836502075,
    0.24137921631336212,
    0.6588233709335327,
    0.289308100938797,
    0.19047611951828003,
    0.4135020077228546,
    0.42512065172195435,
    0.3778800964355469,
    0.1657457947731018,
    0.3119999170303345,
    0.26794248819351196,
    0.44559577107429504,
    0.21518979966640472,
    0.21004560589790344,
    0.5111110210418701,
    0.3287670612335205,
    0.280898779630661,
    0.24503307044506073,
    0.2264150083065033,
    0.3493974804878235
   ],
   "time": 18.237398353405297,
   "param": null
  },
  {
   "epoch": 79,
   "train_loss": 0.14759215712547302,
   "val_loss": 4.041388988494873,
   "acc": 31.74,
   "f1": [
    0.6502462029457092,
    0.4347825050354004,
    0.16326524317264557,
    0.14130428433418274,
    0.17021268606185913,
    0.27118638157844543,
    0.2706269919872284,
    0.3157894015312195,
    0.24166658520698547,
    0.42727261781692505,
    0.15757569670677185,
    0.23966935276985168,
    0.2967032194137573,
    0.2658958435058594,
    0.15139436721801758,
    0.2426469922065735,
    0.30303022265434265,
    0.47474732995033264,
    0.19379839301109314,
    0.16867463290691376,
    0.5876776576042175,
    0.41379299759864807,
    0.3139533996582031,
    0.522222101688385,
    0.5666665434837341,
    0.1835748255252838,
    0.31067952513694763,
    0.1758241057395935,
    0.44827574491500854,
    0.3428570628166199,
    0.42051267623901367,
    0.268292635679245,
    0.2547169029712677,
    0.28318578004837036,
    0.2577318847179413,
    0.13559316098690033,
    0.33333325386047363,
    0.14285707473754883,
    0.21296289563179016,
    0.47004595398902893,
    0.30303022265434265,
    0.5514017343521118,
    0.24210518598556519,
    0.24615375697612762,
    0.09278344362974167,
    0.16593880951404572,
    0.11188805103302002,
    0.4699452221393585,
    0.49019595980644226,
    0.33333322405815125,
    0.16753920912742615,
    0.2727271318435669,
    0.5806450843811035,
    0.5096152424812317,
    0.3529410660266876,
    0.07881767302751541,
    0.4313724637031555,
    0.33333322405815125,
    0.36082467436790466,
    0.2269502729177475,
    0.6989246010780334,
    0.4574466943740845,
    0.358024537563324,
    0.3387977182865143,
    0.15165871381759644,
    0.14479632675647736,
    0.18652844429016113,
    0.28571417927742004,
    0.6516852378845215,
    0.5333331823348999,
    0.34343424439430237,
    0.528846025466919,
    0.08791202306747437,
    0.2696628272533417,
    0.1675977110862732,
    0.6069650650024414,
    0.609625518321991,
    0.14285708963871002,
    0.2094240039587021,
    0.2099999338388443,
    0.16999994218349457,
    0.19767434895038605,
    0.5999998450279236,
    0.3131312429904938,
    0.16733060777187347,
    0.37623751163482666,
    0.3939392864704132,
    0.3195265531539917,
    0.20289847254753113,
    0.29213473200798035,
    0.29433953762054443,
    0.4574466943740845,
    0.18300646543502808,
    0.21463409066200256,
    0.5454544425010681,
    0.4410255253314972,
    0.29032251238822937,
    0.28444433212280273,
    0.12682920694351196,
    0.34042540192604065
   ],
   "time": 18.206808724440634,
   "param": null
  },
  {
   "epoch": 80,
   "train_loss": 0.1795598417520523,
   "val_loss": 3.713703155517578,
   "acc": 32.0,
   "f1": [
    0.5948716402053833,
    0.33333325386047363,
    0.22222216427326202,
    0.14788727462291718,
    0.19428564608097076,
    0.27272719144821167,
    0.36871495842933655,
    0.3274020552635193,
    0.28688517212867737,
    0.4183672070503235,
    0.10869558900594711,
    0.20689648389816284,
    0.29959505796432495,
    0.26373615860939026,
    0.16593880951404572,
    0.1835748255252838,
    0.33333322405815125,
    0.5044246912002563,
    0.15819202363491058,
    0.18939387798309326,
    0.6421051621437073,
    0.42914968729019165,
    0.34736835956573486,
    0.40490788221359253,
    0.563535749912262,
    0.17391295731067657,
    0.27488142251968384,
    0.19417467713356018,
    0.5310733318328857,
    0.28260859847068787,
    0.4200912117958069,
    0.2658958435058594,
    0.281406968832016,
    0.29074883460998535,
    0.24034328758716583,
    0.22222216427326202,
    0.3389829397201538,
    0.23280414938926697,
    0.21395343542099,
    0.4339621663093567,
    0.3786981403827667,
    0.6774192452430725,
    0.2771083414554596,
    0.25339359045028687,
    0.12093015760183334,
    0.1818181276321411,
    0.22549012303352356,
    0.44444429874420166,
    0.47008538246154785,
    0.3707316219806671,
    0.16748763620853424,
    0.23175960779190063,
    0.467661589384079,
    0.5769229531288147,
    0.39631327986717224,
    0.11920525878667831,
    0.5027320981025696,
    0.35146433115005493,
    0.3846152722835541,
    0.3107568919658661,
    0.6739128828048706,
    0.47846877574920654,
    0.2891565263271332,
    0.27814561128616333,
    0.16858232021331787,
    0.1410255879163742,
    0.1914892941713333,
    0.239999920129776,
    0.6327682137489319,
    0.5242717266082764,
    0.314606636762619,
    0.5098037719726562,
    0.09944745898246765,
    0.36686381697654724,
    0.17333325743675232,
    0.5714284777641296,
    0.5781989693641663,
    0.08536579459905624,
    0.19811314344406128,
    0.2790696918964386,
    0.13461533188819885,
    0.23923437297344208,
    0.6497460603713989,
    0.30630621314048767,
    0.15999992191791534,
    0.41071420907974243,
    0.35454532504081726,
    0.2658958435058594,
    0.20657269656658173,
    0.29166659712791443,
    0.20192298293113708,
    0.4361701011657715,
    0.26666659116744995,
    0.1764705330133438,
    0.539215624332428,
    0.3694266378879547,
    0.3299999237060547,
    0.1982506811618805,
    0.1789472997188568,
    0.2727271616458893
   ],
   "time": 18.144419603981078,
   "param": null
  },
  {
   "epoch": 81,
   "train_loss": 0.14170974493026733,
   "val_loss": 3.85958194732666,
   "acc": 31.84,
   "f1": [
    0.5979380011558533,
    0.4343433380126953,
    0.19230762124061584,
    0.1485147923231125,
    0.15476183593273163,
    0.29508185386657715,
    0.31275710463523865,
    0.34177201986312866,
    0.29813653230667114,
    0.41048023104667664,
    0.09271517395973206,
    0.24598921835422516,
    0.25339359045028687,
    0.22222213447093964,
    0.20909084379673004,
    0.20111726224422455,
    0.3708608150482178,
    0.45814967155456543,
    0.19631893932819366,
    0.2061854749917984,
    0.5561496019363403,
    0.36416178941726685,
    0.2843136191368103,
    0.4894513487815857,
    0.6037734746932983,
    0.26041656732559204,
    0.2754489779472351,
    0.18300646543502808,
    0.5106381177902222,
    0.3068782389163971,
    0.42352932691574097,
    0.2535210847854614,
    0.23076915740966797,
    0.2775118350982666,
    0.26455017924308777,
    0.16101689636707306,
    0.29523801803588867,
    0.15053758025169373,
    0.251308798789978,
    0.45833322405815125,
    0.31901830434799194,
    0.5894736051559448,
    0.22988496720790863,
    0.281406968832016,
    0.06097555160522461,
    0.10666660219430923,
    0.1656804084777832,
    0.494381844997406,
    0.4319247901439667,
    0.44642844796180725,
    0.09459453821182251,
    0.27380943298339844,
    0.47524741291999817,
    0.548076868057251,
    0.3189367949962616,
    0.08633087575435638,
    0.4598929286003113,
    0.3117869794368744,
    0.327868789434433,
    0.3385826051235199,
    0.7083331942558289,
    0.42512065172195435,
    0.41474640369415283,
    0.30621999502182007,
    0.09482753276824951,
    0.15540535748004913,
    0.1639343649148941,
    0.2526314854621887,
    0.6971427202224731,
    0.5152837038040161,
    0.2681563198566437,
    0.5505616068840027,
    0.09448812901973724,
    0.2617800235748291,
    0.11999993026256561,
    0.5743588209152222,
    0.464419424533844,
    0.12087904661893845,
    0.21118006110191345,
    0.18279562890529633,
    0.15999993681907654,
    0.29268282651901245,
    0.6826921701431274,
    0.3152708411216736,
    0.154929518699646,
    0.38709667325019836,
    0.3636362552642822,
    0.28806576132774353,
    0.17241372168064117,
    0.27096763253211975,
    0.33333325386047363,
    0.47560960054397583,
    0.20276491343975067,
    0.17910441756248474,
    0.5463413596153259,
    0.43349742889404297,
    0.30555546283721924,
    0.2406638264656067,
    0.18604646623134613,
    0.31372538208961487
   ],
   "time": 18.190374963916838,
   "param": null
  },
  {
   "epoch": 82,
   "train_loss": 0.1655498743057251,
   "val_loss": 4.032174587249756,
   "acc": 31.86,
   "f1": [
    0.6272187829017639,
    0.4319247901439667,
    0.21428564190864563,
    0.1450776606798172,
    0.18749994039535522,
    0.24193541705608368,
    0.26890748739242554,
    0.30357134342193604,
    0.21224483847618103,
    0.3710406422615051,
    0.10884349048137665,
    0.19780214130878448,
    0.30487796664237976,
    0.2605040967464447,
    0.2424241602420807,
    0.20634914934635162,
    0.3208555281162262,
    0.4598929286003113,
    0.2697673439979553,
    0.20930226147174835,
    0.6473986506462097,
    0.5312498211860657,
    0.36956506967544556,
    0.520408034324646,
    0.5887848734855652,
    0.193548321723938,
    0.24675315618515015,
    0.21576756238937378,
    0.4814813435077667,
    0.27118635177612305,
    0.47619038820266724,
    0.2795698046684265,
    0.28971952199935913,
    0.2965778410434723,
    0.2685184180736542,
    0.1403508186340332,
    0.30588221549987793,
    0.1647058129310608,
    0.20149248838424683,
    0.4366810917854309,
    0.3267972767353058,
    0.5588234066963196,
    0.26794248819351196,
    0.24580998718738556,
    0.10869558900594711,
    0.16346149146556854,
    0.12413787841796875,
    0.4302324652671814,
    0.49350637197494507,
    0.32624104619026184,
    0.15642453730106354,
    0.1938774734735489,
    0.486772358417511,
    0.5235601663589478,
    0.33027511835098267,
    0.12121205776929855,
    0.4753361940383911,
    0.3049326539039612,
    0.3529410660266876,
    0.3260868787765503,
    0.6878305077552795,
    0.46242761611938477,
    0.39130425453186035,
    0.3208555281162262,
    0.13475172221660614,
    0.16455689072608948,
    0.13636359572410583,
    0.212290421128273,
    0.6628569960594177,
    0.5533979535102844,
    0.33502528071403503,
    0.47619035840034485,
    0.11578940600156784,
    0.27472516894340515,
    0.210526242852211,
    0.6153844594955444,
    0.5773194432258606,
    0.06711404025554657,
    0.18326687812805176,
    0.2622949779033661,
    0.14778319001197815,
    0.19138747453689575,
    0.6602869629859924,
    0.29714274406433105,
    0.1866665780544281,
    0.3879309296607971,
    0.4099377691745758,
    0.30674833059310913,
    0.21428564190864563,
    0.3076922297477722,
    0.2673795819282532,
    0.44303786754608154,
    0.21238930523395538,
    0.2696628272533417,
    0.579234778881073,
    0.4938269853591919,
    0.26966285705566406,
    0.2677164673805237,
    0.20408155024051666,
    0.30051806569099426
   ],
   "time": 18.362007699906826,
   "param": null
  },
  {
   "epoch": 83,
   "train_loss": 0.2068501114845276,
   "val_loss": 3.8407106399536133,
   "acc": 31.38,
   "f1": [
    0.6091952323913574,
    0.3783782124519348,
    0.22222213447093964,
    0.18713442981243134,
    0.1641024947166443,
    0.2481202334165573,
    0.31764698028564453,
    0.36158180236816406,
    0.31999990344047546,
    0.37179476022720337,
    0.20425525307655334,
    0.22834637761116028,
    0.3152172863483429,
    0.23157887160778046,
    0.24793381989002228,
    0.2514968812465668,
    0.31034475564956665,
    0.47577083110809326,
    0.23809516429901123,
    0.20224712789058685,
    0.5980390906333923,
    0.43298953771591187,
    0.3076922297477722,
    0.46999987959861755,
    0.6124400496482849,
    0.20338977873325348,
    0.2686566412448883,
    0.1990049034357071,
    0.4814813435077667,
    0.2888887822628021,
    0.3551400303840637,
    0.25396814942359924,
    0.22535204887390137,
    0.27218925952911377,
    0.20930226147174835,
    0.17877088487148285,
    0.27218925952911377,
    0.1762113720178604,
    0.18181811273097992,
    0.45887434482574463,
    0.3152708411216736,
    0.6146340370178223,
    0.2929935157299042,
    0.2872926890850067,
    0.13559316098690033,
    0.19209031760692596,
    0.18181811273097992,
    0.4454544484615326,
    0.4713374376296997,
    0.36871495842933655,
    0.15555550158023834,
    0.24120594561100006,
    0.47787603735923767,
    0.5221238136291504,
    0.3853210210800171,
    0.08372087776660919,
    0.358024537563324,
    0.33918121457099915,
    0.3470318615436554,
    0.2598186731338501,
    0.6545453667640686,
    0.387096643447876,
    0.446808397769928,
    0.33333325386047363,
    0.12021850794553757,
    0.14598533511161804,
    0.20689646899700165,
    0.26395928859710693,
    0.5766869187355042,
    0.579234778881073,
    0.2888887822628021,
    0.5405404567718506,
    0.09302320331335068,
    0.3534882664680481,
    0.16279062628746033,
    0.579439103603363,
    0.497175008058548,
    0.11111105233430862,
    0.15328460931777954,
    0.1774192750453949,
    0.1395348161458969,
    0.23589736223220825,
    0.6448085904121399,
    0.331707239151001,
    0.15999993681907654,
    0.3999998867511749,
    0.382978618144989,
    0.34615373611450195,
    0.16513754427433014,
    0.3253011107444763,
    0.19323663413524628,
    0.4257424473762512,
    0.225680872797966,
    0.16666659712791443,
    0.5063289999961853,
    0.45714277029037476,
    0.23696675896644592,
    0.26455017924308777,
    0.12745091319084167,
    0.2621358335018158
   ],
   "time": 18.308427832089365,
   "param": null
  },
  {
   "epoch": 84,
   "train_loss": 0.31873759627342224,
   "val_loss": 3.93870210647583,
   "acc": 30.6,
   "f1": [
    0.5588234066963196,
    0.45631060004234314,
    0.23809516429901123,
    0.16037730872631073,
    0.15458931028842926,
    0.23396219313144684,
    0.2695651352405548,
    0.3171805441379547,
    0.2430938482284546,
    0.39778995513916016,
    0.09433956444263458,
    0.17872333526611328,
    0.30051806569099426,
    0.26540276408195496,
    0.22966498136520386,
    0.1854303926229477,
    0.31746023893356323,
    0.4782607853412628,
    0.23157887160778046,
    0.16513754427433014,
    0.5824174284934998,
    0.47398826479911804,
    0.251082181930542,
    0.4975123405456543,
    0.5291478633880615,
    0.18947364389896393,
    0.23958325386047363,
    0.21455931663513184,
    0.47120407223701477,
    0.24083760380744934,
    0.39130425453186035,
    0.2871793806552887,
    0.23463678359985352,
    0.24836592376232147,
    0.28571417927742004,
    0.13533830642700195,
    0.28749987483024597,
    0.09356718510389328,
    0.19999992847442627,
    0.3999999165534973,
    0.29508188366889954,
    0.6310158967971802,
    0.23529405891895294,
    0.32402223348617554,
    0.12987008690834045,
    0.11607135832309723,
    0.15135130286216736,
    0.43749991059303284,
    0.4358973503112793,
    0.43946176767349243,
    0.18025743961334229,
    0.18579228222370148,
    0.4973543584346771,
    0.5530301928520203,
    0.30392149090766907,
    0.07894731312990189,
    0.42285704612731934,
    0.23829780519008636,
    0.26484012603759766,
    0.3016759157180786,
    0.7090908288955688,
    0.39153432846069336,
    0.38095223903656006,
    0.33939382433891296,
    0.17857135832309723,
    0.15813946723937988,
    0.2153845578432083,
    0.29508185386657715,
    0.6943003535270691,
    0.4646463394165039,
    0.3874344527721405,
    0.46242761611938477,
    0.0921052023768425,
    0.24390234053134918,
    0.11926598846912384,
    0.5670101642608643,
    0.5951218605041504,
    0.09999993443489075,
    0.20588229596614838,
    0.23396219313144684,
    0.11111105233430862,
    0.13223135471343994,
    0.5730335712432861,
    0.26373615860939026,
    0.1834060400724411,
    0.33035704493522644,
    0.42780739068984985,
    0.30701744556427,
    0.15999993681907654,
    0.28426387906074524,
    0.24999989569187164,
    0.4158414602279663,
    0.23376618325710297,
    0.12244893610477448,
    0.5544553399085999,
    0.3874344527721405,
    0.24418595433235168,
    0.29213473200798035,
    0.16304342448711395,
    0.2745097279548645
   ],
   "time": 18.304943796247244,
   "param": null
  },
  {
   "epoch": 85,
   "train_loss": 0.22421401739120483,
   "val_loss": 3.84419322013855,
   "acc": 32.88,
   "f1": [
    0.5238094329833984,
    0.44351452589035034,
    0.2010049670934677,
    0.21621613204479218,
    0.15999993681907654,
    0.19078941643238068,
    0.3179915249347687,
    0.378109335899353,
    0.2643677294254303,
    0.42931926250457764,
    0.14130428433418274,
    0.20242910087108612,
    0.2820512056350708,
    0.27428561449050903,
    0.23111103475093842,
    0.2555064857006073,
    0.3285022974014282,
    0.4646463394165039,
    0.28723397850990295,
    0.21428564190864563,
    0.613065242767334,
    0.4269661605358124,
    0.26373615860939026,
    0.4782607853412628,
    0.5769229531288147,
    0.2258063703775406,
    0.3037973642349243,
    0.13636358082294464,
    0.47619035840034485,
    0.31067952513694763,
    0.43601882457733154,
    0.24999991059303284,
    0.29665064811706543,
    0.37735840678215027,
    0.2723003923892975,
    0.13756607472896576,
    0.28310492634773254,
    0.19277101755142212,
    0.18181811273097992,
    0.4338623583316803,
    0.31304338574409485,
    0.6179773807525635,
    0.26666656136512756,
    0.27999991178512573,
    0.15458931028842926,
    0.1731601059436798,
    0.18421044945716858,
    0.41052618622779846,
    0.4565216302871704,
    0.3679999113082886,
    0.19251330196857452,
    0.29189181327819824,
    0.5753422975540161,
    0.5714284777641296,
    0.34883710741996765,
    0.10859721153974533,
    0.4476189613342285,
    0.31746023893356323,
    0.4432430863380432,
    0.33128824830055237,
    0.702702522277832,
    0.47513800859451294,
    0.4186045527458191,
    0.3096773326396942,
    0.1219511553645134,
    0.16901402175426483,
    0.16279064118862152,
    0.2548261880874634,
    0.6379309296607971,
    0.562211811542511,
    0.38502663373947144,
    0.5050503611564636,
    0.05194799602031708,
    0.30864188075065613,
    0.18421044945716858,
    0.6193546652793884,
    0.5287355184555054,
    0.11162783950567245,
    0.1398600935935974,
    0.27338123321533203,
    0.13095231354236603,
    0.1989527940750122,
    0.5858584046363831,
    0.35820886492729187,
    0.23923437297344208,
    0.4432430863380432,
    0.34710732102394104,
    0.387096643447876,
    0.15873010456562042,
    0.28571417927742004,
    0.27555546164512634,
    0.3980098366737366,
    0.24864855408668518,
    0.206060528755188,
    0.5321887135505676,
    0.4717947542667389,
    0.2399999350309372,
    0.23611101508140564,
    0.12565438449382782,
    0.35675665736198425
   ],
   "time": 18.09355375636369,
   "param": null
  },
  {
   "epoch": 86,
   "train_loss": 0.16245639324188232,
   "val_loss": 3.886281967163086,
   "acc": 32.78,
   "f1": [
    0.5714284777641296,
    0.3760683238506317,
    0.22314044833183289,
    0.21857915818691254,
    0.17307688295841217,
    0.29629620909690857,
    0.37558677792549133,
    0.34234222769737244,
    0.3510637581348419,
    0.45833322405815125,
    0.14723920822143555,
    0.22680404782295227,
    0.37288129329681396,
    0.23376615345478058,
    0.18811874091625214,
    0.23255807161331177,
    0.3636362552642822,
    0.4936169385910034,
    0.21989519894123077,
    0.21719448268413544,
    0.645502507686615,
    0.5507245063781738,
    0.3517586886882782,
    0.5373133420944214,
    0.5220882296562195,
    0.24137921631336212,
    0.2702701687812805,
    0.22317588329315186,
    0.5050503611564636,
    0.2761903405189514,
    0.44444432854652405,
    0.24691346287727356,
    0.2784809172153473,
    0.2786884307861328,
    0.21198150515556335,
    0.1546391248703003,
    0.3551400303840637,
    0.16766461730003357,
    0.19587622582912445,
    0.46242761611938477,
    0.3089430034160614,
    0.636871337890625,
    0.2574256360530853,
    0.30864188075065613,
    0.11707311123609543,
    0.17616572976112366,
    0.19047614932060242,
    0.474226713180542,
    0.4794519543647766,
    0.45248857140541077,
    0.20304562151432037,
    0.2585550546646118,
    0.5208331942558289,
    0.5241934061050415,
    0.33502528071403503,
    0.13270136713981628,
    0.4431816637516022,
    0.29714274406433105,
    0.345177561044693,
    0.2976189851760864,
    0.6767675280570984,
    0.44339612126350403,
    0.42342329025268555,
    0.26519328355789185,
    0.18333326280117035,
    0.10679605603218079,
    0.1748633086681366,
    0.23529404401779175,
    0.6666665077209473,
    0.5229355692863464,
    0.38095229864120483,
    0.44311365485191345,
    0.10859721153974533,
    0.3387977182865143,
    0.20388342440128326,
    0.6091952323913574,
    0.6171427369117737,
    0.1333332657814026,
    0.20304562151432037,
    0.2612611949443817,
    0.19999992847442627,
    0.19459453225135803,
    0.6384975910186768,
    0.2736841142177582,
    0.16267937421798706,
    0.345177561044693,
    0.4320986270904541,
    0.28235283493995667,
    0.13861380517482758,
    0.23170723021030426,
    0.29927000403404236,
    0.4149376451969147,
    0.22499993443489075,
    0.23076915740966797,
    0.6009851098060608,
    0.3945577144622803,
    0.29166659712791443,
    0.22127652168273926,
    0.13145533204078674,
    0.22702695429325104
   ],
   "time": 18.090185125358403,
   "param": null
  },
  {
   "epoch": 87,
   "train_loss": 0.10587704181671143,
   "val_loss": 3.6542248725891113,
   "acc": 33.13,
   "f1": [
    0.604255199432373,
    0.40659332275390625,
    0.2243901938199997,
    0.21621613204479218,
    0.19047611951828003,
    0.24390234053134918,
    0.3669723868370056,
    0.3389829397201538,
    0.320441871881485,
    0.3693692684173584,
    0.17204295098781586,
    0.29906532168388367,
    0.28571420907974243,
    0.20134222507476807,
    0.23111103475093842,
    0.2780747711658478,
    0.3249998986721039,
    0.5128204226493835,
    0.20833326876163483,
    0.20224712789058685,
    0.5925924181938171,
    0.42780739068984985,
    0.31088075041770935,
    0.5952380299568176,
    0.5948274731636047,
    0.23463678359985352,
    0.2727271616458893,
    0.15853650867938995,
    0.462584912776947,
    0.283950537443161,
    0.37735840678215027,
    0.26399993896484375,
    0.299465149641037,
    0.3346938192844391,
    0.26519328355789185,
    0.14583328366279602,
    0.26724129915237427,
    0.11538457125425339,
    0.21301770210266113,
    0.46428558230400085,
    0.2962961792945862,
    0.5979380011558533,
    0.2312137931585312,
    0.282828152179718,
    0.11167506128549576,
    0.18264833092689514,
    0.19540224969387054,
    0.4577113389968872,
    0.4736841022968292,
    0.4489794969558716,
    0.1333332657814026,
    0.2775118350982666,
    0.49090901017189026,
    0.5374998450279236,
    0.34821417927742004,
    0.1103447824716568,
    0.45581385493278503,
    0.32558128237724304,
    0.41884803771972656,
    0.3285022974014282,
    0.6972475647926331,
    0.4242423474788666,
    0.46009382605552673,
    0.29197075963020325,
    0.15730330348014832,
    0.19266046583652496,
    0.16766461730003357,
    0.2638297379016876,
    0.6594592928886414,
    0.5205478072166443,
    0.4070795178413391,
    0.5989303588867188,
    0.10050245374441147,
    0.2833332419395447,
    0.2256409376859665,
    0.6338796615600586,
    0.5624998807907104,
    0.15720517933368683,
    0.1635219305753708,
    0.19318175315856934,
    0.15999993681907654,
    0.23430955410003662,
    0.6058090329170227,
    0.33962252736091614,
    0.1698841005563736,
    0.40178558230400085,
    0.3369564116001129,
    0.26153838634490967,
    0.11188805103302002,
    0.324607253074646,
    0.31746023893356323,
    0.43171796202659607,
    0.23834188282489777,
    0.2233501821756363,
    0.5612244009971619,
    0.4487804174423218,
    0.2433861643075943,
    0.23115570843219757,
    0.14772720634937286,
    0.4179103374481201
   ],
   "time": 18.304025002755225,
   "param": null
  },
  {
   "epoch": 88,
   "train_loss": 0.14674852788448334,
   "val_loss": 4.085227012634277,
   "acc": 31.62,
   "f1": [
    0.5974025130271912,
    0.39004138112068176,
    0.20216600596904755,
    0.21395343542099,
    0.12807877361774445,
    0.2895926535129547,
    0.32748526334762573,
    0.3168315887451172,
    0.31764698028564453,
    0.41441428661346436,
    0.19780214130878448,
    0.20689648389816284,
    0.2909089922904968,
    0.2165604531764984,
    0.15217386186122894,
    0.27380943298339844,
    0.28571420907974243,
    0.42352932691574097,
    0.20080316066741943,
    0.22009563446044922,
    0.6818180680274963,
    0.4522967040538788,
    0.3196346163749695,
    0.43049317598342896,
    0.5951218605041504,
    0.17616572976112366,
    0.2622949779033661,
    0.1405404806137085,
    0.4244603216648102,
    0.3314284682273865,
    0.39330533146858215,
    0.22966498136520386,
    0.238805890083313,
    0.2922373414039612,
    0.2634729743003845,
    0.14468081295490265,
    0.3431951701641083,
    0.1449274867773056,
    0.20560741424560547,
    0.4015443027019501,
    0.2488037496805191,
    0.6067414879798889,
    0.27199992537498474,
    0.28260859847068787,
    0.09999993443489075,
    0.14371250569820404,
    0.2231075018644333,
    0.4973543584346771,
    0.46445485949516296,
    0.40692633390426636,
    0.19534875452518463,
    0.24580998718738556,
    0.5700481534004211,
    0.5524860620498657,
    0.3555554449558258,
    0.0960698127746582,
    0.4588233530521393,
    0.3917524814605713,
    0.3454544246196747,
    0.30158719420433044,
    0.6981130838394165,
    0.4150942265987396,
    0.4122805893421173,
    0.3217390477657318,
    0.14473678171634674,
    0.18947362899780273,
    0.10526309907436371,
    0.22222213447093964,
    0.5952380299568176,
    0.46610158681869507,
    0.24096375703811646,
    0.49999988079071045,
    0.08301880955696106,
    0.2843601107597351,
    0.23958325386047363,
    0.6060604453086853,
    0.5970147848129272,
    0.12669678032398224,
    0.18439710140228271,
    0.26395928859710693,
    0.09374994784593582,
    0.23529402911663055,
    0.6444442868232727,
    0.30769219994544983,
    0.198198139667511,
    0.37999987602233887,
    0.41441428661346436,
    0.30275216698646545,
    0.18633535504341125,
    0.2705881595611572,
    0.20689648389816284,
    0.40579700469970703,
    0.17021268606185913,
    0.23834188282489777,
    0.5544553399085999,
    0.3493974804878235,
    0.2681563198566437,
    0.19266046583652496,
    0.1219511553645134,
    0.31249991059303284
   ],
   "time": 18.51796240452677,
   "param": null
  },
  {
   "epoch": 89,
   "train_loss": 0.09784175455570221,
   "val_loss": 3.794165849685669,
   "acc": 33.79,
   "f1": [
    0.6132074594497681,
    0.36585354804992676,
    0.22784805297851562,
    0.21505369246006012,
    0.18421044945716858,
    0.2601625323295593,
    0.4382021129131317,
    0.3542855978012085,
    0.299465149641037,
    0.4974091649055481,
    0.18009470403194427,
    0.2699999213218689,
    0.3406592309474945,
    0.2613064646720886,
    0.18749994039535522,
    0.23204411566257477,
    0.3113771378993988,
    0.5198236703872681,
    0.21390368044376373,
    0.17840369045734406,
    0.603351891040802,
    0.4731181561946869,
    0.29139062762260437,
    0.5555553436279297,
    0.629441499710083,
    0.21556879580020905,
    0.239999920129776,
    0.15228420495986938,
    0.5257730484008789,
    0.33333322405815125,
    0.33476385474205017,
    0.34042540192604065,
    0.2976189851760864,
    0.30303022265434265,
    0.26666656136512756,
    0.21192045509815216,
    0.2683981955051422,
    0.1164020448923111,
    0.2485205978155136,
    0.4824119210243225,
    0.29074883460998535,
    0.6178008913993835,
    0.2955664098262787,
    0.27555546164512634,
    0.0773480087518692,
    0.1747572273015976,
    0.15384607017040253,
    0.434782475233078,
    0.48888877034187317,
    0.41176459193229675,
    0.19230762124061584,
    0.3043477535247803,
    0.5396823883056641,
    0.53465336561203,
    0.3923443853855133,
    0.13131305575370789,
    0.45555540919303894,
    0.3905324339866638,
    0.3592231869697571,
    0.31775689125061035,
    0.6565654873847961,
    0.44444435834884644,
    0.4684683382511139,
    0.331707239151001,
    0.1656804084777832,
    0.2129276990890503,
    0.20535708963871002,
    0.24242417514324188,
    0.7005074620246887,
    0.6124400496482849,
    0.3260868787765503,
    0.6129031181335449,
    0.07142851501703262,
    0.2735848128795624,
    0.17441853880882263,
    0.6268655061721802,
    0.6325579881668091,
    0.16091948747634888,
    0.19540224969387054,
    0.29787224531173706,
    0.18090447783470154,
    0.2340424805879593,
    0.6231154203414917,
    0.3775508999824524,
    0.19631893932819366,
    0.40206170082092285,
    0.36559128761291504,
    0.3070864975452423,
    0.2025315761566162,
    0.3389829695224762,
    0.28925609588623047,
    0.40476179122924805,
    0.16666659712791443,
    0.26519328355789185,
    0.5769229531288147,
    0.4339621663093567,
    0.29292917251586914,
    0.2613064646720886,
    0.14689259231090546,
    0.35532984137535095
   ],
   "time": 18.28320595342666,
   "param": null
  },
  {
   "epoch": 90,
   "train_loss": 0.07154927402734756,
   "val_loss": 3.873114824295044,
   "acc": 33.6,
   "f1": [
    0.6098653674125671,
    0.45398759841918945,
    0.28426387906074524,
    0.24999991059303284,
    0.16744180023670197,
    0.24691349267959595,
    0.35714274644851685,
    0.31325289607048035,
    0.3248729705810547,
    0.4230768084526062,
    0.17021268606185913,
    0.24870456755161285,
    0.38888877630233765,
    0.23463678359985352,
    0.16748763620853424,
    0.2736841142177582,
    0.32911381125450134,
    0.506122350692749,
    0.22346359491348267,
    0.20264311134815216,
    0.6346153020858765,
    0.40350866317749023,
    0.34554967284202576,
    0.5988698601722717,
    0.5844747424125671,
    0.19047614932060242,
    0.26262614130973816,
    0.11695900559425354,
    0.5263156890869141,
    0.30555546283721924,
    0.43049317598342896,
    0.28193822503089905,
    0.26262614130973816,
    0.33460068702697754,
    0.26794248819351196,
    0.1706160604953766,
    0.28048771619796753,
    0.18719203770160675,
    0.22119809687137604,
    0.45360812544822693,
    0.3269230127334595,
    0.6183573603630066,
    0.2481202334165573,
    0.2543351650238037,
    0.15126045048236847,
    0.1452513188123703,
    0.15999993681907654,
    0.48888877034187317,
    0.48076915740966797,
    0.43093910813331604,
    0.1764705330133438,
    0.21468918025493622,
    0.5212765336036682,
    0.5647057294845581,
    0.3999999165534973,
    0.1100916787981987,
    0.48837196826934814,
    0.3578946590423584,
    0.3936169147491455,
    0.35416656732559204,
    0.678413987159729,
    0.4050631821155548,
    0.38150280714035034,
    0.31764698028564453,
    0.18867918848991394,
    0.19883033633232117,
    0.18292675912380219,
    0.24050623178482056,
    0.6153843998908997,
    0.6305417418479919,
    0.3555554449558258,
    0.5507245063781738,
    0.09411758184432983,
    0.31638407707214355,
    0.2010049670934677,
    0.6508874893188477,
    0.6138612627983093,
    0.14222215116024017,
    0.22119809687137604,
    0.2629481256008148,
    0.16064251959323883,
    0.22222216427326202,
    0.7231636643409729,
    0.3517586886882782,
    0.20353974401950836,
    0.40590396523475647,
    0.41314542293548584,
    0.3478260040283203,
    0.20238088071346283,
    0.24875615537166595,
    0.28571420907974243,
    0.4154588282108307,
    0.212290421128273,
    0.18518511950969696,
    0.5267855525016785,
    0.4599998891353607,
    0.31746023893356323,
    0.27551010251045227,
    0.16666659712791443,
    0.31775689125061035
   ],
   "time": 18.127223149873316,
   "param": null
  },
  {
   "epoch": 91,
   "train_loss": 0.07169558107852936,
   "val_loss": 3.8837456703186035,
   "acc": 34.76,
   "f1": [
    0.5622488856315613,
    0.44210511445999146,
    0.17796602845191956,
    0.19999991357326508,
    0.18292675912380219,
    0.2399999350309372,
    0.4186045527458191,
    0.3535352647304535,
    0.2807016670703888,
    0.47120407223701477,
    0.1696968972682953,
    0.23204411566257477,
    0.36065563559532166,
    0.24999991059303284,
    0.1899440735578537,
    0.2727271616458893,
    0.35643553733825684,
    0.5643563270568848,
    0.26315784454345703,
    0.19230762124061584,
    0.6702126860618591,
    0.4748857021331787,
    0.3495144844055176,
    0.4907405972480774,
    0.5981307029724121,
    0.2236841470003128,
    0.26315781474113464,
    0.22093015909194946,
    0.5572138428688049,
    0.40251561999320984,
    0.4183672070503235,
    0.2746780216693878,
    0.29319363832473755,
    0.3483870029449463,
    0.24719089269638062,
    0.22535204887390137,
    0.31775689125061035,
    0.17872333526611328,
    0.2061854749917984,
    0.474226713180542,
    0.30857133865356445,
    0.6138612627983093,
    0.2807016372680664,
    0.2792791724205017,
    0.15642453730106354,
    0.18536579608917236,
    0.18072283267974854,
    0.4886362552642822,
    0.5130888819694519,
    0.45631060004234314,
    0.20512813329696655,
    0.2658226788043976,
    0.5304347276687622,
    0.6222221255302429,
    0.3470318615436554,
    0.14545448124408722,
    0.4780486822128296,
    0.2893890142440796,
    0.32804223895072937,
    0.32222211360931396,
    0.6448596715927124,
    0.4108106791973114,
    0.4329003393650055,
    0.32402223348617554,
    0.17391300201416016,
    0.1836734265089035,
    0.19178076088428497,
    0.2820512056350708,
    0.696517288684845,
    0.5462183356285095,
    0.3301886022090912,
    0.548076868057251,
    0.11715474724769592,
    0.37614670395851135,
    0.20095685124397278,
    0.6560845375061035,
    0.6153844594955444,
    0.16243648529052734,
    0.25777769088745117,
    0.32835814356803894,
    0.15310998260974884,
    0.246575266122818,
    0.6666665077209473,
    0.32820504903793335,
    0.23958325386047363,
    0.4192138612270355,
    0.44943806529045105,
    0.3184078335762024,
    0.2430938482284546,
    0.268292635679245,
    0.2693876624107361,
    0.4303796589374542,
    0.2312137931585312,
    0.2204081267118454,
    0.5638765096664429,
    0.43575406074523926,
    0.3386242389678955,
    0.2774565517902374,
    0.1445782482624054,
    0.4142010807991028
   ],
   "time": 18.07670919690281,
   "param": null
  },
  {
   "epoch": 92,
   "train_loss": 0.05598054081201553,
   "val_loss": 3.4978861808776855,
   "acc": 33.87,
   "f1": [
    0.5882351994514465,
    0.4630540609359741,
    0.210526242852211,
    0.21645015478134155,
    0.1604277491569519,
    0.27472516894340515,
    0.3414633274078369,
    0.3399999141693115,
    0.280898779630661,
    0.46534639596939087,
    0.11494245380163193,
    0.2673795819282532,
    0.30456843972206116,
    0.18055549263954163,
    0.2136751413345337,
    0.23280414938926697,
    0.32835814356803894,
    0.45210719108581543,
    0.228571355342865,
    0.21468918025493622,
    0.6413041353225708,
    0.48598119616508484,
    0.3508770763874054,
    0.520408034324646,
    0.6519335508346558,
    0.2430938482284546,
    0.24277448654174805,
    0.20353974401950836,
    0.5136610269546509,
    0.33333322405815125,
    0.4135337173938751,
    0.23115570843219757,
    0.30769217014312744,
    0.23740999400615692,
    0.27350419759750366,
    0.1657457947731018,
    0.35135123133659363,
    0.18713442981243134,
    0.21428565680980682,
    0.4690264165401459,
    0.35051536560058594,
    0.636871337890625,
    0.263374388217926,
    0.27007293701171875,
    0.11180117726325989,
    0.20338977873325348,
    0.19318175315856934,
    0.4484303891658783,
    0.48039206862449646,
    0.376623272895813,
    0.17346931993961334,
    0.27777767181396484,
    0.5024153590202332,
    0.6153844594955444,
    0.3727271258831024,
    0.11398956924676895,
    0.4705880880355835,
    0.3076922297477722,
    0.39583319425582886,
    0.23157887160778046,
    0.7005074620246887,
    0.43523305654525757,
    0.4622220993041992,
    0.3151514232158661,
    0.11678826063871384,
    0.20304562151432037,
    0.19587622582912445,
    0.24418595433235168,
    0.6979165077209473,
    0.6091369390487671,
    0.3351954519748688,
    0.5652172565460205,
    0.09032251685857773,
    0.2793295085430145,
    0.176470547914505,
    0.645502507686615,
    0.5688887238502502,
    0.17801040410995483,
    0.2887699604034424,
    0.2871793806552887,
    0.16243648529052734,
    0.18897631764411926,
    0.5670497417449951,
    0.31627896428108215,
    0.16740082204341888,
    0.44036686420440674,
    0.39130425453186035,
    0.34977567195892334,
    0.20224712789058685,
    0.3304346799850464,
    0.29319363832473755,
    0.4606059193611145,
    0.251428484916687,
    0.26373615860939026,
    0.5961536765098572,
    0.4717947542667389,
    0.27272719144821167,
    0.2909089922904968,
    0.15116271376609802,
    0.32298123836517334
   ],
   "time": 18.042048421688378,
   "param": null
  },
  {
   "epoch": 93,
   "train_loss": 0.0417817085981369,
   "val_loss": 3.6952297687530518,
   "acc": 33.84,
   "f1": [
    0.4999999403953552,
    0.43243229389190674,
    0.24409443140029907,
    0.14371250569820404,
    0.14117640256881714,
    0.20202013850212097,
    0.35675665736198425,
    0.36082467436790466,
    0.3999998867511749,
    0.4599998891353607,
    0.16279064118862152,
    0.2117646485567093,
    0.32124343514442444,
    0.2176869958639145,
    0.2393161654472351,
    0.1945524662733078,
    0.3260868787765503,
    0.43298953771591187,
    0.22485199570655823,
    0.1891890913248062,
    0.5982142090797424,
    0.4701194167137146,
    0.2886596620082855,
    0.5079363584518433,
    0.5903083086013794,
    0.19672125577926636,
    0.27631568908691406,
    0.1777777075767517,
    0.5358850359916687,
    0.32335323095321655,
    0.43333321809768677,
    0.2769230008125305,
    0.20095685124397278,
    0.31279608607292175,
    0.23655906319618225,
    0.18181811273097992,
    0.33684200048446655,
    0.16901402175426483,
    0.22099439799785614,
    0.434782475233078,
    0.31775689125061035,
    0.6292133331298828,
    0.262857049703598,
    0.2687745988368988,
    0.1365852952003479,
    0.19230762124061584,
    0.19565211236476898,
    0.4433496594429016,
    0.48587560653686523,
    0.358024537563324,
    0.12499994039535522,
    0.2592591345310211,
    0.5488370656967163,
    0.5892856121063232,
    0.3540668785572052,
    0.14364632964134216,
    0.4596272110939026,
    0.3209875524044037,
    0.425531804561615,
    0.3387977182865143,
    0.6874998211860657,
    0.46363624930381775,
    0.4343433380126953,
    0.336633563041687,
    0.17525766789913177,
    0.216666579246521,
    0.22916659712791443,
    0.21951214969158173,
    0.6380951404571533,
    0.5407723784446716,
    0.3644443452358246,
    0.5642856359481812,
    0.09661828726530075,
    0.3706895411014557,
    0.22831043601036072,
    0.6292133331298828,
    0.5387753844261169,
    0.1596243679523468,
    0.16455689072608948,
    0.2727271616458893,
    0.13145533204078674,
    0.2482757866382599,
    0.629441499710083,
    0.35714274644851685,
    0.22784802317619324,
    0.47963786125183105,
    0.39805811643600464,
    0.30697670578956604,
    0.22222216427326202,
    0.33777767419815063,
