{
 "Accuracy": 59.28,
 "Time": [
  9.423951345649549,
  1.1143160826469904,
  2338.080543288961
 ],
 "Optimizer": {
  "Meta": {
   "optim": "Adam",
   "lr": 0.01
  },
  "Inner": {
   "optim": "SGD",
   "lr": 0.1,
   "momentum": 0.9,
   "decay": 0.0005,
   "nesterov": true,
   "scheduler": "cosine"
  }
 },
 "Device": "TITAN Xp",
 "Memory": [
  0.0,
  0.0
 ],
 "Rand_Aug": {
  "N": 2,
  "M": 1
 },
 "Log": [
  {
   "epoch": 0,
   "train_loss": 4.015176296234131,
   "val_loss": 3.9905264377593994,
   "acc": 10.3,
   "f1": [
    0.21097040176391602,
    0.08771926164627075,
    0.1181817501783371,
    0.03124994784593582,
    0.0,
    0.0,
    0.07692301273345947,
    0.0584329254925251,
    0.05882350727915764,
    0.0,
    0.0,
    0.018017996102571487,
    0.017543835565447807,
    0.03669722378253937,
    0.04444439709186554,
    0.0,
    0.0,
    0.19217076897621155,
    0.12499997764825821,
    0.0,
    0.06779656559228897,
    0.10843367874622345,
    0.0,
    0.2981817424297333,
    0.20689649879932404,
    0.0,
    0.0,
    0.0,
    0.0,
    0.018691571429371834,
    0.2425628900527954,
    0.0645160898566246,
    0.0,
    0.07567562162876129,
    0.04123706370592117,
    0.0,
    0.08583684265613556,
    0.1450776606798172,
    0.08251471817493439,
    0.037037014961242676,
    0.0,
    0.0,
    0.0,
    0.1086956039071083,
    0.0,
    0.0,
    0.0,
    0.16107375919818878,
    0.09589036554098129,
    0.0,
    0.0338982529938221,
    0.06956515461206436,
    0.5151514410972595,
    0.2797201871871948,
    0.1612902730703354,
    0.0,
    0.13043475151062012,
    0.09917350858449936,
    0.0,
    0.017699090763926506,
    0.44303786754608154,
    0.09395967423915863,
    0.24719089269638062,
    0.11688306927680969,
    0.05809123441576958,
    0.0,
    0.018691571429371834,
    0.06956518441438675,
    0.16901402175426483,
    0.06837603449821472,
    0.10169486701488495,
    0.31304338574409485,
    0.04137926548719406,
    0.14864858984947205,
    0.08571425080299377,
    0.22966501116752625,
    0.26206886768341064,
    0.0,
    0.04102558642625809,
    0.09090903401374817,
    0.0,
    0.043165422976017,
    0.4408162534236908,
    0.10666660219430923,
    0.0,
    0.11764701455831528,
    0.13008125126361847,
    0.0,
    0.055288441479206085,
    0.03846152126789093,
    0.0,
    0.035398200154304504,
    0.07936502993106842,
    0.0,
    0.10434778034687042,
    0.0707964226603508,
    0.19847321510314941,
    0.02116396836936474,
    0.020942356437444687,
    0.08196717500686646
   ],
   "time": 9.918288432992995,
   "param": null
  },
  {
   "epoch": 1,
   "train_loss": 3.628741979598999,
   "val_loss": 3.7158820629119873,
   "acc": 12.94,
   "f1": [
    0.24590156972408295,
    0.17460310459136963,
    0.0,
    0.10989005863666534,
    0.027586162090301514,
    0.06837603449821472,
    0.10526309907436371,
    0.0,
    0.08403357118368149,
    0.03669722378253937,
    0.03478258103132248,
    0.019801972433924675,
    0.08510632067918777,
    0.13559319078922272,
    0.04761900380253792,
    0.0,
    0.017093989998102188,
    0.2138364017009735,
    0.1716737449169159,
    0.07547163963317871,
    0.24468080699443817,
    0.21393030881881714,
    0.014388447627425194,
    0.0,
    0.10434778034687042,
    0.054054029285907745,
    0.03571423515677452,
    0.018348604440689087,
    0.0,
    0.13502103090286255,
    0.22222216427326202,
    0.0970350056886673,
    0.11538457125425339,
    0.16888882219791412,
    0.07999993860721588,
    0.14136123657226562,
    0.15624995529651642,
    0.11111104488372803,
    0.07462681084871292,
    0.0,
    0.0,
    0.33333322405815125,
    0.0831509456038475,
    0.061538416892290115,
    0.0,
    0.11249993741512299,
    0.1509433388710022,
    0.23448269069194794,
    0.19727885723114014,
    0.01941746659576893,
    0.0,
    0.10067108273506165,
    0.43678152561187744,
    0.37333327531814575,
    0.1759999394416809,
    0.0,
    0.19565211236476898,
    0.16666659712791443,
    0.09022551029920578,
    0.05357140302658081,
    0.0,
    0.09722216427326202,
    0.22377613186836243,
    0.0,
    0.018691571429371834,
    0.0,
    0.07499993592500687,
    0.05607474222779274,
    0.0,
    0.08333327621221542,
    0.0,
    0.0,
    0.03007514588534832,
    0.1194029375910759,
    0.04109584540128708,
    0.2660943269729614,
    0.2517482042312622,
    0.0,
    0.08116542547941208,
    0.0,
    0.03418799489736557,
    0.06493500620126724,
    0.5360823273658752,
    0.20666663348674774,
    0.017093989998102188,
    0.2281368225812912,
    0.2999998927116394,
    0.05161285027861595,
    0.07723573595285416,
    0.1675773710012436,
    0.017699090763926506,
    0.20487797260284424,
    0.10859721153974533,
    0.019230758771300316,
    0.2165604531764984,
    0.2888888418674469,
    0.054054029285907745,
    0.04545450955629349,
    0.06751048564910889,
    0.0
   ],
   "time": 6.55259773787111,
   "param": null
  },
  {
   "epoch": 2,
   "train_loss": 3.3936402797698975,
   "val_loss": 3.2452504634857178,
   "acc": 19.91,
   "f1": [
    0.42253512144088745,
    0.24083760380744934,
    0.18461529910564423,
    0.1336633265018463,
    0.0,
    0.03738315775990486,
    0.0701754093170166,
    0.15999993681907654,
    0.10389603674411774,
    0.23214277625083923,
    0.038834936916828156,
    0.0,
    0.18292678892612457,
    0.0,
    0.18018010258674622,
    0.1398600935935974,
    0.03921567276120186,
    0.3714284896850586,
    0.24083760380744934,
    0.0,
    0.18439710140228271,
    0.19251330196857452,
    0.06779656559228897,
    0.4120602011680603,
    0.4183672070503235,
    0.09523804485797882,
    0.0,
    0.17187494039535522,
    0.18867920339107513,
    0.15294109284877777,
    0.29577454924583435,
    0.1391303837299347,
    0.11249993741512299,
    0.21951211988925934,
    0.131687194108963,
    0.054054003208875656,
    0.23175960779190063,
    0.1818181723356247,
    0.049382660537958145,
    0.057692285627126694,
    0.019801972433924675,
    0.3414632976055145,
    0.13287901878356934,
    0.17632238566875458,
    0.07092193514108658,
    0.12499994039535522,
    0.13580238819122314,
    0.34246566891670227,
    0.2165604531764984,
    0.20312491059303284,
    0.0,
    0.06249995529651642,
    0.5161288976669312,
    0.46643105149269104,
    0.33333325386047363,
    0.03999995067715645,
    0.1454544961452484,
    0.17808210849761963,
    0.26206886768341064,
    0.19642849266529083,
    0.6073297262191772,
    0.19323663413524628,
    0.39202648401260376,
    0.1648350954055786,
    0.08839776366949081,
    0.12499994784593582,
    0.15873010456562042,
    0.23170723021030426,
    0.3726027011871338,
    0.2335328459739685,
    0.0,
    0.5175436735153198,
    0.10041835159063339,
    0.14084501564502716,
    0.10958898812532425,
    0.2832980453968048,
    0.5030673146247864,
    0.015872981399297714,
    0.018348604440689087,
    0.15116271376609802,
    0.0,
    0.04838705435395241,
    0.5679011344909668,
    0.08759118616580963,
    0.0,
    0.20900894701480865,
    0.29365071654319763,
    0.0672268494963646,
    0.0809715986251831,
    0.22996509075164795,
    0.0,
    0.19548864662647247,
    0.0,
    0.06504061073064804,
    0.4609052240848541,
    0.35384607315063477,
    0.18719203770160675,
    0.077922023832798,
    0.10555550456047058,
    0.05309731885790825
   ],
   "time": 6.131236964836717,
   "param": null
  },
  {
   "epoch": 3,
   "train_loss": 3.3248753547668457,
   "val_loss": 3.2537648677825928,
   "acc": 21.87,
   "f1": [
    0.5302324295043945,
    0.2558138370513916,
    0.1799999475479126,
    0.15686269104480743,
    0.09395967423915863,
    0.061538416892290115,
    0.15277770161628723,
    0.22073574364185333,
    0.15999992191791534,
    0.2642856538295746,
    0.0,
    0.09859149903059006,
    0.16666661202907562,
    0.03571426123380661,
    0.14655166864395142,
    0.0869564637541771,
    0.1854303926229477,
    0.3665337860584259,
    0.08264458924531937,
    0.10687018185853958,
    0.35820886492729187,
    0.26288658380508423,
    0.03636360913515091,
    0.3576158285140991,
    0.38497641682624817,
    0.0639999583363533,
    0.03669722378253937,
    0.1818181276321411,
    0.10958898812532425,
    0.18079088628292084,
    0.3058103322982788,
    0.16279065608978271,
    0.14130428433418274,
    0.26765793561935425,
    0.07092193514108658,
    0.05925920605659485,
    0.19685034453868866,
    0.16161610186100006,
    0.10578509420156479,
    0.31746020913124084,
    0.07936502993106842,
    0.4366810917854309,
    0.10687018185853958,
    0.22966498136520386,
    0.13043473660945892,
    0.08620686084032059,
    0.018017996102571487,
    0.4662575423717499,
    0.31607621908187866,
    0.24999989569187164,
    0.0,
    0.1509433388710022,
    0.5728641748428345,