    0.3091786503791809,
    0.45398759841918945,
    0.18749994039535522,
    0.1836734265089035,
    0.5781989693641663,
    0.4907974302768707,
    0.3417084515094757,
    0.3121386468410492,
    0.14634139835834503,
    0.28897330164909363
   ],
   "time": 18.16681415773928,
   "param": null
  },
  {
   "epoch": 94,
   "train_loss": 0.02429121918976307,
   "val_loss": 3.625692844390869,
   "acc": 35.19,
   "f1": [
    0.6146787405014038,
    0.4170615077018738,
    0.28571420907974243,
    0.1916166990995407,
    0.19047614932060242,
    0.3152172863483429,
    0.39378228783607483,
    0.336633563041687,
    0.3195875287055969,
    0.4659089744091034,
    0.19459453225135803,
    0.2424241602420807,
    0.3783782720565796,
    0.2840908169746399,
    0.21621613204479218,
    0.24074065685272217,
    0.3670884966850281,
    0.49411752820014954,
    0.22916659712791443,
    0.22134381532669067,
    0.6666665077209473,
    0.5381165146827698,
    0.34343424439430237,
    0.46242761611938477,
    0.6079294085502625,
    0.24999991059303284,
    0.26244333386421204,
    0.24107137322425842,
    0.547485888004303,
    0.3797467350959778,
    0.4466018080711365,
    0.22797919809818268,
    0.26540276408195496,
    0.33928561210632324,
    0.22522515058517456,
    0.17435890436172485,
    0.3677128851413727,
    0.1499999314546585,
    0.2348177433013916,
    0.4907405972480774,
    0.38144323229789734,
    0.6111109852790833,
    0.3211008310317993,
    0.28193822503089905,
    0.14285708963871002,
    0.1748633086681366,
    0.18181811273097992,
    0.45248857140541077,
    0.44808733463287354,
    0.3999998867511749,
    0.16842098534107208,
    0.3060108423233032,
    0.5309733152389526,
    0.5825241804122925,
    0.39111098647117615,
    0.16184966266155243,
    0.49746179580688477,
    0.3592813014984131,
    0.3885713219642639,
    0.2762430012226105,
    0.704845666885376,
    0.48044681549072266,
    0.45581385493278503,
    0.3389829397201538,
    0.1900825798511505,
    0.1746724247932434,
    0.16438350081443787,
    0.2536584436893463,
    0.7192116975784302,
    0.6120217442512512,
    0.3738316595554352,
    0.563380241394043,
    0.07692302018404007,
    0.32365134358406067,
    0.2475246638059616,
    0.6629211902618408,
    0.6019416451454163,
    0.12021850794553757,
    0.18749994039535522,
    0.28846150636672974,
    0.1596243679523468,
    0.2723003923892975,
    0.6521738171577454,
    0.36514514684677124,
    0.22510816156864166,
    0.426778107881546,
    0.45054933428764343,
    0.3389829397201538,
    0.22325573861598969,
    0.31999990344047546,
    0.25777769088745117,
    0.4835163354873657,
    0.21686740219593048,
    0.25870639085769653,
    0.5578945875167847,
    0.45454537868499756,
    0.33492809534072876,
    0.29743579030036926,
    0.13496926426887512,
    0.3314284682273865
   ],
   "time": 18.28648538235575,
   "param": null
  },
  {
   "epoch": 95,
   "train_loss": 0.006604052614420652,
   "val_loss": 3.5999977588653564,
   "acc": 35.75,
   "f1": [
    0.6947367191314697,
    0.43946176767349243,
    0.32989683747291565,
    0.20858889818191528,
    0.1835748255252838,
    0.2795697748661041,
    0.40796008706092834,
    0.37305691838264465,
    0.35602086782455444,
    0.4772725999355316,
    0.2243901938199997,
    0.23469379544258118,
    0.31999990344047546,
    0.27272719144821167,
    0.23036640882492065,
    0.253807008266449,
    0.3636362850666046,
    0.49107134342193604,
    0.2173912227153778,
    0.20276491343975067,
    0.6368157267570496,
    0.5314008593559265,
    0.32804223895072937,
    0.5906734466552734,
    0.6515835523605347,
    0.23170723021030426,
    0.2815532982349396,
    0.21978014707565308,
    0.5666665434837341,
    0.36144572496414185,
    0.4148147404193878,
    0.3168315887451172,
    0.32258057594299316,
    0.26190468668937683,
    0.2719297707080841,
    0.1843317300081253,
    0.382978618144989,
    0.13861380517482758,
    0.20091316103935242,
    0.5087717771530151,
    0.4086019992828369,
    0.6077346205711365,
    0.3369564116001129,
    0.26341456174850464,
    0.10638291388750076,
    0.21999992430210114,
    0.23863628506660461,
    0.45320188999176025,
    0.4593299925327301,
    0.38993698358535767,
    0.17204295098781586,
    0.309278279542923,
    0.5233643651008606,
    0.6343611478805542,
    0.4125559628009796,
    0.1596243679523468,
    0.47619035840034485,
    0.40718549489974976,
    0.39583319425582886,
    0.35294109582901,
    0.6861923336982727,
    0.43749991059303284,
    0.45544540882110596,
    0.3542855978012085,
    0.1775147169828415,
    0.20388342440128326,
    0.18478251993656158,
    0.23076918721199036,
    0.7010307908058167,
    0.589371919631958,
    0.3714284896850586,
    0.558139443397522,
    0.10638291388750076,
    0.29665064811706543,
    0.1900825798511505,
    0.6464645266532898,
    0.6444442868232727,
    0.1556885540485382,
    0.18811874091625214,
    0.2560974657535553,
    0.17435890436172485,
    0.2699999213218689,
    0.6634145379066467,
    0.37373724579811096,
    0.22702695429325104,
    0.38888877630233765,
    0.4656083285808563,
    0.31999990344047546,
    0.22222216427326202,
    0.30567678809165955,
    0.28820955753326416,
    0.4408162534236908,
    0.2558138370513916,
    0.2376236915588379,
    0.6349205374717712,
    0.44705867767333984,
    0.31632643938064575,
    0.28571420907974243,
    0.16666659712791443,
    0.3441859781742096
   ],
   "time": 18.200283802114427,
   "param": null
  },
  {
   "epoch": 96,
   "train_loss": 0.008551834151148796,
   "val_loss": 3.2995693683624268,
   "acc": 35.71,
   "f1": [
    0.653465211391449,
    0.40637436509132385,
    0.31088075041770935,
    0.21965309977531433,
    0.17796602845191956,
    0.26666656136512756,
    0.39778995513916016,
    0.36046499013900757,
    0.3409090042114258,
    0.4692735970020294,
    0.21989519894123077,
    0.24154582619667053,
    0.3523315489292145,
    0.2658958435058594,
    0.2430938482284546,
    0.29245272278785706,
    0.34782594442367554,
    0.5229355692863464,
    0.17333325743675232,
    0.19811314344406128,
    0.639593780040741,
    0.5022420287132263,
    0.3508770763874054,
    0.45283007621765137,
    0.5932202339172363,
    0.1857142299413681,
    0.29189181327819824,
    0.1645020991563797,
    0.5578945875167847,
    0.3874998986721039,
    0.40174663066864014,
    0.22680403292179108,
    0.29850736260414124,
    0.2786068916320801,
    0.3133639991283417,
    0.1706160604953766,
    0.4043714702129364,
    0.1395348161458969,
    0.22330091893672943,
    0.5463413596153259,
    0.36792439222335815,
    0.6483515501022339,
    0.3286384046077728,
    0.26666659116744995,
    0.17391300201416016,
    0.21111102402210236,
    0.1965317279100418,
    0.47787603735923767,
    0.46632111072540283,
    0.37288129329681396,
    0.1704544872045517,
    0.3141360282897949,
    0.4919784665107727,
    0.5974025130271912,
    0.35416656732559204,
    0.14772720634937286,
    0.5106381177902222,
    0.3463686406612396,
    0.43428558111190796,
    0.32978713512420654,
    0.5827337503433228,
    0.5217389464378357,
    0.47004595398902893,
    0.36269423365592957,
    0.14117640256881714,
    0.20779213309288025,
    0.22222214937210083,
    0.2436974197626114,
    0.661290168762207,
    0.5791853666305542,
    0.36815908551216125,
    0.5223879218101501,
    0.08247417211532593,
    0.38139525055885315,
    0.18421044945716858,
    0.6363635063171387,
    0.6592177152633667,
    0.13714279234409332,
    0.17241372168064117,
    0.2829267382621765,
    0.17085421085357666,
    0.2944784462451935,
    0.6542055010795593,
    0.4158414602279663,
    0.23958325386047363,
    0.4100417494773865,
    0.4145076870918274,
    0.34972667694091797,
    0.2065216600894928,
    0.3113206624984741,
    0.3170730471611023,
    0.43749991059303284,
    0.30366483330726624,
    0.24489787220954895,
    0.6074764728546143,
    0.4656083285808563,
    0.34821417927742004,
    0.3157894015312195,
    0.14906825125217438,
    0.3804876506328583
   ],
   "time": 17.995970985852182,
   "param": null
  },
  {
   "epoch": 97,
   "train_loss": 0.0037668212316930294,
   "val_loss": 3.1813747882843018,
   "acc": 36.54,
   "f1": [
    0.6634145379066467,
    0.4112148582935333,
    0.29268285632133484,
    0.22988496720790863,
    0.18502195179462433,
    0.2583731412887573,
    0.4059404730796814,
    0.38709667325019836,
    0.34224584698677063,
    0.4861876964569092,
    0.1965317279100418,
    0.24719089269638062,
    0.4020099639892578,
    0.26086944341659546,
    0.22916659712791443,
    0.2430938482284546,
    0.3575417995452881,
    0.5112106204032898,
    0.23300965130329132,
    0.2488037496805191,
    0.6600984334945679,
    0.5296802520751953,
    0.32989683747291565,
    0.5444443225860596,
    0.6422017216682434,
    0.20091316103935242,
    0.28571420907974243,
    0.20535708963871002,
    0.5760868191719055,
    0.3908045291900635,
    0.39826828241348267,
    0.2914571762084961,
    0.320441871881485,
    0.26540276408195496,
    0.2909089922904968,
    0.1914892941713333,
    0.3775508999824524,
    0.17616572976112366,
    0.22748807072639465,
    0.5384613871574402,
    0.3696681261062622,
    0.6338796615600586,
    0.35121941566467285,
    0.32456132769584656,
    0.12935318052768707,
    0.2244897186756134,
    0.2117646485567093,
    0.4594593644142151,
    0.4670049846172333,
    0.42727261781692505,
    0.1657457947731018,
    0.3240739703178406,
    0.5084744095802307,
    0.6167399883270264,
    0.3592231869697571,
    0.13861380517482758,
    0.4974091649055481,
    0.3636362552642822,
    0.4530385434627533,
    0.3316582143306732,
    0.7217390537261963,
    0.5049503445625305,
    0.4878047704696655,
    0.34523800015449524,
    0.18784524500370026,
    0.20095685124397278,
    0.2258063703775406,
    0.22857137024402618,
    0.6903551816940308,
    0.585152804851532,
    0.39252325892448425,
    0.5529952645301819,
    0.11049716919660568,
    0.3568074107170105,
    0.19555547833442688,
    0.666666567325592,
    0.6231154203414917,
    0.2021275758743286,
    0.22797919809818268,
    0.3169397711753845,
    0.16326524317264557,
    0.2934781610965729,
    0.6538460850715637,
    0.35602086782455444,
    0.24875615537166595,
    0.43921560049057007,
    0.42931926250457764,
    0.3584904372692108,
    0.22916659712791443,
    0.3318384885787964,
    0.3253587782382965,
    0.47161564230918884,
    0.2580644488334656,
    0.2470587193965912,
    0.5858584046363831,
    0.49214646220207214,
    0.34920623898506165,
    0.29951682686805725,
    0.16867463290691376,
    0.3315507173538208
   ],
   "time": 17.80563541688025,
   "param": null
  },
  {
   "epoch": 98,
   "train_loss": 0.002892174758017063,
   "val_loss": 3.0868566036224365,
   "acc": 37.1,
   "f1": [
    0.6633662581443787,
    0.45581385493278503,
    0.2955664098262787,
    0.21686740219593048,
    0.16666659712791443,
    0.2673266530036926,
    0.42857128381729126,
    0.4226802885532379,
    0.3482586145401001,
    0.49484527111053467,
    0.1899440735578537,
    0.23280414938926697,
    0.3711339235305786,
    0.28260859847068787,
    0.21989519894123077,
    0.2577318847179413,
    0.3555554449558258,
    0.5087717771530151,
    0.2564101815223694,
    0.23584897816181183,
    0.6633662581443787,
    0.555065929889679,
    0.31999990344047546,
    0.5833332538604736,
    0.6511626243591309,
    0.2116401493549347,
    0.2812499403953552,
    0.2010049670934677,
    0.574585497379303,
    0.39520949125289917,
    0.41568616032600403,
    0.31279608607292175,
    0.30939218401908875,
    0.3167419731616974,
    0.2661289572715759,
    0.20487797260284424,
    0.3743841052055359,
    0.18274106085300446,
    0.2347417026758194,
    0.535353422164917,
    0.38974347710609436,
    0.6630433797836304,
    0.33816415071487427,
    0.2956520915031433,
    0.1333332657814026,
    0.20111726224422455,
    0.21428564190864563,
    0.5023695826530457,
    0.4834122061729431,
    0.44670039415359497,
    0.16666659712791443,
    0.31034475564956665,
    0.5358850359916687,
    0.6106193661689758,
    0.3577980697154999,
    0.1704544872045517,
    0.5257730484008789,
    0.3736262619495392,
    0.43956032395362854,
    0.3248729705810547,
    0.7407405376434326,
    0.5280897617340088,
    0.47572803497314453,
    0.3934425115585327,
    0.1658536046743393,
    0.22009563446044922,
    0.24083760380744934,
    0.2727271616458893,
    0.6930691599845886,
    0.6132074594497681,
    0.362790584564209,
    0.5990337133407593,
    0.10112354159355164,
    0.3348415493965149,
    0.23255807161331177,
    0.6568626165390015,
    0.6320753693580627,
    0.21965309977531433,
    0.22346359491348267,
    0.2938387989997864,
    0.1835748255252838,
    0.26666656136512756,
    0.6666665077209473,
    0.3804876506328583,
    0.24271836876869202,
    0.42790690064430237,
    0.44559577107429504,
    0.33816415071487427,
    0.22222214937210083,
    0.33789944648742676,
    0.32558128237724304,
    0.510416567325592,
    0.25906726717948914,
    0.22459883987903595,
    0.6108372807502747,
    0.4919784665107727,
    0.3251230716705322,
    0.3167419731616974,
    0.14545448124408722,
    0.3350784480571747
   ],
   "time": 18.17006330471486,
   "param": null
  },
  {
   "epoch": 99,
   "train_loss": 0.0024787159636616707,
   "val_loss": 3.295055627822876,
   "acc": 37.56,
   "f1": [
    0.6633662581443787,
    0.45248857140541077,
    0.30046939849853516,
    0.2485205978155136,
    0.18536579608917236,
    0.2898550033569336,
    0.42051267623901367,
    0.3957218527793884,
    0.35714274644851685,
    0.5026176571846008,
    0.17877088487148285,
    0.22797919809818268,
    0.38190943002700806,
    0.29032251238822937,
    0.22459883987903595,
    0.24210518598556519,
    0.35714277625083923,
    0.5371899604797363,
    0.24598921835422516,
    0.23364479839801788,
    0.6407765746116638,
    0.543859601020813,
    0.33502528071403503,
    0.579234778881073,
    0.6603772640228271,
    0.2127658873796463,
    0.2944161295890808,
    0.20512813329696655,
    0.5863873362541199,
    0.3882351815700531,
    0.44444432854652405,
    0.30303022265434265,
    0.30270257592201233,
    0.3047617971897125,
    0.28813549876213074,
    0.194871723651886,
    0.3653844892978668,
    0.18536579608917236,
    0.25125616788864136,
    0.5445543527603149,
    0.37563440203666687,
    0.6480445265769958,
    0.35748788714408875,
    0.2995593845844269,
    0.14285708963871002,
    0.1989527940750122,
    0.20224712789058685,
    0.46956515312194824,
    0.48803818225860596,
    0.4670049846172333,
    0.17204295098781586,
    0.326315701007843,
    0.5384615063667297,
    0.6052630543708801,
    0.37209296226501465,
    0.15757569670677185,
    0.5257730484008789,
    0.3736262619495392,
    0.446808397769928,
    0.3299999237060547,
    0.7348835468292236,
    0.5297296643257141,
    0.47619035840034485,
    0.38918909430503845,
    0.1938774734735489,
    0.2116401493549347,
    0.2528734505176544,
    0.2741115987300873,
    0.6790696382522583,
    0.6418603658676147,
    0.38647329807281494,
    0.6066349744796753,
    0.10752681642770767,
    0.3677128851413727,
    0.21719448268413544,
    0.6502462029457092,
    0.6146787405014038,
    0.1868131160736084,
    0.22916659712791443,
    0.2955664098262787,
    0.18181811273097992,
    0.25490185618400574,
    0.672810971736908,
    0.3999999165534973,
    0.24509796500205994,
    0.4615383744239807,
    0.4299998879432678,
    0.3743841052055359,
    0.2256409376859665,
    0.3524228036403656,
    0.319248765707016,
    0.5188678503036499,
    0.26373615860939026,
    0.2444443702697754,
    0.6153844594955444,
    0.505154550075531,
    0.31632643938064575,
    0.32432422041893005,
    0.13872826099395752,
    0.34042540192604065
   ],
   "time": 18.246025008149445,
   "param": null
  },
  {
   "epoch": 100,
   "train_loss": 0.002476481255143881,
   "val_loss": 3.0745441913604736,
   "acc": 37.51,
   "f1": [
    0.653658390045166,
    0.4495411515235901,
    0.30097079277038574,
    0.239999920129776,
    0.1722487509250641,
    0.2647058069705963,
    0.41176459193229675,
    0.4248703718185425,
    0.34999990463256836,
    0.4923075735569,
    0.18079088628292084,
    0.20833326876163483,
    0.39378228783607483,
    0.2810809910297394,
    0.211055189371109,
    0.25396814942359924,
    0.37426888942718506,
    0.5276594758033752,
    0.23655906319618225,
    0.24390237033367157,
    0.6635069251060486,
    0.5321887135505676,
    0.32989683747291565,
    0.5837836861610413,
    0.6603772640228271,
    0.22797919809818268,
    0.30150744318962097,
    0.22797919809818268,
    0.5957446098327637,
    0.4023667275905609,
    0.4415583610534668,
    0.29906532168388367,
    0.3111110329627991,
    0.3119265139102936,
    0.27755096554756165,
    0.20202013850212097,
    0.364531934261322,
    0.17708326876163483,
    0.2705313265323639,
    0.5499998927116394,
    0.39378228783607483,
    0.6630433797836304,
    0.33333322405815125,
    0.30303022265434265,
    0.1194029152393341,
    0.2099446803331375,
    0.19889496266841888,
    0.4884791076183319,
    0.4857141971588135,
    0.4432988464832306,
    0.15999993681907654,
    0.31746023893356323,
    0.5358850359916687,
    0.5840706825256348,
    0.3738316595554352,
    0.16091948747634888,
    0.5408161878585815,
    0.38502663373947144,
    0.4565216302871704,
    0.3265305161476135,
    0.7348835468292236,
    0.5157893896102905,
    0.4780486822128296,
    0.3979056477546692,
    0.1862744390964508,
    0.19191910326480865,
    0.24598921835422516,
    0.26315781474113464,
    0.7093595266342163,
    0.6296295523643494,
    0.3846152722835541,
    0.6055043935775757,
    0.11111104488372803,
    0.3703702688217163,
    0.23529402911663055,
    0.6502462029457092,
    0.6055043935775757,
    0.20111726224422455,
    0.23115570843219757,
    0.3047617971897125,
    0.17840369045734406,
    0.2842104732990265,
    0.6763284206390381,
    0.3846152722835541,
    0.2524271011352539,
    0.4545453190803528,
    0.4491977095603943,
    0.35714274644851685,
    0.228260800242424,
    0.3228698670864105,
    0.3203882575035095,
    0.5071768760681152,
    0.28260859847068787,
    0.23529404401779175,
    0.6341462135314941,
    0.502564013004303,
    0.30526304244995117,
    0.30555546283721924,
    0.14689259231090546,
    0.32989683747291565
   ],
   "time": 18.46722829248756,
   "param": null
  },
  {
   "epoch": 101,
   "train_loss": 0.003578864736482501,
   "val_loss": 2.8271446228027344,
   "acc": 37.66,
   "f1": [
    0.6507176160812378,
    0.44976064562797546,
    0.322274774312973,
    0.21951214969158173,
    0.1642511636018753,
    0.2745097279548645,
    0.43298953771591187,
    0.3979056477546692,
    0.3517586886882782,
    0.49484527111053467,
    0.20320846140384674,
    0.23958325386047363,
    0.39795905351638794,
    0.2934781610965729,
    0.21989519894123077,
    0.25668442249298096,
    0.3720929026603699,
    0.5083332657814026,
    0.24175815284252167,
    0.24545449018478394,
    0.6634145379066467,
    0.5511109828948975,
    0.33502528071403503,
    0.5567008852958679,
    0.6454544067382812,
    0.2176164984703064,
    0.29629620909690857,
    0.2121211439371109,
    0.5999999046325684,
    0.40718549489974976,
    0.4425530731678009,
    0.30555546283721924,
    0.30939218401908875,
    0.3084111213684082,
    0.27385884523391724,
    0.2127658873796463,
    0.3609755337238312,
    0.16243648529052734,
    0.26341456174850464,
    0.5490195155143738,
    0.3959389626979828,
    0.6629211902618408,
    0.372548907995224,
    0.29906532168388367,
    0.13592226803302765,
    0.19999992847442627,
    0.20571422576904297,
    0.47577083110809326,
    0.48076915740966797,
    0.4646463394165039,
    0.17241372168064117,
    0.33333322405815125,
    0.528846025466919,
    0.5811964869499207,
    0.3714284896850586,
    0.15757569670677185,
    0.5326631665229797,
    0.38636353611946106,
    0.4565216302871704,
    0.32835814356803894,
    0.7393363118171692,
    0.5161289572715759,
    0.4854367673397064,
    0.37696322798728943,
    0.17821775376796722,
    0.21359217166900635,
    0.24870456755161285,
    0.23589736223220825,
    0.6826921701431274,
    0.6098653674125671,
    0.39810416102409363,
    0.6090908050537109,
    0.09890103340148926,
    0.3778800964355469,
    0.24154582619667053,
    0.6567163467407227,
    0.5972849726676941,
    0.2116401493549347,
    0.2288556545972824,
    0.2815532982349396,
    0.1836734265089035,
    0.2722512185573578,
    0.679245114326477,
    0.3842363655567169,
    0.26086950302124023,
    0.46082934737205505,
    0.4278606176376343,
    0.39622631669044495,
    0.23157887160778046,
    0.3287670314311981,
    0.3286384046077728,
    0.5192306637763977,
    0.2793295085430145,
    0.251428484916687,
    0.6249998807907104,
    0.5125626921653748,
    0.29473677277565,
    0.319248765707016,
    0.14285707473754883,
    0.3367346227169037
   ],
   "time": 18.12700852751732,
   "param": null
  },
  {
   "epoch": 102,
   "train_loss": 0.005792890675365925,
   "val_loss": 2.94030499458313,
   "acc": 38.03,
   "f1": [
    0.6634145379066467,
    0.4593299925327301,
    0.31632643938064575,
    0.262857049703598,
    0.16915416717529297,
    0.28999990224838257,
    0.4271843731403351,
    0.41884803771972656,
    0.3465345501899719,
    0.5026176571846008,
    0.20809243619441986,
    0.22459883987903595,
    0.3917524814605713,
    0.299465149641037,
    0.22680403292179108,
    0.26136353611946106,
    0.36470577120780945,
    0.5299144387245178,
    0.2622949779033661,
    0.23923437297344208,
    0.6568626165390015,
    0.5454544425010681,
    0.32835814356803894,
    0.5654449462890625,
    0.6543776988983154,
    0.21538454294204712,
    0.3101603388786316,
    0.22772268950939178,
    0.594594419002533,
    0.3905324339866638,
    0.44725728034973145,
    0.2938387989997864,
    0.32748526334762573,
    0.31390124559402466,
    0.2904563546180725,
    0.22105254232883453,
    0.36633655428886414,
    0.16326524317264557,
    0.27488142251968384,
    0.5517240166664124,
    0.37563440203666687,
    0.659340500831604,
    0.37320560216903687,
    0.31627896428108215,
    0.14563101530075073,
    0.208791121840477,
    0.23728805780410767,
    0.47321414947509766,
    0.4905658960342407,
    0.45685264468193054,
    0.1647058129310608,
    0.31914883852005005,
    0.5308055877685547,
    0.5982142090797424,
    0.3677128851413727,
    0.1754385232925415,
    0.5326631665229797,
    0.38502663373947144,
    0.45263150334358215,
    0.3316582143306732,
    0.741783857345581,
    0.535519003868103,
    0.4834122061729431,
    0.382978618144989,
    0.1835748255252838,
    0.22222213447093964,
    0.24615377187728882,
    0.26881712675094604,
    0.696517288684845,
    0.623255729675293,
    0.38862547278404236,
    0.6074764728546143,
    0.09999994933605194,
    0.38139525055885315,
    0.24074065685272217,
    0.666666567325592,
    0.6139533519744873,
    0.2173912227153778,
    0.23036640882492065,
    0.29245272278785706,
    0.16346149146556854,
    0.2727271616458893,
    0.6761903762817383,
    0.39215680956840515,
    0.25570768117904663,
    0.4454147219657898,
    0.42639580368995667,
    0.39090898633003235,
    0.2340424805879593,
    0.3364485204219818,
    0.3274335563182831,
    0.5238093733787537,
    0.28260859847068787,
    0.27322396636009216,
    0.6305417418479919,
    0.505154550075531,
    0.2886596620082855,
    0.35023030638694763,
    0.15204671025276184,
    0.3444443643093109
   ],
   "time": 18.040183631703258,
   "param": null
  },
  {
   "epoch": 103,
   "train_loss": 0.004323109518736601,
   "val_loss": 2.8214967250823975,
   "acc": 38.14,
   "f1": [
    0.6542055010795593,
    0.4615383744239807,
    0.31999990344047546,
    0.22352932393550873,
    0.1862744390964508,
    0.30097079277038574,
    0.41148313879966736,
    0.3957218527793884,
    0.34449753165245056,
    0.5026176571846008,
    0.20430098474025726,
    0.2371133416891098,
    0.39583319425582886,
    0.3152172863483429,
    0.2378377616405487,
    0.2780747711658478,
    0.3508770763874054,
    0.5299144387245178,
    0.25396814942359924,
    0.2264150083065033,
    0.653658390045166,
    0.5462183356285095,
    0.345177561044693,
    0.5744680166244507,
    0.6513760089874268,
    0.2072538137435913,
    0.29473677277565,
    0.24083760380744934,
    0.5851062536239624,
    0.3905324339866638,
    0.4493390619754791,
    0.31279608607292175,
    0.31999990344047546,
    0.3167419731616974,
    0.304526686668396,
    0.2127658873796463,
    0.37864065170288086,
    0.16666659712791443,
    0.28571420907974243,
    0.5436891913414001,
    0.4059404730796814,
    0.6594592928886414,
    0.36619704961776733,
    0.32075464725494385,
    0.16267937421798706,
    0.22346359491348267,
    0.21965309977531433,
    0.4799998998641968,
    0.4931505620479584,
    0.45595842599868774,
    0.1656804084777832,
    0.3351350426673889,
    0.5446008443832397,
    0.5991188287734985,
    0.3727271258831024,
    0.17142851650714874,
    0.5492226481437683,
    0.39784935116767883,
    0.4502616822719574,
    0.3316582143306732,
    0.7247704863548279,
    0.5319147706031799,
    0.48803818225860596,
    0.378109335899353,
    0.19289332628250122,
    0.21904754638671875,
    0.2558138370513916,
    0.26315781474113464,
    0.7093595266342163,
    0.6197181344032288,
    0.38738730549812317,
    0.5955554842948914,
    0.10869558900594711,
    0.37914684414863586,
    0.2475246638059616,
    0.6699506640434265,
    0.6111109852790833,
    0.19101116061210632,
    0.23157887160778046,
    0.2786068916320801,
    0.17821775376796722,
    0.2812499403953552,
    0.6893202662467957,
    0.3775508999824524,
    0.2580644190311432,
    0.4339621663093567,
    0.44210511445999146,
    0.403755784034729,
    0.2211054563522339,
    0.3428570628166199,
    0.3167419731616974,
    0.5164318084716797,
    0.2842104732990265,
    0.2541435658931732,
    0.6146340370178223,
    0.5050503611564636,
    0.29787227511405945,
    0.3285022974014282,
    0.15294109284877777,
    0.32978713512420654
   ],
   "time": 17.788791676983237,
   "param": null
  },
  {
   "epoch": 104,
   "train_loss": 0.004182777833193541,
   "val_loss": 2.9095356464385986,
   "acc": 38.2,
   "f1": [
    0.6794257164001465,
    0.45631060004234314,
    0.3251230716705322,
    0.2560974657535553,
    0.17142851650714874,
    0.30769219994544983,
    0.43216070532798767,
    0.4102562665939331,
    0.35294109582901,
    0.5164833664894104,
    0.21111102402210236,
    0.2617800235748291,
    0.39195966720581055,
    0.32160791754722595,
    0.2333332598209381,
    0.2446807622909546,
    0.3563217520713806,
    0.50862056016922,
    0.27777770161628723,
    0.22549012303352356,
    0.6698563694953918,
    0.5454544425010681,
    0.3399999141693115,
    0.5833332538604736,
    0.6481480002403259,
    0.20833326876163483,
    0.3084576427936554,
    0.2564101815223694,
    0.5863873362541199,
    0.3832334280014038,
    0.4358973503112793,
    0.3113206624984741,
    0.32222211360931396,
    0.3286384046077728,
    0.2821575999259949,
    0.2430938482284546,
    0.37209296226501465,
    0.16216209530830383,
    0.26415085792541504,
    0.5588234066963196,
    0.4123710095882416,
    0.659340500831604,
    0.3568074107170105,
    0.3102039694786072,
    0.1559632420539856,
    0.228260800242424,
    0.23463678359985352,
    0.47963786125183105,
    0.4930231273174286,
    0.4615383446216583,
    0.14857135713100433,
    0.3186812400817871,
    0.5370368957519531,
    0.6090908050537109,
    0.38888880610466003,
    0.16853927075862885,
    0.535353422164917,
    0.3885713219642639,
    0.45685264468193054,
    0.32124343514442444,
    0.7305934429168701,
    0.5368419289588928,
    0.4788731336593628,
    0.3763439953327179,
    0.18905465304851532,
    0.21505369246006012,
    0.26666656136512756,
    0.25396814942359924,
    0.7070705890655518,
    0.6350710391998291,
    0.37499985098838806,
    0.6168223023414612,
    0.10989003628492355,
    0.38095229864120483,
    0.23636355996131897,
    0.6764704585075378,
    0.6255922317504883,
    0.1868131160736084,
    0.21319790184497833,
    0.30999991297721863,
    0.1855669468641281,
    0.2599999010562897,
    0.6857141852378845,
    0.3711339235305786,
    0.2629106938838959,
    0.426778107881546,
    0.42639580368995667,
    0.39805811643600464,
    0.22471901774406433,
    0.3157893717288971,
    0.33179715275764465,
    0.5188678503036499,
    0.27472516894340515,
    0.2588233947753906,
    0.62135910987854,
    0.5076140761375427,
    0.3101603388786316,
    0.32258057594299316,
    0.15476183593273163,
    0.3369564116001129
   ],
   "time": 18.145841077901423,
   "param": null
  },
  {
   "epoch": 105,
   "train_loss": 0.0066797323524951935,
   "val_loss": 2.8716039657592773,
   "acc": 38.05,
   "f1": [
    0.6666665077209473,
    0.44444435834884644,
    0.3232322335243225,
    0.23255808651447296,
    0.1682242453098297,
    0.2999999225139618,
    0.40975597500801086,
    0.4183672070503235,
    0.35532984137535095,
    0.5106381177902222,
    0.21978014707565308,
    0.2446807622909546,
    0.3939392864704132,
    0.29896897077560425,
    0.22222214937210083,
    0.2842104732990265,
    0.3720929026603699,
    0.5236050486564636,
    0.26086944341659546,
    0.23853203654289246,
    0.6502462029457092,
    0.5409834980964661,
    0.35714274644851685,
    0.5803107619285583,
    0.6350710391998291,
    0.2234041839838028,
    0.3068782389163971,
    0.23469379544258118,
    0.5925924777984619,
    0.3855420649051666,
    0.44351452589035034,
    0.30697670578956604,
    0.32558128237724304,
    0.31818172335624695,
    0.2953585684299469,
    0.2234041839838028,
    0.37499985098838806,
    0.1675977110862732,
    0.2829267382621765,
    0.5527637004852295,
    0.4102562665939331,
    0.6741572022438049,
    0.35467973351478577,
    0.30697670578956604,
    0.1596243679523468,
    0.2378377616405487,
    0.228571355342865,
    0.47787603735923767,
    0.4705880880355835,
    0.45918354392051697,
    0.1675977110862732,
    0.3386242389678955,
    0.5283017754554749,
    0.5974025130271912,
    0.38139525055885315,
    0.17142851650714874,
    0.5520831942558289,
    0.3917524814605713,
    0.45833322405815125,
    0.3152708411216736,
    0.722222089767456,
    0.5425531268119812,
    0.4734298884868622,
    0.3692306876182556,
    0.17511513829231262,
    0.2176164984703064,
    0.2780747711658478,
    0.2599999010562897,
    0.7236180305480957,
    0.6320753693580627,
    0.3707316219806671,
    0.6175113916397095,
    0.08888882398605347,
    0.37558677792549133,
    0.21568621695041656,
    0.6634145379066467,
    0.6111109852790833,
    0.19672125577926636,
    0.2488037496805191,
    0.2731706500053406,
    0.1855669468641281,
    0.2736841142177582,
    0.6760562062263489,
    0.372548907995224,
    0.2536584436893463,
    0.4366810917854309,
    0.4307691156864166,
    0.3926939368247986,
    0.2211054563522339,
    0.33333322405815125,
    0.3196346163749695,
    0.5247523188591003,
    0.29473677277565,
    0.2658958435058594,
    0.624390184879303,
    0.5052630305290222,
    0.28723397850990295,
    0.33928561210632324,
    0.1494252234697342,
    0.32432422041893005
   ],
   "time": 17.82863385695964,
   "param": null
  },
  {
   "epoch": 106,
   "train_loss": 0.0043848128989338875,
   "val_loss": 2.9669954776763916,
   "acc": 38.06,
   "f1": [
    0.6603772640228271,
    0.4549761712551117,
    0.31999990344047546,
    0.2374998927116394,
    0.16999994218349457,
    0.2914571762084961,
    0.4174756109714508,
    0.3979056477546692,
    0.367346853017807,
    0.5106381177902222,
    0.212290421128273,
    0.22222213447093964,
    0.38541653752326965,
    0.31999990344047546,
    0.2340424805879593,
    0.24210518598556519,
    0.36470577120780945,
    0.5145226716995239,
    0.25555548071861267,
    0.2085307389497757,
    0.653658390045166,
    0.5477177500724792,
    0.35532984137535095,
    0.5882351994514465,
    0.6448596715927124,
    0.20833326876163483,
    0.30366483330726624,
    0.23834188282489777,
    0.5851062536239624,
    0.3999998867511749,
    0.4416665732860565,
    0.31730762124061584,
    0.32748526334762573,
    0.30555546283721924,
    0.29268285632133484,
    0.23036640882492065,
    0.36018943786621094,
    0.1554403454065323,
    0.26600977778434753,
    0.5555554032325745,
    0.39795905351638794,
    0.6519335508346558,
    0.378109335899353,
    0.3097344636917114,
    0.1619046926498413,
    0.23655906319618225,
    0.239999920129776,
    0.4711109697818756,
    0.48598119616508484,
    0.4545453190803528,
    0.17391297221183777,
    0.33333325386047363,
    0.5370368957519531,
    0.6071427464485168,
    0.39111098647117615,
    0.18181811273097992,
    0.5492226481437683,
    0.413043349981308,
    0.45833322405815125,
    0.32804223895072937,
    0.7255812287330627,
    0.5513511896133423,
    0.48309168219566345,
    0.3783782720565796,
    0.18090447783470154,
    0.21538454294204712,
    0.2580644488334656,
    0.25906726717948914,
    0.7179486155509949,
    0.6320753693580627,
    0.36714968085289,
    0.6082947254180908,
    0.10055860131978989,
    0.3669723868370056,
    0.2403845638036728,
    0.6634145379066467,
    0.6139533519744873,
    0.2127658873796463,
    0.25125616788864136,
    0.31884050369262695,
    0.17840369045734406,
    0.2736841142177582,
    0.6859902143478394,
    0.37681150436401367,
    0.23696675896644592,
    0.4493390619754791,
    0.44210511445999146,
    0.39622631669044495,
    0.22222216427326202,
    0.3196346163749695,
    0.3148147463798523,
    0.5120771527290344,
    0.2783504128456116,
    0.280898779630661,
    0.6237622499465942,
    0.518134593963623,
    0.29166659712791443,
    0.3166666030883789,
    0.1494252234697342,
    0.3295453190803528
   ],
   "time": 18.049285384826362,
   "param": null
  },
  {
   "epoch": 107,
   "train_loss": 0.004649804905056953,
   "val_loss": 2.8593785762786865,
   "acc": 38.37,
   "f1": [
    0.6572768688201904,
    0.4454975128173828,
    0.3248729705810547,
    0.2485205978155136,
    0.1722487509250641,
    0.3157894015312195,
    0.4174756109714508,
    0.3979056477546692,
    0.3711339235305786,
    0.5106381177902222,
    0.19999992847442627,
    0.26666656136512756,
    0.39999985694885254,
    0.30208322405815125,
    0.24210518598556519,
    0.27472516894340515,
    0.3764704465866089,
    0.5217390656471252,
    0.26666656136512756,
    0.23350247740745544,
    0.6473428606987,
    0.5583332777023315,
    0.34999990463256836,
    0.5685278177261353,
    0.6451612114906311,
    0.21989519894123077,
    0.3208555281162262,
    0.238805890083313,
    0.5775399804115295,
    0.40476179122924805,
    0.43404245376586914,
    0.31775689125061035,
    0.33128824830055237,
    0.32579174637794495,
    0.28688517212867737,
    0.21538454294204712,
    0.37563440203666687,
    0.17021268606185913,
    0.2843136191368103,
    0.5410627126693726,
    0.4123710095882416,
    0.6524062752723694,
    0.3261801600456238,
    0.3196346163749695,
    0.15458931028842926,
    0.23204411566257477,
    0.23728805780410767,
    0.46491214632987976,
    0.4903845191001892,
    0.45685264468193054,
    0.16091948747634888,
    0.3444443643093109,
    0.5283017754554749,
    0.5932202339172363,
    0.39111098647117615,
    0.1916166990995407,
    0.5380709171295166,
    0.41340771317481995,
    0.474226713180542,
    0.31632643938064575,
    0.7214610576629639,
    0.5513511896133423,
    0.4705880880355835,
    0.38502663373947144,
    0.1869158148765564,
    0.21999992430210114,
    0.2513660192489624,
    0.26315781474113464,
    0.742267906665802,
    0.6168223023414612,
    0.4056602716445923,
    0.6063346862792969,
    0.10227267444133759,
    0.3846152722835541,
    0.22660093009471893,
    0.6570047736167908,
    0.6346153020858765,
    0.20430098474025726,
    0.2525251507759094,
    0.32160791754722595,
    0.20095685124397278,
    0.2694299519062042,
    0.6854459643363953,
    0.3899998664855957,
    0.2686566412448883,
    0.4504503309726715,
    0.4221104085445404,
    0.3999998867511749,
    0.20512813329696655,
    0.33789944648742676,
    0.32034626603126526,
    0.5142855644226074,
    0.29213473200798035,
    0.24719089269638062,
    0.6124400496482849,
    0.507771909236908,
    0.28426387906074524,
    0.3272726535797119,
    0.15204671025276184,
    0.34224584698677063
   ],
   "time": 18.212617069482803,
   "param": null
  },
  {
   "epoch": 108,
   "train_loss": 0.004807888995856047,
   "val_loss": 2.902928590774536,
   "acc": 38.35,
   "f1": [
    0.6635069251060486,
    0.4688993990421295,
    0.3315507173538208,
    0.2312137931585312,
    0.16267937421798706,
    0.3113206624984741,
    0.4154588282108307,
    0.4081631302833557,
    0.3874344527721405,
    0.5026176571846008,
    0.2099446803331375,
    0.26395928859710693,
    0.3917524814605713,
    0.2959182858467102,
    0.21989519894123077,
    0.2887699604034424,
    0.3707864284515381,
    0.5213673710823059,
    0.27322396636009216,
    0.21256029605865479,
    0.6411482095718384,
    0.5394189953804016,
    0.35294109582901,
    0.5786800384521484,
    0.6363635063171387,
    0.2127658873796463,
    0.32222211360931396,
    0.24742262065410614,
    0.5863873362541199,
    0.3882351815700531,
    0.4369746744632721,
    0.3113206624984741,
    0.30857133865356445,
    0.3211008310317993,
    0.2928869426250458,
    0.2233501821756363,
    0.38775497674942017,
    0.17112290859222412,
    0.2870812714099884,
    0.5482232570648193,
    0.4162435233592987,
    0.6740330457687378,
    0.364531934261322,
    0.3090128004550934,
    0.16915416717529297,
    0.22346359491348267,
    0.208791121840477,
    0.4766353964805603,
    0.488262802362442,
    0.4717947542667389,
    0.1758241057395935,
    0.314606636762619,
    0.558139443397522,
    0.600858211517334,
    0.4018690288066864,
    0.17142851650714874,
    0.5326631665229797,
    0.39378228783607483,
    0.45918354392051697,
    0.3076922297477722,
    0.7289717793464661,
    0.5464479923248291,
    0.4734298884868622,
    0.37433144450187683,
    0.20833326876163483,
    0.23280414938926697,
    0.25274714827537537,
    0.23589736223220825,
    0.738461434841156,
    0.6203702688217163,
    0.3599999248981476,
    0.6146787405014038,
    0.11299428343772888,
    0.3867923319339752,
    0.20560741424560547,
    0.6799998879432678,
    0.6118720173835754,
    0.20765019953250885,
    0.24870456755161285,
    0.31155768036842346,
    0.18719203770160675,
    0.26804113388061523,
    0.6763284206390381,
    0.3692306876182556,
    0.2522521913051605,
    0.4549761712551117,
    0.44559577107429504,
    0.3981480300426483,
    0.23589736223220825,
    0.3474177420139313,
    0.3217390477657318,
    0.5167463421821594,
    0.29629620909690857,
    0.2569831311702728,
    0.6046510338783264,
    0.5151513814926147,
    0.3076922297477722,
    0.3275861144065857,
    0.15204671025276184,
    0.3586955666542053
   ],
   "time": 18.26698129530996,
   "param": null
  },
  {
   "epoch": 109,
   "train_loss": 0.0050079552456736565,
   "val_loss": 2.930891275405884,