    0.45976996421813965,
    0.36666661500930786,
    0.05204455554485321,
    0.31908828020095825,
    0.22058817744255066,
    0.23036640882492065,
    0.10769226402044296,
    0.3999998867511749,
    0.12499994784593582,
    0.31901830434799194,
    0.16806717216968536,
    0.09942635148763657,
    0.14977967739105225,
    0.05228752642869949,
    0.28025469183921814,
    0.5374448299407959,
    0.32463765144348145,
    0.1525423377752304,
    0.43999987840652466,
    0.12244893610477448,
    0.2751321792602539,
    0.018867909908294678,
    0.22647523880004883,
    0.5227271318435669,
    0.0970873162150383,
    0.0838322788476944,
    0.20320846140384674,
    0.0,
    0.19889496266841888,
    0.61146479845047,
    0.20118334889411926,
    0.05839410796761513,
    0.4140968322753906,
    0.3139533996582031,
    0.15315312147140503,
    0.11518317461013794,
    0.3167419731616974,
    0.1773398518562317,
    0.3272726535797119,
    0.0869564488530159,
    0.13580238819122314,
    0.4621847867965698,
    0.28235283493995667,
    0.0,
    0.15060237050056458,
    0.11946047842502594,
    0.13888882100582123
   ],
   "time": 6.262011304497719,
   "param": null
  },
  {
   "epoch": 4,
   "train_loss": 3.2542035579681396,
   "val_loss": 3.2267162799835205,
   "acc": 22.19,
   "f1": [
    0.5189187526702881,
    0.29464277625083923,
    0.1438848376274109,
    0.11336026340723038,
    0.12742377817630768,
    0.1734103411436081,
    0.018181798979640007,
    0.21857915818691254,
    0.22485199570655823,
    0.26399993896484375,
    0.018691571429371834,
    0.07207204401493073,
    0.24422433972358704,
    0.2062779664993286,
    0.12972965836524963,
    0.054054003208875656,
    0.1525423377752304,
    0.35918357968330383,
    0.18478251993656158,
    0.0,
    0.3999998867511749,
    0.41340771317481995,
    0.15068486332893372,
    0.2775118350982666,
    0.4169883728027344,
    0.1290322095155716,
    0.15151509642601013,
    0.15172408521175385,
    0.08403357863426208,
    0.19209031760692596,
    0.05825240537524223,
    0.15170274674892426,
    0.16528919339179993,
    0.236775740981102,
    0.1052631139755249,
    0.09836061298847198,
    0.06060601398348808,
    0.1438848376274109,
    0.16447363793849945,
    0.15517237782478333,
    0.143540620803833,
    0.6031745076179504,
    0.10071936994791031,
    0.19087132811546326,
    0.03669722378253937,
    0.0,
    0.20377352833747864,
    0.38666656613349915,
    0.3478259742259979,
    0.07142851501703262,
    0.0,
    0.17796602845191956,
    0.4910179078578949,
    0.2878786623477936,
    0.41975298523902893,
    0.04838705435395241,
    0.24372752010822296,
    0.2485874742269516,
    0.28220847249031067,
    0.14371250569820404,
    0.6103894710540771,
    0.1709401160478592,
    0.38095223903656006,
    0.21333324909210205,
    0.07999993860721588,
    0.14925366640090942,
    0.06557372957468033,
    0.04958673566579819,
    0.5446427464485168,
    0.2751321792602539,
    0.2585032880306244,
    0.42168664932250977,
    0.08641968667507172,
    0.2868216037750244,
    0.1548386514186859,
    0.4344826936721802,
    0.1538461297750473,
    0.1293800175189972,
    0.017699090763926506,
    0.15864019095897675,
    0.04999995976686478,
    0.0666666254401207,
    0.6086955666542053,
    0.13223135471343994,
    0.13017743825912476,
    0.3309858441352844,
    0.2484847903251648,
    0.2274509072303772,
    0.0958903580904007,
    0.28242069482803345,
    0.13017743825912476,
    0.3469386696815491,
    0.1445782482624054,
    0.13114747405052185,
    0.3834807872772217,
    0.3711339235305786,
    0.18309852480888367,
    0.2095237374305725,
    0.0,
    0.15999992191791534
   ],
   "time": 5.958598222583532,
   "param": null
  },
  {
   "epoch": 5,
   "train_loss": 3.132310628890991,
   "val_loss": 2.8882694244384766,
   "acc": 24.88,
   "f1": [
    0.587719202041626,
    0.3399999141693115,
    0.2722512185573578,
    0.031007712706923485,
    0.15593215823173523,
    0.2790696620941162,
    0.18461529910564423,
    0.3551400303840637,
    0.30208322405815125,
    0.3474177420139313,
    0.03508768975734711,
    0.08510632067918777,
    0.2085307389497757,
    0.1898733526468277,
    0.15584410727024078,
    0.0970873162150383,
    0.2886596620082855,
    0.34224584698677063,
    0.26900574564933777,
    0.15135130286216736,
    0.40769219398498535,
    0.2764227092266083,
    0.13008125126361847,
    0.2999998927116394,
    0.33093518018722534,
    0.07142854481935501,
    0.035398200154304504,
    0.16058386862277985,
    0.21319790184497833,
    0.2211054563522339,
    0.23529405891895294,
    0.1818181276321411,
    0.19847320020198822,
    0.2561982572078705,
    0.16923071444034576,
    0.14583328366279602,
    0.28571417927742004,
    0.12643671035766602,
    0.06504061073064804,
    0.25599992275238037,
    0.12280696630477905,
    0.46428558230400085,
    0.19780214130878448,
    0.17391295731067657,
    0.03773583099246025,
    0.10738249123096466,
    0.11920525878667831,
    0.43999990820884705,
    0.4835163354873657,
    0.2371133416891098,
    0.02836875058710575,
    0.09599995613098145,
    0.49814119935035706,
    0.39130425453186035,
    0.4102562963962555,
    0.05594400689005852,
    0.2765956521034241,
    0.19999991357326508,
    0.3071671426296234,
    0.14503812789916992,
    0.2564101815223694,
    0.27631568908691406,
    0.3510637581348419,
    0.25104594230651855,
    0.01626013033092022,
    0.18181809782981873,
    0.22222216427326202,
    0.23913037776947021,
    0.5837318897247314,
    0.3939392864704132,
    0.3859647810459137,
    0.310077428817749,
    0.09523802250623703,
    0.23350247740745544,
    0.16438351571559906,
    0.46564874053001404,
    0.2443438619375229,
    0.0,
    0.07936502993106842,
    0.22988496720790863,
    0.09661828726530075,
    0.22972965240478516,
    0.5756096839904785,
    0.11111105233430862,
    0.10191076993942261,
    0.3199998736381531,
    0.32107013463974,
    0.3431371748447418,
    0.20316022634506226,
    0.33333322405815125,
    0.210526242852211,
    0.3098590672016144,
    0.09302320331335068,
    0.03333330154418945,
    0.455696165561676,
    0.25357869267463684,
    0.2829267382621765,
    0.21186435222625732,
    0.05594400689005852,
    0.12121206521987915
   ],
   "time": 5.937293270602822,
   "param": null
  },
  {
   "epoch": 6,
   "train_loss": 3.2765278816223145,
   "val_loss": 2.9168529510498047,
   "acc": 26.97,
   "f1": [
    0.5419846177101135,
    0.3370785713195801,
    0.2176869958639145,
    0.13186806440353394,
    0.11834313720464706,
    0.08791202306747437,
    0.25165554881095886,
    0.19480513036251068,
    0.23809516429901123,
    0.34108519554138184,
    0.17964066565036774,
    0.11666662245988846,
    0.2696628272533417,
    0.18181811273097992,
    0.14937752485275269,
    0.13114748895168304,
    0.26728102564811707,
    0.38961026072502136,
    0.2346666306257248,
    0.26573416590690613,
    0.43055543303489685,
    0.4190475046634674,
    0.27999991178512573,
    0.360248327255249,
    0.4502616822719574,
    0.18106988072395325,
    0.10256405174732208,
    0.16494840383529663,
    0.24637670814990997,
    0.15789470076560974,
    0.3249998688697815,
    0.2871793806552887,
    0.2473117560148239,
    0.29585790634155273,
    0.08695648610591888,
    0.09836061298847198,
    0.18439710140228271,
    0.23463678359985352,
    0.14150936901569366,
    0.3636362552642822,
    0.2629106938838959,
    0.3987729549407959,
    0.052173878997564316,
    0.15873010456562042,
    0.13829779624938965,
    0.03448272496461868,
    0.26728102564811707,
    0.3950616121292114,
    0.5198236703872681,
    0.3431951701641083,
    0.04109584540128708,
    0.2076922506093979,
    0.591999888420105,
    0.5384613871574402,
    0.34120726585388184,
    0.05504581704735756,
    0.4578312039375305,
    0.256410151720047,
    0.37777766585350037,
    0.127999946475029,
    0.5982142090797424,
    0.21874994039535522,
    0.38938042521476746,
    0.1688888520002365,
    0.0645160898566246,
    0.11618251353502274,
    0.1793721318244934,
    0.3285022974014282,
    0.5876287817955017,
    0.4242423176765442,
    0.36078423261642456,
    0.44875338673591614,
    0.14634139835834503,
    0.22222216427326202,
    0.16935478150844574,
    0.2925925850868225,
    0.6145831942558289,
    0.06201545521616936,
    0.19266046583652496,
    0.2761903405189514,
    0.027586162090301514,
    0.19685034453868866,
    0.6708858609199524,
    0.16528919339179993,
    0.127999946475029,
    0.33333319425582886,
    0.3552630543708801,
    0.2999999225139618,
    0.16058386862277985,
    0.12389375269412994,
    0.2619807720184326,
    0.16306951642036438,
    0.1716737449169159,
    0.07692302018404007,
    0.5652172565460205,
    0.39843741059303284,