   "acc": 38.36,
   "f1": [
    0.6574072241783142,
    0.46376800537109375,
    0.32160791754722595,
    0.23728805780410767,
    0.16999994218349457,
    0.3248729705810547,
    0.38139525055885315,
    0.40609124302864075,
    0.367346853017807,
    0.4897957742214203,
    0.19780214130878448,
    0.2599999010562897,
    0.3939392864704132,
    0.30208322405815125,
    0.22797919809818268,
    0.2810809910297394,
    0.3720929026603699,
    0.5240174531936646,
    0.27173903584480286,
    0.210526242852211,
    0.6411482095718384,
    0.5546217560768127,
    0.3636362552642822,
    0.5714284777641296,
    0.6301368474960327,
    0.21538454294204712,
    0.327868789434433,
    0.24999991059303284,
    0.6041665077209473,
    0.40476179122924805,
    0.4415583610534668,
    0.32579174637794495,
    0.2983424663543701,
    0.29951682686805725,
    0.27530357241630554,
    0.20833326876163483,
    0.37623751163482666,
    0.16216209530830383,
    0.2815532982349396,
    0.5595853924751282,
    0.4120602011680603,
    0.6853931546211243,
    0.34123215079307556,
    0.31858399510383606,
    0.1619046926498413,
    0.21111102402210236,
    0.22099439799785614,
    0.4818180501461029,
    0.47619035840034485,
    0.47619032859802246,
    0.16304342448711395,
    0.348314493894577,
    0.558139443397522,
    0.6106193661689758,
    0.3771928548812866,
    0.18604643642902374,
    0.5561496019363403,
    0.3763439953327179,
    0.4499998688697815,
    0.32432422041893005,
    0.722222089767456,
    0.56043940782547,
    0.48076915740966797,
    0.37864065170288086,
    0.1951218843460083,
    0.25668442249298096,
    0.2580644488334656,
    0.24210518598556519,
    0.727272629737854,
    0.6082947254180908,
    0.3540668785572052,
    0.6090908050537109,
    0.10404618829488754,
    0.3946187198162079,
    0.211055189371109,
    0.6699506640434265,
    0.6473428606987,
    0.20320846140384674,
    0.25870639085769653,
    0.32195112109184265,
    0.21568621695041656,
    0.26804113388061523,
    0.6824643611907959,
    0.36633655428886414,
    0.25352105498313904,
    0.44651150703430176,
    0.4278606176376343,
    0.38938042521476746,
    0.23595495522022247,
    0.34123215079307556,
    0.32258057594299316,
    0.5145629644393921,
    0.28571420907974243,
    0.2872926890850067,
    0.6132074594497681,
    0.5263156890869141,
    0.30051806569099426,
    0.3318776488304138,
    0.15204671025276184,
    0.3657141625881195
   ],
   "time": 17.95121180638671,
   "param": null
  },
  {
   "epoch": 110,
   "train_loss": 0.005786536727100611,
   "val_loss": 2.98831844329834,
   "acc": 38.5,
   "f1": [
    0.6425337791442871,
    0.4549761712551117,
    0.3024389147758484,
    0.22988496720790863,
    0.18536579608917236,
    0.2933332622051239,
    0.4466018080711365,
    0.41711217164993286,
    0.38144323229789734,
    0.49999988079071045,
    0.20224712789058685,
    0.2577318847179413,
    0.3939392864704132,
    0.3367346227169037,
    0.2333332598209381,
    0.30051806569099426,
    0.38150280714035034,
    0.49999988079071045,
    0.26881712675094604,
    0.21568621695041656,
    0.6445496082305908,
    0.5361700654029846,
    0.3723403513431549,
    0.5906734466552734,
    0.635944664478302,
    0.210526242852211,
    0.32804223895072937,
    0.2446807622909546,
    0.5957446098327637,
    0.4022987186908722,
    0.438016414642334,
    0.3348836302757263,
    0.29473677277565,
    0.34905651211738586,
    0.3025209605693817,
    0.23364479839801788,
    0.37320560216903687,
    0.15217386186122894,
    0.2786068916320801,
    0.5482232570648193,
    0.4120602011680603,
    0.6779659986495972,
    0.3599999248981476,
    0.31623923778533936,
    0.16080394387245178,
    0.228260800242424,
    0.208791121840477,
    0.4727271497249603,
    0.4878047704696655,
    0.4924621880054474,
    0.15204671025276184,
    0.329670250415802,
    0.5566036701202393,
    0.5941421389579773,
    0.385650098323822,
    0.1764705330133438,
    0.5561496019363403,
    0.3934425115585327,
    0.4615383446216583,
    0.306122362613678,
    0.7255812287330627,
    0.5414363145828247,
    0.49261072278022766,
    0.3771427571773529,
    0.19587622582912445,
    0.20833326876163483,
    0.26136353611946106,
    0.24742262065410614,
    0.7029701471328735,
    0.6197181344032288,
    0.390243798494339,
    0.587719202041626,
    0.11428564786911011,
    0.38834938406944275,
    0.22222214937210083,
    0.6538460850715637,
    0.6090908050537109,
    0.20202013850212097,
    0.2105262726545334,
    0.336633563041687,
    0.2243901938199997,
    0.2736841142177582,
    0.6923075318336487,
    0.35897424817085266,
    0.25352105498313904,
    0.44339612126350403,
    0.42639580368995667,
    0.39449530839920044,
    0.22916659712791443,
    0.35294109582901,
    0.34123215079307556,
    0.53465336561203,
    0.29032251238822937,
    0.2513660192489624,
    0.6027396321296692,
    0.5273630023002625,
    0.31249991059303284,
    0.33333322405815125,
    0.18079088628292084,
    0.34736835956573486
   ],
   "time": 18.027028687298298,
   "param": null
  },
  {
   "epoch": 111,
   "train_loss": 0.004755196161568165,
   "val_loss": 2.82209849357605,
   "acc": 38.48,
   "f1": [
    0.6666665077209473,
    0.43518510460853577,
    0.3131312429904938,
    0.251428484916687,
    0.17171710729599,
    0.309859037399292,
    0.4259258210659027,
    0.4042551815509796,
    0.36842095851898193,
    0.5053762197494507,
    0.20111726224422455,
    0.26666656136512756,
    0.37305691838264465,
    0.32835814356803894,
    0.22797919809818268,
    0.2727271616458893,
    0.3720929026603699,
    0.5089284181594849,
    0.26666656136512756,
    0.22660093009471893,
    0.6445496082305908,
    0.5677964687347412,
    0.35897424817085266,
    0.5771142840385437,
    0.6418603658676147,
    0.2094240039587021,
    0.32978713512420654,
    0.25125616788864136,
    0.6145831942558289,
    0.3882351815700531,
    0.447368323802948,
    0.3301886022090912,
    0.3157894015312195,
    0.35023030638694763,
    0.2991451919078827,
    0.23300965130329132,
    0.39195966720581055,
    0.13186806440353394,
    0.27102795243263245,
    0.5445543527603149,
    0.41884803771972656,
    0.6666665077209473,
    0.3592231869697571,
    0.31279608607292175,
    0.16666659712791443,
    0.2176164984703064,
    0.228571355342865,
    0.4705880880355835,
    0.492890864610672,
    0.47474732995033264,
    0.15730330348014832,
    0.32584258913993835,
    0.5446008443832397,
    0.5999999046325684,
    0.38766512274742126,
    0.15909084677696228,
    0.5463916063308716,
    0.4042551815509796,
    0.45918354392051697,
    0.29896897077560425,
    0.7358488440513611,
    0.5543476939201355,
    0.48756206035614014,
    0.3783782720565796,
    0.19607838988304138,
    0.24210518598556519,
    0.2727271616458893,
    0.2526314854621887,
    0.7199999094009399,
    0.623255729675293,
    0.37320560216903687,
    0.6027396321296692,
    0.09890103340148926,
    0.40552979707717896,
    0.2115383893251419,
    0.6507176160812378,
    0.6403939127922058,
    0.19459453225135803,
    0.2547169029712677,
    0.3248729705810547,
    0.1970442682504654,
    0.24509796500205994,
    0.6854459643363953,
    0.3842363655567169,
    0.2599999010562897,
    0.44239622354507446,
    0.4242422580718994,
    0.3981480300426483,
    0.24271836876869202,
    0.34666651487350464,
    0.32075464725494385,
    0.5213268995285034,
    0.29166659712791443,
    0.28571417927742004,
    0.6153844594955444,
    0.5185183882713318,
    0.30526304244995117,
    0.3304346799850464,
    0.1656804084777832,
    0.3575417995452881
   ],
   "time": 18.267704797908664,
   "param": null
  },
  {
   "epoch": 112,
   "train_loss": 0.005428534001111984,
   "val_loss": 3.0282318592071533,
   "acc": 38.37,
   "f1": [
    0.6699027419090271,
    0.4454975128173828,
    0.31730762124061584,
    0.20930226147174835,
    0.1747572273015976,
    0.28846150636672974,
    0.4319247901439667,
    0.41666656732559204,
    0.37696322798728943,
    0.5053762197494507,
    0.20454540848731995,
    0.26455017924308777,
    0.3894736170768738,
    0.3141360282897949,
    0.23280414938926697,
    0.2886596620082855,
    0.3657141625881195,
    0.5022025108337402,
    0.27173903584480286,
    0.24390237033367157,
    0.6473428606987,
    0.5400842428207397,
    0.35532984137535095,
    0.5899998545646667,
    0.635944664478302,
    0.210526242852211,
    0.32258057594299316,
    0.24630534648895264,
    0.5925924777984619,
    0.3882351815700531,
    0.4416665732860565,
    0.3364485204219818,
    0.3068180978298187,
    0.35185176134109497,
    0.3037974238395691,
    0.20430098474025726,
    0.37623751163482666,
    0.1390373706817627,
    0.27884605526924133,
    0.5320196151733398,
    0.41414129734039307,
    0.6703909635543823,
    0.35071080923080444,
    0.30621999502182007,
    0.17171710729599,
    0.211055189371109,
    0.23255808651447296,
    0.4748857021331787,
    0.4949493706226349,
    0.4899998903274536,
    0.18079088628292084,
    0.32584258913993835,
    0.5296802520751953,
    0.614718496799469,
    0.3983401656150818,
    0.1639343500137329,
    0.5473682880401611,
    0.3934425115585327,
    0.4795917272567749,
    0.30270257592201233,
    0.7348835468292236,
    0.5543476939201355,
    0.4734298884868622,
    0.3820223808288574,
    0.18867918848991394,
    0.22222213447093964,
    0.2340424805879593,
    0.2783504128456116,
    0.742267906665802,
    0.6320753693580627,
    0.3861384987831116,
    0.6055043935775757,
    0.10989003628492355,
    0.38053086400032043,
    0.21568621695041656,
    0.6507176160812378,
    0.6255922317504883,
    0.19780214130878448,
    0.24210518598556519,
    0.32835814356803894,
    0.1869158148765564,
    0.25490185618400574,
    0.6886791586875916,
    0.36815908551216125,
    0.25870639085769653,
    0.4454975128173828,
    0.42051267623901367,
    0.4170615077018738,
    0.2403845638036728,
    0.3425924777984619,
    0.3228698670864105,
    0.504761815071106,
    0.299465149641037,
    0.25906726717948914,
    0.6176469922065735,
    0.534031331539154,
    0.29896897077560425,
    0.3247862458229065,
    0.1734103411436081,
    0.3522725999355316
   ],
   "time": 17.905054539442062,
   "param": null
  },
  {
   "epoch": 113,
   "train_loss": 0.0072999256663024426,
   "val_loss": 2.7969017028808594,
   "acc": 38.48,
   "f1": [
    0.6602869629859924,
    0.4622640609741211,
    0.31155768036842346,
    0.22485199570655823,
    0.17142851650714874,
    0.2870369255542755,
    0.4154588282108307,
    0.40641695261001587,
    0.3894736170768738,
    0.5164833664894104,
    0.21111102402210236,
    0.2613064646720886,
    0.3775508999824524,
    0.3299999237060547,
    0.21989519894123077,
    0.30208322405815125,
    0.3636362850666046,
    0.4978164732456207,
    0.25555548071861267,
    0.2347417026758194,
    0.6439023613929749,
    0.5528453588485718,
    0.3469386696815491,
    0.572916567325592,
    0.6384975910186768,
    0.21538454294204712,
    0.3208555281162262,
    0.25945934653282166,
    0.5999999046325684,
    0.39520949125289917,
    0.43881845474243164,
    0.33333322405815125,
    0.30939218401908875,
    0.3478260338306427,
    0.2938774824142456,
    0.21538454294204712,
    0.38775497674942017,
    0.13978487253189087,
    0.28426387906074524,
    0.5365853309631348,
    0.4120602011680603,
    0.6483515501022339,
    0.34862375259399414,
    0.3090128004550934,
    0.18274106085300446,
    0.21621613204479218,
    0.2234041839838028,
    0.4770641028881073,
    0.4744184911251068,
    0.46231144666671753,
    0.16279064118862152,
    0.3444443643093109,
    0.5462961196899414,
    0.6086955070495605,
    0.3999999165534973,
    0.15999993681907654,
    0.5527637004852295,
    0.40659332275390625,
    0.45595842599868774,
    0.3157893717288971,
    0.7289717793464661,
    0.563535749912262,
    0.4666665494441986,
    0.3841806650161743,
    0.19289332628250122,
    0.23589736223220825,
    0.2513660192489624,
    0.26395928859710693,
    0.727272629737854,
    0.6291078925132751,
    0.37558677792549133,
    0.6133331656455994,
    0.12087904661893845,
    0.3827749788761139,
    0.21698106825351715,
    0.6666665077209473,
    0.6439023613929749,
    0.19565211236476898,
    0.24528293311595917,
    0.306122362613678,
    0.21390368044376373,
    0.26041656732559204,
    0.6857141852378845,
    0.3904760777950287,
    0.2571427524089813,
    0.4593299925327301,
    0.4343433380126953,
    0.3999998867511749,
    0.24598921835422516,
    0.35023030638694763,
    0.3318384885787964,
    0.5188678503036499,
    0.27173903584480286,
    0.27083322405815125,
    0.5999999046325684,
    0.53465336561203,
    0.30051806569099426,
    0.321428507566452,
    0.1754385232925415,
    0.35359105467796326
   ],
   "time": 18.083323969505727,
   "param": null
  },
  {
   "epoch": 114,
   "train_loss": 0.006047976668924093,
   "val_loss": 2.913785457611084,
   "acc": 38.59,
   "f1": [
    0.6759257912635803,
    0.47115376591682434,
    0.3152708411216736,
    0.23595495522022247,
    0.17821775376796722,
    0.31155768036842346,
    0.42201822996139526,
    0.4148934781551361,
    0.3703702688217163,
    0.4973543584346771,
    0.212290421128273,
    0.26804113388061523,
    0.37563440203666687,
    0.29629620909690857,
    0.21857915818691254,
    0.28415289521217346,
    0.37288129329681396,
    0.5108224153518677,
    0.2702701687812805,
    0.2536584436893463,
    0.6442306041717529,
    0.5403225421905518,
    0.3523315489292145,
    0.5906734466552734,
    0.6418603658676147,
    0.2115383893251419,
    0.327868789434433,
    0.251308798789978,
    0.6051281094551086,
    0.4023667275905609,
    0.4425530731678009,
    0.3364485204219818,
    0.2890172600746155,
    0.3568074107170105,
    0.2938774824142456,
    0.22999992966651917,
    0.38190943002700806,
    0.13978487253189087,
    0.28019312024116516,
    0.539215624332428,
    0.3959389626979828,
    0.6630433797836304,
    0.3584904372692108,
    0.3097344636917114,
    0.1773398518562317,
    0.2173912227153778,
    0.21874994039535522,
    0.4905658960342407,
    0.49999988079071045,
    0.47474732995033264,
    0.16666661202907562,
    0.3411763310432434,
    0.5560536980628967,
    0.5948274731636047,
    0.4177776873111725,
    0.14606735110282898,
    0.5510202646255493,
    0.3977271616458893,
    0.4656083285808563,
    0.32291656732559204,
    0.7298576831817627,
    0.5454544425010681,
    0.4854367673397064,
    0.37894728779792786,
    0.18999992311000824,
    0.2243901938199997,
    0.23115570843219757,
    0.27083322405815125,
    0.727272629737854,
    0.6320753693580627,
    0.37864065170288086,
    0.6118720173835754,
    0.11764699220657349,
    0.3980098366737366,
    0.23188398778438568,
    0.6601940989494324,
    0.6504853367805481,
    0.20512813329696655,
    0.2378377616405487,
    0.3251230716705322,
    0.20192298293113708,
    0.26315781474113464,
    0.6956520080566406,
    0.37623751163482666,
    0.23584897816181183,
    0.4694834351539612,
    0.43523305654525757,
    0.4072396755218506,
    0.24615377187728882,
    0.33333322405815125,
    0.322274774312973,
    0.5167463421821594,
    0.2810809910297394,
    0.27322396636009216,
    0.6086955666542053,
    0.5454543828964233,
    0.29743579030036926,
    0.3304346799850464,
    0.1694914698600769,
    0.3522725999355316
   ],
   "time": 18.075310199521482,
   "param": null
  },
  {
   "epoch": 115,
   "train_loss": 0.005685977637767792,
   "val_loss": 3.0381338596343994,
   "acc": 38.39,
   "f1": [
    0.666666567325592,
    0.46009382605552673,
    0.3232322335243225,
    0.22099439799785614,
    0.17821775376796722,
    0.30769219994544983,
    0.42639580368995667,
    0.4043714702129364,
    0.36842095851898193,
    0.4999998211860657,
    0.21590900421142578,
    0.2647058069705963,
    0.37185919284820557,
    0.3265305161476135,
    0.2234041839838028,
    0.29473677277565,
    0.3771427571773529,
    0.5338981747627258,
    0.28272244334220886,
    0.22999992966651917,
    0.6376810669898987,
    0.5299144387245178,
    0.35602086782455444,
    0.5957446098327637,
    0.6511626243591309,
    0.211055189371109,
    0.31914883852005005,
    0.2564101815223694,
    0.6051281094551086,
    0.40476179122924805,
    0.4493390619754791,
    0.31858399510383606,
    0.3016759157180786,
    0.3394494354724884,
    0.2966100871562958,
    0.24390237033367157,
    0.3696681261062622,
    0.1390373706817627,
    0.2731706500053406,
    0.5510202646255493,
    0.39215680956840515,
    0.6448085904121399,
    0.3470318615436554,
    0.2820512056350708,
    0.16748763620853424,
    0.21111102402210236,
    0.20765019953250885,
    0.4744184911251068,
    0.4924621880054474,
    0.4799998700618744,
    0.15217386186122894,
    0.3440859317779541,
    0.5470851063728333,
    0.6200872659683228,
    0.4266665577888489,
    0.13114747405052185,
    0.5520831942558289,
    0.3999998867511749,
    0.48958322405815125,
    0.30851057171821594,
    0.7452828288078308,
    0.5649716258049011,
    0.4878047704696655,
    0.38144323229789734,
    0.20304562151432037,
    0.20304562151432037,
    0.24210518598556519,
    0.2526314854621887,
    0.7093595266342163,
    0.639269232749939,
    0.3904760777950287,
    0.6044443249702454,
    0.12499994039535522,
    0.39285701513290405,
    0.18652844429016113,
    0.6602869629859924,
    0.6346153020858765,
    0.20765019953250885,
    0.2173912227153778,
    0.3152708411216736,
    0.2099999338388443,
    0.24999991059303284,
    0.6926827430725098,
    0.3599999248981476,
    0.24271836876869202,
    0.4651161730289459,
    0.43749991059303284,
    0.4239630401134491,
    0.210526242852211,
    0.3240739703178406,
    0.3211008310317993,
    0.5188678503036499,
    0.29787227511405945,
    0.27118635177612305,
    0.6009388566017151,
    0.49999988079071045,
    0.29896897077560425,
    0.3196346163749695,
    0.1777777075767517,
    0.36065563559532166
   ],
   "time": 18.00419118627906,
   "param": null
  },
  {
   "epoch": 116,
   "train_loss": 0.005245736800134182,
   "val_loss": 3.0527732372283936,
   "acc": 38.26,
   "f1": [
    0.6698111891746521,
    0.45581385493278503,
    0.3168315887451172,
    0.22988496720790863,
    0.1683167666196823,
    0.30555546283721924,
    0.41346144676208496,
    0.3999999165534973,
    0.3692306876182556,
    0.4919784665107727,
    0.2054053246974945,
    0.2699999213218689,
    0.37373724579811096,
    0.31632643938064575,
    0.2094240039587021,
    0.29896897077560425,
    0.3625729978084564,
    0.5126049518585205,
    0.25555548071861267,
    0.22772268950939178,
    0.6538460850715637,
    0.5470084547996521,
    0.3535352647304535,
    0.5638296604156494,
    0.6334840059280396,
    0.21649475395679474,
    0.324607253074646,
    0.25510191917419434,
    0.6051281094551086,
    0.3976607024669647,
    0.44347813725471497,
    0.3414633274078369,
    0.2872926890850067,
    0.3534882664680481,
    0.2953585684299469,
    0.2121211439371109,
    0.3899998664855957,
    0.14364632964134216,
    0.2692306935787201,
    0.526829183101654,
    0.39378228783607483,
    0.6521738171577454,
    0.3653844892978668,
    0.3018867075443268,
    0.16037730872631073,
    0.212290421128273,
    0.213483065366745,
    0.45871543884277344,
    0.5048542022705078,
    0.4851484000682831,
    0.16753920912742615,
    0.32748526334762573,
    0.5504586100578308,
    0.6094419956207275,
    0.40552979707717896,
    0.13872826099395752,
    0.5608464479446411,
    0.4043714702129364,
    0.4656083285808563,
    0.30851057171821594,
    0.7333331108093262,
    0.5434780716896057,
    0.49999988079071045,
    0.3894736170768738,
    0.19095470011234283,
    0.21989519894123077,
    0.23280414938926697,
    0.2736841142177582,
    0.7236180305480957,
    0.6285713315010071,
    0.38497641682624817,
    0.6044443249702454,
    0.12021850794553757,
    0.38144323229789734,
    0.20689646899700165,
    0.6634145379066467,
    0.6476188898086548,
    0.1989527940750122,
    0.20304562151432037,
    0.33502528071403503,
    0.2115383893251419,
    0.25870639085769653,
    0.6956520080566406,
    0.35532984137535095,
    0.2475246638059616,
    0.4593299925327301,
    0.4221104085445404,
    0.4090907871723175,
    0.22429899871349335,
    0.34449753165245056,
    0.3228698670864105,
    0.5209301114082336,
    0.2887699604034424,
    0.2694299519062042,
    0.5999999046325684,
    0.5247523188591003,
    0.29787227511405945,
    0.31441038846969604,
    0.17142851650714874,
    0.35675665736198425
   ],
   "time": 18.174915022216737,
   "param": null
  },
  {
   "epoch": 117,
   "train_loss": 0.005096403881907463,
   "val_loss": 2.9493088722229004,
   "acc": 38.31,
   "f1": [
    0.6731706857681274,
    0.45714277029037476,
    0.3232322335243225,
    0.23255808651447296,
    0.17821775376796722,
    0.3168315887451172,
    0.42857131361961365,
    0.42162150144577026,
    0.3599999248981476,
    0.49214646220207214,
    0.213483065366745,
    0.2673266530036926,
    0.3794870972633362,
    0.3147207200527191,
    0.21649475395679474,
    0.2780747711658478,
    0.3522725999355316,
    0.50862056016922,
    0.2580644488334656,
    0.238805890083313,
    0.666666567325592,
    0.5367964506149292,
    0.35897424817085266,
    0.5899998545646667,
    0.6538460850715637,
    0.22680403292179108,
    0.3350784480571747,
    0.26262614130973816,
    0.6082472205162048,
    0.3999998867511749,
    0.4454147219657898,
    0.33333322405815125,
    0.30857133865356445,
    0.3425924777984619,
    0.304526686668396,
    0.23636355996131897,
    0.38974347710609436,
    0.13559316098690033,
    0.2690582275390625,
    0.526829183101654,
    0.4123710095882416,
    0.6555553674697876,
    0.34905651211738586,
    0.2931033670902252,
    0.1576354056596756,
    0.2099446803331375,
    0.21857915818691254,
    0.47004595398902893,
    0.4857141971588135,
    0.4975123405456543,
    0.14606735110282898,
    0.3352600038051605,
    0.5352111458778381,
    0.5982905030250549,
    0.4052862524986267,
    0.1405404806137085,
    0.5684208869934082,
    0.39325833320617676,
    0.46391740441322327,
    0.29850736260414124,
    0.7368419766426086,
    0.5505616068840027,
    0.4824119210243225,
    0.38150280714035034,
    0.20657269656658173,
    0.21857915818691254,
    0.2233501821756363,
    0.24598921835422516,
    0.7199999094009399,
    0.6139533519744873,
    0.37320560216903687,
    0.6203702688217163,
    0.11494245380163193,
    0.40740731358528137,
    0.19607838988304138,
    0.6764704585075378,
    0.6470587849617004,
    0.1899440735578537,
    0.236453115940094,
    0.33502528071403503,
    0.18905465304851532,
    0.26262614130973816,
    0.6926827430725098,
    0.3399999141693115,
    0.246575266122818,
    0.47393354773521423,
    0.4248703718185425,
    0.42342329025268555,
    0.22999992966651917,
    0.3454544246196747,
    0.3167419731616974,
    0.5167463421821594,
    0.2871793806552887,
    0.26519328355789185,
    0.6138612627983093,
    0.524590015411377,
    0.2944161295890808,
    0.3102039694786072,
    0.1734103411436081,
    0.3885713219642639
   ],
   "time": 18.161174898967147,
   "param": null
  },
  {
   "epoch": 118,
   "train_loss": 0.005218865349888802,
   "val_loss": 2.863638162612915,
   "acc": 38.3,
   "f1": [
    0.6367712020874023,
    0.4579438269138336,
    0.3184078335762024,
    0.239520862698555,
    0.17391300201416016,
    0.3121950626373291,
    0.41346144676208496,
    0.4210525155067444,
    0.38775497674942017,
    0.48936155438423157,
    0.18579228222370148,
    0.2797926664352417,
    0.37563440203666687,
    0.29896897077560425,
    0.2127658873796463,
    0.29189181327819824,
    0.36470577120780945,
    0.5087717771530151,
    0.24999991059303284,
    0.24615377187728882,
    0.6538460850715637,
    0.5470084547996521,
    0.3417084515094757,
    0.5989846587181091,
    0.6388887763023376,
    0.20895515382289886,
    0.3195875287055969,
    0.24999991059303284,
    0.6113988757133484,
    0.3999998867511749,
    0.44351452589035034,
    0.3365383446216583,
    0.2887699604034424,
    0.36111101508140564,
    0.304526686668396,
    0.23188398778438568,
    0.3775508999824524,
    0.14814810454845428,
    0.27722764015197754,
    0.5418717861175537,
    0.38775497674942017,
    0.6489360928535461,
    0.36815908551216125,
    0.28571420907974243,
    0.15686269104480743,
    0.208791121840477,
    0.18390797078609467,
    0.4788731336593628,
    0.49999988079071045,
    0.49484527111053467,
    0.14285707473754883,
    0.32584258913993835,
    0.5504586100578308,
    0.604255199432373,
    0.39676105976104736,
    0.14371250569820404,
    0.5578945875167847,
    0.3885713219642639,
    0.47715723514556885,
    0.30366483330726624,
    0.7439612150192261,
    0.5297296643257141,
    0.47169798612594604,
    0.39778995513916016,
    0.2010049670934677,
    0.24509796500205994,
    0.2543351650238037,
    0.23589736223220825,
    0.7164177894592285,
    0.6380951404571533,
    0.37320560216903687,
    0.6126124858856201,
    0.11702121049165726,
    0.3999998867511749,
    0.20408155024051666,
    0.6699027419090271,
    0.6350710391998291,
    0.2021275758743286,
    0.21782170236110687,
    0.3402060866355896,
    0.21296289563179016,
    0.24999991059303284,
    0.6926827430725098,
    0.36633655428886414,
    0.25125616788864136,
    0.44776105880737305,
    0.4365480840206146,
    0.4093022048473358,
    0.23036640882492065,
    0.33027511835098267,
    0.29824554920196533,
    0.5142855644226074,
    0.2783504128456116,
    0.26373615860939026,
    0.6153844594955444,
    0.5326085686683655,
    0.29629620909690857,
    0.3287670314311981,
    0.1704544872045517,
    0.3626372814178467
   ],
   "time": 18.293295258656144,
   "param": null
  },
  {
   "epoch": 119,
   "train_loss": 0.00541594997048378,
   "val_loss": 2.796861171722412,
   "acc": 38.57,
   "f1": [
    0.6603772640228271,
    0.4485980272293091,
    0.32195112109184265,
    0.21978014707565308,
    0.17560969293117523,
    0.31050220131874084,
    0.43349742889404297,
    0.4108106791973114,
    0.36649200320243835,
    0.4766837954521179,
    0.20430098474025726,
    0.2786068916320801,
    0.37373724579811096,
    0.3203882575035095,
    0.21390368044376373,
    0.2812499403953552,
    0.35955044627189636,
    0.5355647206306458,
    0.2622949779033661,
    0.23834188282489777,
    0.6478871703147888,
    0.5423727631568909,
    0.3431371748447418,
    0.5918366312980652,
    0.6448596715927124,
    0.211055189371109,
    0.32291656732559204,
    0.25510191917419434,
    0.6031745076179504,
    0.3953487277030945,
    0.439655065536499,
    0.3414633274078369,
    0.3068180978298187,
    0.36792439222335815,
    0.31034475564956665,
    0.21874994039535522,
    0.37623751163482666,
    0.13559316098690033,
    0.27722764015197754,
    0.5320196151733398,
    0.39999985694885254,
    0.6413041353225708,
    0.37499985098838806,
    0.29864245653152466,
    0.1584157794713974,
    0.20765019953250885,
    0.22222213447093964,
    0.4814813435077667,
    0.5048542022705078,
    0.4923075735569,
    0.1612902730703354,
    0.3314915895462036,
    0.5437787175178528,
    0.6094419956207275,
    0.40517228841781616,
    0.1333332657814026,
    0.5638296604156494,
    0.38636353611946106,
    0.4795917272567749,
    0.30851057171821594,
    0.7383176684379578,
    0.547485888004303,
    0.49019595980644226,
    0.38674020767211914,
    0.20792071521282196,
    0.2436547577381134,
    0.22702695429325104,
    0.23958325386047363,
    0.7199999094009399,
    0.6330273747444153,
    0.3738316595554352,
    0.6071427464485168,
    0.12154688686132431,
    0.41314542293548584,
    0.194871723651886,
    0.6871793866157532,
    0.6502462029457092,
    0.20765019953250885,
    0.2116401493549347,
    0.3384614586830139,
    0.20560741424560547,
    0.25490185618400574,
    0.6893202662467957,
    0.372548907995224,
    0.2686566412448883,
    0.46376800537109375,
    0.4278606176376343,
    0.4265401363372803,
    0.24120594561100006,
    0.3594468832015991,
    0.3133639991283417,
    0.5238093733787537,
    0.29032251238822937,
    0.2643677294254303,
    0.6132074594497681,
    0.5510202646255493,
    0.2944161295890808,
    0.32432422041893005,
    0.17142851650714874,
    0.35602086782455444
   ],
   "time": 18.131854247301817,
   "param": null
  },
  {
   "epoch": 120,
   "train_loss": 0.00830445159226656,
   "val_loss": 2.6339547634124756,
   "acc": 38.51,
   "f1": [
    0.6486485004425049,
    0.46009382605552673,
    0.306122362613678,
    0.21839071810245514,
    0.1855669468641281,
    0.29951682686805725,
    0.4195120930671692,
    0.4123710095882416,
    0.3723403513431549,
    0.49214646220207214,
    0.1899440735578537,
    0.2745097279548645,
    0.37185919284820557,
    0.32820504903793335,
    0.22105254232883453,
    0.2901553809642792,
    0.3563217520713806,
    0.5213673710823059,
    0.2485874742269516,
    0.22916659712791443,
    0.6380951404571533,
    0.5232066512107849,
    0.35714274644851685,
    0.5948716402053833,
    0.639269232749939,
    0.2099999338388443,
    0.32820504903793335,
    0.2694299519062042,
    0.6153844594955444,
    0.393063485622406,
    0.4463517963886261,
    0.3417084515094757,
    0.29032251238822937,
    0.37373724579811096,
    0.30567678809165955,
    0.2115383893251419,
    0.364531934261322,
    0.14285707473754883,
    0.28571420907974243,
    0.5454543828964233,
    0.4020099639892578,
    0.6666665077209473,
    0.3465345501899719,
    0.28571420907974243,
    0.17171710729599,
    0.213483065366745,
    0.1899440735578537,
    0.4834122061729431,
    0.504761815071106,
    0.4974091649055481,
    0.15873010456562042,
    0.3169397711753845,
    0.5596328973770142,
    0.6200872659683228,
    0.41964274644851685,
    0.13265299797058105,
    0.5714284777641296,
    0.39548009634017944,
    0.5026736855506897,
    0.3141360282897949,
    0.7439612150192261,
    0.5212765336036682,
    0.47115376591682434,
    0.3908045291900635,
    0.20289847254753113,
    0.2264150083065033,
    0.23529404401779175,
    0.24120594561100006,
    0.7164177894592285,
    0.6082947254180908,
    0.38095229864120483,
    0.6126124858856201,
    0.12643671035766602,
    0.4190475046634674,
    0.21568621695041656,
    0.6509432196617126,
    0.6376810669898987,
    0.2234041839838028,
    0.22999992966651917,
    0.34736835956573486,
    0.20289847254753113,
    0.253807008266449,
    0.6794257164001465,
    0.3823528587818146,
    0.2599999010562897,
    0.46829259395599365,
    0.4278606176376343,
    0.4140968322753906,
    0.25510191917419434,
    0.32558128237724304,
    0.3271027207374573,
    0.539215624332428,
    0.2795697748661041,
    0.2473117560148239,
    0.6220094561576843,
    0.5482232570648193,
    0.27322396636009216,
    0.3196720480918884,
    0.18285706639289856,
    0.37433144450187683
   ],
   "time": 18.13981827441603,
   "param": null
  },
  {
   "epoch": 121,
   "train_loss": 0.005258313380181789,
   "val_loss": 2.6633458137512207,
   "acc": 38.39,
   "f1": [
    0.6572768688201904,
    0.44036686420440674,
    0.32195112109184265,
    0.23529404401779175,
    0.18181811273097992,
    0.3041473925113678,
    0.4257424473762512,
    0.3999999165534973,
    0.36956506967544556,
    0.4946235418319702,
    0.208791121840477,
    0.2769230008125305,
    0.36815908551216125,
    0.29896897077560425,
    0.21874994039535522,
    0.2914571762084961,
    0.3563217520713806,
    0.5172412395477295,
    0.24719089269638062,
    0.23350247740745544,
    0.6476188898086548,
    0.5198236703872681,
    0.3517586886882782,
    0.5773194432258606,
    0.6380951404571533,
    0.21890540421009064,
    0.3350784480571747,
    0.2673795819282532,
    0.6178008913993835,
    0.393063485622406,
    0.45814967155456543,
    0.3414633274078369,
    0.290502667427063,
    0.37558677792549133,
    0.2983870208263397,
    0.22660093009471893,
    0.38190943002700806,
    0.1395348161458969,
    0.25688064098358154,
    0.5482232570648193,
    0.39195966720581055,
    0.6413041353225708,
    0.33492809534072876,
    0.292035311460495,
    0.16346149146556854,
    0.21857915818691254,
    0.19999992847442627,
    0.4770641028881073,
    0.520408034324646,
    0.4899998903274536,
    0.16931210458278656,
    0.3295453190803528,
    0.5497629642486572,
    0.6320345401763916,
    0.41071420907974243,
    0.13978487253189087,
    0.5760868191719055,
    0.38636353611946106,
    0.4919784665107727,
    0.29473677277565,
    0.7452828288078308,
    0.547485888004303,
    0.4903845191001892,
    0.39325833320617676,
    0.1935483068227768,
    0.22115376591682434,
    0.24719089269638062,
    0.24120594561100006,
    0.729999840259552,
    0.6090908050537109,
    0.3846152722835541,
    0.6126124858856201,
    0.12222215533256531,
    0.40740731358528137,
    0.2046510875225067,
    0.6602869629859924,
    0.6439023613929749,
    0.19689112901687622,
    0.2559240758419037,
    0.34224584698677063,
    0.19607838988304138,
    0.2694299519062042,
    0.6893202662467957,
    0.35820886492729187,
    0.24875615537166595,
    0.47846877574920654,
    0.42857128381729126,
    0.4090907871723175,
    0.2464454174041748,
    0.3428570628166199,
    0.3240739703178406,
    0.5213268995285034,
    0.2810809910297394,
    0.2617800235748291,
    0.6132074594497681,
    0.5347592234611511,
    0.29896897077560425,
    0.3211008310317993,
    0.16184966266155243,
    0.37158459424972534
   ],
   "time": 18.060517705976963,
   "param": null
  },
  {
   "epoch": 122,
   "train_loss": 0.005125772673636675,
   "val_loss": 3.0237746238708496,
   "acc": 38.47,
   "f1": [
    0.6542055010795593,
    0.4814813435077667,
    0.3157894015312195,
    0.23391805589199066,
    0.1773398518562317,
    0.3013697862625122,
    0.4174756109714508,
    0.3936169147491455,
    0.3917524814605713,
    0.5106381177902222,
    0.19780214130878448,
    0.27551010251045227,
    0.37185919284820557,
    0.3299999237060547,
    0.2099999338388443,
    0.26373615860939026,
    0.3666665554046631,
    0.5169490575790405,
    0.24999991059303284,
    0.22999992966651917,
    0.657142698764801,
    0.5327867269515991,
    0.3599999248981476,
    0.602040708065033,
    0.6320753693580627,
    0.21428564190864563,
    0.32820504903793335,
    0.26395928859710693,
    0.5957446098327637,
    0.40476179122924805,
    0.4463517963886261,
    0.35467973351478577,
    0.29189181327819824,
    0.36815908551216125,
    0.31275710463523865,
    0.23923437297344208,
    0.38578668236732483,
    0.13043470680713654,
    0.28571417927742004,
    0.5499998927116394,
    0.4102562665939331,
    0.6413041353225708,
    0.3300969898700714,
    0.28571420907974243,
    0.16580304503440857,
    0.19780214130878448,
    0.2065216600894928,
    0.4705880880355835,
    0.49999988079071045,
    0.5128204226493835,
    0.15135130286216736,
    0.32558128237724304,
    0.5412842631340027,
    0.6188339591026306,
    0.41739121079444885,
    0.14583328366279602,
    0.5638296604156494,
    0.37777766585350037,
    0.48453593254089355,
    0.29032251238822937,
    0.742857038974762,
    0.5297296643257141,
    0.4927534759044647,
    0.3977271616458893,
    0.2075471132993698,
    0.21782170236110687,
    0.2430938482284546,
    0.24489787220954895,
    0.7236180305480957,
    0.6261681318283081,
    0.3846152722835541,
    0.6167399883270264,
    0.12021850794553757,
    0.3942306339740753,
    0.20304562151432037,
    0.6634145379066467,
    0.6470587849617004,
    0.2099999338388443,
    0.23115570843219757,
    0.33333325386047363,
    0.20487797260284424,
    0.2599999010562897,
    0.6926827430725098,
    0.38190943002700806,
    0.2561575770378113,
    0.4599998891353607,
    0.4179103374481201,
    0.40692633390426636,
    0.23232315480709076,
    0.31999990344047546,
    0.321428507566452,
    0.5314008593559265,
    0.30851057171821594,
    0.26136353611946106,
    0.6220094561576843,
    0.5326631665229797,
    0.2842104732990265,
    0.319248765707016,
    0.17142851650714874,
    0.3636362552642822
   ],
   "time": 17.91439135093242,
   "param": null
  },
  {
   "epoch": 123,
   "train_loss": 0.0069176144897937775,
   "val_loss": 2.6934163570404053,
   "acc": 38.64,
   "f1": [
    0.6698111891746521,
    0.45581385493278503,
    0.30621999502182007,
    0.23463678359985352,
    0.18536579608917236,
    0.30769219994544983,
    0.41346144676208496,
    0.4043714702129364,
    0.38502663373947144,
    0.5081079602241516,
    0.188888818025589,
    0.282828152179718,
    0.37563440203666687,
    0.3299999237060547,
    0.2072538137435913,
    0.27322396636009216,
    0.3516482412815094,
    0.5213673710823059,
    0.2569831311702728,
    0.24489787220954895,
    0.657142698764801,
    0.5206610560417175,
    0.3692306876182556,
    0.5906734466552734,
    0.663461446762085,
    0.22222216427326202,
    0.34042540192604065,
    0.26395928859710693,
    0.613756537437439,
    0.40476179122924805,
    0.43265292048454285,
    0.36180898547172546,
    0.29508185386657715,
    0.38647329807281494,
    0.3037974238395691,
    0.22999992966651917,
    0.37499991059303284,
    0.13829779624938965,
    0.2775118350982666,
    0.539215624332428,
    0.4020099639892578,
    0.6310158967971802,
    0.3431371748447418,
    0.2883720099925995,
    0.16326524317264557,
    0.20765019953250885,
    0.19780214130878448,
    0.4744184911251068,
    0.5045044422149658,
    0.5125626921653748,
    0.15555550158023834,
    0.3370785713195801,
    0.5402842164039612,
    0.6068375110626221,
    0.39655160903930664,
    0.14814810454845428,
    0.5833332538604736,
    0.39548009634017944,
    0.467661589384079,
    0.29189181327819824,
    0.7547168731689453,
    0.5326085686683655,
    0.48756206035614014,
    0.41212108731269836,
    0.21319790184497833,
    0.24489787220954895,
    0.22105254232883453,
    0.24489787220954895,
    0.7346937656402588,
    0.6261681318283081,
    0.3853210210800171,
    0.6167399883270264,
    0.11827950179576874,
    0.3982299864292145,
    0.19801974296569824,
    0.6969695687294006,
    0.6567163467407227,
    0.2021275758743286,
    0.25961530208587646,
    0.33333325386047363,
    0.18719203770160675,
    0.2653060257434845,
    0.6893202662467957,
    0.35051536560058594,
    0.2621358335018158,
    0.45631060004234314,
    0.4338623583316803,
    0.43362823128700256,
    0.24630534648895264,
    0.33802807331085205,
    0.3348415493965149,
    0.5277776718139648,
    0.28571420907974243,
    0.2598869204521179,
    0.6368157267570496,
    0.5312498211860657,
    0.2797926664352417,
    0.3089430034160614,
    0.1656804084777832,
    0.3707864284515381
   ],
   "time": 18.394562616944313,
   "param": null
  },
  {
   "epoch": 124,
   "train_loss": 0.008517751470208168,
   "val_loss": 2.974860668182373,
   "acc": 38.63,
   "f1": [
    0.6635943651199341,
    0.45581385493278503,
    0.30909082293510437,
    0.23863628506660461,
    0.1818181276321411,
    0.3251230716705322,
    0.42156851291656494,
    0.41758227348327637,
    0.36649200320243835,
    0.5053762197494507,
    0.20224712789058685,
    0.2829267382621765,
    0.36633655428886414,
    0.3248729705810547,
    0.21782170236110687,
    0.29032251238822937,