    0.29032251238822937,
    0.154929518699646,
    0.0,
    0.1898304522037506
   ],
   "time": 6.3725131917744875,
   "param": null
  },
  {
   "epoch": 7,
   "train_loss": 3.117357015609741,
   "val_loss": 2.8861684799194336,
   "acc": 28.23,
   "f1": [
    0.5925924777984619,
    0.32628393173217773,
    0.1503758728504181,
    0.11396007239818573,
    0.16477268934249878,
    0.1911763846874237,
    0.24096375703811646,
    0.30674833059310913,
    0.37614670395851135,
    0.4210525155067444,
    0.1282050609588623,
    0.11666662245988846,
    0.2686566412448883,
    0.2269502729177475,
    0.1747572273015976,
    0.05555552989244461,
    0.3478259742259979,
    0.47826072573661804,
    0.1142856702208519,
    0.15277770161628723,
    0.4090908169746399,
    0.31828972697257996,
    0.22388054430484772,
    0.44224417209625244,
    0.3661970794200897,
    0.2127659022808075,
    0.20987647771835327,
    0.19209031760692596,
    0.3756905198097229,
    0.15827332437038422,
    0.3456788957118988,
    0.20622561872005463,
    0.21428565680980682,
    0.19910843670368195,
    0.1528661698102951,
    0.18934904038906097,
    0.27329182624816895,
    0.2121211439371109,
    0.18248169124126434,
    0.3230768144130707,
    0.2682925760746002,
    0.5806450843811035,
    0.216666579246521,
    0.2478872686624527,
    0.0504201278090477,
    0.18300646543502808,
    0.25112098455429077,
    0.4031006991863251,
    0.5408161878585815,
    0.3999998867511749,
    0.05555552989244461,
    0.18292675912380219,
    0.2404370754957199,
    0.42857131361961365,
    0.42580634355545044,
    0.09836061298847198,
    0.32812491059303284,
    0.3047617971897125,
    0.3463686406612396,
    0.13768111169338226,
    0.6296294927597046,
    0.3496502637863159,
    0.25599992275238037,
    0.26415085792541504,
    0.15079358220100403,
    0.1052631139755249,
    0.23391805589199066,
    0.3295453190803528,
    0.4905658960342407,
    0.5227271318435669,
    0.44303786754608154,
    0.2748090922832489,
    0.11594196408987045,
    0.35627520084381104,
    0.19631893932819366,
    0.5303866267204285,
    0.46601933240890503,
    0.08490559458732605,
    0.03738315775990486,
    0.265060156583786,
    0.06521732360124588,
    0.2672064006328583,
    0.5132074356079102,
    0.25961530208587646,
    0.17187494039535522,
    0.3948496878147125,
    0.27218925952911377,
    0.38938042521476746,
    0.21518979966640472,
    0.35877853631973267,
    0.24875615537166595,
    0.45033106207847595,
    0.23036640882492065,
    0.18257255852222443,
    0.5964910984039307,
    0.24615375697612762,
    0.25316449999809265,
    0.23129244148731232,
    0.0869564637541771,
    0.18978095054626465
   ],
   "time": 6.17423705291003,
   "param": null
  },
  {
   "epoch": 8,
   "train_loss": 2.950288772583008,
   "val_loss": 3.3449299335479736,
   "acc": 20.25,
   "f1": [
    0.3649634122848511,
    0.27676233649253845,
    0.01785712130367756,
    0.11249993741512299,
    0.09090904891490936,
    0.019801972433924675,
    0.20379959046840668,
    0.2699999213218689,
    0.22598862648010254,
    0.07692305743694305,
    0.07741929590702057,
    0.01941746659576893,
    0.11666662245988846,
    0.01960783451795578,
    0.1333332657814026,
    0.07272724062204361,
    0.19999992847442627,
    0.20731700956821442,
    0.13983048498630524,
    0.22972965240478516,
    0.11214949190616608,
    0.28712859749794006,
    0.13333328068256378,
    0.019801972433924675,
    0.22413784265518188,
    0.07207204401493073,
    0.17454540729522705,
    0.11299428343772888,
    0.12612608075141907,
    0.17886173725128174,
    0.20689649879932404,
    0.28758159279823303,
    0.18867920339107513,
    0.2611275315284729,
    0.08196717500686646,
    0.05357140302658081,
    0.1360543668270111,
    0.206060528755188,
    0.12244893610477448,
    0.3076922595500946,
    0.07407403737306595,
    0.46540868282318115,
    0.12624579668045044,
    0.018348604440689087,
    0.14147906005382538,
    0.11042942106723785,
    0.08849553763866425,
    0.26011553406715393,
    0.4210525155067444,
    0.20312491059303284,
    0.10859721153974533,
    0.17441853880882263,
    0.40875905752182007,
    0.1913042962551117,
    0.46636757254600525,
    0.0,
    0.3598325252532959,
    0.12499995529651642,
    0.23204411566257477,
    0.06451607495546341,
    0.5862067937850952,
    0.3583061397075653,