    0.36904752254486084,
    0.5161289572715759,
    0.2681563198566437,
    0.2176164984703064,
    0.6415093541145325,
    0.5493561029434204,
    0.3469386696815491,
    0.5899998545646667,
    0.6602869629859924,
    0.21999992430210114,
    0.32989683747291565,
    0.24875615537166595,
    0.6288658380508423,
    0.3953487277030945,
    0.4262293875217438,
    0.3523808717727661,
    0.29213473200798035,
    0.37320560216903687,
    0.2882882058620453,
    0.2233501821756363,
    0.38144323229789734,
    0.13259662687778473,
    0.28019312024116516,
    0.528846025466919,
    0.39795905351638794,
    0.6413041353225708,
    0.3584904372692108,
    0.29464277625083923,
    0.15920390188694,
    0.20320846140384674,
    0.21111102402210236,
    0.48039206862449646,
    0.4905658960342407,
    0.49999988079071045,
    0.15957440435886383,
    0.3121386468410492,
    0.5454544425010681,
    0.6113536357879639,
    0.4070795178413391,
    0.14736837148666382,
    0.5638296604156494,
    0.3908045291900635,
    0.4607328474521637,
    0.29629620909690857,
    0.7358488440513611,
    0.547485888004303,
    0.502564013004303,
    0.42528724670410156,
    0.2167486995458603,
    0.253807008266449,
    0.21649475395679474,
    0.2525251507759094,
    0.727272629737854,
    0.623255729675293,
    0.38888880610466003,
    0.616071343421936,
    0.13043470680713654,
    0.42452818155288696,
    0.20408155024051666,
    0.7076921463012695,
    0.653465211391449,
    0.19209031760692596,
    0.23529402911663055,
    0.34042540192604065,
    0.19801974296569824,
    0.2574256360530853,
    0.6862744092941284,
    0.37999987602233887,
    0.2488478720188141,
    0.46009382605552673,
    0.4158414602279663,
    0.4331796169281006,
    0.24598921835422516,
    0.3425924777984619,
    0.3234041631221771,
    0.5213268995285034,
    0.2751321792602539,
    0.2658958435058594,
    0.6305417418479919,
    0.534031331539154,
    0.2871793806552887,
    0.31275710463523865,
    0.18181811273097992,
    0.38461530208587646
   ],
   "time": 18.204825562424958,
   "param": null
  },
  {
   "epoch": 125,
   "train_loss": 0.005347736645489931,
   "val_loss": 2.7914586067199707,
   "acc": 38.43,
   "f1": [
    0.6666665077209473,
    0.45161277055740356,
    0.32352936267852783,
    0.2470587193965912,
    0.19095470011234283,
    0.319248765707016,
    0.4095236659049988,
    0.3999999165534973,
    0.35897424817085266,
    0.4999998211860657,
    0.20571422576904297,
    0.28571420907974243,
    0.3823528587818146,
    0.29629620909690857,
    0.21999992430210114,
    0.29523801803588867,
    0.36464083194732666,
    0.5106382369995117,
    0.2797926664352417,
    0.22115376591682434,
    0.6478871703147888,
    0.5065500736236572,
    0.35532984137535095,
    0.5608464479446411,
    0.6481480002403259,
    0.21319790184497833,
    0.324607253074646,
    0.2713567018508911,
    0.6031745076179504,
    0.3882351815700531,
    0.4573989808559418,
    0.3414633274078369,
    0.30232545733451843,
    0.36018943786621094,
    0.2869197428226471,
    0.24390237033367157,
    0.364531934261322,
    0.12631572782993317,
    0.26794248819351196,
    0.5326631665229797,
    0.42780739068984985,
    0.6338796615600586,
    0.33492809534072876,
    0.3049326539039612,
    0.16748763620853424,
    0.2054053246974945,
    0.20224712789058685,
    0.4976075291633606,
    0.5142855644226074,
    0.5151513814926147,
    0.15686269104480743,
    0.31284910440444946,
    0.5570775270462036,
    0.6180256605148315,
    0.41071420907974243,
    0.1452513188123703,
    0.5549736618995667,
    0.39325833320617676,
    0.49999988079071045,
    0.29473677277565,
    0.7499997615814209,
    0.5326085686683655,
    0.5024153590202332,
    0.38636353611946106,
    0.21495321393013,
    0.21874994039535522,
    0.2258063703775406,
    0.2513660192489624,
    0.7149757146835327,
    0.6118720173835754,
    0.3823528587818146,
    0.6188339591026306,
    0.12087904661893845,
    0.415094256401062,
    0.19689112901687622,
    0.669999897480011,
    0.6376810669898987,
    0.21319790184497833,
    0.25125616788864136,
    0.31914883852005005,
    0.18999992311000824,
    0.26455017924308777,
    0.6826921701431274,
    0.34554967284202576,
    0.24074065685272217,
    0.47115376591682434,
    0.43979042768478394,
    0.4253392219543457,
    0.24120594561100006,
    0.32579174637794495,
    0.30769219994544983,
    0.5167463421821594,
    0.29292917251586914,
    0.2840908169746399,
    0.6261681318283081,
    0.5434780716896057,
    0.2842104732990265,
    0.31034475564956665,
    0.1694914698600769,
    0.38709667325019836
   ],
   "time": 18.145703203976154,
   "param": null
  },
  {
   "epoch": 126,
   "train_loss": 0.007932135835289955,
   "val_loss": 2.846782684326172,
   "acc": 38.49,
   "f1": [
    0.6603772640228271,
    0.45248857140541077,
    0.31279608607292175,
    0.228260800242424,
    0.1862744390964508,
    0.29523801803588867,
    0.4292682111263275,
    0.39784935116767883,
    0.37894728779792786,
    0.4999998211860657,
    0.20338977873325348,
    0.27551010251045227,
    0.3939392864704132,
    0.3179486393928528,
    0.21538454294204712,
    0.28723397850990295,
    0.36065563559532166,
    0.5213673710823059,
    0.26136353611946106,
    0.22222213447093964,
    0.6478871703147888,
    0.5175436735153198,
    0.3535352647304535,
    0.5803107619285583,
    0.6291078925132751,
    0.210526242852211,
    0.326315701007843,
    0.2783504128456116,
    0.6113988757133484,
    0.38596484065055847,
    0.4657532870769501,
    0.3465345501899719,
    0.29032251238822937,
    0.36018943786621094,
    0.2941175401210785,
    0.21782170236110687,
    0.37623751163482666,
    0.15384609997272491,
    0.2761903405189514,
    0.5435895919799805,
    0.4248703718185425,
    0.6557375192642212,
    0.3399999141693115,
    0.300884872674942,
    0.17346931993961334,
    0.2127658873796463,
    0.19565211236476898,
    0.49999988079071045,
    0.5048542022705078,
    0.4923075735569,
    0.16216209530830383,
    0.32183900475502014,
    0.5570775270462036,
    0.6186439990997314,
    0.40517228841781616,
    0.15300540626049042,
    0.572916567325592,
    0.39548009634017944,
    0.47715723514556885,
    0.2967032194137573,
    0.7368419766426086,
    0.5326085686683655,
    0.4949493706226349,
    0.4111110270023346,
    0.2099999338388443,
    0.22748807072639465,
    0.24598921835422516,
    0.24870456755161285,
    0.7227722406387329,
    0.6063346862792969,
    0.37681150436401367,
    0.6188339591026306,
    0.12359543144702911,
    0.3946187198162079,
    0.19251330196857452,
    0.6699027419090271,
    0.6411482095718384,
    0.19672125577926636,
    0.2424241602420807,
    0.3419688045978546,
    0.19534875452518463,
    0.26315781474113464,
    0.6826921701431274,
    0.3627450466156006,
    0.24074065685272217,
    0.45226117968559265,
    0.42639580368995667,
    0.4177776873111725,
    0.238805890083313,
    0.32579174637794495,
    0.32558128237724304,
    0.5209301114082336,
    0.28571420907974243,
    0.2696628272533417,
    0.6255922317504883,
    0.5388599634170532,
    0.3076922297477722,
    0.3083699643611908,
    0.15469607710838318,
    0.3736262619495392
   ],
   "time": 18.073378114029765,
   "param": null
  },
  {
   "epoch": 127,
   "train_loss": 0.007227675523608923,
   "val_loss": 3.019564628601074,
   "acc": 38.74,
   "f1": [
    0.6696831583976746,
    0.46009382605552673,
    0.3267325758934021,
    0.23255808651447296,
    0.1862744390964508,
    0.30331745743751526,
    0.41148313879966736,
    0.4086019992828369,
    0.3763439953327179,
    0.5106381177902222,
    0.20320846140384674,
    0.2812499403953552,
    0.3711339235305786,
    0.31999990344047546,
    0.2211054563522339,
    0.2871793806552887,
    0.37288129329681396,
    0.5439329743385315,
    0.2769230008125305,
    0.24999991059303284,
    0.6666665077209473,
    0.5454544425010681,
    0.35897424817085266,
    0.5670101642608643,
    0.6511626243591309,
    0.21698106825351715,
    0.3265305161476135,
    0.2599999010562897,
    0.5957446098327637,
    0.3885713219642639,
    0.43946176767349243,
    0.3636362850666046,
    0.30232545733451843,
    0.35121941566467285,
    0.2870369255542755,
    0.23300965130329132,
    0.3711339235305786,
    0.1405404806137085,
    0.2843136191368103,
    0.5445543527603149,
    0.4315788447856903,
    0.6524062752723694,
    0.34374991059303284,
    0.29074883460998535,
    0.1648350954055786,
    0.210526242852211,
    0.19672125577926636,
    0.49523797631263733,
    0.5070421695709229,
    0.5025123953819275,
    0.15957440435886383,
    0.3276835083961487,
    0.5488370656967163,
    0.6060605049133301,
    0.43049317598342896,
    0.15053758025169373,
    0.57297283411026,
    0.3908045291900635,
    0.4787232577800751,
    0.30051806569099426,
    0.7522933483123779,
    0.547485888004303,
    0.4899998903274536,
    0.41573023796081543,
    0.20289847254753113,
    0.24875615537166595,
    0.23589736223220825,
    0.22797919809818268,
    0.732673168182373,
    0.6203702688217163,
    0.37914684414863586,
    0.6133331656455994,
    0.13483139872550964,
    0.37668150663375854,
    0.20833326876163483,
    0.6899998784065247,
    0.6439023613929749,
    0.19459453225135803,
    0.24742262065410614,
    0.35978829860687256,
    0.1990049034357071,
    0.2574256360530853,
    0.6826921701431274,
    0.37185919284820557,
    0.24545449018478394,
    0.4593299925327301,
    0.4242422580718994,
    0.4266665577888489,
    0.23414628207683563,
    0.3348836302757263,
    0.3171805441379547,
    0.525345504283905,
    0.28426387906074524,
    0.24742262065410614,
    0.6274508833885193,
    0.5572138428688049,
    0.29319363832473755,
    0.3148147463798523,
    0.1704544872045517,
    0.3666665554046631
   ],
   "time": 18.253621198236942,
   "param": null
  },
  {
   "epoch": 128,
   "train_loss": 0.007318662479519844,
   "val_loss": 3.0181710720062256,
   "acc": 38.53,
   "f1": [
    0.6859902143478394,
    0.4537035822868347,
    0.30555546283721924,
    0.2312137931585312,
    0.19801974296569824,
    0.30541861057281494,
    0.41346144676208496,
    0.3957218527793884,
    0.3692306876182556,
    0.5136610269546509,
    0.21714277565479279,
    0.28723397850990295,
    0.3823528587818146,
    0.29743579030036926,
    0.2099999338388443,
    0.2959182858467102,
    0.3575417995452881,
    0.5258619785308838,
    0.26136353611946106,
    0.21568621695041656,
    0.6602869629859924,
    0.5321887135505676,
    0.3469386696815491,
    0.5999999046325684,
    0.6355138421058655,
    0.21698106825351715,
    0.3386242389678955,
    0.2797926664352417,
    0.6051281094551086,
    0.3820223808288574,
    0.4573989808559418,
    0.35532984137535095,
    0.32402223348617554,
    0.3696681261062622,
    0.2820512056350708,
    0.238805890083313,
    0.3592231869697571,
    0.12834219634532928,
    0.28019312024116516,
    0.53465336561203,
    0.4123710095882416,
    0.637362539768219,
    0.3267325758934021,
    0.28820955753326416,
    0.17085421085357666,
    0.2099446803331375,
    0.1777777075767517,
    0.5048542022705078,
    0.5145629644393921,
    0.5252523422241211,
    0.15873010456562042,
    0.32369929552078247,
    0.5488370656967163,
    0.6293102502822876,
    0.4274192452430725,
    0.15135130286216736,
    0.5775399804115295,
    0.38461530208587646,
    0.4808742105960846,
    0.299465149641037,
    0.7464112639427185,
    0.5505616068840027,
    0.4975123405456543,
    0.3798881769180298,
    0.2046510875225067,
    0.23157887160778046,
    0.26136353611946106,
    0.24615377187728882,
    0.7192116975784302,
    0.6168223023414612,
    0.37623751163482666,
    0.6238530874252319,
    0.12765949964523315,
    0.41148313879966736,
    0.19905206561088562,
    0.6766167879104614,
    0.6407765746116638,
    0.1846153289079666,
    0.24875615537166595,
    0.33333322405815125,
    0.20895515382289886,
    0.24875615537166595,
    0.6794257164001465,
    0.34920626878738403,
    0.24107137322425842,
    0.47115376591682434,
    0.43523305654525757,
    0.42982450127601624,
    0.21256029605865479,
    0.3228698670864105,
    0.300884872674942,
    0.5384615063667297,
    0.306122362613678,
    0.262857049703598,
    0.6255922317504883,
    0.5513511896133423,
    0.29743579030036926,
    0.31249991059303284,
    0.15999993681907654,
    0.3636362552642822
   ],
   "time": 18.186915080994368,
   "param": null
  },
  {
   "epoch": 129,
   "train_loss": 0.0050137839280068874,
   "val_loss": 2.841590166091919,
   "acc": 38.64,
   "f1": [
    0.6761903762817383,
    0.4484303891658783,
    0.3113206624984741,
    0.23529404401779175,
    0.18905465304851532,
    0.31884050369262695,
    0.4299998879432678,
    0.39999985694885254,
    0.37499991059303284,
    0.5164833664894104,
    0.20105813443660736,
    0.2887699604034424,
    0.3804876506328583,
    0.3248729705810547,
    0.2121211439371109,
    0.2901553809642792,
    0.36158180236816406,
    0.51666659116745,
    0.2622949779033661,
    0.23232315480709076,
    0.6330273747444153,
    0.5304347276687622,
    0.3535352647304535,
    0.5937498807907104,
    0.6511626243591309,
    0.21359217166900635,
    0.3195875287055969,
    0.2727271616458893,
    0.5989303588867188,
    0.38636353611946106,
    0.44827574491500854,
    0.3636362850666046,
    0.3169397711753845,
    0.3636362552642822,
    0.2931033670902252,
    0.23232315480709076,
    0.3838382363319397,
    0.1390373706817627,
    0.2723003923892975,
    0.5510202646255493,
    0.41269823908805847,
    0.6451612114906311,
    0.3248729705810547,
    0.29906532168388367,
    0.16999994218349457,
    0.20765019953250885,
    0.20765019953250885,
    0.4951455295085907,
    0.5294116735458374,
    0.49999988079071045,
    0.16243648529052734,
    0.31638407707214355,
    0.5596328973770142,
    0.6379309296607971,
    0.40540531277656555,
    0.13756607472896576,
    0.5685278177261353,
    0.3953487277030945,
    0.47368407249450684,
    0.28571420907974243,
    0.7333331108093262,
    0.5494503974914551,
    0.49261072278022766,
    0.3707864284515381,
    0.20535708963871002,
    0.2288556545972824,
    0.2340424805879593,
    0.2371133416891098,
    0.7121950387954712,
    0.6197181344032288,
    0.39810416102409363,
    0.616071343421936,
    0.13259662687778473,
    0.4192138612270355,
    0.18652844429016113,
    0.711340069770813,
    0.6633662581443787,
    0.2054053246974945,
    0.25125616788864136,
    0.32432422041893005,
    0.2072538137435913,
    0.26666656136512756,
    0.6826921701431274,
    0.3636362850666046,
    0.2512076497077942,
    0.46601933240890503,
    0.419999897480011,
    0.404958575963974,
    0.24074065685272217,
    0.33789944648742676,
    0.33333322405815125,
    0.528846025466919,
    0.3141360282897949,
    0.2774565517902374,
    0.6285713315010071,
    0.5303866267204285,
    0.2780747711658478,
    0.300884872674942,
    0.1675977110862732,
    0.35359105467796326
   ],
   "time": 18.164288211613894,
   "param": null
  },
  {
   "epoch": 130,
   "train_loss": 0.006480121985077858,
   "val_loss": 2.778442144393921,
   "acc": 38.75,
   "f1": [
    0.6698111891746521,
    0.4579438269138336,
    0.30555546283721924,
    0.22471901774406433,
    0.19289332628250122,
    0.3157894015312195,
    0.4137929677963257,
    0.4232803285121918,
    0.3723403513431549,
    0.525139570236206,
    0.22346359491348267,
    0.2786068916320801,
    0.3743841052055359,
    0.309278279542923,
    0.2072538137435913,
    0.29508185386657715,
    0.38596484065055847,
    0.5236050486564636,
    0.2751321792602539,
    0.2256409376859665,
    0.6445496082305908,
    0.5454544425010681,
    0.3402060866355896,
    0.5803107619285583,
    0.6543776988983154,
    0.20588228106498718,
    0.33333322405815125,
    0.2653060257434845,
    0.6113988757133484,
    0.3786981403827667,
    0.4504503309726715,
    0.36458322405815125,
    0.3135133981704712,
    0.36893191933631897,
    0.29464277625083923,
    0.2424241602420807,
    0.37894728779792786,
    0.14358967542648315,
    0.2685184180736542,
    0.5472635626792908,
    0.40999990701675415,
    0.6451612114906311,
    0.33333322405815125,
    0.2959640622138977,
    0.17346931993961334,
    0.19459453225135803,
    0.21505369246006012,
    0.48803818225860596,
    0.5294116735458374,
    0.49999988079071045,
    0.1554403454065323,
    0.31818172335624695,
    0.5555554032325745,
    0.6320345401763916,
    0.4122805893421173,
    0.1554403454065323,
    0.575916051864624,
    0.3999998867511749,
    0.48421040177345276,
    0.29787227511405945,
    0.7547168731689453,
    0.547485888004303,
    0.4950493574142456,
    0.3786981403827667,
    0.22325573861598969,
    0.2376236915588379,
    0.2473117560148239,
    0.23589736223220825,
    0.729999840259552,
    0.6098653674125671,
    0.37320560216903687,
    0.6173911690711975,
    0.12371128052473068,
    0.4075828194618225,
    0.19626161456108093,
    0.6930691599845886,
    0.653465211391449,
    0.19289332628250122,
    0.23350247740745544,
    0.33684200048446655,
    0.18811874091625214,
    0.26804113388061523,
    0.6761903762817383,
    0.3654821515083313,
    0.23963125050067902,
    0.4694834351539612,
    0.4242422580718994,
    0.43362823128700256,
    0.2433861643075943,
    0.35185176134109497,
    0.31390124559402466,
    0.5308055877685547,
    0.31155768036842346,
    0.27218925952911377,
    0.6380951404571533,
    0.5454543828964233,
    0.29743579030036926,
    0.31428563594818115,
    0.15642453730106354,
    0.3578946590423584
   ],
   "time": 18.172049372456968,
   "param": null
  },
  {
   "epoch": 131,
   "train_loss": 0.009729333221912384,
   "val_loss": 2.7334046363830566,
   "acc": 38.71,
   "f1": [
    0.6794257164001465,
    0.4579438269138336,
    0.31428563594818115,
    0.23529404401779175,
    0.18719203770160675,
    0.31050220131874084,
    0.4278606176376343,
    0.4086019992828369,
    0.36649200320243835,
    0.5108694434165955,
    0.19767434895038605,
    0.28426387906074524,
    0.3838382363319397,
    0.30270257592201233,
    0.2010049670934677,
    0.3147207200527191,
    0.3592813014984131,
    0.5327510237693787,
    0.24598921835422516,
    0.24120594561100006,
    0.6509432196617126,
    0.5391303300857544,
    0.34042540192604065,
    0.5989846587181091,
    0.666666567325592,
    0.2046510875225067,
    0.3265305161476135,
    0.2629106938838959,
    0.613756537437439,
    0.39285704493522644,
    0.4533332288265228,
    0.364531934261322,
    0.320441871881485,
    0.3696681261062622,
    0.29875513911247253,
    0.24390237033367157,
    0.38144323229789734,
    0.13978487253189087,
    0.27884605526924133,
    0.5527637004852295,
    0.39583319425582886,
    0.6486485004425049,
    0.32352936267852783,
    0.280373752117157,
    0.1650484949350357,
    0.20765019953250885,
    0.18390797078609467,
    0.5074625611305237,
    0.5247523188591003,
    0.5098037719726562,
    0.18181811273097992,
    0.30857133865356445,
    0.5462961196899414,
    0.6311109066009521,
    0.42982450127601624,
    0.13978487253189087,
    0.5641024112701416,
    0.39548009634017944,
    0.4656083285808563,
    0.30366483330726624,
    0.7358488440513611,
    0.5423727631568909,
    0.5048542022705078,
    0.39548009634017944,
    0.22119809687137604,
    0.24999991059303284,
    0.24210518598556519,
    0.2473117560148239,
    0.7219511270523071,
    0.6261681318283081,
    0.39622631669044495,
    0.6079294085502625,
    0.11827950179576874,
    0.4072396755218506,
    0.19801974296569824,
    0.6969695687294006,
    0.6442306041717529,
    0.1914892941713333,
    0.24999991059303284,
    0.3402060866355896,
    0.21568621695041656,
    0.2694299519062042,
    0.6730768084526062,
    0.3711339235305786,
    0.23318377137184143,
    0.4579438269138336,
    0.42857128381729126,
    0.42477864027023315,
    0.2424241602420807,
    0.3474177420139313,
    0.32258057594299316,
    0.5339804887771606,
    0.282828152179718,
    0.2603549063205719,
    0.6346153020858765,
    0.5376343131065369,
    0.28571420907974243,
    0.31034475564956665,
    0.16666661202907562,
    0.3666665554046631
   ],
   "time": 18.374331636354327,
   "param": null
  },
  {
   "epoch": 132,
   "train_loss": 0.005088535137474537,
   "val_loss": 2.854248523712158,
   "acc": 38.64,
   "f1": [
    0.6798028349876404,
    0.46082934737205505,
    0.309859037399292,
    0.23204411566257477,
    0.1809523105621338,
    0.3041473925113678,
    0.40740731358528137,
    0.4083768427371979,
    0.35978829860687256,
    0.5193368792533875,
    0.19540224969387054,
    0.2842104732990265,
    0.35978829860687256,
    0.30051806569099426,
    0.2099999338388443,
    0.28723397850990295,
    0.3793102502822876,
    0.5309733152389526,
    0.26455017924308777,
    0.22009563446044922,
    0.6572768688201904,
    0.5281383991241455,
    0.3599999248981476,
    0.5820105075836182,
    0.6666665077209473,
    0.21999992430210114,
    0.34374991059303284,
    0.282828152179718,
    0.6041665077209473,
    0.3885713219642639,
    0.4615383744239807,
    0.3441859781742096,
    0.31284910440444946,
    0.37209296226501465,
    0.2904563546180725,
    0.253807008266449,
    0.38502663373947144,
    0.15151509642601013,
    0.2735848128795624,
    0.5435895919799805,
    0.40641695261001587,
    0.6448085904121399,
    0.3383083641529083,
    0.2995593845844269,
    0.1507537066936493,
    0.2099446803331375,
    0.19565211236476898,
    0.492890864610672,
    0.5098037719726562,
    0.5284972786903381,
    0.16999994218349457,
    0.3314284682273865,
    0.5352111458778381,
    0.6218487024307251,
    0.4253392219543457,
    0.14285707473754883,
    0.5621620416641235,
    0.3999998867511749,
    0.4646463394165039,
    0.30208322405815125,
    0.7439612150192261,
    0.535519003868103,
    0.5024629235267639,
    0.3720929026603699,
    0.21100911498069763,
    0.239999920129776,
    0.24999991059303284,
    0.2564101815223694,
    0.732673168182373,
    0.6291078925132751,
    0.3823528587818146,
    0.6153844594955444,
    0.13407814502716064,
    0.3946187198162079,
    0.1970442682504654,
    0.6829267144203186,
    0.6600984334945679,
    0.18181811273097992,
    0.23414628207683563,
    0.3265305161476135,
    0.20689646899700165,
    0.25870639085769653,
    0.6796115040779114,
    0.37373724579811096,
    0.2488478720188141,
    0.4705880880355835,
    0.42857128381729126,
    0.4265401363372803,
    0.2536584436893463,
    0.3408070504665375,
    0.3362067937850952,
    0.5221673846244812,
    0.3147207200527191,
    0.27428561449050903,
    0.623255729675293,
    0.5445024967193604,
    0.2786068916320801,
    0.3240739703178406,
    0.16184966266155243,
    0.3625729978084564
   ],
   "time": 18.0905130924657,
   "param": null
  },
  {
   "epoch": 133,
   "train_loss": 0.00510874530300498,
   "val_loss": 2.9251084327697754,
   "acc": 38.68,
   "f1": [
    0.6788989305496216,
    0.47963786125183105,
    0.2999999225139618,
    0.239520862698555,
    0.1938774734735489,
    0.31884050369262695,
    0.4179103374481201,
    0.4022345542907715,
    0.35897424817085266,
    0.5081079602241516,
    0.19767434895038605,
    0.28999990224838257,
    0.3794870972633362,
    0.3350784480571747,
    0.21538454294204712,
    0.29319363832473755,
    0.37426888942718506,
    0.5327510237693787,
    0.25668442249298096,
    0.2464454174041748,
    0.6730768084526062,
    0.5089284181594849,
    0.3517586886882782,
    0.5743588209152222,
    0.657142698764801,
    0.210526242852211,
    0.32989683747291565,
    0.28712859749794006,
    0.6185566186904907,
    0.38150280714035034,
    0.4405285120010376,
    0.34482747316360474,
    0.29189181327819824,
    0.37864065170288086,
    0.3063828945159912,
    0.2371133416891098,
    0.38190943002700806,
    0.15706801414489746,
    0.26415085792541504,
    0.539215624332428,
    0.4145076870918274,
    0.6559138894081116,
    0.3316582143306732,
    0.29864245653152466,
    0.1497325599193573,
    0.19209031760692596,
    0.18378373980522156,
    0.4951455295085907,
    0.5023254752159119,
    0.5196077227592468,
    0.17346931993961334,
    0.314606636762619,
    0.5529952645301819,
    0.6278025507926941,
    0.4140968322753906,
    0.14893612265586853,
    0.5714284777641296,
    0.4046241343021393,
    0.4623654782772064,
    0.32291656732559204,
    0.7333331108093262,
    0.5393257141113281,
    0.4878047704696655,
    0.35955044627189636,
    0.20792071521282196,
    0.24489787220954895,
    0.22660093009471893,
    0.24120594561100006,
    0.7363182306289673,
    0.6139533519744873,
    0.37681150436401367,
    0.616071343421936,
    0.13114747405052185,
    0.41474640369415283,
    0.20388342440128326,
    0.6540283560752869,
    0.6476188898086548,
    0.194871723651886,
    0.21782170236110687,
    0.32258057594299316,
    0.2061854749917984,
    0.2699999213218689,
    0.6763284206390381,
    0.3699999153614044,
    0.23893800377845764,
    0.4622640609741211,
    0.42639580368995667,
    0.4434387683868408,
    0.2524271011352539,
    0.35023030638694763,
    0.3441859781742096,
    0.5094338655471802,
    0.30051806569099426,
    0.2543351650238037,
    0.6341462135314941,
    0.5306121110916138,
    0.2914571762084961,
    0.31858399510383606,
    0.1694914698600769,
    0.3798881769180298
   ],
   "time": 18.146263159811497,
   "param": null
  },
  {
   "epoch": 134,
   "train_loss": 0.008468370884656906,
   "val_loss": 3.0092225074768066,
   "acc": 38.8,
   "f1": [
    0.6824643611907959,
    0.47222211956977844,
    0.30697670578956604,
    0.24096375703811646,
    0.18905465304851532,
    0.2938387989997864,
    0.4259258210659027,
    0.39784935116767883,
    0.36956506967544556,
    0.4973543584346771,
    0.20338977873325348,
    0.2959182858467102,
    0.37563440203666687,
    0.3101603388786316,
    0.21319790184497833,
    0.2842104732990265,
    0.3678159713745117,
    0.538461446762085,
    0.2681563198566437,
    0.236453115940094,
    0.6509432196617126,
    0.541666567325592,
    0.3535352647304535,
    0.5816324949264526,
    0.6603772640228271,
    0.210526242852211,
    0.3440859317779541,
    0.2692306935787201,
    0.6031745076179504,
    0.38596484065055847,
    0.44444432854652405,
    0.34579432010650635,
    0.31999990344047546,
    0.37320560216903687,
    0.29074883460998535,
    0.24509796500205994,
    0.3842363655567169,
    0.1604277491569519,
    0.2815532982349396,
    0.5482232570648193,
    0.41935470700263977,
    0.6521738171577454,
    0.3168315887451172,
    0.2933332622051239,
    0.1789472997188568,
    0.19318175315856934,
    0.19540224969387054,
    0.5024629235267639,
    0.5120771527290344,
    0.5221673846244812,
    0.15228420495986938,
    0.3351954519748688,
    0.5539904832839966,
    0.6120688319206238,
    0.41071420907974243,
    0.14130428433418274,
    0.5846152901649475,
    0.4044942855834961,
    0.4808742105960846,
    0.3076922297477722,
    0.7368419766426086,
    0.5423727631568909,
    0.49999988079071045,
    0.39548009634017944,
    0.2062779664993286,
    0.2424241602420807,
    0.24210518598556519,
    0.2371133416891098,
    0.7219511270523071,
    0.6261681318283081,
    0.3943660855293274,
    0.6216214895248413,
    0.11891885101795197,
    0.42857131361961365,
    0.19587622582912445,
    0.6730768084526062,
    0.6445496082305908,
    0.1914892941713333,
    0.24120594561100006,
    0.32124343514442444,
    0.19801974296569824,
    0.2702701687812805,
    0.6796115040779114,
    0.36893191933631897,
    0.2477063536643982,
    0.46009382605552673,
    0.42639580368995667,
    0.4363635182380676,
    0.24390237033367157,
    0.34862375259399414,
    0.33789944648742676,
    0.5049503445625305,
    0.28571420907974243,
    0.26666656136512756,
    0.6407765746116638,
    0.5425531268119812,
    0.281406968832016,
    0.32599109411239624,
    0.15909084677696228,
    0.3626372814178467
   ],
   "time": 18.49730611220002,
   "param": null
  },
  {
   "epoch": 135,
   "train_loss": 0.005413637030869722,
   "val_loss": 2.6693146228790283,
   "acc": 38.75,
   "f1": [
    0.666666567325592,
    0.47747737169265747,
    0.3084576427936554,
    0.22619038820266724,
    0.1862744390964508,
    0.29665064811706543,
    0.4299998879432678,
    0.39999985694885254,
    0.364531934261322,
    0.5164833664894104,
    0.19767434895038605,
    0.30150744318962097,
    0.3838382363319397,
    0.31249991059303284,
    0.21989519894123077,
    0.3069306015968323,
    0.3428570628166199,
    0.5541123747825623,
    0.23463678359985352,
    0.23834188282489777,
    0.666666567325592,
    0.5309733152389526,
    0.35483860969543457,
    0.5773194432258606,
    0.6415093541145325,
    0.23041465878486633,
    0.34224584698677063,
    0.2758619785308838,
    0.5833332538604736,
    0.3905324339866638,
    0.4566209018230438,
    0.35748788714408875,
    0.3135133981704712,
    0.3540668785572052,
    0.2966100871562958,
    0.23414628207683563,
    0.37563440203666687,
    0.15873010456562042,
    0.26666656136512756,
    0.5510202646255493,
    0.41052618622779846,
    0.6560845375061035,
    0.31730762124061584,
    0.2895926535129547,
    0.16999994218349457,
    0.19209031760692596,
    0.21999992430210114,
    0.4927534759044647,
    0.4954127371311188,
    0.5174128413200378,
    0.16748763620853424,
    0.3369564116001129,
    0.5523808598518372,
    0.6288208365440369,
    0.40677955746650696,
    0.14207643270492554,
    0.5699998736381531,
    0.4022987186908722,
    0.4699452221393585,
    0.30303022265434265,
    0.7488149404525757,
    0.5647057294845581,
    0.49999988079071045,
    0.4046241343021393,
    0.19905206561088562,
    0.24999991059303284,
    0.22772268950939178,
    0.26315781474113464,
    0.732673168182373,
    0.6244342923164368,
    0.38888880610466003,
    0.6133331656455994,
    0.13017743825912476,
    0.42253509163856506,
    0.180851012468338,
    0.6938773989677429,
    0.6699506640434265,
    0.2010049670934677,
    0.23923437297344208,
    0.32820504903793335,
    0.23036640882492065,
    0.26600977778434753,
    0.6923075318336487,
    0.364531934261322,
    0.24186037480831146,
    0.46376800537109375,
    0.42708319425582886,
    0.4215245544910431,
    0.23350247740745544,
    0.33789944648742676,
    0.31531521677970886,
    0.5247523188591003,
    0.2736841142177582,
    0.25555548071861267,
    0.6507176160812378,
    0.5263156890869141,
    0.3024389147758484,
    0.3050846755504608,
    0.1704544872045517,
    0.3720929026603699
   ],
   "time": 18.076175234280527,
   "param": null
  },
  {
   "epoch": 136,
   "train_loss": 0.004863107576966286,
   "val_loss": 2.8928942680358887,
   "acc": 38.68,
   "f1": [
    0.6794257164001465,
    0.48648640513420105,
    0.32835814356803894,
    0.23255808651447296,
    0.19191910326480865,
    0.29951682686805725,
    0.4174756109714508,
    0.413043349981308,
    0.3636362552642822,
    0.5081079602241516,
    0.18285706639289856,
    0.29896897077560425,
    0.3675675094127655,
    0.31632643938064575,
    0.21319790184497833,
    0.2812499403953552,
    0.35714277625083923,
    0.5286343097686768,
    0.251428484916687,
    0.25490185618400574,
    0.6602869629859924,
    0.5485230684280396,
    0.35714274644851685,
    0.5743588209152222,
    0.6509432196617126,
    0.22222214937210083,
    0.3440859317779541,
    0.26415085792541504,
    0.6145831942558289,
    0.3882351815700531,
    0.4454147219657898,
    0.3557691276073456,
    0.2959182858467102,
    0.34615373611450195,
    0.2918454110622406,
    0.2629106938838959,
    0.38144323229789734,
    0.1450776606798172,
    0.2692306935787201,
    0.5527637004852295,
    0.39784935116767883,
    0.6666665077209473,
    0.34042540192604065,
    0.3013697862625122,
    0.15920390188694,
    0.19318175315856934,
    0.2127658873796463,
    0.5024629235267639,
    0.5118482112884521,
    0.5365853309631348,
    0.15384608507156372,
    0.32748526334762573,
    0.5488370656967163,
    0.6098653674125671,
    0.40174663066864014,
    0.14659680426120758,
    0.5816324949264526,
    0.4114284813404083,
    0.46632111072540283,
    0.30999991297721863,
    0.742857038974762,
    0.5274723768234253,
    0.49261072278022766,
    0.3926379084587097,
    0.21917803585529327,
    0.24489787220954895,
    0.22797919809818268,
    0.23469379544258118,
    0.7411166429519653,
    0.6197181344032288,
    0.38356152176856995,
    0.6167399883270264,
    0.11518317461013794,
    0.40174663066864014,
    0.18848159909248352,
    0.7005074620246887,
    0.6376810669898987,
    0.194871723651886,
    0.22999992966651917,
    0.329670250415802,
    0.2116401493549347,
    0.26086950302124023,
    0.6761903762817383,
    0.3609755337238312,
    0.2399999350309372,
    0.46601933240890503,
    0.4257424473762512,
    0.4331796169281006,
    0.24999991059303284,
    0.3364485204219818,
    0.3286384046077728,
    0.5170730352401733,
    0.29166659712791443,
    0.2584269046783447,
    0.6296295523643494,
    0.5483869910240173,
    0.29896897077560425,
    0.33035704493522644,
    0.16279064118862152,
    0.3666665554046631
   ],
   "time": 18.10336786042899,
   "param": null
  },
  {
   "epoch": 137,
   "train_loss": 0.007126262877136469,
   "val_loss": 2.745037078857422,
   "acc": 38.84,
   "f1": [
    0.6760562062263489,
    0.4867255389690399,
    0.32160791754722595,
    0.2275448441505432,
    0.18269222974777222,
    0.3049326539039612,
    0.41148313879966736,
    0.41935470700263977,
    0.3711339235305786,
    0.5310733318328857,
    0.19883033633232117,
    0.28272244334220886,
    0.3636362850666046,
    0.3299999237060547,
    0.21319790184497833,
    0.2934781610965729,
    0.37426888942718506,
    0.5422221422195435,
    0.25555548071861267,
    0.238805890083313,
    0.6603772640228271,
    0.5470851063728333,
    0.35714274644851685,
    0.5803107619285583,
    0.666666567325592,
    0.23076917231082916,
    0.3367346227169037,
    0.2629106938838959,
    0.6041665077209473,
    0.38636353611946106,
    0.46363624930381775,
    0.35121941566467285,
    0.30939218401908875,
    0.3714284896850586,
    0.2821575999259949,
    0.26540276408195496,
    0.37563440203666687,
    0.15706801414489746,
    0.2592591643333435,
    0.5499998927116394,
    0.41269823908805847,
    0.662983238697052,
    0.32352936267852783,
    0.2739725410938263,
    0.16666659712791443,
    0.19428564608097076,
    0.20689648389816284,
    0.5049503445625305,
    0.526829183101654,
    0.5339804887771606,
    0.1725887656211853,
    0.3352600038051605,
    0.5555554032325745,
    0.6406925916671753,
    0.41964274644851685,
    0.14432983100414276,
    0.5846152901649475,
    0.4114284813404083,
    0.4914284646511078,
    0.30526304244995117,
    0.725490152835846,
    0.5549131631851196,
    0.4950493574142456,
    0.3885713219642639,
    0.19534875452518463,
    0.26804113388061523,
    0.21999992430210114,
    0.2526314854621887,
    0.7149757146835327,
    0.6175113916397095,
    0.36893191933631897,
    0.6210044622421265,
    0.12154688686132431,
    0.42790690064430237,
    0.20202013850212097,
    0.6868685483932495,
    0.6538460850715637,
    0.1836734265089035,
    0.23364479839801788,
    0.32978713512420654,
    0.20487797260284424,
    0.28272244334220886,
    0.6829267144203186,
    0.37999987602233887,
    0.246575266122818,
    0.4607841968536377,
    0.4299998879432678,
    0.4299064576625824,
    0.2262442708015442,
    0.3428570628166199,
    0.3286384046077728,
    0.5217390656471252,
    0.29268285632133484,
    0.2673795819282532,
    0.6384975910186768,
    0.5212765336036682,
    0.30150744318962097,
    0.3090128004550934,
    0.1764705330133438,
    0.36871495842933655
   ],
   "time": 18.055672531947494,
   "param": null
  },
  {
   "epoch": 138,
   "train_loss": 0.006404413376003504,
   "val_loss": 2.8625144958496094,
   "acc": 38.91,
   "f1": [
    0.6517856121063232,
    0.47004595398902893,
    0.29665064811706543,
    0.22727267444133759,
    0.18811874091625214,
    0.30555546283721924,
    0.4278606176376343,
    0.38918909430503845,
    0.37894728779792786,
    0.5053762197494507,
    0.20765019953250885,
    0.3076922297477722,
    0.3654821515083313,
    0.32804223895072937,
    0.20895515382289886,
    0.2944161295890808,
    0.36904752254486084,
    0.5321887135505676,
    0.24719089269638062,
    0.22999992966651917,
    0.6481480002403259,
    0.5367964506149292,
    0.37696322798728943,
    0.5699480772018433,
    0.6484017372131348,
    0.21296289563179016,
    0.3459458649158478,
    0.2797926664352417,
    0.6113988757133484,
    0.40740731358528137,
    0.44642844796180725,
    0.345177561044693,
    0.3101603388786316,
    0.36714968085289,
    0.28193822503089905,
    0.2559240758419037,
    0.3699999153614044,
    0.15555550158023834,
    0.2723003923892975,
    0.5472635626792908,
    0.40659332275390625,
    0.6461536884307861,
    0.3267325758934021,
    0.29464277625083923,
    0.16080394387245178,
    0.19101116061210632,
    0.19251330196857452,
    0.5024629235267639,
    0.5294116735458374,
    0.5399999022483826,
    0.17821775376796722,
    0.36046499013900757,
    0.5607475638389587,
    0.6351930499076843,
    0.40174663066864014,
    0.1530611664056778,
    0.574585497379303,
    0.4153004288673401,
    0.4656083285808563,
    0.306122362613678,
    0.7488149404525757,
    0.5517240166664124,
    0.4924621880054474,
    0.39153432846069336,
    0.2085307389497757,
    0.2705313265323639,
    0.2433861643075943,
    0.23350247740745544,
    0.7462685704231262,
    0.6181817054748535,
    0.37499985098838806,
    0.5999999046325684,
    0.1290322095155716,
    0.41314542293548584,
    0.20192298293113708,
    0.6829267144203186,
    0.6699506640434265,
    0.19191910326480865,
    0.24083760380744934,
    0.3386242389678955,
    0.21390368044376373,
    0.26881712675094604,
    0.6862744092941284,
    0.3699999153614044,
    0.2559240758419037,
    0.46788978576660156,
    0.43216070532798767,
    0.43720918893814087,
    0.24509796500205994,
    0.34905651211738586,
    0.33333322405815125,
    0.5116277933120728,
    0.26666656136512756,
    0.2727271616458893,
    0.6355138421058655,
    0.5380709171295166,
    0.28571420907974243,
    0.30909082293510437,
    0.15909084677696228,
    0.36956506967544556
   ],
   "time": 18.39919275045395,
   "param": null
  },
  {
   "epoch": 139,
   "train_loss": 0.005171774420887232,
   "val_loss": 2.9284543991088867,
   "acc": 38.76,
   "f1": [
    0.631578803062439,
    0.47004595398902893,
    0.30541861057281494,
    0.22222214937210083,
    0.19289332628250122,
    0.31775689125061035,
    0.42512065172195435,
    0.3999999165534973,
    0.36649200320243835,
    0.5136610269546509,
    0.21590900421142578,
    0.28426387906074524,
    0.378109335899353,
    0.31155768036842346,
    0.21428564190864563,
    0.2871793806552887,
    0.3832334280014038,
    0.5374448299407959,
    0.25274714827537537,
    0.24120594561100006,
    0.6540283560752869,
    0.5339365601539612,
    0.34999990463256836,
    0.5670101642608643,
    0.6507176160812378,
    0.22429899871349335,
    0.32989683747291565,
    0.26600977778434753,
    0.596858561038971,
    0.3841806650161743,
    0.46082934737205505,
    0.3317534327507019,