    0.3043477237224579,
    0.26771649718284607,
    0.0813007652759552,
    0.16455689072608948,
    0.11842100322246552,
    0.23696675896644592,
    0.5454543828964233,
    0.31818169355392456,
    0.3098590672016144,
    0.12727268040180206,
    0.0,
    0.3069306015968323,
    0.1465720683336258,
    0.5999999046325684,
    0.26666659116744995,
    0.08571423590183258,
    0.12944981455802917,
    0.2094240039587021,
    0.09389665722846985,
    0.17808210849761963,
    0.49999991059303284,
    0.23776215314865112,
    0.06896547973155975,
    0.29850736260414124,
    0.3216782510280609,
    0.2393161654472351,
    0.10486885905265808,
    0.2719297707080841,
    0.03571426123380661,
    0.28059694170951843,
    0.1989527940750122,
    0.16613411903381348,
    0.20869557559490204,
    0.1759999394416809,
    0.15781919658184052,
    0.07142854481935501,
    0.018348604440689087,
    0.2248995453119278
   ],
   "time": 6.459996282123029,
   "param": null
  },
  {
   "epoch": 9,
   "train_loss": 3.0638623237609863,
   "val_loss": 2.8983044624328613,
   "acc": 30.23,
   "f1": [
    0.48529404401779175,
    0.3179915249347687,
    0.1391303837299347,
    0.1647058129310608,
    0.13157887756824493,
    0.13740453124046326,
    0.26966288685798645,
    0.28662410378456116,
    0.346666544675827,
    0.38666656613349915,
    0.1694914698600769,
    0.05357140302658081,
    0.38596484065055847,
    0.21118006110191345,
    0.14473678171634674,
    0.24299058318138123,
    0.3599999248981476,
    0.49814119935035706,
    0.21634609997272491,
    0.21582727134227753,
    0.5359476208686829,
    0.3848796486854553,
    0.2987011969089508,
    0.3211677670478821,
    0.3999999165534973,
    0.17460310459136963,
    0.2127658873796463,
    0.2436547577381134,
    0.3157893419265747,
    0.1813725233078003,
    0.3251230716705322,
    0.2606382369995117,
    0.27884605526924133,
    0.3351063132286072,
    0.33333325386047363,
    0.17391295731067657,
    0.3502824008464813,
    0.25992774963378906,
    0.11578940600156784,
    0.3894736170768738,
    0.210526242852211,
    0.5921786427497864,
    0.14184391498565674,
    0.12499994784593582,
    0.15277773141860962,
    0.1694914698600769,
    0.18978095054626465,
    0.41610726714134216,
    0.5055760741233826,
    0.3868612051010132,
    0.11650479584932327,
    0.2129032015800476,
    0.5783131718635559,
    0.44927528500556946,
    0.30280372500419617,
    0.03418800234794617,
    0.487046480178833,
    0.37433144450187683,
    0.2208588421344757,
    0.3040539622306824,
    0.6857141256332397,
    0.4145076870918274,
    0.37305691838264465,
    0.3026314675807953,
    0.09999994188547134,
    0.07207204401493073,
    0.14516125619411469,
    0.2243901938199997,
    0.6893202662467957,
    0.5487803816795349,
    0.4299064576625824,
    0.22807011008262634,
    0.017241353169083595,
    0.18461529910564423,
    0.20576126873493195,
    0.5445543527603149,
    0.5769228935241699,
    0.18315012753009796,
    0.23834188282489777,
    0.33333322405815125,
    0.13157890737056732,
    0.2528734505176544,
    0.7058822512626648,
    0.3209875524044037,
    0.16279064118862152,
    0.4154588282108307,
    0.279411643743515,
    0.38709667325019836,
    0.23107562959194183,
    0.3154928982257843,
    0.2560974657535553,
    0.3636362850666046,
    0.21929818391799927,
    0.1932772397994995,
    0.6202530264854431,
    0.39378228783607483,
    0.2624998986721039,
    0.24096375703811646,
    0.048780445009469986,
    0.38993698358535767
   ],
   "time": 6.649781323969364,
   "param": null
  },
  {
   "epoch": 10,
   "train_loss": 2.662069797515869,
   "val_loss": 2.813124418258667,
   "acc": 32.58,
   "f1": [
    0.5938863754272461,
    0.38541653752326965,
    0.20735779404640198,
    0.24669595062732697,
    0.11688306927680969,
    0.2574256658554077,
    0.3111110329627991,
    0.24719089269638062,
    0.41726604104042053,
    0.35185176134109497,
    0.24096378684043884,
    0.21582727134227753,
    0.34394893050193787,
    0.2148759514093399,
    0.19178076088428497,
    0.2415093332529068,
    0.3758388161659241,
    0.5163635015487671,
    0.3483870029449463,
    0.265060156583786,
    0.6193546652793884,
    0.4814813435077667,
    0.2564101815223694,
    0.4926470220088959,
    0.4198894500732422,
    0.15517237782478333,
    0.13559314608573914,
    0.1868511587381363,
    0.40191373229026794,
    0.31325289607048035,
    0.3609755337238312,
    0.24137921631336212,
    0.29523801803588867,
    0.3921567499637604,
    0.18518511950969696,
    0.1935483068227768,
    0.26395928859710693,
    0.14634142816066742,
    0.21782170236110687,
    0.4056602716445923,
    0.2739725410938263,
    0.645502507686615,
    0.1061946451663971,
    0.25116273760795593,
    0.1563517451286316,
    0.17610056698322296,
    0.2430938482284546,
    0.29752060770988464,
    0.6113988757133484,
    0.3566878139972687,
    0.04761900380253792,
    0.28571420907974243,
    0.5269460082054138,
    0.5108694434165955,
    0.4634144902229309,
    0.13265299797058105,
    0.5256409049034119,
    0.27737218141555786,
    0.23188398778438568,
    0.3428570628166199,
    0.663461446762085,
    0.33532923460006714,
    0.37426888942718506,
    0.29032251238822937,
    0.17174512147903442,
    0.16058386862277985,
    0.145695298910141,
    0.24742262065410614,
    0.7102801203727722,
    0.40597009658813477,
    0.4177214205265045,
    0.5446807742118835,
    0.14399996399879456,
    0.31050220131874084,
    0.10769226402044296,
    0.4298507571220398,
    0.5749999284744263,
    0.21323524415493011,
    0.16037730872631073,
    0.2697673439979553,
    0.04999995976686478,
    0.37668150663375854,
    0.6710525155067444,
    0.18181811273097992,
    0.2771083414554596,
    0.36211690306663513,
    0.3999999165534973,
    0.3846152722835541,
    0.03738315775990486,
    0.4262293577194214,
    0.3053434193134308,
    0.5243901014328003,
    0.16216209530830383,
    0.06837603449821472,
    0.666666567325592,
    0.3999999165534973,
    0.3315507173538208,
    0.2702701687812805,
    0.15767627954483032,
    0.27532461285591125
   ],
   "time": 6.857455275021493,
   "param": null
  },
  {
   "epoch": 11,
   "train_loss": 2.739943504333496,
   "val_loss": 2.6855266094207764,
   "acc": 32.49,
   "f1": [
    0.6116504073143005,
    0.4189721941947937,
    0.2658958435058594,
    0.18045106530189514,
    0.15189871191978455,
    0.1647058129310608,
    0.3829786479473114,
    0.3351350426673889,
    0.310077428817749,
    0.4248703718185425,
    0.29007625579833984,
    0.2617800235748291,
    0.41176459193229675,
    0.28025469183921814,
    0.14705875515937805,
    0.2066115140914917,
    0.3149605393409729,
    0.5517240166664124,
    0.24999992549419403,
    0.24999992549419403,
    0.619289219379425,
    0.34986940026283264,
    0.3421051502227783,
    0.36559128761291504,
    0.4770641326904297,
    0.2395208775997162,
    0.2533332407474518,
    0.15481828153133392,
    0.39301300048828125,
    0.1774192750453949,
    0.36820071935653687,
    0.364531934261322,
    0.2721087336540222,
    0.3483870029449463,
    0.21590900421142578,
    0.19946086406707764,
    0.3179486393928528,
    0.2585032880306244,
    0.20645155012607574,
    0.36986294388771057,
    0.2374998927116394,
    0.5657892823219299,
    0.2264150232076645,
    0.31372538208961487,
    0.1258740872144699,
    0.20270265638828278,
    0.2312137931585312,
    0.4651161730289459,
    0.48611095547676086,
    0.2647058069705963,
    0.077922023832798,
    0.2797201871871948,
    0.5445024967193604,
    0.5086703896522522,
    0.5257141590118408,
    0.10077512264251709,
    0.49999988079071045,
    0.3354036211967468,
    0.3510637581348419,
    0.26455017924308777,
    0.5754385590553284,
    0.33333325386047363,
    0.40641695261001587,
    0.2999999523162842,
    0.14705877006053925,
    0.15950913727283478,
    0.17449656128883362,
    0.2176869958639145,
    0.5970147848129272,
    0.46534639596939087,
    0.4615383744239807,
    0.36086949706077576,
    0.16700606048107147,
    0.2991451919078827,
    0.23076917231082916,
    0.5775861144065857,
    0.6009851098060608,
    0.22099439799785614,
    0.23255808651447296,
    0.23611101508140564,
    0.031745996326208115,
    0.20858889818191528,
    0.7228915095329285,
    0.18604643642902374,
    0.290502667427063,
    0.4260868728160858,
    0.3758388161659241,
    0.4857141971588135,
    0.12499995529651642,
    0.4415583312511444,
    0.2710621953010559,
    0.49729716777801514,
    0.17322827875614166,
    0.13138681650161743,
    0.6699027419090271,
    0.41818171739578247,
    0.3384614884853363,
    0.1709401160478592,
    0.13270136713981628,
    0.2780747711658478
   ],
   "time": 7.055091813206673,
   "param": null
  },
  {