    0.32748526334762573,
    0.36633655428886414,
    0.2995593845844269,
    0.2524271011352539,
    0.37499991059303284,
    0.1405404806137085,
    0.2790696918964386,
    0.53465336561203,
    0.4041449725627899,
    0.6595743298530579,
    0.3399999141693115,
    0.2895926535129547,
    0.16346149146556854,
    0.188888818025589,
    0.194871723651886,
    0.5120771527290344,
    0.506912350654602,
    0.5339804887771606,
    0.1725887656211853,
    0.3370785713195801,
    0.5700933337211609,
    0.6260868310928345,
    0.4155843257904053,
    0.15730330348014832,
    0.5833332538604736,
    0.3999998867511749,
    0.44791656732559204,
    0.30526304244995117,
    0.741783857345581,
    0.543352484703064,
    0.49756085872650146,
    0.3699420988559723,
    0.21904754638671875,
    0.2673266530036926,
    0.2288556545972824,
    0.24083760380744934,
    0.728155255317688,
    0.6210044622421265,
    0.37320560216903687,
    0.5974025130271912,
    0.13259662687778473,
    0.4292236268520355,
    0.19689112901687622,
    0.6943003535270691,
    0.666666567325592,
    0.18947362899780273,
    0.23350247740745544,
    0.3195875287055969,
    0.21874994039535522,
    0.2705313265323639,
    0.6796115040779114,
    0.37563440203666687,
    0.23580780625343323,
    0.4585364758968353,
    0.4299998879432678,
    0.42857131361961365,
    0.24742262065410614,
    0.34579432010650635,
    0.34101372957229614,
    0.5174128413200378,
    0.27173903584480286,
    0.27118635177612305,
    0.6415093541145325,
    0.5235601663589478,
    0.3084576427936554,
    0.31390124559402466,
    0.15642453730106354,
    0.3763439953327179
   ],
   "time": 18.102030754089355,
   "param": null
  },
  {
   "epoch": 140,
   "train_loss": 0.007115410640835762,
   "val_loss": 2.8811075687408447,
   "acc": 38.8,
   "f1": [
    0.6697246432304382,
    0.47004595398902893,
    0.3018867075443268,
    0.23863628506660461,
    0.18181811273097992,
    0.30697670578956604,
    0.41148313879966736,
    0.39784935116767883,
    0.3599999248981476,
    0.522222101688385,
    0.21839071810245514,
    0.2914571762084961,
    0.37499991059303284,
    0.30541861057281494,
    0.20202013850212097,
    0.29629620909690857,
    0.3786981403827667,
    0.5381165146827698,
    0.2727271616458893,
    0.24615377187728882,
    0.6602869629859924,
    0.5357142090797424,
    0.35643553733825684,
    0.5654449462890625,
    0.6478871703147888,
    0.23696675896644592,
    0.3367346227169037,
    0.2705313265323639,
    0.5989846587181091,
    0.3793102502822876,
    0.4495411515235901,
    0.34905651211738586,
    0.3314284682273865,
    0.39069753885269165,
    0.29694315791130066,
    0.22797919809818268,
    0.37696322798728943,
    0.1641024947166443,
    0.271493136882782,
    0.5527637004852295,
    0.40206170082092285,
    0.6594592928886414,
    0.3383083641529083,
    0.2976743280887604,
    0.1499999463558197,
    0.19428564608097076,
    0.21319790184497833,
    0.5148513317108154,
    0.5118482112884521,
    0.5247523188591003,
    0.15920390188694,
    0.3313608467578888,
    0.5674417018890381,
    0.6260868310928345,
    0.4177776873111725,
    0.15469607710838318,
    0.5773194432258606,
    0.4114284813404083,
    0.45833322405815125,
    0.3147207200527191,
    0.7439612150192261,
    0.5303866267204285,
    0.49999988079071045,
    0.35955044627189636,
    0.22429899871349335,
    0.2599999010562897,
    0.2288556545972824,
    0.24615377187728882,
    0.7290639281272888,
    0.6168223023414612,
    0.3738316595554352,
    0.616071343421936,
    0.12021850794553757,
    0.4215245544910431,
    0.19191910326480865,
    0.6764704585075378,
    0.6568626165390015,
    0.20895515382289886,
    0.22105254232883453,
    0.31155768036842346,
    0.2099999338388443,
    0.280898779630661,
    0.6761903762817383,
    0.3654821515083313,
    0.24107137322425842,
    0.45544540882110596,
    0.4242422580718994,
    0.44239622354507446,
    0.24742262065410614,
    0.36018943786621094,
    0.32579174637794495,
    0.5120771527290344,
    0.27777770161628723,
    0.2840908169746399,
    0.623255729675293,
    0.5268816351890564,
    0.3069306015968323,
    0.3287670314311981,
    0.15819202363491058,
    0.3666665554046631
   ],
   "time": 17.97593943402171,
   "param": null
  },
  {
   "epoch": 141,
   "train_loss": 0.0055328370071947575,
   "val_loss": 2.7572197914123535,
   "acc": 38.94,
   "f1": [
    0.6759257912635803,
    0.47169798612594604,
    0.3113206624984741,
    0.22988496720790863,
    0.19289332628250122,
    0.323809415102005,
    0.44444435834884644,
    0.42162150144577026,
    0.36082467436790466,
    0.5026736855506897,
    0.2105262726545334,
    0.28426387906074524,
    0.3711339235305786,
    0.3157894015312195,
    0.2072538137435913,
    0.27551010251045227,
    0.3720929026603699,
    0.5357142090797424,
    0.2812499403953552,
    0.24509796500205994,
    0.6764704585075378,
    0.5477177500724792,
    0.35897424817085266,
    0.5937498807907104,
    0.6603772640228271,
    0.2424241602420807,
    0.33684200048446655,
    0.2536584436893463,
    0.6010361909866333,
    0.38150280714035034,
    0.4493390619754791,
    0.36190465092658997,
    0.31999990344047546,
    0.35820886492729187,
    0.2918454110622406,
    0.26600977778434753,
    0.3917524814605713,
    0.15053758025169373,
    0.2647058069705963,
    0.5213268995285034,
    0.40624988079071045,
    0.6631014943122864,
    0.32352936267852783,
    0.29245272278785706,
    0.15228420495986938,
    0.19540224969387054,
    0.21468918025493622,
    0.5096152424812317,
    0.5096152424812317,
    0.5399999022483826,
    0.16915416717529297,
    0.34254133701324463,
    0.5555554032325745,
    0.6339284181594849,
    0.4291844367980957,
    0.15384608507156372,
    0.572916567325592,
    0.40677958726882935,
    0.4615383446216583,
    0.306122362613678,
    0.7403844594955444,
    0.5414363145828247,
    0.5025123953819275,
    0.37288129329681396,
    0.22119809687137604,
    0.26804113388061523,
    0.22222216427326202,
    0.24489787220954895,
    0.735293984413147,
    0.622641384601593,
    0.37864065170288086,
    0.6167399883270264,
    0.12182734906673431,
    0.4090907871723175,
    0.20202013850212097,
    0.6969695687294006,
    0.6633662581443787,
    0.180851012468338,
    0.2244897186756134,
    0.3406592309474945,
    0.19459453225135803,
    0.28272244334220886,
    0.6794257164001465,
    0.3654821515083313,
    0.2559240758419037,
    0.4519229531288147,
    0.43216070532798767,
    0.42857131361961365,
    0.2512076497077942,
    0.3441859781742096,
    0.3175964951515198,
    0.5135133862495422,
    0.29508185386657715,
    0.2598869204521179,
    0.6439023613929749,
    0.5157893896102905,
    0.29166659712791443,
    0.3037974238395691,
    0.16091948747634888,
    0.3798881769180298
   ],
   "time": 18.359229372814298,
   "param": null
  },
  {
   "epoch": 142,
   "train_loss": 0.004889761097729206,
   "val_loss": 2.8563570976257324,
   "acc": 38.8,
   "f1": [
    0.6697673201560974,
    0.4907405972480774,
    0.3084576427936554,
    0.22950810194015503,
    0.18905465304851532,
    0.29951682686805725,
    0.4313724637031555,
    0.40217384696006775,
    0.37499991059303284,
    0.4973543584346771,
    0.2105262726545334,
    0.309278279542923,
    0.367346853017807,
    0.31088075041770935,
    0.1989527940750122,
    0.28426387906074524,
    0.3720929026603699,
    0.5327510237693787,
    0.24999991059303284,
    0.2475246638059616,
    0.6478871703147888,
    0.5479451417922974,
    0.3487178385257721,
    0.575916051864624,
    0.6543776988983154,
    0.23636355996131897,
    0.33333325386047363,
    0.2812499403953552,
    0.5937498807907104,
    0.3793102502822876,
    0.4521738290786743,
    0.35532984137535095,
    0.32222211360931396,
    0.3627450466156006,
    0.292035311460495,
    0.24489787220954895,
    0.35897424817085266,
    0.15217386186122894,
    0.27102795243263245,
    0.542713463306427,
    0.4041449725627899,
    0.6595743298530579,
    0.336633563041687,
    0.3013697862625122,
    0.1576354056596756,
    0.18713442981243134,
    0.2258063703775406,
    0.488262802362442,
    0.4954127371311188,
    0.5294116735458374,
    0.17171710729599,
    0.3575417995452881,
    0.5648146867752075,
    0.6460175514221191,
    0.4155843257904053,
    0.14358967542648315,
    0.5743588209152222,
    0.4161849021911621,
    0.4577113389968872,
    0.3068782389163971,
    0.742857038974762,
    0.5465114712715149,
    0.4878047704696655,
    0.3720929026603699,
    0.22966498136520386,
    0.26666656136512756,
    0.24210518598556519,
    0.2371133416891098,
    0.7149757146835327,
    0.6139533519744873,
    0.3926939368247986,
    0.602620005607605,
    0.12631572782993317,
    0.41071420907974243,
    0.19999992847442627,
    0.6868685483932495,
    0.6445496082305908,
    0.18279562890529633,
    0.22222213447093964,
    0.3248729705810547,
    0.211055189371109,
    0.28272244334220886,
    0.6829267144203186,
    0.3899998664855957,
    0.25233638286590576,
    0.44444435834884644,
    0.42639580368995667,
    0.41379299759864807,
    0.23834188282489777,
    0.3363635540008545,
    0.33333325386047363,
    0.5071768760681152,
    0.2842104732990265,
    0.2569831311702728,
    0.6411482095718384,
    0.5240640044212341,
    0.29743579030036926,
    0.3196346163749695,
    0.16091948747634888,
    0.37158459424972534
   ],
   "time": 18.063720635138452,
   "param": null
  },
  {
   "epoch": 143,
   "train_loss": 0.005145778879523277,
   "val_loss": 2.8102688789367676,
   "acc": 38.81,
   "f1": [
    0.6486485004425049,
    0.47747737169265747,
    0.3024389147758484,
    0.228260800242424,
    0.18999992311000824,
    0.30621999502182007,
    0.41148313879966736,
    0.38341957330703735,
    0.3692306876182556,
    0.4947367310523987,
    0.19672125577926636,
    0.31088075041770935,
    0.37499991059303284,
    0.2999999225139618,
    0.21782170236110687,
    0.28571420907974243,
    0.3699420988559723,
    0.5240174531936646,
    0.24999991059303284,
    0.24615377187728882,
    0.6731706857681274,
    0.5291478633880615,
    0.3617020547389984,
    0.5858584046363831,
    0.6635069251060486,
    0.23529402911663055,
    0.3384614586830139,
    0.2692306935787201,
    0.5882351994514465,
    0.39285704493522644,
    0.47004595398902893,
    0.3482586145401001,
    0.3169397711753845,
    0.3636362850666046,
    0.28947362303733826,
    0.2571427524089813,
    0.3874344527721405,
    0.15053758025169373,
    0.2731706500053406,
    0.5612244009971619,
    0.3936169147491455,
    0.6489360928535461,
    0.33502528071403503,
    0.29864245653152466,
    0.15999993681907654,
    0.1777777075767517,
    0.2173912227153778,
    0.4976075291633606,
    0.4954127371311188,
    0.5279186367988586,
    0.15873010456562042,
    0.3555554449558258,
    0.562211811542511,
    0.6431716680526733,
    0.4253392219543457,
    0.14364632964134216,
    0.572916567325592,
    0.4022345542907715,
    0.46938762068748474,
    0.3141360282897949,
    0.7511736154556274,
    0.5393257141113281,
    0.48756206035614014,
    0.35955044627189636,
    0.20909084379673004,
    0.26666656136512756,
    0.22222216427326202,
    0.2673266530036926,
    0.7399998903274536,
    0.622641384601593,
    0.39622631669044495,
    0.6052630543708801,
    0.12435225397348404,
    0.42342329025268555,
    0.1938774734735489,
    0.669999897480011,
    0.6476188898086548,
    0.1899440735578537,
    0.22916659712791443,
    0.32291656732559204,
    0.23529402911663055,
    0.2783504128456116,
    0.6796115040779114,
    0.37864065170288086,
    0.2488478720188141,
    0.45320188999176025,
    0.4299998879432678,
    0.44239622354507446,
    0.24615377187728882,
    0.33802807331085205,
    0.33333325386047363,
    0.5142855644226074,
    0.2872926890850067,
    0.2696628272533417,
    0.623255729675293,
    0.5326085686683655,
    0.3168315887451172,
    0.3167419731616974,
    0.15999993681907654,
    0.3502824008464813
   ],
   "time": 17.87654102779925,
   "param": null
  },
  {
   "epoch": 144,
   "train_loss": 0.007664985954761505,
   "val_loss": 2.912052869796753,
   "acc": 38.82,
   "f1": [
    0.6636362671852112,
    0.4744184911251068,
    0.29107969999313354,
    0.22727267444133759,
    0.19289332628250122,
    0.3253587782382965,
    0.4292682111263275,
    0.39153432846069336,
    0.36649200320243835,
    0.5026736855506897,
    0.20689648389816284,
    0.30051806569099426,
    0.372548907995224,
    0.3157893717288971,
    0.19587622582912445,
    0.2702701687812805,
    0.3720929026603699,
    0.5391303300857544,
    0.2541435658931732,
    0.24875615537166595,
    0.6602869629859924,
    0.5244443416595459,
    0.35897424817085266,
    0.5699480772018433,
    0.6422017216682434,
    0.2288556545972824,
    0.3248729705810547,
    0.2653060257434845,
    0.5906734466552734,
    0.3820223808288574,
    0.4493390619754791,
    0.3523808717727661,
    0.30526304244995117,
    0.372548907995224,
    0.2953585684299469,
    0.26262614130973816,
    0.37373724579811096,
    0.15300540626049042,
    0.2685184180736542,
    0.5499998927116394,
    0.4086019992828369,
    0.6560845375061035,
    0.3299999237060547,
    0.28855711221694946,
    0.14925366640090942,
    0.18478251993656158,
    0.21390368044376373,
    0.5049503445625305,
    0.5192306637763977,
    0.5320196151733398,
    0.16080394387245178,
    0.35502949357032776,
    0.5648146867752075,
    0.6347824931144714,
    0.42342329025268555,
    0.14659680426120758,
    0.5816324949264526,
    0.4022345542907715,
    0.4777776598930359,
    0.3135133981704712,
    0.7464112639427185,
    0.5274723768234253,
    0.4899998903274536,
    0.39106133580207825,
    0.2181817591190338,
    0.24083760380744934,
    0.22115376591682434,
    0.24870456755161285,
    0.7437184453010559,
    0.6103284358978271,
    0.38139525055885315,
    0.6079294085502625,
    0.12972965836524963,
    0.42241373658180237,
    0.2094240039587021,
    0.669999897480011,
    0.6445496082305908,
    0.18378373980522156,
    0.22222216427326202,
    0.3350784480571747,
    0.21649475395679474,
    0.2727271616458893,
    0.6829267144203186,
    0.37563440203666687,
    0.246575266122818,
    0.47619035840034485,
    0.41346144676208496,
    0.439655065536499,
    0.26086950302124023,
    0.33179715275764465,
    0.3271027207374573,
    0.5070421695709229,
    0.28260859847068787,
    0.25555548071861267,
    0.6507176160812378,
    0.5494503974914551,
    0.31999990344047546,
    0.321428507566452,
    0.1675977110862732,
    0.36158180236816406
   ],
   "time": 18.339036663994193,
   "param": null
  },
  {
   "epoch": 145,
   "train_loss": 0.005245804321020842,
   "val_loss": 2.9295361042022705,
   "acc": 38.85,
   "f1": [
    0.666666567325592,
    0.45581385493278503,
    0.3024389147758484,
    0.22598862648010254,
    0.19095470011234283,
    0.319248765707016,
    0.4271843731403351,
    0.38709667325019836,
    0.35483860969543457,
    0.5026736855506897,
    0.1965317279100418,
    0.31284910440444946,
    0.3711339235305786,
    0.306122362613678,
    0.21568621695041656,
    0.28999990224838257,
    0.3832334280014038,
    0.5327510237693787,
    0.2751321792602539,
    0.23232315480709076,
    0.663461446762085,
    0.5333332419395447,
    0.3636362552642822,
    0.5714284777641296,
    0.6476188898086548,
    0.2488478720188141,
    0.3248729705810547,
    0.26262614130973816,
    0.5937498807907104,
    0.38596484065055847,
    0.44642844796180725,
    0.33333325386047363,
    0.3101603388786316,
    0.3714284896850586,
    0.28571420907974243,
    0.2621358335018158,
    0.3794870972633362,
    0.15873010456562042,
    0.2571427524089813,
    0.5612244009971619,
    0.4102562665939331,
    0.6631014943122864,
    0.3184078335762024,
    0.2959640622138977,
    0.16748763620853424,
    0.18579228222370148,
    0.20320846140384674,
    0.5123152136802673,
    0.5196077227592468,
    0.5365853309631348,
    0.16753920912742615,
    0.3468207120895386,
    0.5555554032325745,
    0.6437767148017883,
    0.42857131361961365,
    0.14736837148666382,
    0.5789472460746765,
    0.4111110270023346,
    0.48888877034187317,
    0.31088075041770935,
    0.7403844594955444,
    0.5317917466163635,
    0.4950493574142456,
    0.39548009634017944,
    0.2181817591190338,
    0.25125616788864136,
    0.2371133416891098,
    0.2613064646720886,
    0.7192116975784302,
    0.6018517017364502,
    0.3846152722835541,
    0.6106193661689758,
    0.12499994039535522,
    0.41441428661346436,
    0.2021275758743286,
    0.6634145379066467,
    0.6570047736167908,
    0.17801040410995483,
    0.2436547577381134,
    0.32978713512420654,
    0.21989519894123077,
    0.2769230008125305,
    0.6862744092941284,
    0.37999987602233887,
    0.23853203654289246,
    0.45161277055740356,
    0.43781083822250366,
    0.43749988079071045,
    0.25870639085769653,
    0.3348415493965149,
    0.3287670314311981,
    0.5049503445625305,
    0.28272244334220886,
    0.2774565517902374,
    0.6238530874252319,
    0.5347592234611511,
    0.3147207200527191,
    0.31034475564956665,
    0.1748633086681366,
    0.3798881769180298
   ],
   "time": 17.858258285559714,
   "param": null
  },
  {
   "epoch": 146,
   "train_loss": 0.0055483742617070675,
   "val_loss": 2.975011110305786,
   "acc": 38.77,
   "f1": [
    0.6698111891746521,
    0.47222211956977844,
    0.3047617971897125,
    0.22352932393550873,
    0.19095470011234283,
    0.319248765707016,
    0.43269219994544983,
    0.39130425453186035,
    0.3636362850666046,
    0.4947367310523987,
    0.20224712789058685,
    0.29292917251586914,
    0.364531934261322,
    0.30392149090766907,
    0.1990049034357071,
    0.2886596620082855,
    0.35955044627189636,
    0.5371899604797363,
    0.2543351650238037,
    0.2525251507759094,
    0.6899998784065247,
    0.5309733152389526,
    0.35602086782455444,
    0.5803107619285583,
    0.6507176160812378,
    0.2571427524089813,
    0.34920626878738403,
    0.26395928859710693,
    0.5989303588867188,
    0.39285704493522644,
    0.4493390619754791,
    0.3428570628166199,
    0.3076922297477722,
    0.35643553733825684,
    0.2953585684299469,
    0.26341456174850464,
    0.38190943002700806,
    0.1497325599193573,
    0.24999991059303284,
    0.539215624332428,
    0.413043349981308,
    0.6524062752723694,
    0.3350784480571747,
    0.2941175699234009,
    0.16161610186100006,
    0.19999992847442627,
    0.2176164984703064,
    0.5074625611305237,
    0.5023254752159119,
    0.5196077227592468,
    0.16753920912742615,
    0.32558128237724304,
    0.562211811542511,
    0.6550217270851135,
    0.4086955785751343,
    0.1507537066936493,
    0.5846152901649475,
    0.4069766402244568,
    0.4699452221393585,
    0.2944161295890808,
    0.7378638982772827,
    0.547485888004303,
    0.5096152424812317,
    0.38461530208587646,
    0.22429899871349335,
    0.2436547577381134,
    0.2288556545972824,
    0.25906726717948914,
    0.7156862020492554,
    0.6027396321296692,
    0.37914684414863586,
    0.6210044622421265,
    0.10989003628492355,
    0.42342329025268555,
    0.20320846140384674,
    0.6734693050384521,
    0.6384975910186768,
    0.18378373980522156,
    0.22772268950939178,
    0.32804223895072937,
    0.23414628207683563,
    0.2741115987300873,
    0.6862744092941284,
    0.40206170082092285,
    0.23478256165981293,
    0.4499998688697815,
    0.4195120930671692,
    0.44642844796180725,
    0.24875615537166595,
    0.3348836302757263,
    0.32075464725494385,
    0.5098037719726562,
    0.2797926664352417,
    0.2790696620941162,
    0.6350710391998291,
    0.5185183882713318,
    0.31155768036842346,
    0.31441038846969604,
    0.15999993681907654,
    0.37426888942718506
   ],
   "time": 17.920617668889463,
   "param": null
  },
  {
   "epoch": 147,
   "train_loss": 0.0048986985348165035,
   "val_loss": 3.056757688522339,
   "acc": 38.96,
   "f1": [
    0.6543776988983154,
    0.4931505620479584,
    0.29523801803588867,
    0.23280414938926697,
    0.18811874091625214,
    0.31884050369262695,
    0.4313724637031555,
    0.4041449725627899,
    0.3736262619495392,
    0.5053762197494507,
    0.213483065366745,
    0.29319363832473755,
    0.37305691838264465,
    0.3076922297477722,
    0.20657269656658173,
    0.2901553809642792,
    0.3678159713745117,
    0.5304347276687622,
    0.26519328355789185,
    0.24630534648895264,
    0.666666567325592,
    0.5367964506149292,
    0.36559128761291504,
    0.5911328792572021,
    0.6445496082305908,
    0.23636355996131897,
    0.3478259742259979,
    0.2713567018508911,
    0.5925924777984619,
    0.3905324339866638,
    0.4454147219657898,
    0.33962252736091614,
    0.3050846457481384,
    0.37320560216903687,
    0.2746780216693878,
    0.253807008266449,
    0.39215680956840515,
    0.16216209530830383,
    0.2692306935787201,
    0.5527637004852295,
    0.4041449725627899,
    0.6594592928886414,
    0.3402060866355896,
    0.30697670578956604,
    0.14893612265586853,
    0.18713442981243134,
    0.21390368044376373,
    0.5123152136802673,
    0.5174128413200378,
    0.5294116735458374,
    0.16580304503440857,
    0.34972667694091797,
    0.5596328973770142,
    0.6351930499076843,
    0.41592907905578613,
    0.15300540626049042,
    0.5894736051559448,
    0.4046241343021393,
    0.47826072573661804,
    0.29896897077560425,
    0.7523808479309082,
    0.5505616068840027,
    0.4951455295085907,
    0.3771427571773529,
    0.2181817591190338,
    0.25352105498313904,
    0.24210518598556519,
    0.2536584436893463,
    0.7336682677268982,
    0.6074764728546143,
    0.36792439222335815,
    0.6098653674125671,
    0.11299428343772888,
    0.4200912117958069,
    0.2061854749917984,
    0.657142698764801,
    0.6568626165390015,
    0.18478251993656158,
    0.23589736223220825,
    0.326315701007843,
    0.2233501821756363,
    0.2727271616458893,
    0.6826921701431274,
    0.3838382363319397,
    0.23788540065288544,
    0.46601933240890503,
    0.4170615077018738,
    0.4414413571357727,
    0.24999991059303284,
    0.33802807331085205,
    0.33802807331085205,
    0.49999988079071045,
    0.28571420907974243,
    0.2658958435058594,
    0.635944664478302,
    0.5312498211860657,
    0.3168315887451172,
    0.3167419731616974,
    0.17021268606185913,
    0.37288129329681396
   ],
   "time": 18.202735208906233,
   "param": null
  },
  {
   "epoch": 148,
   "train_loss": 0.004932562820613384,
   "val_loss": 2.9026079177856445,
   "acc": 39.01,
   "f1": [
    0.6666665077209473,
    0.4824560582637787,
    0.2914571762084961,
    0.21714277565479279,
    0.1844659447669983,
    0.30697670578956604,
    0.4271843731403351,
    0.3999999165534973,
    0.38709667325019836,
    0.525139570236206,
    0.19318175315856934,
    0.30270257592201233,
    0.37499991059303284,
    0.3131312429904938,
    0.19289332628250122,
    0.2812499403953552,
    0.3878786563873291,
    0.5355647206306458,
    0.2485874742269516,
    0.23115570843219757,
    0.6540283560752869,
    0.5240174531936646,
    0.3586955666542053,
    0.5699480772018433,
    0.657142698764801,
    0.26008957624435425,
    0.32989683747291565,
    0.2731706500053406,
    0.6031745076179504,
    0.3908045291900635,
    0.45161277055740356,
    0.34615373611450195,
    0.3016759157180786,
    0.3535352647304535,
    0.29437223076820374,
    0.26262614130973816,
    0.39195966720581055,
    0.15873010456562042,
    0.26484012603759766,
    0.5499998927116394,
    0.4226802885532379,
    0.6630433797836304,
    0.3271027207374573,
    0.29906532168388367,
    0.1683167666196823,
    0.188888818025589,
    0.2127658873796463,
    0.5118482112884521,
    0.526829183101654,
    0.5418717861175537,
    0.1836734265089035,
    0.36065563559532166,
    0.5545453429222107,
    0.642857015132904,
    0.41964274644851685,
    0.15957440435886383,
    0.5699480772018433,
    0.4180789887905121,
    0.48453593254089355,
    0.3024389147758484,
    0.7403844594955444,
    0.5371427536010742,
    0.5099998712539673,
    0.35955044627189636,
    0.20388342440128326,
    0.2783504128456116,
    0.23115570843219757,
    0.2653060257434845,
    0.7389161586761475,
    0.6036034822463989,
    0.38095229864120483,
    0.6216214895248413,
    0.13725484907627106,
    0.4200912117958069,
    0.19095470011234283,
    0.6934671998023987,
    0.6502462029457092,
    0.18279562890529633,
    0.23300965130329132,
    0.34554967284202576,
    0.23280414938926697,
    0.2842104732990265,
    0.6826921701431274,
    0.3861384987831116,
    0.23893800377845764,
    0.45714277029037476,
    0.42639580368995667,
    0.42857131361961365,
    0.2525251507759094,
    0.35071080923080444,
    0.32579174637794495,
    0.5046727657318115,
    0.2888887822628021,
    0.2696628272533417,
    0.6415093541145325,
    0.5263156890869141,
    0.306122362613678,
    0.32034626603126526,
    0.15999993681907654,
    0.3707864284515381
   ],
   "time": 18.00871671922505,
   "param": null
  },
  {
   "epoch": 149,
   "train_loss": 0.005497024394571781,
   "val_loss": 2.991178035736084,
   "acc": 39.05,
   "f1": [
    0.6759257912635803,
    0.49090901017189026,
    0.28712859749794006,
    0.21965309977531433,
    0.18811874091625214,
    0.323809415102005,
    0.43902426958084106,
    0.40206170082092285,
    0.38043469190597534,
    0.4999998211860657,
    0.19540224969387054,
    0.29166659712791443,
    0.3711339235305786,
    0.31067952513694763,
    0.2099999338388443,
    0.29189181327819824,
    0.36046499013900757,
    0.5429863333702087,
    0.2444443702697754,
    0.23414628207683563,
    0.6602869629859924,
    0.5370368957519531,
    0.36649200320243835,
    0.5876287817955017,
    0.6448596715927124,
    0.24669595062732697,
    0.34224584698677063,
    0.2613064646720886,
    0.6082472205162048,
    0.3820223808288574,
    0.44642844796180725,
    0.35467973351478577,
    0.29319363832473755,
    0.37681150436401367,
    0.2956520915031433,
    0.2739725410938263,
    0.3711339235305786,
    0.14432983100414276,
    0.275229275226593,
    0.5527637004852295,
    0.4123710095882416,
    0.6630433797836304,
    0.3195875287055969,
    0.29824554920196533,
    0.1554403454065323,
    0.19999992847442627,
    0.20512813329696655,
    0.5074625611305237,
    0.5177663564682007,
    0.5365853309631348,
    0.17910441756248474,
    0.3459458649158478,
    0.5754715800285339,
    0.6491227149963379,
    0.3999999165534973,
    0.15789467096328735,
    0.5863873362541199,
    0.41340771317481995,
    0.4799998700618744,
    0.31249991059303284,
    0.742857038974762,
    0.553672194480896,
    0.5074625611305237,
    0.37777766585350037,
    0.21495321393013,
    0.27173903584480286,
    0.23834188282489777,
    0.24870456755161285,
    0.7149757146835327,
    0.6018517017364502,
    0.37914684414863586,
    0.616071343421936,
    0.11111104488372803,
    0.4086955785751343,
    0.20833326876163483,
    0.663461446762085,
    0.6538460850715637,
    0.18181811273097992,
    0.23157887160778046,
    0.34374991059303284,
    0.23280414938926697,
    0.27083322405815125,
    0.6893202662467957,
    0.3899998664855957,
    0.25570768117904663,
    0.4705880880355835,
    0.4179103374481201,
    0.4405285120010376,
    0.2564101815223694,
    0.34234222769737244,
    0.33802807331085205,
    0.5094338655471802,
    0.27322396636009216,
    0.2727271616458893,
    0.6470587849617004,
    0.5416665077209473,
    0.30303022265434265,
    0.31304338574409485,
    0.16091948747634888,
    0.37499991059303284
   ],
   "time": 17.911306676454842,
   "param": null
  },
  {
   "epoch": 150,
   "train_loss": 0.007561080157756805,
   "val_loss": 2.858626127243042,
   "acc": 38.87,
   "f1": [
    0.6728971004486084,
    0.4748857021331787,
    0.29702961444854736,
    0.21965309977531433,
    0.1951218843460083,
    0.309859037399292,
    0.4292682111263275,
    0.39999985694885254,
    0.38502663373947144,
    0.5108694434165955,
    0.2173912227153778,
    0.29787227511405945,
    0.3711339235305786,
    0.31155768036842346,
    0.21256029605865479,
    0.26881712675094604,
    0.37804868817329407,
    0.5462554097175598,
    0.2430938482284546,
    0.24875615537166595,
    0.6509432196617126,
    0.5545453429222107,
    0.3578946590423584,
    0.5833332538604736,
    0.6635512709617615,
    0.24454142153263092,
    0.32820504903793335,
    0.2829267382621765,
    0.6153844594955444,
    0.3885713219642639,
    0.4454147219657898,
    0.3495144844055176,
    0.29473677277565,
    0.37320560216903687,
    0.278026819229126,
    0.2775118350982666,
    0.37999987602233887,
    0.1497325599193573,
    0.2575106620788574,
    0.5472635626792908,
    0.40217384696006775,
    0.6596857309341431,
    0.3121950626373291,
    0.28318578004837036,
    0.15458931028842926,
    0.1868131160736084,
    0.2021275758743286,
    0.5048542022705078,
    0.506912350654602,
    0.535353422164917,
    0.17708326876163483,
    0.33333322405815125,
    0.5550238490104675,
    0.6431716680526733,
    0.40517228841781616,
    0.1612902730703354,
    0.5833332538604736,
    0.4090908467769623,
    0.47236168384552,
    0.3131312429904938,
    0.7499997615814209,
    0.5517240166664124,
    0.4950493574142456,
    0.3720929026603699,
    0.23041465878486633,
    0.26666656136512756,
    0.21890540421009064,
    0.25396814942359924,
    0.735293984413147,
    0.6046510338783264,
    0.3846152722835541,
    0.616071343421936,
    0.12972965836524963,
    0.41964274644851685,
    0.19587622582912445,
    0.6899998784065247,
    0.6666665077209473,
    0.1914892941713333,
    0.2243901938199997,
    0.32820504903793335,
    0.20105813443660736,
    0.2795697748661041,
    0.6796115040779114,
    0.3692306876182556,
    0.246575266122818,
    0.46829259395599365,
    0.4299998879432678,
    0.434782475233078,
    0.2599999010562897,
    0.3470318615436554,
    0.34579432010650635,
    0.49756085872650146,
    0.2812499403953552,
    0.2643677294254303,
    0.6538460850715637,
    0.5445024967193604,
    0.2959182858467102,
    0.300884872674942,
    0.15819202363491058,
    0.37426888942718506
   ],
   "time": 18.45087279099971,
   "param": null
  },
  {
   "epoch": 151,
   "train_loss": 0.005132871214300394,
   "val_loss": 2.867196798324585,
   "acc": 38.97,
   "f1": [
    0.6478871703147888,
    0.4818180501461029,
    0.28971952199935913,
    0.228260800242424,
    0.1862744390964508,
    0.3113206624984741,
    0.4230768084526062,
    0.3809523284435272,
    0.3841806650161743,
    0.5054942965507507,
    0.18784524500370026,
    0.30303022265434265,
    0.3599999248981476,
    0.30456843972206116,
    0.2061854749917984,
    0.2887699604034424,
    0.3764704465866089,
    0.5585584044456482,
    0.2681563198566437,
    0.22966498136520386,
    0.6478871703147888,
    0.5352111458778381,
    0.3617020547389984,
    0.5786800384521484,
    0.6422017216682434,
    0.24778753519058228,
    0.3487178385257721,
    0.2653060257434845,
    0.594594419002533,
    0.3878786563873291,
    0.4651161730289459,
    0.35897424817085266,
    0.32222211360931396,
    0.38190943002700806,
    0.2995593845844269,
    0.2436547577381134,
    0.38775497674942017,
    0.1612902730703354,
    0.2775118350982666,
    0.5555554032325745,
    0.40624988079071045,
    0.6666665077209473,
    0.3024389147758484,
    0.2895926535129547,
    0.14358967542648315,
    0.18390797078609467,
    0.2173912227153778,
    0.5120771527290344,
    0.5148513317108154,
    0.528846025466919,
    0.16666659712791443,
    0.3657141625881195,
    0.5727698802947998,
    0.6410255432128906,
    0.4085105359554291,
    0.1554403454065323,
    0.5937498807907104,
    0.4044942855834961,
    0.49214646220207214,
    0.306122362613678,
    0.7393363118171692,
    0.5434780716896057,
    0.4927534759044647,
    0.3657141625881195,
    0.22321420907974243,
    0.26262614130973816,
    0.24210518598556519,
    0.24615377187728882,
    0.728155255317688,
    0.6161136031150818,
    0.38497641682624817,
    0.6071427464485168,
    0.12765949964523315,
    0.4259258210659027,
    0.20304562151432037,
    0.6766167879104614,
    0.6601940989494324,
    0.19047614932060242,
    0.2433861643075943,
    0.32989683747291565,
    0.23529402911663055,
    0.2722512185573578,
    0.696078360080719,
    0.3692306876182556,
    0.24242417514324188,
    0.46829259395599365,
    0.4343433380126953,
    0.4266665577888489,
    0.24271836876869202,
    0.33777767419815063,
    0.3425924777984619,
    0.5118482112884521,
    0.2797926664352417,
    0.2790696620941162,
    0.6570047736167908,
    0.5425531268119812,
    0.3069306015968323,
    0.32579174637794495,
    0.15300540626049042,
    0.36871495842933655
   ],
   "time": 18.346484215930104,
   "param": null
  },
  {
   "epoch": 152,
   "train_loss": 0.0048344917595386505,
   "val_loss": 2.7735435962677,
   "acc": 38.97,
   "f1": [
    0.6399998664855957,
    0.4867255389690399,
    0.2898550033569336,
    0.2099446803331375,
    0.1862744390964508,
    0.30621999502182007,
    0.41346144676208496,
    0.3763439953327179,
    0.3783782720565796,
    0.5081079602241516,
    0.17441853880882263,
    0.29292917251586914,
    0.3711339235305786,
    0.30303022265434265,
    0.2211054563522339,
    0.27999991178512573,
    0.3837208151817322,
    0.5431033372879028,
    0.26315781474113464,
    0.21999992430210114,
    0.6764704585075378,
    0.5137613415718079,
    0.34972667694091797,
    0.5858584046363831,
    0.6574072241783142,
    0.23376618325710297,
    0.3510637581348419,
    0.2731706500053406,
    0.6178008913993835,
    0.4023667275905609,
    0.46788978576660156,
    0.35023030638694763,
    0.2886596620082855,
    0.37914684414863586,
    0.2941175401210785,
    0.2599999010562897,
    0.3880595862865448,
    0.15730330348014832,
    0.27999991178512573,
    0.5510202646255493,
    0.3957218527793884,
    0.6594592928886414,
    0.32352936267852783,
    0.2807016670703888,
    0.1390373706817627,
    0.18478251993656158,
    0.20408155024051666,
    0.5199998617172241,
    0.518134593963623,
    0.5373133420944214,
    0.17346931993961334,
    0.36559128761291504,
    0.5539904832839966,
    0.6347824931144714,
    0.41628947854042053,
    0.15789467096328735,
    0.5979380011558533,
    0.41666656732559204,
    0.4864863455295563,
    0.29743579030036926,
    0.7523808479309082,
    0.5402297377586365,
    0.49999988079071045,
    0.35483860969543457,
    0.2243901938199997,
    0.25125616788864136,
    0.23958325386047363,
    0.26395928859710693,
    0.7551018595695496,
    0.6027396321296692,
    0.3842363655567169,
    0.6140349507331848,
    0.09729723632335663,
    0.44651150703430176,
    0.22535204887390137,
    0.6766167879104614,
    0.6699506640434265,
    0.18652844429016113,
    0.23595495522022247,
    0.3369564116001129,
    0.22916659712791443,
    0.2901553809642792,
    0.6926827430725098,
    0.39805811643600464,
    0.2599999010562897,
    0.4646463394165039,
    0.4343433380126953,
    0.4311925768852234,
    0.25961530208587646,
    0.3348415493965149,
    0.321428507566452,
    0.5023695826530457,
    0.2736841142177582,
    0.2681563198566437,
    0.6296295523643494,
    0.5312498211860657,
    0.32160791754722595,
    0.31999990344047546,
    0.1657457947731018,
    0.36158180236816406
   ],
   "time": 18.261719319038093,
   "param": null
  },
  {
   "epoch": 153,
   "train_loss": 0.006919061299413443,
   "val_loss": 2.962954521179199,
   "acc": 38.85,
   "f1": [
    0.6730768084526062,
    0.4837207794189453,
    0.3018867075443268,
    0.22093015909194946,
    0.194871723651886,
    0.30630621314048767,
    0.4230768084526062,
    0.3979056477546692,
    0.38502663373947144,
    0.5164833664894104,
    0.19540224969387054,
    0.30939218401908875,
    0.3692306876182556,
    0.30541861057281494,
    0.1951218843460083,
    0.28415289521217346,
    0.3657141625881195,
    0.5526314973831177,
    0.26519328355789185,
    0.2371133416891098,
    0.663461446762085,
    0.5437787175178528,
    0.36082467436790466,
    0.5863873362541199,
    0.666666567325592,
    0.23255807161331177,
    0.34042540192604065,
    0.2751321792602539,
    0.6145831942558289,
    0.3999999463558197,
    0.44827574491500854,
    0.35532984137535095,
    0.3016759157180786,
    0.36633655428886414,
    0.3025209605693817,
    0.2612611949443817,
    0.37373724579811096,
    0.15706801414489746,
    0.2723003923892975,
    0.5555554032325745,
    0.39153432846069336,
    0.6521738171577454,
    0.32291656732559204,
    0.3133639991283417,
    0.1546391248703003,
    0.1965317279100418,
    0.2061854749917984,
    0.5023695826530457,
    0.4999999403953552,
    0.5102038979530334,
    0.15789467096328735,
    0.34736835956573486,
    0.5539904832839966,
    0.6379309296607971,
    0.3999998867511749,
    0.17021268606185913,
    0.5863873362541199,
    0.4161849021911621,
    0.48167529702186584,
    0.299465149641037,
    0.7378638982772827,
    0.5384613871574402,
    0.4854367673397064,
    0.3516482412815094,
    0.21395343542099,
    0.26666656136512756,
    0.22966498136520386,
    0.2424241602420807,
    0.725490152835846,
    0.5936071872711182,
    0.3981480300426483,
    0.6126124858856201,
    0.11764699220657349,
    0.4140968322753906,
    0.23414628207683563,
    0.666666567325592,
    0.6415093541145325,
    0.1789472997188568,
    0.23232315480709076,
    0.33333322405815125,
    0.24489787220954895,
    0.27551010251045227,
    0.6995072364807129,
    0.3692306876182556,
    0.24545449018478394,
    0.4509802758693695,
    0.4433496594429016,
    0.44239622354507446,
    0.2525251507759094,
    0.3287670314311981,
    0.3318384885787964,
    0.5142855644226074,
    0.2842104732990265,
    0.2541435658931732,
    0.6476188898086548,
    0.5297296643257141,
    0.2941175699234009,
    0.31441038846969604,
    0.15909084677696228,
    0.3756905198097229
   ],
   "time": 18.24389010760933,
   "param": null
  },
  {
   "epoch": 154,
   "train_loss": 0.00503546092659235,
   "val_loss": 2.8518171310424805,
   "acc": 38.95,
   "f1": [
    0.6730768084526062,
    0.4905658960342407,
    0.28999990224838257,
    0.22346359491348267,
    0.1835748255252838,
    0.3083699643611908,
    0.43349742889404297,
    0.39583319425582886,
    0.40217384696006775,
    0.522222101688385,
    0.19428564608097076,
    0.3152172863483429,
    0.367346853017807,
    0.30456843972206116,
    0.20408155024051666,
    0.2765956223011017,
    0.37426888942718506,
    0.5479451417922974,
    0.23076915740966797,
    0.23469379544258118,
    0.6509432196617126,
    0.5272725820541382,
    0.35675665736198425,
    0.5757573843002319,
    0.6729856729507446,
    0.21576756238937378,
    0.32835814356803894,
    0.2745097279548645,
    0.6161615252494812,
    0.38596484065055847,
    0.4657532870769501,
    0.3414633274078369,
    0.3050846457481384,
    0.378109335899353,
    0.3032785952091217,
    0.2512076497077942,
    0.3692306876182556,
    0.16842098534107208,
    0.2592591643333435,
    0.5410627126693726,
    0.3917524814605713,
    0.6702701449394226,
    0.3251230716705322,
    0.29906532168388367,
    0.1584157794713974,
    0.19767434895038605,
    0.18811874091625214,
    0.5120771527290344,
    0.5145629644393921,
    0.5221673846244812,
    0.17821775376796722,
    0.3586955666542053,
    0.5607475638389587,
    0.6521738171577454,
    0.4052862524986267,
    0.15789467096328735,
    0.5888323187828064,
    0.4090908467769623,
    0.5027320981025696,
    0.30270257592201233,
    0.7523808479309082,
    0.5464479923248291,
    0.49261072278022766,
    0.3756905198097229,
    0.22831043601036072,
    0.2622949779033661,
    0.23115570843219757,
    0.2577318847179413,
    0.7363182306289673,
    0.5990782380104065,
    0.39252325892448425,
    0.6017698049545288,
    0.10989003628492355,
    0.4112148582935333,
    0.21857915818691254,
    0.6699506640434265,
    0.6634145379066467,
    0.1798941045999527,
    0.21874994039535522,
    0.34554967284202576,
    0.2371133416891098,
    0.29189181327819824,
    0.696517288684845,
    0.3823528587818146,
    0.24778753519058228,
    0.46153831481933594,
    0.4236452281475067,
    0.4292236268520355,
    0.24154582619667053,
    0.3428570628166199,
    0.3362830877304077,
    0.4976075291633606,
    0.2780747711658478,
    0.27428561449050903,
    0.6330273747444153,
    0.529999852180481,
    0.30366483330726624,
    0.319248765707016,
    0.1657457947731018,
    0.37777766585350037
   ],
   "time": 18.096690306439996,
   "param": null
  },
  {
   "epoch": 155,
   "train_loss": 0.008234894834458828,
   "val_loss": 2.939689874649048,
   "acc": 38.97,
   "f1": [
    0.6794257164001465,
    0.4593299925327301,
    0.28571417927742004,
    0.22950810194015503,
    0.1938774734735489,
    0.29824554920196533,
    0.4205606281757355,
    0.38918909430503845,
    0.4086019992828369,
    0.5136610269546509,
    0.19101116061210632,
    0.29166659712791443,
    0.3654821515083313,
    0.31155768036842346,
    0.22330091893672943,
    0.281406968832016,
    0.3720929026603699,
    0.543859601020813,
    0.2580644488334656,
    0.23923437297344208,
    0.6388887763023376,
    0.5344826579093933,
    0.3516482412815094,
    0.619999885559082,
    0.6635512709617615,
    0.21428564190864563,
    0.32989683747291565,
    0.2699999213218689,
    0.6145831942558289,
    0.38150280714035034,
    0.45535701513290405,
    0.331707239151001,
    0.2842104732990265,
    0.3535352647304535,
    0.2690582275390625,
    0.251308798789978,
    0.3794870972633362,
    0.1789472997188568,
    0.27488142251968384,
    0.5499998927116394,
    0.3917524814605713,
    0.6594592928886414,
    0.31632643938064575,
    0.3022221326828003,
    0.16915416717529297,
    0.19428564608097076,
    0.19791658222675323,
    0.5096152424812317,
    0.5049503445625305,
    0.5445543527603149,
    0.19047613441944122,
    0.3272726535797119,
    0.5648146867752075,
    0.6351930499076843,
    0.4177776873111725,
    0.1546391248703003,
    0.5789472460746765,
    0.41340771317481995,
    0.4886362552642822,
    0.3131312429904938,
    0.7378638982772827,
    0.5363127589225769,
    0.5076140761375427,
    0.37426888942718506,
    0.22522515058517456,
    0.2577318847179413,
    0.23115570843219757,
    0.2580644488334656,
    0.7399998903274536,
    0.6046510338783264,
    0.3846152722835541,
    0.6181817054748535,
    0.09248548746109009,
    0.4186045527458191,
    0.22222216427326202,
    0.6635069251060486,
    0.6504853367805481,
    0.19689112901687622,
    0.23589736223220825,
    0.3367346227169037,
    0.24615377187728882,
    0.28571420907974243,
    0.6893202662467957,
    0.3917524814605713,
    0.24324318766593933,
    0.4766353964805603,
    0.4299998879432678,
    0.4545453190803528,
    0.253807008266449,
    0.33802807331085205,
    0.33179715275764465,
    0.492890864610672,
    0.309278279542923,
    0.2681563198566437,
    0.6478871703147888,
    0.5360823273658752,
    0.30392149090766907,
    0.33802807331085205,
    0.1675977110862732,
    0.3666665554046631
   ],
   "time": 17.987529621459544,
   "param": null
  },
  {
   "epoch": 156,
   "train_loss": 0.005917918402701616,
   "val_loss": 2.8951456546783447,
   "acc": 38.81,
   "f1": [
    0.6511626243591309,
    0.48401811718940735,
    0.2999999225139618,
    0.22598862648010254,
    0.18652844429016113,
    0.3211008310317993,
    0.42452818155288696,
    0.3980098366737366,
    0.38341957330703735,
    0.5168538093566895,
    0.19883033633232117,
    0.3043477535247803,
    0.36082467436790466,
    0.3152708411216736,
    0.20588228106498718,
    0.2736841142177582,
    0.3720929026603699,
    0.5508472919464111,
    0.2430938482284546,
    0.23809516429901123,
    0.666666567325592,
    0.5263157486915588,
    0.3555554449558258,
    0.5820105075836182,
    0.6829267144203186,
    0.2272726446390152,
    0.32989683747291565,
    0.26086950302124023,
    0.6041665077209473,
    0.38596484065055847,
    0.46636757254600525,
    0.3523808717727661,
    0.29189181327819824,
    0.36633655428886414,
    0.2794759273529053,
    0.26415085792541504,
    0.3917524814605713,
    0.1725887656211853,
    0.25112098455429077,
    0.5463413596153259,
    0.3957218527793884,
    0.6524062752723694,
    0.3419688045978546,
    0.2976743280887604,
    0.1497325599193573,
    0.1965317279100418,
    0.20430098474025726,
    0.4999999403953552,
    0.49999988079071045,
    0.5247523188591003,
    0.1789472997188568,
    0.3295453190803528,
    0.5488370656967163,
    0.6434781551361084,
    0.3926939368247986,
    0.14736837148666382,
    0.5685278177261353,
    0.4069766402244568,
    0.4766837954521179,
    0.30851057171821594,
    0.7378638982772827,
    0.5568180084228516,
    0.4927534759044647,
    0.3666665554046631,
    0.21551716327667236,
    0.2727271616458893,
    0.2243901938199997,
    0.24489787220954895,
    0.7363182306289673,
    0.6175113916397095,
    0.3703702688217163,
    0.6071427464485168,
    0.1156068742275238,
    0.4192138612270355,
    0.22222213447093964,
    0.6732671856880188,
    0.6599999070167542,
    0.18784524500370026,
    0.24509796500205994,
    0.3351350426673889,
    0.2436547577381134,
    0.2812499403953552,
    0.6893202662467957,
    0.38775497674942017,
    0.24545449018478394,
    0.45320188999176025,
    0.4299998879432678,
    0.44239622354507446,
    0.2574256360530853,
    0.33333322405815125,
    0.32599109411239624,
    0.49999988079071045,
    0.2842104732990265,
    0.26373615860939026,
    0.6478871703147888,
    0.5161289572715759,
    0.29292917251586914,
    0.31050220131874084,
    0.15555550158023834,
    0.3771427571773529
   ],
   "time": 18.4058404751122,
   "param": null
  },
  {
   "epoch": 157,
   "train_loss": 0.004865481983870268,
   "val_loss": 2.826296806335449,
   "acc": 38.91,
   "f1": [
    0.6574072241783142,
    0.4818180501461029,
    0.28571417927742004,
    0.2258063703775406,
    0.18009470403194427,
    0.280373752117157,
    0.4195120930671692,
    0.3917524814605713,
    0.3820223808288574,
    0.5081079602241516,
    0.19540224969387054,
    0.29743579030036926,
    0.37305691838264465,
    0.3084576427936554,
    0.20304562151432037,
    0.27777770161628723,
    0.3625729978084564,
    0.5486724376678467,
    0.2473117560148239,
    0.24120594561100006,
    0.6899998784065247,
    0.525345504283905,
    0.35602086782455444,
    0.6030149459838867,
    0.6698563694953918,
    0.2314814031124115,
    0.3367346227169037,
    0.2616821527481079,
    0.6099998950958252,
    0.39285704493522644,
    0.4545453190803528,
    0.35071080923080444,
    0.2944161295890808,
    0.36815908551216125,
    0.2833332419395447,
    0.2526314854621887,
    0.37563440203666687,
    0.17346931993961334,
    0.26728102564811707,
    0.5527637004852295,
    0.3894736170768738,
    0.666666567325592,
    0.32124343514442444,
    0.30769219994544983,
    0.1530611664056778,
    0.1899440735578537,
    0.19999991357326508,
    0.4999999403953552,
    0.5145629644393921,
    0.5221673846244812,
    0.17708326876163483,
    0.3555554449558258,
    0.5636362433433533,
    0.6379309296607971,
    0.4215245544910431,
    0.15217386186122894,
    0.5833332538604736,
    0.41758227348327637,
    0.48888877034187317,
    0.3157893717288971,
    0.7317072153091431,
    0.5423727631568909,
    0.5099998712539673,
    0.3793102502822876,
    0.22018341720104218,
    0.26600977778434753,
    0.2371133416891098,
    0.2577318847179413,
    0.7290639281272888,
    0.5919281840324402,
    0.3804876506328583,
    0.6079294085502625,
    0.13407814502716064,
    0.4177776873111725,
    0.20833326876163483,
    0.6763284206390381,
    0.6384975910186768,
    0.2054053246974945,
    0.22222213447093964,
    0.324607253074646,
    0.2244897186756134,
    0.2812499403953552,
    0.6919430494308472,
    0.38578668236732483,
    0.24999991059303284,
    0.47115376591682434,
    0.40975597500801086,
    0.42982450127601624,
    0.2574256360530853,
    0.3364485204219818,
    0.32456132769584656,
    0.4951455295085907,
    0.28723397850990295,
    0.27428561449050903,
    0.6355138421058655,
    0.5425531268119812,
    0.3069306015968323,
    0.31428563594818115,
    0.16853927075862885,
    0.3771427571773529
   ],
   "time": 18.329320266842842,
   "param": null
  },
  {
   "epoch": 158,
   "train_loss": 0.004898443352431059,
   "val_loss": 2.837165355682373,
   "acc": 38.85,
   "f1": [
    0.6481480002403259,
    0.48623839020729065,
    0.28019312024116516,
    0.2340424805879593,
    0.19587622582912445,
    0.30701744556427,
    0.4306218922138214,
    0.40206170082092285,
    0.38674020767211914,
    0.5193368792533875,
    0.19428564608097076,
    0.2999999225139618,
    0.364531934261322,
    0.29702961444854736,
    0.20588228106498718,
    0.26804113388061523,
    0.37349388003349304,
    0.5486724376678467,
    0.24999991059303284,
    0.23232315480709076,
    0.6540283560752869,
    0.5309733152389526,
    0.3516482412815094,
    0.5894736051559448,
    0.6572768688201904,
    0.24074065685272217,
    0.31999990344047546,
    0.2786068916320801,
    0.6082472205162048,
    0.3764704465866089,
    0.45814967155456543,
    0.3417084515094757,
    0.29189181327819824,
    0.3861384987831116,
    0.27433618903160095,
    0.2424241602420807,
    0.38341957330703735,
    0.15957440435886383,
    0.26785707473754883,
    0.5472635626792908,
    0.3775508999824524,
    0.666666567325592,
    0.3285022974014282,
    0.2870369255542755,
    0.16161610186100006,
    0.18604643642902374,
    0.2072538137435913,
    0.5199998617172241,
    0.5098037719726562,
    0.5454543828964233,
    0.17910441756248474,
    0.33720916509628296,
    0.5585584044456482,
    0.6465516090393066,
    0.41592907905578613,
    0.15384608507156372,
    0.5846152901649475,
    0.42528724670410156,
    0.4918031394481659,
    0.3118278682231903,
    0.7439612150192261,
    0.5363127589225769,
    0.49756085872650146,
    0.37499991059303284,
    0.22325573861598969,
    0.2741115987300873,
    0.2371133416891098,
    0.2436547577381134,
    0.7399998903274536,
    0.6027396321296692,
    0.3846152722835541,
    0.6153844594955444,
    0.13043470680713654,
    0.4122805893421173,
    0.22222216427326202,
    0.6730768084526062,
    0.6600984334945679,
    0.18181811273097992,
    0.22797919809818268,
    0.32291656732559204,
    0.23204411566257477,
    0.28723397850990295,
    0.6862744092941284,
    0.38541653752326965,
    0.25688064098358154,
    0.4487804174423218,
    0.4242422580718994,
    0.4242423474788666,
    0.2577318847179413,
    0.33179715275764465,
    0.32888880372047424,
    0.492890864610672,
    0.27551010251045227,
    0.2643677294254303,
    0.6540283560752869,
    0.5240640044212341,
    0.2980768382549286,
    0.32258057594299316,
    0.1657457947731018,
    0.36464083194732666
   ],
   "time": 18.18386638071388,
   "param": null
  },
  {
   "epoch": 159,
   "train_loss": 0.006732344627380371,
   "val_loss": 2.8535397052764893,
   "acc": 38.76,
   "f1": [
    0.6697246432304382,
    0.4799998998641968,
    0.2883720099925995,
    0.21951214969158173,
    0.19791658222675323,
    0.29665064811706543,
    0.43781083822250366,
    0.4041449725627899,
    0.38251355290412903,
    0.4973543584346771,
    0.1868131160736084,
    0.2914571762084961,
    0.37305691838264465,
    0.3265305161476135,
    0.20388342440128326,
    0.28571420907974243,
    0.3502824008464813,
    0.5470851063728333,
    0.24175815284252167,
    0.24630534648895264,
    0.657142698764801,
    0.5296802520751953,
    0.34999990463256836,
    0.5899998545646667,
    0.6507176160812378,
    0.2368420511484146,
    0.32820504903793335,
    0.2705313265323639,
    0.6010361909866333,
    0.37426888942718506,
    0.4727271497249603,
    0.35121941566467285,
    0.29508185386657715,
    0.3535352647304535,
    0.2685184180736542,
    0.24120594561100006,
    0.3654821515083313,
    0.14814810454845428,
    0.2522521913051605,
    0.5312498211860657,
    0.4042551815509796,
    0.6630433797836304,
    0.3152708411216736,
    0.2830187678337097,
    0.15706801414489746,
    0.1754385232925415,
    0.2065216600894928,
    0.5145629644393921,
    0.5151513814926147,
    0.529999852180481,
    0.1818181276321411,
    0.33918121457099915,
    0.562211811542511,
    0.6519822478294373,
    0.4070795178413391,
    0.1639343500137329,
    0.5863873362541199,
    0.4114284813404083,
    0.49999988079071045,
    0.3068782389163971,
    0.7464112639427185,
    0.535519003868103,
    0.5024629235267639,
    0.3657141625881195,
    0.22608689963817596,
    0.27488142251968384,
    0.23414628207683563,
    0.28846150636672974,
    0.732673168182373,
    0.5919281840324402,
    0.3540668785572052,
    0.6052630543708801,
    0.12021850794553757,
    0.4090907871723175,
    0.2234041839838028,
    0.6732671856880188,
    0.6476188898086548,
    0.1989527940750122,
    0.2340424805879593,
    0.35483860969543457,
    0.23958325386047363,
    0.2765956223011017,
    0.6930691599845886,
    0.38341957330703735,
    0.24324318766593933,
    0.46153831481933594,
    0.4195120930671692,
    0.4210525453090668,
    0.26341456174850464,
    0.3286384046077728,
    0.33928561210632324,
    0.4854367673397064,
    0.2765956223011017,
    0.26519328355789185,
    0.6448596715927124,
    0.5151513814926147,
    0.3084576427936554,
    0.32034626603126526,
    0.16666661202907562,
    0.3707864284515381
   ],
   "time": 18.30104199051857,
   "param": null
  },
  {
   "epoch": 160,
   "train_loss": 0.0054246834479272366,
   "val_loss": 2.882779836654663,
   "acc": 38.84,
   "f1": [
    0.6547083854675293,
    0.4744184911251068,
    0.280373752117157,
    0.22222214937210083,
    0.18999992311000824,
    0.29702961444854736,
    0.44221094250679016,
    0.3809523284435272,
    0.37499991059303284,
    0.5026736855506897,
    0.18181811273097992,
    0.29032251238822937,
    0.3692306876182556,
    0.3131312429904938,
    0.21782170236110687,
    0.2741115987300873,
    0.3563217520713806,
    0.5422221422195435,
    0.24598921835422516,
    0.24154582619667053,
    0.6731706857681274,
    0.5398228764533997,
    0.3756905198097229,
    0.5816324949264526,
    0.6451612114906311,
    0.2456139624118805,
    0.32804223895072937,
    0.26341456174850464,
    0.602040708065033,
    0.38596484065055847,
    0.4651161730289459,
    0.3365383446216583,
    0.2999999225139618,
    0.3823528587818146,
    0.2782607972621918,
    0.24615377187728882,
    0.35978829860687256,
    0.16304342448711395,
    0.2547169029712677,
    0.5499998927116394,
    0.3936169147491455,
    0.6775954961776733,
    0.33684200048446655,
    0.280373752117157,
    0.14358967542648315,
    0.1754385232925415,
    0.2072538137435913,
    0.5071768760681152,
    0.5025123953819275,
    0.53465336561203,
    0.17171710729599,
    0.3626372814178467,
    0.558139443397522,
    0.6244724988937378,
    0.41048023104667664,
    0.1499999463558197,
    0.5906734466552734,
    0.4111110270023346,
    0.4916200041770935,
    0.299465149641037,
    0.742857038974762,
    0.5384613871574402,
    0.49261072278022766,
    0.3771427571773529,
    0.23423415422439575,
    0.2647058069705963,
    0.24999991059303284,
    0.25906726717948914,
    0.7437184453010559,
    0.5990782380104065,
    0.3696681261062622,
    0.6160336136817932,
    0.13186806440353394,
    0.40329205989837646,
    0.20792071521282196,
    0.6831682324409485,
    0.6504853367805481,
    0.20320846140384674,
    0.2433861643075943,
    0.3316061198711395,
    0.2433861643075943,
    0.2673795819282532,
    0.696078360080719,
    0.3874344527721405,
    0.2580644190311432,
    0.4651161730289459,
    0.4190475046634674,
    0.44444432854652405,
    0.24630534648895264,
    0.3365383446216583,
    0.33035704493522644,
    0.5049503445625305,
    0.2751321792602539,
    0.2681563198566437,
    0.6418603658676147,
    0.5326085686683655,
    0.3091786503791809,
    0.3111110329627991,
    0.179775208234787,
    0.3555554449558258
   ],
   "time": 17.862678868696094,
   "param": null
  },
  {
   "epoch": 161,
   "train_loss": 0.007074844557791948,
   "val_loss": 2.6800484657287598,
   "acc": 39.0,
   "f1": [
    0.6666665077209473,
    0.48623839020729065,
    0.28440356254577637,
    0.22988496720790863,
    0.18536579608917236,
    0.3148147463798523,
    0.4380951225757599,
    0.3874344527721405,
    0.38251355290412903,
    0.5026736855506897,
    0.19999992847442627,
    0.30392149090766907,
    0.367346853017807,
    0.31088075041770935,
    0.2167486995458603,
    0.27173903584480286,
    0.36046499013900757,
    0.5531913638114929,
    0.23913034796714783,
    0.24271836876869202,
    0.6540283560752869,
    0.5429863333702087,
    0.3636362552642822,
    0.5937498807907104,
    0.6699027419090271,
    0.2272726446390152,
    0.3406592309474945,
    0.2745097279548645,
    0.6091369390487671,
    0.3699420988559723,
    0.4545453190803528,
    0.3495144844055176,
    0.29743579030036926,
    0.35532984137535095,
    0.2702701687812805,
    0.2475246638059616,
    0.4137929677963257,
    0.16494840383529663,
    0.26548662781715393,
    0.5399999022483826,
    0.4043714702129364,
    0.685082733631134,
    0.31999990344047546,
    0.2870369255542755,
    0.13541659712791443,
    0.18181811273097992,
    0.19587622582912445,
    0.5196077227592468,
    0.5102038979530334,
    0.5399999022483826,
    0.19289332628250122,
    0.3409090042114258,
    0.5674417018890381,
    0.6607928276062012,
    0.40540531277656555,
    0.15555550158023834,
    0.5906734466552734,
    0.413043349981308,
    0.46938762068748474,
    0.30208322405815125,
    0.7464112639427185,
    0.5464479923248291,
    0.5049503445625305,
    0.37777766585350037,
    0.2181817591190338,
    0.28019312024116516,
    0.24509796500205994,
    0.2647058069705963,
    0.7219511270523071,
    0.6046510338783264,
    0.37558677792549133,
    0.6106193661689758,
    0.12716756761074066,
    0.4215245544910431,
    0.2234041839838028,
    0.6831682324409485,
    0.6600984334945679,
    0.193548321723938,
    0.22222216427326202,
    0.3502824008464813,
    0.2288556545972824,
    0.28260859847068787,
    0.6896550059318542,
    0.3794870972633362,
    0.24892695248126984,
    0.46829259395599365,
    0.4236452281475067,
    0.43564343452453613,
    0.24999991059303284,
    0.33333322405815125,
    0.3394494354724884,
    0.504761815071106,
    0.28260859847068787,
    0.27428561449050903,
    0.6415093541145325,
    0.5396823883056641,
    0.3069306015968323,
    0.31531521677970886,
    0.1758241057395935,
    0.36158180236816406
   ],
   "time": 18.037340658716857,
   "param": null
  },
  {
   "epoch": 162,
   "train_loss": 0.005398734472692013,
   "val_loss": 2.8861868381500244,
   "acc": 38.83,
   "f1": [
    0.6636362671852112,
    0.4734298884868622,
    0.27488142251968384,
    0.2173912227153778,
    0.19191910326480865,
    0.2883720099925995,
    0.434782475233078,
    0.39583319425582886,
    0.38144323229789734,
    0.5108694434165955,
    0.21621613204479218,
    0.30456843972206116,
    0.35820886492729187,
    0.3147207200527191,
    0.21596238017082214,
    0.29166659712791443,
    0.3678159713745117,
    0.5650222897529602,
    0.24864855408668518,
    0.2436547577381134,
    0.6388887763023376,
    0.5395347476005554,
    0.35897424817085266,
    0.5888323187828064,
    0.639269232749939,
    0.23008842766284943,
    0.3387977182865143,
    0.2745097279548645,
    0.5999999046325684,
    0.3699420988559723,
    0.47004595398902893,
    0.33502528071403503,
    0.3050846457481384,
    0.3654821515083313,
    0.28193822503089905,
    0.23529402911663055,
    0.3626372814178467,
    0.16161610186100006,
    0.26415085792541504,
    0.5454543828964233,
    0.3838382363319397,
    0.6630433797836304,
    0.33502528071403503,
    0.3148147463798523,
    0.13197962939739227,
    0.17679551243782043,
    0.2121211439371109,
    0.5148513317108154,
    0.5120771527290344,
    0.5326631665229797,
    0.16753920912742615,
    0.3555554449558258,
    0.5514017343521118,
    0.6577776670455933,
    0.40517228841781616,
    0.15624994039535522,
    0.596858561038971,
    0.4088396728038788,
    0.5057469606399536,
    0.30366483330726624,
    0.7439612150192261,
    0.5423727631568909,
    0.49999988079071045,
    0.3666665554046631,
    0.22222214937210083,
    0.2613064646720886,
    0.22330091893672943,
    0.2736841142177582,
    0.7290639281272888,
    0.6046510338783264,
    0.37914684414863586,
    0.6173911690711975,
    0.13265299797058105,
    0.4177776873111725,
    0.2121211439371109,
    0.6504853367805481,
    0.6666665077209473,
    0.18848159909248352,
    0.24175815284252167,
    0.3299999237060547,
    0.24120594561100006,
    0.2751321792602539,
    0.6896550059318542,
    0.3894736170768738,
    0.25531908869743347,
    0.44554442167282104,
    0.4236452281475067,
    0.44642844796180725,
    0.25510191917419434,
    0.33179715275764465,
    0.32888880372047424,
    0.5024153590202332,
    0.2780747711658478,
    0.2790696620941162,
    0.6411482095718384,
    0.5473682880401611,
    0.3076922297477722,
    0.31775689125061035,
    0.17857135832309723,
    0.3626372814178467
   ],
   "time": 17.828521796502173,
   "param": null
  },
  {
   "epoch": 163,
   "train_loss": 0.007484701462090015,
   "val_loss": 3.028590202331543,
   "acc": 38.81,
   "f1": [
    0.6574072241783142,
    0.49327346682548523,
    0.2816900908946991,
    0.212290421128273,
    0.19587622582912445,
    0.2949307858943939,
    0.44554442167282104,
    0.3894736170768738,
    0.3617020547389984,
    0.48421040177345276,
    0.17857135832309723,
    0.3043477535247803,
    0.37305691838264465,
    0.331707239151001,
    0.20512813329696655,
    0.2795697748661041,
    0.3502824008464813,
    0.543859601020813,
    0.25274714827537537,
    0.2475246638059616,
    0.6602869629859924,
    0.5377357006072998,
    0.3617020547389984,
    0.5671641230583191,
    0.6666665077209473,
    0.23318377137184143,
    0.32291656732559204,
    0.2599999010562897,
    0.6051281094551086,
    0.37426888942718506,
    0.4573989808559418,
    0.3465345501899719,
    0.320441871881485,
    0.35897424817085266,
    0.2807016670703888,
    0.25490185618400574,
    0.38974347710609436,
    0.17525766789913177,
    0.2545453906059265,
    0.5463413596153259,
    0.39583319425582886,
    0.666666567325592,
    0.3248729705810547,
    0.2815532982349396,
    0.1546391248703003,
    0.17877088487148285,
    0.2127658873796463,
    0.49999988079071045,
    0.5174128413200378,
    0.528846025466919,
    0.16494840383529663,
    0.33720916509628296,
    0.5529952645301819,
    0.6548671722412109,
    0.39495787024497986,
    0.15384609997272491,
    0.5833332538604736,
    0.4198893904685974,
    0.49999988079071045,
    0.306122362613678,
    0.7439612150192261,
    0.5494503974914551,
    0.4927534759044647,
    0.3771427571773529,
    0.22707417607307434,
    0.2473117560148239,
    0.22660093009471893,
    0.2699999213218689,
    0.7363182306289673,
    0.5866665840148926,
    0.362790584564209,
    0.6175113916397095,
    0.1405404806137085,
    0.4052862524986267,
    0.22680403292179108,
    0.6633662581443787,
    0.6507176160812378,
    0.188888818025589,
    0.210526242852211,
    0.3419688045978546,
    0.2433861643075943,
    0.2694299519062042,
    0.7093595266342163,
    0.38974347710609436,
    0.24545449018478394,
    0.4622640609741211,
    0.4190475046634674,
    0.45581385493278503,
    0.2524271011352539,
    0.32432422041893005,
    0.31623923778533936,
    0.5140186548233032,
    0.27777770161628723,
    0.2485874742269516,
    0.6188339591026306,
    0.5360823273658752,
    0.3084576427936554,
    0.3271027207374573,
    0.17142851650714874,
    0.3542855978012085
   ],
   "time": 18.326072158291936,
   "param": null
  },
  {
   "epoch": 164,
   "train_loss": 0.004655830562114716,
   "val_loss": 2.8945603370666504,
   "acc": 38.91,
   "f1": [
    0.6635943651199341,
    0.4907405972480774,
    0.2980768382549286,
    0.21857915818691254,
    0.18905465304851532,
    0.3113206624984741,
    0.4306218922138214,
    0.39583319425582886,
    0.3820223808288574,
    0.5257141590118408,
    0.20689648389816284,
    0.3069306015968323,
    0.36082467436790466,
    0.3141360282897949,
    0.21596238017082214,
    0.2829267382621765,
    0.3878786563873291,
    0.5502182841300964,
    0.24598921835422516,
    0.23300965130329132,
    0.663461446762085,
    0.5398228764533997,
    0.35483860969543457,
    0.5856351852416992,
    0.6731706857681274,
    0.23744283616542816,
    0.3351350426673889,
    0.2718445658683777,
    0.6082472205162048,
    0.3764704465866089,
    0.47222211956977844,
    0.33816415071487427,
    0.2944161295890808,
    0.3743841052055359,
    0.28193822503089905,
    0.26341456174850464,
    0.38341957330703735,
    0.16494840383529663,
    0.26046502590179443,
    0.5538460612297058,
    0.38502663373947144,
    0.6630433797836304,
    0.3232322335243225,
    0.28440356254577637,
    0.15706801414489746,
    0.1754385232925415,
    0.2010049670934677,
    0.504761815071106,
    0.5049503445625305,
    0.5380709171295166,
    0.18090447783470154,
    0.3468207120895386,
    0.5437787175178528,
    0.6493505239486694,
    0.41739121079444885,
    0.16216209530830383,
    0.5858584046363831,
    0.4198893904685974,
    0.48314592242240906,
    0.30526304244995117,
    0.7439612150192261,
    0.5581393837928772,
    0.5024629235267639,
    0.3666665554046631,
    0.2181817591190338,
    0.2692306935787201,
    0.22330091893672943,
    0.2613064646720886,
    0.7363182306289673,
    0.6090908050537109,
    0.37558677792549133,
    0.6188339591026306,
    0.13259662687778473,
    0.3999998867511749,
    0.2061854749917984,
    0.6666665077209473,
    0.6601940989494324,
    0.194871723651886,
    0.24742262065410614,
    0.3402060866355896,
    0.23958325386047363,
    0.2840908169746399,
    0.6896550059318542,
    0.3703702688217163,
    0.24778753519058228,
    0.4744184911251068,
    0.4179103374481201,
    0.4485980272293091,
    0.24390237033367157,
    0.323809415102005,
    0.3318384885787964,
    0.5140186548233032,
    0.2795697748661041,
    0.26666656136512756,
    0.6476188898086548,
    0.5157893896102905,
    0.29268285632133484,
    0.31390124559402466,
    0.1748633086681366,
    0.37288129329681396
   ],
   "time": 17.81639740150422,
   "param": null
  },
  {
   "epoch": 165,
   "train_loss": 0.005224072840064764,
   "val_loss": 2.689973831176758,
   "acc": 38.86,
   "f1": [
    0.6729856729507446,
    0.48648640513420105,
    0.28571417927742004,
    0.22222214937210083,
    0.1835748255252838,
    0.30357134342193604,
    0.4230768084526062,
    0.3917524814605713,
    0.37696322798728943,
    0.5197739005088806,
    0.19318175315856934,
    0.29473677277565,
    0.36458322405815125,
    0.3121950626373291,
    0.2095237374305725,
    0.28260859847068787,
    0.3699420988559723,
    0.543859601020813,
    0.2577318847179413,
    0.2525251507759094,
    0.6602869629859924,
    0.5504586100578308,
    0.3529410660266876,
    0.5876287817955017,
    0.666666567325592,
    0.2580644190311432,
    0.3179486393928528,
    0.2745097279548645,
    0.6113988757133484,
    0.3771427571773529,
    0.4622220993041992,
    0.34482747316360474,
    0.2871793806552887,
    0.35532984137535095,
    0.2966100871562958,
    0.2621358335018158,
    0.3939392864704132,
    0.17171710729599,
    0.26008957624435425,
    0.5445543527603149,
    0.38918909430503845,
    0.6559138894081116,
    0.33502528071403503,
    0.2909089922904968,
    0.1530611664056778,
    0.1777777075767517,
    0.22105254232883453,
    0.4976075291633606,
    0.4976075291633606,
    0.5279186367988586,
    0.19289332628250122,
    0.34482747316360474,
    0.5514017343521118,
    0.6550217270851135,
    0.40174663066864014,
    0.16494840383529663,
    0.5906734466552734,
    0.4186045527458191,
    0.4861876964569092,
    0.32124343514442444,
    0.7389161586761475,
    0.553672194480896,
    0.4951455295085907,
    0.38674020767211914,
    0.22222216427326202,
    0.27551010251045227,
    0.22660093009471893,
    0.2653060257434845,
    0.7115383744239807,
    0.6190475225448608,
    0.3738316595554352,
    0.6188339591026306,
    0.1333332657814026,
    0.39473670721054077,
    0.21989519894123077,
    0.6700506210327148,
    0.6599999070167542,
    0.18999992311000824,
    0.2376236915588379,
    0.3179486393928528,
    0.22797919809818268,
    0.2812499403953552,
    0.6926827430725098,
    0.37373724579811096,
    0.24545449018478394,
    0.46376800537109375,
    0.41346144676208496,
    0.4537035822868347,
    0.24999991059303284,
    0.3240739703178406,
    0.3394494354724884,
    0.5120771527290344,
    0.2810809910297394,
    0.262857049703598,
    0.6478871703147888,
    0.5185183882713318,
    0.2901553809642792,
    0.309859037399292,
    0.1656804084777832,
    0.3720929026603699
   ],
   "time": 18.04344650451094,
   "param": null
  },
  {
   "epoch": 166,
   "train_loss": 0.005124559160321951,
   "val_loss": 2.856804847717285,
   "acc": 38.74,
   "f1": [
    0.666666567325592,
    0.4834122061729431,
    0.28019312024116516,
    0.20430098474025726,
    0.19289332628250122,
    0.3083699643611908,
    0.42253509163856506,
    0.37696322798728943,
    0.37433144450187683,
    0.5054942965507507,
    0.2072538137435913,
    0.29166659712791443,
    0.36458322405815125,
    0.30456843972206116,
    0.21890540421009064,
    0.2780747711658478,
    0.3657141625881195,
    0.5398228764533997,
    0.2404370754957199,
    0.22222216427326202,
    0.6448596715927124,
    0.5395347476005554,
    0.36269423365592957,
    0.5789472460746765,
    0.6635069251060486,
    0.23529402911663055,
    0.3131312429904938,
    0.2713567018508911,
    0.5803107619285583,
    0.37499991059303284,
    0.46363624930381775,
    0.3299999237060547,
    0.3068180978298187,
    0.3743841052055359,
    0.28947362303733826,
    0.25490185618400574,
    0.38974347710609436,
    0.16753920912742615,
    0.26046502590179443,
    0.5472635626792908,
    0.38341957330703735,
    0.6560845375061035,
    0.3208555281162262,
    0.30697670578956604,
    0.14814810454845428,
    0.19318175315856934,
    0.19251330196857452,
    0.5196077227592468,
    0.4976075291633606,
    0.5326631665229797,
    0.18652844429016113,
    0.37288129329681396,
    0.5454544425010681,
    0.6465516090393066,
    0.4085105359554291,
    0.15053758025169373,
    0.5906734466552734,
    0.41340771317481995,
    0.4623654782772064,
    0.3068782389163971,
    0.741463303565979,
    0.5555554628372192,
    0.5074625611305237,
    0.3756905198097229,
    0.23318377137184143,
    0.2613064646720886,
    0.2433861643075943,
    0.2829267382621765,
    0.7290639281272888,
    0.5892856121063232,
    0.37681150436401367,
    0.6126124858856201,
    0.13197962939739227,
    0.3981480300426483,
    0.2065216600894928,
    0.6600984334945679,
    0.6570047736167908,
    0.18497103452682495,
    0.2244897186756134,
    0.34224584698677063,
    0.24489787220954895,
    0.28571417927742004,
    0.696517288684845,
    0.3940885663032532,
    0.23387089371681213,
    0.467661589384079,
    0.4075828194618225,
    0.44651150703430176,
    0.25510191917419434,
    0.32558128237724304,
    0.32456132769584656,
    0.5140186548233032,
    0.2793295085430145,
    0.25945934653282166,
    0.6380951404571533,
    0.5333331823348999,
    0.2941175699234009,
    0.31627896428108215,
    0.1648350954055786,
    0.3798881769180298
   ],
   "time": 17.850135304033756,
   "param": null
  },
  {
   "epoch": 167,
   "train_loss": 0.005616872105747461,
   "val_loss": 2.8293404579162598,
   "acc": 39.05,
   "f1": [
    0.6635943651199341,
    0.4814813435077667,
    0.29268285632133484,
    0.228571355342865,
    0.19689112901687622,
    0.3091786503791809,
    0.4210525155067444,
    0.39153432846069336,
    0.38674020767211914,
    0.4946235418319702,
    0.2065216600894928,
    0.306122362613678,
    0.3711339235305786,
    0.3084576427936554,
    0.22748807072639465,
    0.2795697748661041,
    0.35359105467796326,
    0.5431033372879028,
    0.2765956223011017,
    0.236453115940094,
    0.6731706857681274,
    0.5363634824752808,
    0.3510637581348419,
    0.6113988757133484,
    0.6572768688201904,
    0.23008842766284943,
    0.33333325386047363,
    0.2621358335018158,
    0.5937498807907104,
    0.3832334280014038,
    0.4629628360271454,
    0.34615373611450195,
    0.2967032194137573,
    0.37864065170288086,
    0.278026819229126,
    0.26415085792541504,
    0.403755784034729,
    0.15135130286216736,
    0.24999991059303284,
    0.542713463306427,
    0.3957218527793884,
    0.6524062752723694,
    0.31155768036842346,
    0.2959640622138977,
    0.15384608507156372,
    0.18604643642902374,
    0.20320846140384674,
    0.5145629644393921,
    0.4976075291633606,
    0.5473682880401611,
    0.18905465304851532,
    0.348314493894577,
    0.5648146867752075,
    0.6462881565093994,
    0.4088887572288513,
    0.16304342448711395,
    0.5894736051559448,
    0.42285704612731934,
    0.5054942965507507,
    0.3186812400817871,
    0.7499997615814209,
    0.5524860620498657,
    0.5048542022705078,
    0.37499991059303284,
    0.23364479839801788,
    0.2673795819282532,
    0.2243901938199997,
    0.28426387906074524,
    0.7290639281272888,
    0.6074764728546143,
    0.37914684414863586,
    0.6126124858856201,
    0.13559316098690033,
    0.41095879673957825,
    0.2121211439371109,
    0.666666567325592,
    0.6442306041717529,
    0.1748633086681366,
    0.23280414938926697,
    0.35359105467796326,
    0.251308798789978,
    0.28260859847068787,
    0.6956520080566406,
    0.38144323229789734,
    0.25352105498313904,
    0.46153831481933594,
    0.4195120930671692,
    0.43171796202659607,
    0.2621358335018158,
    0.32432422041893005,
    0.3175964951515198,
    0.5070421695709229,
    0.27173903584480286,
    0.29213473200798035,
    0.6330273747444153,
    0.5291004180908203,
    0.2980768382549286,
    0.3020407259464264,
    0.18079088628292084,
    0.36871495842933655
   ],
   "time": 17.92895981669426,
   "param": null
  },
  {
   "epoch": 168,
   "train_loss": 0.00480067590251565,
   "val_loss": 2.8761003017425537,
   "acc": 38.78,
   "f1": [
    0.6574072241783142,
    0.49999988079071045,
    0.29268285632133484,
    0.22222214937210083,
    0.18905465304851532,
    0.2962961792945862,
    0.43601882457733154,
    0.3999998867511749,
    0.38709667325019836,
    0.5026736855506897,
    0.20765019953250885,
    0.30051806569099426,
    0.367346853017807,
    0.30208322405815125,
    0.21256029605865479,
    0.2871793806552887,
    0.36686381697654724,
    0.5495494604110718,
    0.2404370754957199,
    0.23188398778438568,
    0.6509432196617126,
    0.5504586100578308,
    0.37499991059303284,
    0.5728641748428345,
    0.6478871703147888,
    0.22522515058517456,
    0.3350784480571747,
    0.27722764015197754,
    0.5989846587181091,
    0.3837208151817322,
    0.4657532870769501,
    0.3478260338306427,
    0.2765956223011017,
    0.3469386696815491,
    0.28054288029670715,
    0.2629106938838959,
    0.36082467436790466,
    0.15642453730106354,
    0.24761897325515747,
    0.5257730484008789,
    0.37894728779792786,
    0.6594592928886414,
    0.3384614586830139,
    0.29107969999313354,
    0.15624994039535522,
    0.1754385232925415,
    0.20833326876163483,
    0.5070421695709229,
    0.5024629235267639,
    0.5252523422241211,
    0.1789472997188568,
    0.3389829397201538,
    0.5529952645301819,
    0.6437767148017883,
    0.39148926734924316,
    0.15135130286216736,
    0.575916051864624,
    0.41573023796081543,
    0.5027931928634644,
    0.29166659712791443,
    0.741463303565979,
    0.5464479923248291,
    0.49999988079071045,
    0.39325833320617676,
    0.23318377137184143,
    0.26804113388061523,
    0.22009563446044922,
    0.2713567018508911,
    0.725490152835846,
    0.5866665840148926,
    0.36018943786621094,
    0.5999999046325684,
    0.1290322095155716,
    0.40178558230400085,
    0.21621613204479218,
    0.6600984334945679,
    0.6601940989494324,
    0.1748633086681366,
    0.23913034796714783,
    0.34736835956573486,
    0.24580998718738556,
    0.2653060257434845,
    0.6995072364807129,
    0.37999987602233887,
    0.26008957624435425,
    0.4788731336593628,
    0.4190475046634674,
    0.43749988079071045,
    0.25906726717948914,
    0.32258057594299316,
    0.3470318615436554,
    0.49549540877342224,
    0.2795697748661041,
    0.25555548071861267,
    0.6384975910186768,
    0.5360823273658752,
    0.29850736260414124,
    0.31775689125061035,
    0.16091948747634888,
    0.3666665554046631
   ],
   "time": 18.33758858498186,
   "param": null
  },
  {
   "epoch": 169,
   "train_loss": 0.0049193250015378,
   "val_loss": 3.050987482070923,
   "acc": 38.78,
   "f1": [
    0.6666665077209473,
    0.48888880014419556,
    0.29107969999313354,
    0.21857915818691254,
    0.19999991357326508,
    0.30630621314048767,
    0.4205606281757355,
    0.37894728779792786,
    0.38502663373947144,
    0.5164833664894104,
    0.188888818025589,
    0.29319363832473755,
    0.3723403513431549,
    0.30208322405815125,
    0.21568621695041656,
    0.2780747711658478,
    0.3764704465866089,
    0.5374448299407959,
    0.24742262065410614,
    0.22772268950939178,
    0.666666567325592,
    0.5520360469818115,
    0.36649200320243835,
    0.5699480772018433,
    0.6542055010795593,
    0.22935770452022552,
    0.34224584698677063,
    0.2686566412448883,
    0.6105261445045471,
    0.3771427571773529,
    0.4748857021331787,
    0.3474177420139313,
    0.28260859847068787,
    0.35051536560058594,
    0.28318578004837036,
    0.239999920129776,
    0.38775497674942017,
    0.16666659712791443,
    0.24299058318138123,
    0.5567008852958679,
    0.38043469190597534,
    0.6489360928535461,
    0.3084576427936554,
    0.29107969999313354,
    0.1368420422077179,
    0.1748633086681366,
    0.19791658222675323,
    0.5170730352401733,
    0.4927534759044647,
    0.5320196151733398,
    0.1799999475479126,
    0.3389829397201538,
    0.5462961196899414,
    0.6465516090393066,
    0.4100417494773865,
    0.15469607710838318,
    0.5773194432258606,
    0.4161849021911621,
    0.4812833070755005,
    0.30526304244995117,
    0.741463303565979,
    0.5568180084228516,
    0.49999988079071045,
    0.3999998867511749,
    0.22222214937210083,
    0.26666656136512756,
    0.23414628207683563,
    0.28272244334220886,
    0.7219511270523071,
    0.5991188287734985,
    0.3653844892978668,
    0.6126124858856201,
    0.1395348161458969,
    0.4070795178413391,
    0.23589736223220825,
    0.6601940989494324,
    0.6599999070167542,
    0.17204295098781586,
    0.24390237033367157,
    0.3251230716705322,
    0.24742262065410614,
    0.2659573554992676,
    0.7058822512626648,
    0.378109335899353,
    0.23275858163833618,
    0.4729062616825104,
    0.4174756109714508,
    0.4385963976383209,
    0.26086950302124023,
    0.3240739703178406,
    0.3247862458229065,
    0.5045870542526245,
    0.2872926890850067,
    0.26190465688705444,
    0.6415093541145325,
    0.5405403971672058,
    0.29743579030036926,
    0.3111110329627991,
    0.18378373980522156,
    0.37499991059303284
   ],
   "time": 18.044368331320584,
   "param": null
  },
  {
   "epoch": 170,
   "train_loss": 0.006349356845021248,
   "val_loss": 2.865394115447998,
   "acc": 38.93,
   "f1": [
    0.6698111891746521,
    0.49107134342193604,
    0.2843601107597351,
    0.22222214937210083,
    0.18999992311000824,
    0.3133639991283417,
    0.4306218922138214,
    0.40206170082092285,
    0.38502663373947144,
    0.5111110210418701,
    0.1868131160736084,
    0.31249991059303284,
    0.36458322405815125,
    0.31067952513694763,
    0.19417467713356018,
    0.28571420907974243,
    0.36158180236816406,
    0.543859601020813,
    0.2378377616405487,
    0.2233501821756363,
    0.666666567325592,
    0.5321099162101746,
    0.3578946590423584,
    0.5846152901649475,
    0.666666567325592,
    0.22966498136520386,
    0.3387977182865143,
    0.2713567018508911,
    0.5999999046325684,
    0.37499991059303284,
    0.4744184911251068,
    0.331707239151001,
    0.2967032194137573,
    0.364531934261322,
    0.300884872674942,
    0.24875615537166595,
    0.36559128761291504,
    0.15624994039535522,
    0.2477063536643982,
    0.542713463306427,
    0.38578668236732483,
    0.6458331942558289,
    0.3465345501899719,
    0.30097079277038574,
    0.1507537066936493,
    0.1777777075767517,
    0.19999991357326508,
    0.5071768760681152,
    0.5024153590202332,
    0.5199998617172241,
    0.18652844429016113,
    0.33333319425582886,
    0.5437787175178528,
    0.6410255432128906,
    0.41048023104667664,
    0.16842098534107208,
    0.572916567325592,
    0.41758227348327637,
    0.4918031394481659,
    0.31249991059303284,
    0.7439612150192261,
    0.5555554628372192,
    0.5048542022705078,
    0.38150280714035034,
    0.2347417026758194,
    0.2769230008125305,
    0.23834188282489777,
    0.2694299519062042,
    0.7551018595695496,
    0.5919281840324402,
    0.37735840678215027,
    0.6106193661689758,
    0.12021850794553757,
    0.4122805893421173,
    0.2065216600894928,
    0.6504853367805481,
    0.6600984334945679,
    0.1748633086681366,
    0.21999992430210114,
    0.33333322405815125,
    0.2371133416891098,
    0.28272244334220886,
    0.6990289688110352,
    0.38541653752326965,
    0.2543858587741852,
    0.4734298884868622,
    0.4174756109714508,
    0.4414413571357727,
    0.2727271616458893,
    0.33179715275764465,
    0.3408070504665375,
    0.5070421695709229,
    0.2810809910297394,
    0.26666656136512756,
    0.6504853367805481,
    0.535353422164917,
    0.30303022265434265,
    0.31441038846969604,
    0.18478251993656158,
    0.37777766585350037
   ],
   "time": 18.503532321192324,
   "param": null
  },
  {
   "epoch": 171,
   "train_loss": 0.004293438512831926,
   "val_loss": 2.9150829315185547,
   "acc": 38.93,
   "f1": [
    0.6604650020599365,
    0.4886876940727234,
    0.2843136191368103,
    0.21390368044376373,
    0.19587622582912445,
    0.3018867075443268,
    0.436893105506897,
    0.39153432846069336,
    0.3756905198097229,
    0.5108694434165955,
    0.18713442981243134,
    0.29319363832473755,
    0.3654821515083313,
    0.30392149090766907,
    0.22222216427326202,
    0.29473677277565,
    0.3563217520713806,
    0.5502182841300964,
    0.25668442249298096,
    0.22916659712791443,
    0.6699027419090271,
    0.5437787175178528,
    0.36065563559532166,
    0.5799998641014099,
    0.6604650020599365,
    0.23529402911663055,
    0.3384614586830139,
    0.25490185618400574,
    0.6091369390487671,
    0.3837208151817322,
    0.46428558230400085,
    0.33492809534072876,
    0.32432422041893005,
    0.36180898547172546,
    0.28193822503089905,
    0.2525251507759094,
    0.3874344527721405,
    0.15957440435886383,
    0.26785707473754883,
    0.5499998927116394,
    0.37563440203666687,
    0.6421051621437073,
    0.32124343514442444,
    0.2938387989997864,
    0.14925366640090942,
    0.18079088628292084,
    0.21649475395679474,
    0.5024153590202332,
    0.5123152136802673,
    0.5273630023002625,
    0.18536579608917236,
    0.3428570628166199,
    0.5555554032325745,
    0.6521738171577454,
    0.40540531277656555,
    0.15384609997272491,
    0.582914412021637,
    0.41573023796081543,
    0.497175008058548,
    0.30150744318962097,
    0.7499997615814209,
    0.5549131631851196,
    0.5024629235267639,
    0.3885713219642639,
    0.2202642410993576,
    0.26666656136512756,
    0.22748807072639465,
    0.2713567018508911,
    0.7290639281272888,
    0.5963301062583923,
    0.38095229864120483,
    0.6044443249702454,
    0.1452513188123703,
    0.40692633390426636,
    0.21621613204479218,
    0.6633164882659912,
    0.6411482095718384,
    0.1777777075767517,
    0.2333332598209381,
    0.3402060866355896,
    0.23958325386047363,
    0.2812499403953552,
    0.6952379941940308,
    0.3794870972633362,
    0.25688064098358154,
    0.45544540882110596,
    0.41346144676208496,
    0.4474884569644928,
    0.2559240758419037,
    0.3348836302757263,
    0.3433475196361542,
    0.5116277933120728,
    0.2783504128456116,
    0.2598869204521179,
    0.6445496082305908,
    0.5347592234611511,
    0.30150744318962097,
    0.31627896428108215,
    0.1729728877544403,
    0.3666665554046631
   ],
   "time": 18.21832149568945,
   "param": null
  },
  {
   "epoch": 172,
   "train_loss": 0.007336298003792763,
   "val_loss": 2.8475289344787598,
   "acc": 38.68,
   "f1": [
    0.6572768688201904,
    0.4954127371311188,
    0.2792791724205017,
    0.21390368044376373,
    0.19191910326480865,
    0.31050220131874084,
    0.4292682111263275,
    0.37894728779792786,
    0.38709667325019836,
    0.522222101688385,
    0.18390797078609467,
    0.299465149641037,
    0.3675675094127655,
    0.32352936267852783,
    0.20689646899700165,
    0.282828152179718,
    0.37426888942718506,
    0.5470851063728333,
    0.2378377616405487,
    0.21782170236110687,
    0.666666567325592,
    0.5446427464485168,
    0.3529410660266876,
    0.5786800384521484,
    0.666666567325592,
    0.23478256165981293,
    0.3265305161476135,
    0.2571427524089813,
    0.6113988757133484,
    0.3793102502822876,
    0.4792625606060028,
    0.3383083641529083,
    0.2736841142177582,
    0.3487178385257721,
    0.28193822503089905,
    0.2525251507759094,
    0.38144323229789734,
    0.15873010456562042,
    0.24074065685272217,
    0.5527637004852295,
    0.38190943002700806,
    0.6702701449394226,
    0.3147207200527191,
    0.29665064811706543,
    0.1449274867773056,
    0.1777777075767517,
    0.20430098474025726,
    0.5073169469833374,
    0.49999988079071045,
    0.5435895919799805,
    0.18749994039535522,
    0.3195265531539917,
    0.5514017343521118,
    0.6493505239486694,
    0.39301300048828125,
    0.15873010456562042,
    0.5816324949264526,
    0.4161849021911621,
    0.5054942965507507,
    0.3101603388786316,
    0.747572660446167,
    0.5617976188659668,
    0.5049503445625305,
    0.3977271616458893,
    0.21198150515556335,
    0.26395928859710693,
    0.22549012303352356,
    0.2653060257434845,
    0.725490152835846,
    0.6008967757225037,
    0.3714284896850586,
    0.6153844594955444,
    0.1390373706817627,
    0.38983041048049927,
    0.2234041839838028,
    0.6504853367805481,
    0.6634145379066467,
    0.1789472997188568,
    0.23036640882492065,
    0.33684200048446655,
    0.22916659712791443,
    0.27472516894340515,
    0.7029701471328735,
    0.390243798494339,
    0.25892847776412964,
    0.4579438269138336,
    0.4154588282108307,
    0.4363635182380676,
    0.2653060257434845,
    0.3286384046077728,
    0.3249998688697815,
    0.5023695826530457,
    0.2795697748661041,
    0.27118635177612305,
    0.6388887763023376,
    0.535519003868103,
    0.30456843972206116,
    0.2972972095012665,
    0.1704544872045517,
    0.3409090042114258
   ],
   "time": 18.15229495242238,
   "param": null
  },
  {
   "epoch": 173,
   "train_loss": 0.0053325677290558815,
   "val_loss": 2.890195846557617,
   "acc": 38.77,
   "f1": [
    0.6545453667640686,
    0.49773746728897095,
    0.27999991178512573,
    0.2312137931585312,
    0.20320846140384674,
    0.2922373414039612,
    0.42342329025268555,
    0.3894736170768738,
    0.37563440203666687,
    0.48205116391181946,
    0.18079088628292084,
    0.2914571762084961,
    0.35121941566467285,
    0.3179486393928528,
    0.19791658222675323,
    0.29787227511405945,
    0.348314493894577,
    0.559321939945221,
    0.25906726717948914,
    0.23834188282489777,
    0.666666567325592,
    0.5437787175178528,
    0.3529410660266876,
    0.6054052114486694,
    0.6570047736167908,
    0.22222214937210083,
    0.33333325386047363,
    0.2686566412448883,
    0.6073297262191772,
    0.38150280714035034,
    0.4594593644142151,
    0.3431371748447418,
    0.2967032194137573,
    0.35532984137535095,
    0.271493136882782,
    0.239999920129776,
    0.39153432846069336,
    0.17801040410995483,
    0.2580644190311432,
    0.5388599634170532,
    0.38578668236732483,
    0.6739128828048706,
    0.3350784480571747,
    0.30555546283721924,
    0.13930343091487885,
    0.17391297221183777,
    0.19565211236476898,
    0.5073169469833374,
    0.4976075291633606,
    0.5306121110916138,
    0.18905465304851532,
    0.32142847776412964,
    0.5555554032325745,
    0.6406925916671753,
    0.39301300048828125,
    0.16243648529052734,
    0.5948716402053833,
    0.4043714702129364,
    0.5053762197494507,
    0.2999999225139618,
    0.7499997615814209,
    0.5494503974914551,
    0.5048542022705078,
    0.37288129329681396,
    0.22325573861598969,
    0.25870639085769653,
    0.236453115940094,
    0.28426387906074524,
    0.7290639281272888,
    0.5936071872711182,
    0.3714284896850586,
    0.6036034822463989,
    0.1333332657814026,
    0.3948496878147125,
    0.22222213447093964,
    0.6633662581443787,
    0.6442306041717529,
    0.17801040410995483,
    0.23529404401779175,
    0.34554967284202576,
    0.239999920129776,
    0.2888887822628021,
    0.6926827430725098,
    0.3842363655567169,
    0.2566370666027069,
    0.46534639596939087,
    0.4075828194618225,
    0.44239622354507446,
    0.25510191917419434,
    0.3348415493965149,
    0.33035704493522644,
    0.5048542022705078,
    0.28260859847068787,
    0.2681563198566437,
    0.6384975910186768,
    0.5405403971672058,
    0.29850736260414124,
    0.3211008310317993,
    0.1748633086681366,
    0.34482747316360474
   ],
   "time": 18.137509681284428,
   "param": null
  },
  {
   "epoch": 174,
   "train_loss": 0.007090890780091286,
   "val_loss": 2.9205970764160156,
   "acc": 38.82,
   "f1": [
    0.6697673201560974,
    0.4954127371311188,
    0.2815532982349396,
    0.21390368044376373,
    0.19289332628250122,
    0.2941175401210785,
    0.4413144290447235,
    0.38144323229789734,
    0.39130425453186035,
    0.5081079602241516,
    0.20571422576904297,
    0.29473677277565,
    0.35820886492729187,
    0.31279608607292175,
    0.18947362899780273,
    0.2797926664352417,
    0.36470577120780945,
    0.555065929889679,
    0.24598921835422516,
    0.2288556545972824,
    0.6764704585075378,
    0.5350876450538635,
    0.35483860969543457,
    0.5699480772018433,
    0.639269232749939,
    0.22222214937210083,
    0.3369564116001129,
    0.26804113388061523,
    0.6069650650024414,
    0.3771427571773529,
    0.4657532870769501,
    0.34999990463256836,
    0.2872926890850067,
    0.36269423365592957,
    0.29437223076820374,
    0.2525251507759094,
    0.38144323229789734,
    0.1604277491569519,
    0.2477063536643982,
    0.5472635626792908,
    0.39784935116767883,
    0.649214506149292,
    0.326315701007843,
    0.3041473925113678,
    0.13999994099140167,
    0.18181811273097992,
    0.20430098474025726,
    0.5098037719726562,
    0.5098037719726562,
    0.5221673846244812,
    0.1818181276321411,
    0.34482747316360474,
    0.5437787175178528,
    0.6493505239486694,
    0.3846152722835541,
    0.14659680426120758,
    0.5803107619285583,
    0.41758227348327637,
    0.5142855644226074,
    0.30851057171821594,
    0.7439612150192261,
    0.5494503974914551,
    0.49756085872650146,
    0.3820223808288574,
    0.21428564190864563,
    0.2722512185573578,
    0.23469379544258118,
    0.2783504128456116,
    0.7363182306289673,
    0.5892856121063232,
    0.362790584564209,
    0.6126124858856201,
    0.12565438449382782,
    0.4100417494773865,
    0.2234041839838028,
    0.653658390045166,
    0.653658390045166,
    0.18947362899780273,
    0.2244897186756134,
    0.3369564116001129,
    0.239999920129776,
    0.28571417927742004,
    0.6956520080566406,
    0.37696322798728943,
    0.25339359045028687,
    0.47115376591682434,
    0.4154588282108307,
    0.43555545806884766,
    0.2564101815223694,
    0.3301886022090912,
    0.3408070504665375,
    0.5123152136802673,
    0.28571417927742004,
    0.2790696620941162,
    0.6355138421058655,
    0.5263156890869141,
    0.30150744318962097,
    0.32258057594299316,
    0.1657457947731018,
    0.36464083194732666
   ],
   "time": 18.20058060158044,
   "param": null
  },
  {
   "epoch": 175,
   "train_loss": 0.006624387577176094,
   "val_loss": 3.0364291667938232,
   "acc": 38.81,
   "f1": [
    0.6666665077209473,
    0.49999988079071045,
    0.2830187678337097,
    0.228571355342865,
    0.1862744390964508,
    0.3148147463798523,
    0.4230768084526062,
    0.38775497674942017,
    0.3775508999824524,
    0.49214646220207214,
    0.19428564608097076,
    0.29166659712791443,
    0.36180898547172546,
    0.31372541189193726,
    0.19191910326480865,
    0.2842104732990265,
    0.37575745582580566,
    0.5495494604110718,
    0.2444443702697754,
    0.23809516429901123,
    0.6699027419090271,
    0.5258214473724365,
    0.35955044627189636,
    0.5929647088050842,
    0.6481480002403259,
    0.23580780625343323,
    0.3265305161476135,
    0.26341456174850464,
    0.6060605049133301,
    0.3793102502822876,
    0.46363624930381775,
    0.331707239151001,
    0.31155768036842346,
    0.3469386696815491,
    0.28193822503089905,
    0.2525251507759094,
    0.3711339235305786,
    0.16080394387245178,
    0.2574256360530853,
    0.5472635626792908,
    0.40217384696006775,
    0.6595743298530579,
    0.324607253074646,
    0.3041473925113678,
    0.14213192462921143,
    0.18079088628292084,
    0.19689112901687622,
    0.5096152424812317,
    0.49999988079071045,
    0.5306121110916138,
    0.18749994039535522,
    0.3463686406612396,
    0.5566036701202393,
    0.6437767148017883,
    0.3983401656150818,
    0.15957440435886383,
    0.572916567325592,
    0.4245808720588684,
    0.4946235418319702,
    0.31746023893356323,
    0.7378638982772827,
    0.5681816935539246,
    0.4927534759044647,
    0.3756905198097229,
    0.21428564190864563,
    0.26455017924308777,
    0.23589736223220825,
    0.27173903584480286,
    0.725490152835846,
    0.590908944606781,
    0.37681150436401367,
    0.6017698049545288,
    0.13559316098690033,
    0.3946187198162079,
    0.22105254232883453,
    0.6568626165390015,
    0.6538460850715637,
    0.1868131160736084,
    0.22916659712791443,
    0.3402060866355896,
    0.23913034796714783,
    0.2769230008125305,
    0.6956520080566406,
    0.39560428261756897,
    0.25570768117904663,
    0.4780486822128296,
    0.41148313879966736,
    0.43946176767349243,
    0.2613064646720886,
    0.3211008310317993,
    0.32456132769584656,
    0.5071768760681152,
    0.28260859847068787,
    0.2622949779033661,
    0.6384975910186768,
    0.5128204226493835,
    0.30456843972206116,
    0.321428507566452,
    0.17391297221183777,
    0.36871495842933655
   ],
   "time": 18.182114897295833,
   "param": null
  },
  {
   "epoch": 176,
   "train_loss": 0.005307661835104227,
   "val_loss": 2.989125967025757,
   "acc": 38.79,
   "f1": [
    0.6605502963066101,
    0.49773746728897095,
    0.28019312024116516,
    0.22346359491348267,
    0.1844659447669983,
    0.32258057594299316,
    0.4299064576625824,
    0.40206170082092285,
    0.3703702688217163,
    0.5108694434165955,
    0.19101116061210632,
    0.29743579030036926,
    0.37499991059303284,
    0.30150744318962097,
    0.19607838988304138,
    0.2751321792602539,
    0.3699420988559723,
    0.5470084547996521,
    0.2378377616405487,
    0.2256409376859665,
    0.663461446762085,
    0.5412842631340027,
    0.36559128761291504,
    0.5925924777984619,
    0.663461446762085,
    0.2272726446390152,
    0.3232322335243225,
    0.2769230008125305,
    0.6051281094551086,
    0.37499991059303284,
    0.4727271497249603,
    0.3431371748447418,
    0.29787227511405945,
    0.3419688045978546,
    0.27433618903160095,
    0.25125616788864136,
    0.37696322798728943,
    0.1639343500137329,
    0.24669595062732697,
    0.5380709171295166,
    0.382978618144989,
    0.6594592928886414,
    0.32291656732559204,
    0.3013697862625122,
    0.14659680426120758,
    0.18181811273097992,
    0.2099446803331375,
    0.5049503445625305,
    0.49765241146087646,
    0.5221673846244812,
    0.1844659447669983,
    0.3444443643093109,
    0.5520360469818115,
    0.6437767148017883,
    0.4056602716445923,
    0.15555550158023834,
    0.5863873362541199,
    0.41379299759864807,
    0.5106381177902222,
    0.3076922297477722,
    0.7439612150192261,
    0.5524860620498657,
    0.49999988079071045,
    0.3771427571773529,
    0.22935770452022552,
    0.2702701687812805,
    0.22966498136520386,
    0.2731706500053406,
    0.725490152835846,
    0.6132074594497681,
    0.36111101508140564,
    0.6126124858856201,
    0.13114747405052185,
    0.38766512274742126,
    0.22459883987903595,
    0.653658390045166,
    0.6411482095718384,
    0.18784524500370026,
    0.22660093009471893,
    0.34042540192604065,
    0.24999991059303284,
    0.28571417927742004,
    0.6923075318336487,
    0.38190943002700806,
    0.25116273760795593,
    0.46829259395599365,
    0.4195120930671692,
    0.4549761712551117,
    0.2599999010562897,
    0.31818172335624695,
    0.3362830877304077,
    0.4999999403953552,
    0.26455017924308777,
    0.2810809910297394,
    0.635944664478302,
    0.5291004180908203,
    0.30541861057281494,
    0.29437223076820374,
    0.18478251993656158,
    0.3626372814178467
   ],
   "time": 18.21575455646962,
   "param": null
  },
  {
   "epoch": 177,
   "train_loss": 0.0046041919849812984,
   "val_loss": 2.9167704582214355,
   "acc": 38.74,
   "f1": [
    0.6698563694953918,
    0.49773746728897095,
    0.2790696918964386,
    0.2258063703775406,
    0.19191910326480865,
    0.30555546283721924,
    0.4454975128173828,
    0.3809523284435272,
    0.3809523284435272,
    0.5193368792533875,
    0.19428564608097076,
    0.30999991297721863,
    0.36269423365592957,
    0.3131312429904938,
    0.21428564190864563,
    0.2765956223011017,
    0.3516482412815094,
    0.5627704858779907,
    0.23280414938926697,
    0.23414628207683563,
    0.6602869629859924,
    0.5283017754554749,
    0.35416656732559204,
    0.5714284777641296,
    0.6699027419090271,
    0.23580780625343323,
    0.32820504903793335,
    0.2673266530036926,
    0.5937498807907104,
    0.3905324339866638,
    0.4744184911251068,
    0.3469386696815491,
    0.3016759157180786,
    0.34999990463256836,
    0.2719297707080841,
    0.2475246638059616,
    0.37373724579811096,
    0.16666661202907562,
    0.2488888055086136,
    0.5555554032325745,
    0.4022345542907715,
    0.6630433797836304,
    0.31372541189193726,
    0.2895926535129547,
    0.13861380517482758,
    0.179775208234787,
    0.21621613204479218,
    0.5174128413200378,
    0.5023695826530457,
    0.53465336561203,
    0.1799999475479126,
    0.3678159713745117,
    0.5454544425010681,
    0.6519822478294373,
    0.4122805893421173,
    0.15217386186122894,
    0.5670101642608643,
    0.4069766402244568,
    0.5082871913909912,
    0.29319363832473755,
    0.7464112639427185,
    0.5568180084228516,
    0.5024629235267639,
    0.3793102502822876,
    0.20388342440128326,
    0.2795697748661041,
    0.21621613204479218,
    0.28272244334220886,
    0.725490152835846,
    0.5972849726676941,
    0.37320560216903687,
    0.6044443249702454,
    0.13065321743488312,
    0.4090907871723175,
    0.23589736223220825,
    0.653658390045166,
    0.6632652282714844,
    0.19780214130878448,
    0.22680403292179108,
    0.3440859317779541,
    0.23529402911663055,
    0.28260859847068787,
    0.6995072364807129,
    0.37563440203666687,
    0.22881349921226501,
    0.46376800537109375,
    0.4154588282108307,
    0.4266665577888489,
    0.2647058069705963,
    0.32579174637794495,
    0.3318384885787964,
    0.5188678503036499,
    0.2780747711658478,
    0.27428561449050903,
    0.6532661318778992,
    0.5333331823348999,
    0.30051806569099426,
    0.29074883460998535,
    0.18478251993656158,
    0.36464083194732666
   ],
   "time": 17.814835018478334,
   "param": null
  },
  {
   "epoch": 178,
   "train_loss": 0.00461922399699688,
   "val_loss": 2.7760000228881836,
   "acc": 38.81,
   "f1": [
    0.6698111891746521,
    0.49090901017189026,
    0.27884605526924133,
    0.21505369246006012,
    0.1938774734735489,
    0.3083699643611908,
    0.4331796169281006,
    0.3783782720565796,
    0.38709667325019836,
    0.5053762197494507,
    0.19251330196857452,
    0.2955664098262787,
    0.34615373611450195,
    0.3091786503791809,
    0.2099999338388443,
    0.2944161295890808,
    0.37804868817329407,
    0.5575219988822937,
    0.2340424805879593,
    0.22772268950939178,
    0.6540283560752869,
    0.5370368957519531,
    0.36464083194732666,
    0.582914412021637,
    0.6602869629859924,
    0.22535204887390137,
    0.3440859317779541,
    0.2705313265323639,
    0.596858561038971,
    0.38596484065055847,
    0.4788731336593628,
    0.3383083641529083,
    0.29189181327819824,
    0.3510637581348419,
    0.2758619785308838,
    0.25870639085769653,
    0.39378228783607483,
    0.15624994039535522,
    0.25339359045028687,
    0.5578945875167847,
    0.3999999165534973,
    0.6740330457687378,
    0.32124343514442444,
    0.2972972095012665,
    0.1509433388710022,
    0.1777777075767517,
    0.20430098474025726,
    0.5217390656471252,
    0.5049503445625305,
    0.5279186367988586,
    0.1989527940750122,
    0.3529410660266876,
    0.5488370656967163,
    0.6379309296607971,
    0.4239630401134491,
    0.15151509642601013,
    0.5641024112701416,
    0.41758227348327637,
    0.4946235418319702,
    0.309278279542923,
    0.741463303565979,
    0.5599998831748962,
    0.5024629235267639,
    0.3678159713745117,
    0.21800939738750458,
    0.2713567018508911,
    0.22119809687137604,
    0.2741115987300873,
    0.7317072153091431,
    0.592920184135437,
    0.3714284896850586,
    0.6126124858856201,
    0.13559316098690033,
    0.39130425453186035,
    0.22459883987903595,
    0.6538460850715637,
    0.653465211391449,
    0.18279562890529633,
    0.24742262065410614,
    0.3387977182865143,
    0.23350247740745544,
    0.28723397850990295,
    0.7024388909339905,
    0.4041449725627899,
    0.2426777482032776,
    0.4630540609359741,
    0.4236452281475067,
    0.46009382605552673,
    0.251308798789978,
    0.31818172335624695,
    0.3425924777984619,
    0.5046727657318115,
    0.280898779630661,
    0.2795697748661041,
    0.6380951404571533,
    0.5208331942558289,
    0.29743579030036926,
    0.3083699643611908,
    0.18181811273097992,
    0.3626372814178467
   ],
   "time": 18.016379225067794,
   "param": null
  },
  {
   "epoch": 179,
   "train_loss": 0.005071628838777542,
   "val_loss": 2.9141685962677,
   "acc": 38.84,
   "f1": [
    0.6698111891746521,
    0.4953269362449646,
    0.2775118350982666,
    0.22471901774406433,
    0.18536579608917236,
    0.29523801803588867,
    0.4454975128173828,
    0.3894736170768738,
    0.37894728779792786,
    0.5108694434165955,
    0.19209031760692596,
    0.29743579030036926,
    0.3636362850666046,
    0.30999991297721863,
    0.20792071521282196,
    0.2736841142177582,
    0.36046499013900757,
    0.555065929889679,
    0.24210518598556519,
    0.2376236915588379,
    0.657142698764801,
    0.5454544425010681,
    0.3510637581348419,
    0.575916051864624,
    0.6731706857681274,
    0.23829780519008636,
    0.3386242389678955,
    0.2727271616458893,
    0.6178008913993835,
    0.3764704465866089,
    0.488262802362442,
    0.3365383446216583,
    0.29508185386657715,
    0.3707316219806671,
    0.2719297707080841,
    0.26041656732559204,
    0.4059404730796814,
    0.18274106085300446,
    0.2488478720188141,
    0.5454543828964233,
    0.37305691838264465,
    0.6666665077209473,
    0.32835814356803894,
    0.2999999225139618,
    0.15384608507156372,
    0.18390797078609467,
    0.2121211439371109,
    0.5199998617172241,
    0.5023695826530457,
    0.5196077227592468,
    0.18652844429016113,
    0.3459458649158478,
    0.5520360469818115,
    0.6488887667655945,
    0.40178558230400085,
    0.14893612265586853,
    0.5789472460746765,
    0.4111110270023346,
    0.494381844997406,
    0.3208555281162262,
    0.7368419766426086,
    0.5617976188659668,
    0.4951455295085907,
    0.39778995513916016,
    0.2272726446390152,
    0.2745097279548645,
    0.2376236915588379,
    0.2741115987300873,
    0.7290639281272888,
    0.587719202041626,
    0.3738316595554352,
    0.6071427464485168,
    0.12865489721298218,
    0.39301300048828125,
    0.20765019953250885,
    0.6507176160812378,
    0.6411482095718384,
    0.19565211236476898,
    0.21649475395679474,
    0.3316061198711395,
    0.23529404401779175,
    0.2824857831001282,
    0.7058822512626648,
    0.38578668236732483,
    0.25688064098358154,
    0.46376800537109375,
    0.4095236659049988,
    0.4319247901439667,
    0.26086950302124023,
    0.323809415102005,
    0.3217390477657318,
    0.4953269362449646,
    0.2765956223011017,
    0.25555548071861267,
    0.6439023613929749,
    0.5319147706031799,
    0.31372541189193726,
    0.31249991059303284,
    0.1694914698600769,
    0.3522725999355316
   ],
   "time": 18.38066605385393,
   "param": null
  },
  {
   "epoch": 180,
   "train_loss": 0.005496507044881582,
   "val_loss": 2.9031786918640137,
   "acc": 38.76,
   "f1": [
    0.6636362671852112,
    0.49999988079071045,
    0.28846150636672974,
    0.2127658873796463,
    0.19191910326480865,
    0.31249991059303284,
    0.4230768084526062,
    0.3763439953327179,
    0.382978618144989,
    0.4999998211860657,
    0.20111726224422455,
    0.2980768382549286,
    0.35532984137535095,
    0.3076922297477722,
    0.2099999338388443,
    0.2901553809642792,
    0.3625729978084564,
    0.5462554097175598,
    0.25906726717948914,
    0.2176164984703064,
    0.6732671856880188,
    0.5327101349830627,
    0.3636362552642822,
    0.5743588209152222,
    0.6602869629859924,
    0.2264150083065033,
    0.3195875287055969,
    0.2673266530036926,
    0.6073297262191772,
    0.36871495842933655,
    0.4705880880355835,
    0.33497530221939087,
    0.2959182858467102,
    0.378109335899353,
    0.27678564190864563,
    0.251308798789978,
    0.38709667325019836,
    0.17708326876163483,
    0.23696675896644592,
    0.5555554032325745,
    0.3874344527721405,
    0.6631014943122864,
    0.3248729705810547,
    0.28571417927742004,
    0.14778319001197815,
    0.17877088487148285,
    0.2127658873796463,
    0.5142855644226074,
    0.5170730352401733,
    0.5196077227592468,
    0.18274106085300446,
    0.3468207120895386,
    0.5514017343521118,
    0.6465516090393066,
    0.4034333825111389,
    0.15300540626049042,
    0.5816324949264526,
    0.413043349981308,
    0.48387083411216736,
    0.3076922297477722,
    0.741463303565979,
    0.5632182359695435,
    0.49756085872650146,
    0.3820223808288574,
    0.21538454294204712,
    0.2786068916320801,
    0.22222214937210083,
    0.26395928859710693,
    0.7399998903274536,
    0.5990782380104065,
    0.3831774890422821,
    0.6153844594955444,
    0.1290322095155716,
    0.3946187198162079,
    0.21505369246006012,
    0.6700506210327148,
    0.6633164882659912,
    0.17435890436172485,
    0.23529404401779175,
    0.336633563041687,
    0.24083760380744934,
    0.2810809910297394,
    0.6923075318336487,
    0.3874344527721405,
    0.2477063536643982,
    0.4579438269138336,
    0.4174756109714508,
    0.4537035822868347,
    0.25961530208587646,
    0.31896543502807617,
    0.33789944648742676,
    0.5213268995285034,
    0.26519328355789185,
    0.2622949779033661,
    0.6325579881668091,
    0.5291004180908203,
    0.29896897077560425,
    0.31279608607292175,
    0.16666661202907562,
    0.3555554449558258
   ],
   "time": 18.3648470249027,
   "param": null
  },
  {
   "epoch": 181,
   "train_loss": 0.0047685373574495316,
   "val_loss": 3.0311026573181152,
   "acc": 38.86,
   "f1": [
    0.6635512709617615,
    0.49773746728897095,
    0.29850736260414124,
    0.21965309977531433,
    0.1844659447669983,
    0.31818172335624695,
    0.42512065172195435,
    0.382978618144989,
    0.3703702688217163,
    0.4947367310523987,
    0.19999992847442627,
    0.28571420907974243,
    0.36649200320243835,
    0.30697670578956604,
    0.20792071521282196,
    0.2810809910297394,
    0.37125736474990845,
    0.555065929889679,
    0.2513660192489624,
    0.2256409376859665,
    0.666666567325592,
    0.5302324295043945,
    0.3586955666542053,
    0.6010361909866333,
    0.663461446762085,
    0.22119809687137604,
    0.32978713512420654,
    0.2727271616458893,
    0.5989846587181091,
    0.38150280714035034,
    0.45414838194847107,
    0.3417084515094757,
    0.3152172863483429,
    0.3599999248981476,
    0.28193822503089905,
    0.26262614130973816,
    0.37999987602233887,
    0.1604277491569519,
    0.2532750070095062,
    0.5641024112701416,
    0.3894736170768738,
    0.645502507686615,
    0.32124343514442444,
    0.2933332622051239,
    0.14583328366279602,
    0.18285706639289856,
    0.20105813443660736,
    0.5142855644226074,
    0.49999988079071045,
    0.5284972786903381,
    0.19791658222675323,
    0.3563217520713806,
    0.5529952645301819,
    0.6437767148017883,
    0.40350866317749023,
    0.15217386186122894,
    0.5743588209152222,
    0.4108106791973114,
    0.49999988079071045,
    0.2955664098262787,
    0.7439612150192261,
    0.5599998831748962,
    0.5024629235267639,
    0.36158180236816406,
    0.22321420907974243,
    0.2769230008125305,
    0.22857137024402618,
    0.2786068916320801,
    0.732673168182373,
    0.5972849726676941,
    0.368663489818573,
    0.6153844594955444,
    0.13756607472896576,
    0.38914018869400024,
    0.21621613204479218,
    0.6666665077209473,
    0.6567163467407227,
    0.1729728877544403,
    0.2436547577381134,
    0.34224584698677063,
    0.2424241602420807,
    0.30337071418762207,
    0.6923075318336487,
    0.39999985694885254,
    0.25352105498313904,
    0.46601933240890503,
    0.4170615077018738,
    0.45714277029037476,
    0.26395928859710693,
    0.3301886022090912,
    0.32456132769584656,
    0.5092591643333435,
    0.26373615860939026,
    0.25555548071861267,
    0.6267279982566833,
    0.534031331539154,
    0.30150744318962097,
    0.30172407627105713,
    0.1758241057395935,
    0.35955044627189636
   ],
   "time": 17.97350510302931,
   "param": null
  },
  {
   "epoch": 182,
   "train_loss": 0.005126111209392548,
   "val_loss": 2.90213680267334,
   "acc": 38.81,
   "f1": [
    0.657534122467041,
    0.4886876940727234,
    0.2898550033569336,
    0.21839071810245514,
    0.19289332628250122,
    0.31441038846969604,
    0.4319247901439667,
    0.39999985694885254,
    0.37894728779792786,
    0.522222101688385,
    0.17877088487148285,
    0.28712859749794006,
    0.3723403513431549,
    0.31067952513694763,
    0.19801974296569824,
    0.28415289521217346,
    0.36144572496414185,
    0.5502182841300964,
    0.22598862648010254,
    0.22916659712791443,
    0.663461446762085,
    0.5370368957519531,
    0.34042540192604065,
    0.5899998545646667,
    0.663461446762085,
    0.2297871857881546,
    0.33684200048446655,
    0.26794248819351196,
    0.595959484577179,
    0.38596484065055847,
    0.47004595398902893,
    0.3495144844055176,
    0.2886596620082855,
    0.35121941566467285,
    0.28318578004837036,
    0.25125616788864136,
    0.3763439953327179,
    0.1675977110862732,
    0.25688064098358154,
    0.5435895919799805,
    0.3794870972633362,
    0.6560845375061035,
    0.33333322405815125,
    0.29951682686805725,
    0.1485147923231125,
    0.179775208234787,
    0.2054053246974945,
    0.5120771527290344,
    0.5094338655471802,
    0.5247523188591003,
    0.1836734265089035,
    0.35359105467796326,
    0.5514017343521118,
    0.6493505239486694,
    0.40517228841781616,
    0.15217386186122894,
    0.5816324949264526,
    0.3999998867511749,
    0.48958322405815125,
    0.30366483330726624,
    0.7439612150192261,
    0.5524860620498657,
    0.5073169469833374,
    0.3798881769180298,
    0.21917803585529327,
    0.28260859847068787,
    0.24742262065410614,
    0.2731706500053406,
    0.732673168182373,
    0.5990782380104065,
    0.37864065170288086,
    0.6071427464485168,
    0.13471496105194092,
    0.3964756429195404,
    0.23350247740745544,
    0.6599999070167542,
    0.653465211391449,
    0.17204295098781586,
    0.22222213447093964,
    0.3502824008464813,
    0.2376236915588379,
    0.29213473200798035,
    0.7024388909339905,
    0.38190943002700806,
    0.25862061977386475,
    0.4705880880355835,
    0.4095236659049988,
    0.44239622354507446,
    0.25906726717948914,
    0.3301886022090912,
    0.32888880372047424,
    0.5140186548233032,
    0.2780747711658478,
    0.262857049703598,
    0.6220094561576843,
    0.5154638290405273,
    0.30541861057281494,
    0.3083699643611908,
    0.15999993681907654,
    0.3563217520713806
   ],
   "time": 17.762116917409003,
   "param": null
  },
  {
   "epoch": 183,
   "train_loss": 0.004528035409748554,
   "val_loss": 2.8946175575256348,
   "acc": 38.77,
   "f1": [
    0.6635512709617615,
    0.4976957440376282,
    0.281406968832016,
    0.21978014707565308,
    0.19999991357326508,
    0.3231440484523773,
    0.4434387683868408,
    0.3783782720565796,
    0.38709667325019836,
    0.49999988079071045,
    0.17241372168064117,
    0.28712859749794006,
    0.36458322405815125,
    0.2941175699234009,
    0.20202013850212097,
    0.26881712675094604,
    0.36046499013900757,
    0.5526314973831177,
    0.25906726717948914,
    0.236453115940094,
    0.666666567325592,
    0.5213268995285034,
    0.35978829860687256,
    0.5888323187828064,
    0.6603772640228271,
    0.23364479839801788,
    0.3575417995452881,
    0.2731706500053406,
    0.595959484577179,
    0.3882351815700531,
    0.4951455295085907,
    0.33502528071403503,
    0.29629620909690857,
    0.38190943002700806,
    0.2731276750564575,
    0.22459883987903595,
    0.3783782720565796,
    0.16216209530830383,
    0.2488478720188141,
    0.5472635626792908,
    0.37563440203666687,
    0.6630433797836304,
    0.3179486393928528,
    0.30097079277038574,
    0.14705877006053925,
    0.18079088628292084,
    0.2094240039587021,
    0.5192306637763977,
    0.5076140761375427,
    0.5306121110916138,
    0.19323663413524628,
    0.348314493894577,
    0.5514017343521118,
    0.6434781551361084,
    0.4016735553741455,
    0.15555550158023834,
    0.5699480772018433,
    0.41340771317481995,
    0.487046480178833,
    0.3043477535247803,
    0.747572660446167,
    0.5568180084228516,
    0.5048542022705078,
    0.3657141625881195,
    0.21698106825351715,
    0.26804113388061523,
    0.23188398778438568,
    0.2786068916320801,
    0.7290639281272888,
    0.592920184135437,
    0.3827749788761139,
    0.6118720173835754,
    0.13407814502716064,
    0.37768232822418213,
    0.22459883987903595,
    0.6418603658676147,
    0.6442306041717529,
    0.17616572976112366,
    0.2433861643075943,
    0.345177561044693,
    0.22916659712791443,
    0.27472516894340515,
    0.7024388909339905,
    0.37373724579811096,
    0.24896258115768433,
    0.4622640609741211,
    0.4210525155067444,
    0.4485980272293091,
    0.253807008266449,
    0.3269230127334595,
    0.3421051502227783,
    0.502282977104187,
    0.27322396636009216,
    0.26519328355789185,
    0.6315788626670837,
    0.5312498211860657,
    0.2999999225139618,
    0.30125513672828674,
    0.1798941045999527,
    0.3583814203739166
   ],
   "time": 18.412248373031616,
   "param": null
  },
  {
   "epoch": 184,
   "train_loss": 0.004605089779943228,
   "val_loss": 3.0582382678985596,
   "acc": 38.72,
   "f1": [
    0.6698111891746521,
    0.48648640513420105,
    0.2870812714099884,
    0.21857915818691254,
    0.20105813443660736,
    0.3083699643611908,
    0.43601882457733154,
    0.382978618144989,
    0.39778995513916016,
    0.5026736855506897,
    0.188888818025589,
    0.30208322405815125,
    0.36458322405815125,
    0.31372541189193726,
    0.2010049670934677,
    0.26881712675094604,
    0.3583814203739166,
    0.5374448299407959,
    0.24615377187728882,
    0.22660093009471893,
    0.6731706857681274,
    0.5302324295043945,
    0.34736835956573486,
    0.5876287817955017,
    0.6602869629859924,
    0.22935770452022552,
    0.3387977182865143,
    0.2621358335018158,
    0.595959484577179,
    0.3666665554046631,
    0.4951455295085907,
    0.3398057222366333,
    0.29896897077560425,
    0.3517586886882782,
    0.27272719144821167,
    0.26395928859710693,
    0.37696322798728943,
    0.16304342448711395,
    0.24324318766593933,
    0.5482232570648193,
    0.38341957330703735,
    0.6560845375061035,
    0.3386242389678955,
    0.31884050369262695,
    0.14705877006053925,
    0.17877088487148285,
    0.2054053246974945,
    0.5188678503036499,
    0.504761815071106,
    0.5312498211860657,
    0.19191910326480865,
    0.3463686406612396,
    0.5497629642486572,
    0.6382977366447449,
    0.4050632119178772,
    0.15300540626049042,
    0.5863873362541199,
    0.4114284813404083,
    0.49729716777801514,
    0.29166659712791443,
    0.7464112639427185,
    0.5599998831748962,
    0.4951455295085907,
    0.37499991059303284,
    0.22018341720104218,
    0.27551010251045227,
    0.23300965130329132,
    0.2577318847179413,
    0.7290639281272888,
    0.5840706825256348,
    0.37209296226501465,
    0.602620005607605,
    0.12834219634532928,
    0.39655160903930664,
    0.21989519894123077,
    0.6600984334945679,
    0.653658390045166,
    0.1777777075767517,
    0.23529404401779175,
    0.32804223895072937,
    0.23232315480709076,
    0.2713567018508911,
    0.6956520080566406,
    0.37433144450187683,
    0.26008957624435425,
    0.4780486822128296,
    0.41148313879966736,
    0.4192138612270355,
    0.26262614130973816,
    0.3148147463798523,
    0.3361343741416931,
    0.5023254752159119,
    0.2696628272533417,
    0.280898779630661,
    0.6445496082305908,
    0.5291004180908203,
    0.29702961444854736,
    0.32075464725494385,
    0.16666661202907562,
    0.3463686406612396
   ],
   "time": 18.08020567521453,
   "param": null
  },
  {
   "epoch": 185,
   "train_loss": 0.004777146503329277,
   "val_loss": 2.929882764816284,
   "acc": 38.73,
   "f1": [
    0.6576575636863708,
    0.4976957440376282,
    0.2735848128795624,
    0.21621613204479218,
    0.19587622582912445,
    0.31050220131874084,
    0.4292682111263275,
    0.37894728779792786,
    0.3775508999824524,
    0.5081079602241516,
    0.20111726224422455,
    0.2901553809642792,
    0.3617020547389984,
    0.2955664098262787,
    0.1938774734735489,
    0.27472516894340515,
    0.3583814203739166,
    0.5414846539497375,
    0.24137921631336212,
    0.23414628207683563,
    0.666666567325592,
    0.5446008443832397,
    0.36082467436790466,
    0.5841582417488098,
    0.669999897480011,
    0.23478256165981293,
    0.3459458649158478,
    0.2692306935787201,
    0.5922329425811768,
    0.38095223903656006,
    0.4744184911251068,
    0.33492809534072876,
    0.3016759157180786,
    0.35294109582901,
    0.28571420907974243,
    0.24742262065410614,
    0.3636362850666046,
    0.17346931993961334,
    0.23923437297344208,
    0.5527637004852295,
    0.3809523284435272,
    0.666666567325592,
    0.3232322335243225,
    0.3041473925113678,
    0.1584157794713974,
    0.179775208234787,
    0.210526242852211,
    0.5096152424812317,
    0.5023695826530457,
    0.5154638290405273,
    0.1798941045999527,
    0.3493974804878235,
    0.5566036701202393,
    0.6457397937774658,
    0.4034333825111389,
    0.15053758025169373,
    0.5876287817955017,
    0.413043349981308,
    0.5026736855506897,
    0.3141360282897949,
    0.7439612150192261,
    0.5494503974914551,
    0.4951455295085907,
    0.37777766585350037,
    0.21834053099155426,
    0.2713567018508911,
    0.23958325386047363,
    0.281406968832016,
    0.7219511270523071,
    0.6018517017364502,
    0.3696681261062622,
    0.5964910984039307,
    0.13829779624938965,
    0.39130425453186035,
    0.23036640882492065,
    0.6502462029457092,
    0.6476188898086548,
    0.19101116061210632,
    0.22797919809818268,
    0.34374991059303284,
    0.23036640882492065,
    0.28723397850990295,
    0.6956520080566406,
    0.38502663373947144,
    0.26548662781715393,
    0.4694834351539612,
    0.41148313879966736,
    0.4380951225757599,
    0.25125616788864136,
    0.32258057594299316,
    0.31999990344047546,
    0.5071768760681152,
    0.2622949779033661,
    0.26519328355789185,
    0.6210044622421265,
    0.5263156890869141,
    0.29523801803588867,
    0.31390124559402466,
    0.1775147169828415,
    0.3555554449558258
   ],
   "time": 17.916623694822192,
   "param": null
  },
  {
   "epoch": 186,
   "train_loss": 0.005354803055524826,
   "val_loss": 2.904986619949341,
   "acc": 38.86,
   "f1": [
    0.6636362671852112,
    0.48623839020729065,
    0.27649760246276855,
    0.2173912227153778,
    0.18719203770160675,
    0.31999990344047546,
    0.44339612126350403,
    0.38341957330703735,
    0.3999998867511749,
    0.49214646220207214,
    0.18823520839214325,
    0.28712859749794006,
    0.3654821515083313,
    0.31088075041770935,
    0.20192298293113708,
    0.2959182858467102,
    0.3542855978012085,
    0.5429863333702087,
    0.2430938482284546,
    0.22797919809818268,
    0.6798028349876404,
    0.5363634824752808,
    0.3459458649158478,
    0.5858584046363831,
    0.6540283560752869,
    0.22018341720104218,
    0.31999990344047546,
    0.2686566412448883,
    0.6122447848320007,
    0.3882351815700531,
    0.46428558230400085,
    0.34449753165245056,
    0.30303022265434265,
    0.37563440203666687,
    0.2844826877117157,
    0.2536584436893463,
    0.37305691838264465,
    0.16753920912742615,
    0.24390237033367157,
    0.5380709171295166,
    0.3936169147491455,
    0.6559138894081116,
    0.3351350426673889,
    0.3013697862625122,
    0.1414140909910202,
    0.17877088487148285,
    0.2072538137435913,
    0.5217390656471252,
    0.5094338655471802,
    0.5221673846244812,
    0.18478251993656158,
    0.3468207120895386,
    0.5504586100578308,
    0.6519822478294373,
    0.4016392230987549,
    0.15135130286216736,
    0.5820105075836182,
    0.41340771317481995,
    0.5027931928634644,
    0.31088075041770935,
    0.7439612150192261,
    0.5617976188659668,
    0.5049503445625305,
    0.3798881769180298,
    0.2202642410993576,
    0.2694299519062042,
    0.24615377187728882,
    0.2741115987300873,
    0.732673168182373,
    0.6103284358978271,
    0.3707316219806671,
    0.6071427464485168,
    0.12021850794553757,
    0.4070795178413391,
    0.20765019953250885,
    0.6633662581443787,
    0.6538460850715637,
    0.18181811273097992,
    0.22916659712791443,
    0.3478259742259979,
    0.2524271011352539,
    0.27322396636009216,
    0.6995072364807129,
    0.39603951573371887,
    0.2660549581050873,
    0.46153831481933594,
    0.4095236659049988,
    0.43749988079071045,
    0.25510191917419434,
    0.3317534327507019,
    0.3362830877304077,
    0.5142855644226074,
    0.2751321792602539,
    0.2528734505176544,
    0.6296295523643494,
    0.520408034324646,
    0.309278279542923,
    0.300884872674942,
    0.17204295098781586,
    0.35955044627189636
   ],
   "time": 17.91754973679781,
   "param": null
  },
  {
   "epoch": 187,
   "train_loss": 0.00470046978443861,
   "val_loss": 2.92061448097229,
   "acc": 38.8,
   "f1": [
    0.6761903762817383,
    0.4905658960342407,
    0.2790696918964386,
    0.22346359491348267,
    0.19689112901687622,
    0.3097344636917114,
    0.43601882457733154,
    0.3979056477546692,
    0.37894728779792786,
    0.5139663219451904,
    0.20430098474025726,
    0.2842104732990265,
    0.35714274644851685,
    0.29951682686805725,
    0.20588228106498718,
    0.28260859847068787,
    0.36158180236816406,
    0.5650222897529602,
    0.2436547577381134,
    0.22222216427326202,
    0.6602869629859924,
    0.5370368957519531,
    0.3617020547389984,
    0.575916051864624,
    0.6601940989494324,
    0.2399999350309372,
    0.3386242389678955,
    0.26600977778434753,
    0.602040708065033,
    0.3837208151817322,
    0.4951455295085907,
    0.345177561044693,
    0.29189181327819824,
    0.3535352647304535,
    0.292035311460495,
    0.25870639085769653,
    0.3939392864704132,
    0.15384609997272491,
    0.23853203654289246,
    0.5482232570648193,
    0.38918909430503845,
    0.6594592928886414,
    0.33333325386047363,
    0.2999999225139618,
    0.14659680426120758,
    0.18181811273097992,
    0.2054053246974945,
    0.5123152136802673,
    0.5048542022705078,
    0.5279186367988586,
    0.19417467713356018,
    0.3657141625881195,
    0.5462961196899414,
    0.6491227149963379,
    0.4016392230987549,
    0.15957440435886383,
    0.5743588209152222,
    0.40677958726882935,
    0.49729716777801514,
    0.30526304244995117,
    0.7536230683326721,
    0.553672194480896,
    0.5049503445625305,
    0.37158459424972534,
    0.2212388664484024,
    0.282828152179718,
    0.2376236915588379,
    0.2727271616458893,
    0.7290639281272888,
    0.6055043935775757,
    0.3703702688217163,
    0.616071343421936,
    0.12154688686132431,
    0.3964756429195404,
    0.2258063703775406,
    0.669999897480011,
    0.6568626165390015,
    0.18274106085300446,
    0.2256409376859665,
    0.3369564116001129,
    0.2512076497077942,
    0.25510191917419434,
    0.6995072364807129,
    0.3723403513431549,
    0.24489790201187134,
    0.46534639596939087,
    0.4095236659049988,
    0.44642844796180725,
    0.24120594561100006,
    0.323809415102005,
    0.3418802320957184,
    0.5096152424812317,
    0.2727271616458893,
    0.27322396636009216,
    0.6439023613929749,
    0.5360823273658752,
    0.30303022265434265,
    0.31818172335624695,
    0.1639343500137329,
    0.35955044627189636
   ],
   "time": 18.35421143192798,
   "param": null
  },
  {
   "epoch": 188,
   "train_loss": 0.004927308298647404,
   "val_loss": 3.1475272178649902,
   "acc": 38.8,
   "f1": [
    0.6794257164001465,
    0.4976957440376282,
    0.27884605526924133,
    0.22471901774406433,
    0.194871723651886,
    0.3013697862625122,
    0.44776105880737305,
    0.382978618144989,
    0.3977271616458893,
    0.4947367310523987,
    0.188888818025589,
    0.29292917251586914,
    0.36269423365592957,
    0.323809415102005,
    0.20388342440128326,
    0.2795697748661041,
    0.37575745582580566,
    0.5493561029434204,
    0.2446807622909546,
    0.23115570843219757,
    0.663461446762085,
    0.5370368957519531,
    0.3516482412815094,
    0.5858584046363831,
    0.6666665077209473,
    0.23893800377845764,
    0.34224584698677063,
    0.26540276408195496,
    0.6060605049133301,
    0.3786981403827667,
    0.45414838194847107,
    0.34482747316360474,
    0.31088075041770935,
    0.3654821515083313,
    0.2784809470176697,
    0.2692306935787201,
    0.3723403513431549,
    0.15300540626049042,
    0.24999991059303284,
    0.5499998927116394,
    0.38578668236732483,
    0.6666665077209473,
    0.31999990344047546,
    0.30621999502182007,
    0.14563101530075073,
    0.17877088487148285,
    0.19999991357326508,
    0.5217390656471252,
    0.5199998617172241,
    0.5235601663589478,
    0.18848159909248352,
    0.3575417995452881,
    0.5555554032325745,
    0.6460175514221191,
    0.40350866317749023,
    0.15873010456562042,
    0.5786800384521484,
    0.4114284813404083,
    0.5113635063171387,
    0.30526304244995117,
    0.7464112639427185,
    0.5517240166664124,
    0.4951455295085907,
    0.37499991059303284,
    0.2314814031124115,
    0.2722512185573578,
    0.2264150083065033,
    0.2577318847179413,
    0.7290639281272888,
    0.5936071872711182,
    0.3703702688217163,
    0.6133331656455994,
    0.1361255943775177,
    0.39301300048828125,
    0.2234041839838028,
    0.6448596715927124,
    0.6633662581443787,
    0.188888818025589,
    0.2371133416891098,
    0.3406592309474945,
    0.23350247740745544,
    0.2699999213218689,
    0.6990289688110352,
    0.382978618144989,
    0.26046502590179443,
    0.46728962659835815,
    0.41148313879966736,
    0.43243229389190674,
    0.24999991059303284,
    0.323809415102005,
    0.3376622498035431,
    0.502282977104187,
    0.26666656136512756,
    0.24999991059303284,
    0.6418603658676147,
    0.520408034324646,
    0.30303022265434265,
    0.2931033670902252,
    0.1675977110862732,
    0.3463686406612396
   ],
   "time": 16.254548529163003,
   "param": null
  },
  {
   "epoch": 189,
   "train_loss": 0.0053927400149405,
   "val_loss": 2.881129741668701,
   "acc": 38.78,
   "f1": [
    0.6854459643363953,
    0.4976957440376282,
    0.2898550033569336,
    0.22222214937210083,
    0.194871723651886,
    0.30541861057281494,
    0.42790690064430237,
    0.38918909430503845,
    0.38251355290412903,
    0.5026736855506897,
    0.193548321723938,
    0.28999990224838257,
    0.36458322405815125,
    0.3024389147758484,
    0.20588228106498718,
    0.2769230008125305,
    0.3563217520713806,
    0.5579397678375244,
    0.2553190290927887,
    0.21649475395679474,
    0.6731706857681274,
    0.5422221422195435,
    0.34920626878738403,
    0.5786800384521484,
    0.6602869629859924,
    0.23529402911663055,
    0.348314493894577,
    0.26666656136512756,
    0.5937498807907104,
    0.3678159713745117,
    0.4727271497249603,
    0.3417084515094757,
    0.29213473200798035,
    0.36180898547172546,
    0.28310492634773254,
    0.23157887160778046,
    0.3804876506328583,
    0.1729728877544403,
    0.24324318766593933,
    0.5527637004852295,
    0.3936169147491455,
    0.6777776479721069,
    0.30541861057281494,
    0.29464277625083923,
    0.15151509642601013,
    0.18181811273097992,
    0.2116401493549347,
    0.5120771527290344,
    0.5196077227592468,
    0.5410627126693726,
    0.194871723651886,
    0.3468207120895386,
    0.5555554032325745,
    0.6375544667243958,
    0.40174663066864014,
    0.15135130286216736,
    0.5833332538604736,
    0.41340771317481995,
    0.5057469606399536,
    0.29850736260414124,
    0.7439612150192261,
    0.553672194480896,
    0.5074625611305237,
    0.36956506967544556,
    0.2127659022808075,
    0.2812499403953552,
    0.239999920129776,
    0.27722764015197754,
    0.732673168182373,
    0.5840706825256348,
    0.37209296226501465,
    0.6036034822463989,
    0.1290322095155716,
    0.39301300048828125,
    0.2256409376859665,
    0.6504853367805481,
    0.6570047736167908,
    0.18181811273097992,
    0.21390368044376373,
    0.3419688045978546,
    0.22222213447093964,
    0.2842104732990265,
    0.6952379941940308,
    0.3894736170768738,
    0.25777769088745117,
    0.467661589384079,
    0.42156851291656494,
    0.4401912987232208,
    0.26262614130973816,
    0.32558128237724304,
    0.35135123133659363,
    0.49756085872650146,
    0.27173903584480286,
    0.25945934653282166,
    0.6261681318283081,
    0.5263156890869141,
    0.2999999225139618,
    0.3063828945159912,
    0.16184966266155243,
    0.3636362552642822
   ],
   "time": 19.980814531445503,
   "param": null
  },
  {
   "epoch": 190,
   "train_loss": 0.005254197865724564,
   "val_loss": 2.9724514484405518,
   "acc": 38.78,
   "f1": [
    0.6636362671852112,
    0.4931505620479584,
    0.2731706500053406,
    0.22346359491348267,
    0.19791658222675323,
    0.31050220131874084,
    0.42512065172195435,
    0.3894736170768738,
    0.38251355290412903,
    0.5108694434165955,
    0.188888818025589,
    0.29319363832473755,
    0.36458322405815125,
    0.3184078335762024,
    0.19999992847442627,
    0.29166659712791443,
    0.3703702688217163,
    0.5526314973831177,
    0.24580998718738556,
    0.2211054563522339,
    0.6602869629859924,
    0.5462961196899414,
    0.3384614586830139,
    0.5799998641014099,
    0.6602869629859924,
    0.23008842766284943,
    0.33333322405815125,
    0.2745097279548645,
    0.6051281094551086,
    0.38150280714035034,
    0.46017688512802124,
    0.3402060866355896,
    0.29166659712791443,
    0.36180898547172546,
    0.2882882058620453,
    0.24742262065410614,
    0.3692306876182556,
    0.17616572976112366,
    0.24778753519058228,
    0.542713463306427,
    0.3894736170768738,
    0.6740330457687378,
    0.32978713512420654,
    0.30555546283721924,
    0.14925366640090942,
    0.18390797078609467,
    0.21590900421142578,
    0.5071768760681152,
    0.5099998712539673,
    0.5177663564682007,
    0.18905465304851532,
    0.34254133701324463,
    0.5539904832839966,
    0.6437767148017883,
    0.3931623101234436,
    0.15730330348014832,
    0.5786800384521484,
    0.4088396728038788,
    0.5111110210418701,
    0.30526304244995117,
    0.7464112639427185,
    0.5485712885856628,
    0.5024153590202332,
    0.37288129329681396,
    0.2105262577533722,
    0.2786068916320801,
    0.24271836876869202,
    0.26262614130973816,
    0.7290639281272888,
    0.5990782380104065,
    0.3867923319339752,
    0.5964910984039307,
    0.13714279234409332,
    0.3982299864292145,
    0.2340424805879593,
    0.6633662581443787,
    0.6376810669898987,
    0.180851012468338,
    0.2288556545972824,
    0.3440859317779541,
    0.22999992966651917,
    0.2810809910297394,
    0.6956520080566406,
    0.38144323229789734,
    0.24892695248126984,
    0.4666665494441986,
    0.42156851291656494,
    0.44444432854652405,
    0.25906726717948914,
    0.32075464725494385,
    0.33789944648742676,
    0.511415421962738,
    0.26395928859710693,
    0.2553190290927887,
    0.6261681318283081,
    0.5319147706031799,
    0.30303022265434265,
    0.3050846755504608,
    0.1647058129310608,
    0.3516482412815094
   ],
   "time": 18.239692471921444,
   "param": null
  },
  {
   "epoch": 191,
   "train_loss": 0.004769947379827499,
   "val_loss": 2.886151075363159,
   "acc": 38.8,
   "f1": [
    0.6635943651199341,
    0.49765241146087646,
    0.29951682686805725,
    0.21857915818691254,
    0.1844659447669983,
    0.3047617971897125,
    0.4292682111263275,
    0.3874344527721405,
    0.38461530208587646,
    0.5053762197494507,
    0.19318175315856934,
    0.2745097279548645,
    0.35714274644851685,
    0.3091786503791809,
    0.1970442682504654,
    0.2842104732990265,
    0.3636362552642822,
    0.5495494604110718,
    0.2404370754957199,
    0.23529402911663055,
    0.6764704585075378,
    0.5575219988822937,
    0.3523315489292145,
    0.5899998545646667,
    0.6538460850715637,
    0.2434781938791275,
    0.3575417995452881,
    0.26086950302124023,
    0.5989846587181091,
    0.3905324339866638,
    0.47004595398902893,
    0.336633563041687,
    0.2887699604034424,
    0.3469386696815491,
    0.28571420907974243,
    0.2403845638036728,
    0.37305691838264465,
    0.15555550158023834,
    0.2403845638036728,
    0.5583755373954773,
    0.3827749788761139,
    0.6630433797836304,
    0.32978713512420654,
    0.29864245653152466,
    0.15228420495986938,
    0.17441853880882263,
    0.193548321723938,
    0.5142855644226074,
    0.49999988079071045,
    0.5257730484008789,
    0.2061854749917984,
    0.3636362552642822,
    0.5545453429222107,
    0.6324785351753235,
    0.40174663066864014,
    0.14736837148666382,
    0.5846152901649475,
    0.4114284813404083,
    0.5056177973747253,
    0.31914883852005005,
    0.747572660446167,
    0.5505616068840027,
    0.5071768760681152,
    0.39325833320617676,
    0.21238930523395538,
    0.2694299519062042,
    0.2376236915588379,
    0.27551010251045227,
    0.732673168182373,
    0.5963301062583923,
    0.37914684414863586,
    0.6079294085502625,
    0.1242937222123146,
    0.38938042521476746,
    0.20224712789058685,
    0.6411482095718384,
    0.653658390045166,
    0.18784524500370026,
    0.23958325386047363,
    0.3387977182865143,
    0.24277448654174805,
    0.29213473200798035,
    0.6956520080566406,
    0.3743841052055359,
    0.26548662781715393,
    0.46009382605552673,
    0.4112148582935333,
    0.4192138612270355,
    0.26804113388061523,
    0.32075464725494385,
    0.3265305459499359,
    0.4930231273174286,
    0.26881712675094604,
    0.25555548071861267,
    0.6350710391998291,
    0.5279186367988586,
    0.2955664098262787,
    0.3111110329627991,
    0.18784524500370026,
    0.35359105467796326
   ],
   "time": 19.878623253665864,
   "param": null
  },
  {
   "epoch": 192,
   "train_loss": 0.004775425419211388,
   "val_loss": 2.9066874980926514,
   "acc": 38.87,
   "f1": [
    0.6728971004486084,
    0.49999988079071045,
    0.2870812714099884,
    0.22099439799785614,
    0.19999991357326508,
    0.29864245653152466,
    0.44444432854652405,
    0.38709667325019836,
    0.38709667325019836,
    0.4999998211860657,
    0.18390797078609467,
    0.28426387906074524,
    0.3636362850666046,
    0.3195875287055969,
    0.21463409066200256,
    0.2780747711658478,
    0.3703702688217163,
    0.5517240166664124,
    0.24999991059303284,
    0.21649475395679474,
    0.6798028349876404,
    0.5437787175178528,
    0.34736835956573486,
    0.5744680166244507,
    0.6732671856880188,
    0.23041465878486633,
    0.32989683747291565,
    0.27722764015197754,
    0.6082472205162048,
    0.37426888942718506,
    0.4727271497249603,
    0.3300969898700714,
    0.28272244334220886,
    0.38190943002700806,
    0.2695651352405548,
    0.2564101815223694,
    0.39153432846069336,
    0.17910441756248474,
    0.22935770452022552,
    0.5567008852958679,
    0.39795905351638794,
    0.6853931546211243,
    0.32352936267852783,
    0.3024389147758484,
    0.1450776606798172,
    0.18604643642902374,
    0.2094240039587021,
    0.5096152424812317,
    0.5023695826530457,
    0.5221673846244812,
    0.19095470011234283,
    0.34482747316360474,
    0.5514017343521118,
    0.6462881565093994,
    0.39655160903930664,
    0.14736837148666382,
    0.5918366312980652,
    0.4108106791973114,
    0.49999988079071045,
    0.3152172863483429,
    0.7499997615814209,
    0.5555554628372192,
    0.49756085872650146,
    0.38502663373947144,
    0.21524657309055328,
    0.25961530208587646,
    0.22748807072639465,
    0.2731706500053406,
    0.7290639281272888,
    0.5999999046325684,
    0.38497641682624817,
    0.6133331656455994,
    0.1368420422077179,
    0.39639630913734436,
    0.2258063703775406,
    0.653658390045166,
    0.6442306041717529,
    0.17801040410995483,
    0.23958325386047363,
    0.3417084515094757,
    0.22772268950939178,
    0.2765956223011017,
    0.7024388909339905,
    0.38502663373947144,
    0.2547169029712677,
    0.47572803497314453,
    0.4292682111263275,
    0.43049317598342896,
    0.24999991059303284,
    0.3196346163749695,
    0.3408070504665375,
    0.5167463421821594,
    0.2659573554992676,
    0.2696628272533417,
    0.6320753693580627,
    0.5291004180908203,
    0.3024389147758484,
    0.3271027207374573,
    0.1777777075767517,
    0.34972667694091797
   ],
   "time": 18.970563983544707,
   "param": null
  },
  {
   "epoch": 193,
   "train_loss": 0.006862962618470192,
   "val_loss": 2.8594226837158203,
   "acc": 38.67,
   "f1": [
    0.6666665077209473,
    0.49090901017189026,
    0.2731706500053406,
    0.21621613204479218,
    0.19095470011234283,
    0.30331745743751526,
    0.42857131361961365,
    0.3959389626979828,
    0.36842095851898193,
    0.4999998211860657,
    0.19780214130878448,
    0.28571420907974243,
    0.37305691838264465,
    0.3084576427936554,
    0.2010049670934677,
    0.28272244334220886,
    0.3529410660266876,
    0.5555554628372192,
    0.24742262065410614,
    0.2256409376859665,
    0.6540283560752869,
    0.5388126373291016,
    0.3692306876182556,
    0.5888323187828064,
    0.6422017216682434,
    0.23423415422439575,
    0.3657141625881195,
    0.2718445658683777,
    0.6051281094551086,
    0.3764704465866089,
    0.4657532870769501,
    0.3465345501899719,
    0.29629620909690857,
    0.36842095851898193,
    0.271493136882782,
    0.24870456755161285,
    0.3703702688217163,
    0.1789472997188568,
    0.2559240758419037,
    0.5435895919799805,
    0.38144323229789734,
    0.6387433409690857,
    0.3195875287055969,
    0.30697670578956604,
    0.15384608507156372,
    0.17877088487148285,
    0.210526242852211,
    0.5145629644393921,
    0.5174128413200378,
    0.5273630023002625,
    0.18999992311000824,
    0.3370785713195801,
    0.5471696853637695,
    0.6396394968032837,
    0.3948496878147125,
    0.15135130286216736,
    0.5773194432258606,
    0.413043349981308,
    0.49710968136787415,
    0.30526304244995117,
    0.7307690382003784,
    0.5464479923248291,
    0.4927534759044647,
    0.3756905198097229,
    0.22321420907974243,
    0.2599999010562897,
    0.23076917231082916,
    0.2745097279548645,
    0.7363182306289673,
    0.592920184135437,
    0.3577980697154999,
    0.6068375110626221,
    0.12765949964523315,
    0.3946187198162079,
    0.23036640882492065,
    0.6570047736167908,
    0.6507176160812378,
    0.1729728877544403,
    0.23280414938926697,
    0.3419688045978546,
    0.23036640882492065,
    0.2762430012226105,
    0.6889951229095459,
    0.382978618144989,
    0.26046502590179443,
    0.46376800537109375,
    0.4112148582935333,
    0.4210525453090668,
    0.24999991059303284,
    0.3285022974014282,
    0.33928561210632324,
    0.4927534759044647,
    0.26519328355789185,
    0.2584269046783447,
    0.6442306041717529,
    0.5284972786903381,
    0.29268285632133484,
    0.309859037399292,
    0.17142851650714874,
    0.3516482412815094
   ],
   "time": 19.886416437104344,
   "param": null
  },
  {
   "epoch": 194,
   "train_loss": 0.004791543819010258,
   "val_loss": 2.938068389892578,
   "acc": 38.79,
   "f1": [
    0.6666665077209473,
    0.4953269362449646,
    0.2816900908946991,
    0.21621613204479218,
    0.18811874091625214,
    0.30331745743751526,
    0.4380951225757599,
    0.3917524814605713,
    0.4022345542907715,
    0.5136610269546509,
    0.19318175315856934,
    0.2944161295890808,
    0.3465345501899719,
    0.30769219994544983,
    0.22429899871349335,
    0.2797926664352417,
    0.36470577120780945,
    0.5486724376678467,
    0.2404370754957199,
    0.22115376591682434,
    0.663461446762085,
    0.5405403971672058,
    0.3402060866355896,
    0.5870645046234131,
    0.6538460850715637,
    0.23423415422439575,
    0.3265305161476135,
    0.2613064646720886,
    0.5970147848129272,
    0.38150280714035034,
    0.4951455295085907,
    0.3383083641529083,
    0.282828152179718,
    0.3535352647304535,
    0.29074883460998535,
    0.24742262065410614,
    0.37499991059303284,
    0.15873010456562042,
    0.23584897816181183,
    0.5416665077209473,
    0.39153432846069336,
    0.6594592928886414,
    0.32124343514442444,
    0.3041473925113678,
    0.15533974766731262,
    0.17877088487148285,
    0.19999991357326508,
    0.5123152136802673,
    0.5070421695709229,
    0.5177663564682007,
    0.17204295098781586,
    0.3468207120895386,
    0.5529952645301819,
    0.6410255432128906,
    0.4083332419395447,
    0.15217386186122894,
    0.5743588209152222,
    0.40677958726882935,
    0.4973543584346771,
    0.31249991059303284,
    0.7536230683326721,
    0.5505616068840027,
    0.504761815071106,
    0.3820223808288574,
    0.21428564190864563,
    0.2659573554992676,
    0.24489787220954895,
    0.28260859847068787,
    0.7317072153091431,
    0.6008967757225037,
    0.3743841052055359,
    0.6044443249702454,
    0.11111104488372803,
    0.41314542293548584,
    0.2234041839838028,
    0.6568626165390015,
    0.6568626165390015,
    0.1799999475479126,
    0.23655906319618225,
    0.3367346227169037,
    0.22916659712791443,
    0.26395928859710693,
    0.7058822512626648,
    0.38541653752326965,
    0.2575106620788574,
    0.47524741291999817,
    0.43216070532798767,
    0.4434387683868408,
    0.2564101815223694,
    0.31441038846969604,
    0.3425924777984619,
    0.5024153590202332,
    0.2765956223011017,
    0.2771083414554596,
    0.635944664478302,
    0.5312498211860657,
    0.3076922297477722,
    0.30769219994544983,
    0.18181811273097992,
    0.3575417995452881
   ],
   "time": 19.046138347126544,
   "param": null
  },
  {
   "epoch": 195,
   "train_loss": 0.004904496483504772,
   "val_loss": 2.7997055053710938,
   "acc": 38.78,
   "f1": [
    0.6636362671852112,
    0.4954127371311188,
    0.280373752117157,
    0.21621613204479218,
    0.19791658222675323,
    0.30909082293510437,
    0.4278606176376343,
    0.382978618144989,
    0.37696322798728943,
    0.49214646220207214,
    0.19459453225135803,
    0.28855711221694946,
    0.35532984137535095,
    0.32160791754722595,
    0.20304562151432037,
    0.29629620909690857,
    0.3563217520713806,
    0.5603446960449219,
    0.24999991059303284,
    0.22797919809818268,
    0.663461446762085,
    0.5412842631340027,
    0.3617020547389984,
    0.5786800384521484,
    0.6602869629859924,
    0.22421517968177795,
    0.3459458649158478,
    0.2705313265323639,
    0.5899998545646667,
    0.38150280714035034,
    0.4814813435077667,
    0.3431371748447418,
    0.29629620909690857,
    0.3654821515083313,
    0.28695645928382874,
    0.24615377187728882,
    0.36458322405815125,
    0.17708326876163483,
    0.24413138628005981,
    0.5510202646255493,
    0.3692306876182556,
    0.666666567325592,
    0.33684200048446655,
    0.3091786503791809,
    0.1507537066936493,
    0.1694914698600769,
    0.2094240039587021,
    0.5167463421821594,
    0.504761815071106,
    0.5177663564682007,
    0.19095470011234283,
    0.34254133701324463,
    0.5529952645301819,
    0.6382977366447449,
    0.38766512274742126,
    0.15217386186122894,
    0.5906734466552734,
    0.41573023796081543,
    0.5084744095802307,
    0.31249991059303284,
    0.7536230683326721,
    0.5414363145828247,
    0.4903845191001892,
    0.3771427571773529,
    0.21904754638671875,
    0.26373615860939026,
    0.23188398778438568,
    0.2769230008125305,
    0.7363182306289673,
    0.6027396321296692,
    0.36529669165611267,
    0.6079294085502625,
    0.13259662687778473,
    0.3946187198162079,
    0.21621613204479218,
    0.6600984334945679,
    0.6476188898086548,
    0.18181811273097992,
    0.23157887160778046,
    0.33684200048446655,
    0.2446807622909546,
    0.2797926664352417,
    0.6990289688110352,
    0.38341957330703735,
    0.2597402036190033,
    0.4579438269138336,
    0.41346144676208496,
    0.43243229389190674,
    0.2525251507759094,
    0.3301886022090912,
    0.33333325386047363,
    0.5023695826530457,
    0.2622949779033661,
    0.2569831311702728,
    0.6181817054748535,
    0.5235601663589478,
    0.2999999225139618,
    0.30567678809165955,
    0.17241372168064117,
    0.3575417995452881
   ],
   "time": 19.919465202838182,
   "param": null
  },
  {
   "epoch": 196,
   "train_loss": 0.004981339443475008,
   "val_loss": 2.931642770767212,
   "acc": 38.94,
   "f1": [
    0.6636362671852112,
    0.488262802362442,
    0.2761903405189514,
    0.22471901774406433,
    0.18999992311000824,
    0.309859037399292,
    0.44036686420440674,
    0.39795905351638794,
    0.38918909430503845,
    0.5136610269546509,
    0.193548321723938,
    0.28426387906074524,
    0.36082467436790466,
    0.3147207200527191,
    0.20895515382289886,
    0.26881712675094604,
    0.3625729978084564,
    0.566523551940918,
    0.251308798789978,
    0.23414628207683563,
    0.663461446762085,
    0.5437787175178528,
    0.3586955666542053,
    0.5929647088050842,
    0.6478871703147888,
    0.24545449018478394,
    0.3516482412815094,
    0.27999991178512573,
    0.5989846587181091,
    0.3837208151817322,
    0.48803818225860596,
    0.3417084515094757,
    0.32124343514442444,
    0.3699999153614044,
    0.26666659116744995,
    0.2647058069705963,
    0.37158459424972534,
    0.15909084677696228,
    0.24107137322425842,
    0.542713463306427,
    0.3874344527721405,
    0.649214506149292,
    0.31999990344047546,
    0.30621999502182007,
    0.15228420495986938,
    0.1777777075767517,
    0.1989527940750122,
    0.5167463421821594,
    0.5094338655471802,
    0.5279186367988586,
    0.1798941045999527,
    0.3583814203739166,
    0.5462961196899414,
    0.6465516090393066,
    0.38983041048049927,
    0.15300540626049042,
    0.5888323187828064,
    0.4111110270023346,
    0.5054942965507507,
    0.31914883852005005,
    0.7499997615814209,
    0.553672194480896,
    0.49756085872650146,
    0.37499991059303284,
    0.22321420907974243,
    0.2765956223011017,
    0.23188398778438568,
    0.27083322405815125,
    0.728155255317688,
    0.5990782380104065,
    0.36529669165611267,
    0.5991188287734985,
    0.13559316098690033,
    0.3999998867511749,
    0.21989519894123077,
    0.6601940989494324,
    0.653658390045166,
    0.1748633086681366,
    0.23834188282489777,
    0.34920626878738403,
    0.22797919809818268,
    0.2765956223011017,
    0.7093595266342163,
    0.38541653752326965,
    0.2532750070095062,
    0.45871543884277344,
    0.4095236659049988,
    0.4495411515235901,
    0.2599999010562897,
    0.3203882575035095,
    0.32888880372047424,
    0.49765241146087646,
    0.2696628272533417,
    0.26455017924308777,
    0.6296295523643494,
    0.5333331823348999,
    0.2955664098262787,
    0.3119265139102936,
    0.1704544872045517,
    0.35359105467796326
   ],
   "time": 19.21489876229316,
   "param": null
  },
  {
   "epoch": 197,
   "train_loss": 0.0067700897343456745,
   "val_loss": 2.7375876903533936,
   "acc": 38.79,
   "f1": [
    0.6826921701431274,
    0.4907405972480774,
    0.2718445658683777,
    0.2173912227153778,
    0.194871723651886,
    0.3097344636917114,
    0.44230756163597107,
    0.3809523284435272,
    0.3711339235305786,
    0.5193368792533875,
    0.20338977873325348,
    0.2901553809642792,
    0.3654821515083313,
    0.31088075041770935,
    0.21319790184497833,
    0.2780747711658478,
    0.3508770763874054,
    0.566523551940918,
    0.2473117560148239,
    0.22222216427326202,
    0.663461446762085,
    0.5420559644699097,
    0.3510637581348419,
    0.572916567325592,
    0.6481480002403259,
    0.23364479839801788,
    0.3478259742259979,
    0.2731706500053406,
    0.6041665077209473,
    0.3764704465866089,
    0.45814967155456543,
    0.33816415071487427,
    0.3043477535247803,
    0.3535352647304535,
    0.27555546164512634,
    0.26041656732559204,
    0.38775497674942017,
    0.17204295098781586,
    0.2393161654472351,
    0.5399999022483826,
    0.38674020767211914,
    0.6631014943122864,
    0.3299999237060547,
    0.31279608607292175,
    0.1642511636018753,
    0.18079088628292084,
    0.22105254232883453,
    0.5118482112884521,
    0.5145629644393921,
    0.5247523188591003,
    0.18811874091625214,
    0.3352600038051605,
    0.5545453429222107,
    0.6271185278892517,
    0.41964274644851685,
    0.1497325599193573,
    0.5948716402053833,
    0.4245808720588684,
    0.4886362552642822,
    0.31249991059303284,
    0.7378638982772827,
    0.5586591362953186,
    0.5024629235267639,
    0.37288129329681396,
    0.21904754638671875,
    0.26666656136512756,
    0.23300965130329132,
    0.2699999213218689,
    0.7290639281272888,
    0.580357015132904,
    0.37681150436401367,
    0.6120688319206238,
    0.1450776606798172,
    0.39148926734924316,
    0.2234041839838028,
    0.6502462029457092,
    0.6570047736167908,
    0.18378373980522156,
    0.22660093009471893,
    0.3316061198711395,
    0.23469379544258118,
    0.27777770161628723,
    0.6990289688110352,
    0.3703702688217163,
    0.2559240758419037,
    0.4651161730289459,
    0.42156851291656494,
    0.4507041275501251,
    0.24742262065410614,
    0.3211008310317993,
    0.3319147825241089,
    0.49090901017189026,
    0.2795697748661041,
    0.24864855408668518,
    0.6350710391998291,
    0.5235601663589478,
    0.2914571762084961,
    0.31067952513694763,
    0.1758241057395935,
    0.34972667694091797
   ],
   "time": 19.496824638918042,
   "param": null
  },
  {
   "epoch": 198,
   "train_loss": 0.004645938519388437,
   "val_loss": 2.929621458053589,
   "acc": 38.79,
   "f1": [
    0.6574072241783142,
    0.49523797631263733,
    0.28019312024116516,
    0.21978014707565308,
    0.18719203770160675,
    0.30909082293510437,
    0.42201822996139526,
    0.3917524814605713,
    0.3809523284435272,
    0.505154550075531,
    0.2054053246974945,
    0.2999999225139618,
    0.36082467436790466,
    0.3195875287055969,
    0.211055189371109,
    0.2901553809642792,
    0.3510637581348419,
    0.5617020726203918,
    0.26086950302124023,
    0.23834188282489777,
    0.6572768688201904,
    0.5446008443832397,
    0.3316061198711395,
    0.5846152901649475,
    0.6699027419090271,
    0.22784805297851562,
    0.3351350426673889,
    0.2574256360530853,
    0.5979380011558533,
    0.38596484065055847,
    0.4951455295085907,
    0.33333322405815125,
    0.2983424663543701,
    0.37623751163482666,
    0.292035311460495,
    0.24999991059303284,
    0.39195966720581055,
    0.1729728877544403,
    0.24074065685272217,
    0.535353422164917,
    0.39130425453186035,
    0.6595743298530579,
    0.32978713512420654,
    0.29864245653152466,
    0.13756607472896576,
    0.179775208234787,
    0.193548321723938,
    0.5238093733787537,
    0.5145629644393921,
    0.5312498211860657,
    0.17525766789913177,
    0.33918121457099915,
    0.5566036701202393,
    0.6462881565093994,
    0.39826828241348267,
    0.15789467096328735,
    0.5816324949264526,
    0.4044942855834961,
    0.5054942965507507,
    0.30270257592201233,
    0.7536230683326721,
    0.5494503974914551,
    0.5073169469833374,
    0.3756905198097229,
    0.21495321393013,
    0.26262614130973816,
    0.24120594561100006,
    0.28272244334220886,
    0.7363182306289673,
    0.5945944786071777,
    0.36111101508140564,
    0.6044443249702454,
    0.12359543144702911,
    0.40358731150627136,
    0.208791121840477,
    0.6633662581443787,
    0.6473428606987,
    0.179775208234787,
    0.24175815284252167,
    0.3350784480571747,
    0.2340424805879593,
    0.27173903584480286,
    0.6990289688110352,
    0.39215680956840515,
    0.26086950302124023,
    0.4585364758968353,
    0.4236452281475067,
    0.43049317598342896,
    0.2599999010562897,
    0.319248765707016,
    0.31836724281311035,
    0.5048542022705078,
    0.26373615860939026,
    0.27322396636009216,
    0.6296295523643494,
    0.5027320981025696,
    0.30303022265434265,
    0.3083699643611908,
    0.1704544872045517,
    0.3575417995452881
   ],
   "time": 19.903085718862712,
   "param": null
  },
  {
   "epoch": 199,
   "train_loss": 0.004894129931926727,
   "val_loss": 2.82924747467041,
   "acc": 38.76,
   "f1": [
    0.6730768084526062,
    0.49999988079071045,
    0.2830187678337097,
    0.22099439799785614,
    0.18811874091625214,
    0.30701744556427,
    0.44651150703430176,
    0.38541653752326965,
    0.37696322798728943,
    0.5136610269546509,
    0.188888818025589,
    0.2898550033569336,
    0.3599999248981476,
    0.31999990344047546,
    0.20487797260284424,
    0.2702701687812805,
    0.37125736474990845,
    0.5502182841300964,
    0.2378377616405487,
    0.21890540421009064,
    0.6509432196617126,
    0.5388126373291016,
    0.32978713512420654,
    0.5775399804115295,
    0.6572768688201904,
    0.22421517968177795,
    0.3406592309474945,
    0.2699999213218689,
    0.596858561038971,
    0.3736262619495392,
    0.4748857021331787,
    0.3365383446216583,
    0.2999999225139618,
    0.3714284896850586,
    0.27433618903160095,
    0.2571427524089813,
    0.3794870972633362,
    0.17346931993961334,
    0.24186037480831146,
    0.5435895919799805,
    0.38709667325019836,
    0.6666665077209473,
    0.3208555281162262,
    0.29864245653152466,
    0.14893612265586853,
    0.18181811273097992,
    0.2116401493549347,
    0.5192306637763977,
    0.5098037719726562,
    0.5148513317108154,
    0.18749994039535522,
    0.3459458649158478,
    0.5412842631340027,
    0.6406925916671753,
    0.4120170772075653,
    0.15555550158023834,
    0.5786800384521484,
    0.4269661605358124,
    0.494381844997406,
    0.3157893717288971,
    0.7499997615814209,
    0.5581393837928772,
    0.4903845191001892,
    0.36464083194732666,
    0.2272726446390152,
    0.27083322405815125,
    0.23414628207683563,
    0.2694299519062042,
    0.7399998903274536,
    0.5936071872711182,
    0.3714284896850586,
    0.6071427464485168,
    0.12499994039535522,
    0.4093022048473358,
    0.2244897186756134,
    0.6634145379066467,
    0.6532661318778992,
    0.19209031760692596,
    0.22330091893672943,
    0.34554967284202576,
    0.23655906319618225,
    0.2727271616458893,
    0.7058822512626648,
    0.39153432846069336,
    0.26484012603759766,
    0.4705880880355835,
    0.42156851291656494,
    0.43049317598342896,
    0.24742262065410614,
    0.31050220131874084,
    0.33777767419815063,
    0.5164318084716797,
    0.2751321792602539,
    0.27118635177612305,
    0.6376810669898987,
    0.5263156890869141,
    0.2999999225139618,
    0.31531521677970886,
    0.15999993681907654,
    0.36158180236816406
   ],
   "time": 19.06172516103834,
   "param": null
  }
 ]
}