   "epoch": 12,
   "train_loss": 2.597303628921509,
   "val_loss": 2.4939024448394775,
   "acc": 35.8,
   "f1": [
    0.624203622341156,
    0.37894728779792786,
    0.3260868787765503,
    0.17449656128883362,
    0.13043470680713654,
    0.2481202334165573,
    0.44776105880737305,
    0.3636362850666046,
    0.4999998211860657,
    0.48888877034187317,
    0.23448269069194794,
    0.21513938903808594,
    0.3561643064022064,
    0.2901553809642792,
    0.1639343649148941,
    0.28685250878334045,
    0.445652037858963,
    0.541176438331604,
    0.2580644190311432,
    0.289308100938797,
    0.6238530874252319,
    0.4639998972415924,
    0.34615373611450195,
    0.5546873807907104,
    0.4624999761581421,
    0.2614840269088745,
    0.19199992716312408,
    0.1740557849407196,
    0.38399991393089294,
    0.35714274644851685,
    0.389104962348938,
    0.33333322405815125,
    0.23611101508140564,
    0.30366483330726624,
    0.27322396636009216,
    0.14634139835834503,
    0.3483870029449463,
    0.2560974657535553,
    0.2205127626657486,
    0.525139570236206,
    0.23595495522022247,
    0.6387433409690857,
    0.24999989569187164,
    0.3547168970108032,
    0.14666660130023956,
    0.11111106723546982,
    0.26086950302124023,
    0.4233575463294983,
    0.49333325028419495,
    0.48205116391181946,
    0.0701754093170166,
    0.2901960015296936,
    0.6062990427017212,
    0.5547444224357605,
    0.4714828133583069,
    0.04878043383359909,
    0.5360823273658752,
    0.45555540919303894,
    0.42857128381729126,
    0.3195265531539917,
    0.6446279287338257,
    0.4632767140865326,
    0.45454534888267517,
    0.33755266666412354,
    0.08196717500686646,
    0.12080531567335129,
    0.17910441756248474,
    0.322274774312973,
    0.5985400676727295,
    0.41260743141174316,
    0.3759397566318512,
    0.541516125202179,
    0.13824880123138428,
    0.3587442934513092,
    0.018181798979640007,
    0.5158728957176208,
    0.654761791229248,
    0.17968745529651642,
    0.18320602178573608,
    0.3861384987831116,
    0.05594400689005852,
    0.3522011637687683,
    0.7700533270835876,
    0.3209875524044037,
    0.28235283493995667,
    0.35911595821380615,
    0.39548009634017944,
    0.4574466943740845,
    0.1694914698600769,
    0.44642844796180725,
    0.300429105758667,
    0.48535552620887756,
    0.09009005129337311,
    0.0645160898566246,
    0.7135677337646484,
    0.44578301906585693,
    0.2569831311702728,
    0.30769219994544983,
    0.15458931028842926,
    0.346666544675827
   ],
   "time": 7.010271691717207,
   "param": null
  },
  {
   "epoch": 13,
   "train_loss": 2.680020570755005,
   "val_loss": 2.6799051761627197,
   "acc": 34.28,
   "f1": [
    0.6444442868232727,
    0.45689642429351807,
    0.3064514994621277,
    0.21714277565479279,
    0.21649475395679474,
    0.18260863423347473,
    0.37125736474990845,
    0.3694266378879547,
    0.44571414589881897,
    0.4975123405456543,
    0.27472516894340515,
    0.18181811273097992,
    0.2857142388820648,
    0.20740734040737152,
    0.26751580834388733,
    0.23188398778438568,
    0.3884296715259552,
    0.4896264970302582,
    0.3455148935317993,
    0.2674418091773987,
    0.45142853260040283,
    0.5119045972824097,
    0.12389375269412994,
    0.35714274644851685,
    0.5476189255714417,
    0.15942023694515228,
    0.3300969898700714,
    0.12030069530010223,
    0.44970402121543884,
    0.3065692186355591,
    0.4024389386177063,
    0.31453996896743774,
    0.26086950302124023,
    0.23715412616729736,
    0.3025209605693817,
    0.0666666254401207,
    0.2797926664352417,
    0.23809516429901123,
    0.2165604531764984,
    0.5197739005088806,
    0.20689649879932404,
    0.6519335508346558,
    0.21111102402210236,
    0.4043714702129364,
    0.208791121840477,
    0.19867542386054993,
    0.23076915740966797,
    0.41610726714134216,
    0.580644965171814,
    0.2413792610168457,
    0.15740735828876495,
    0.3068782389163971,
    0.5853657722473145,
    0.580644965171814,
    0.5454543828964233,
    0.05555552989244461,
    0.5624998807907104,
    0.3443707227706909,
    0.41346144676208496,
    0.31325289607048035,
    0.49999988079071045,
    0.44303786754608154,
    0.42696622014045715,
    0.3269961178302765,
    0.1940297782421112,
    0.16176463663578033,
    0.3018867075443268,
    0.3727271258831024,
    0.5379309058189392,
    0.5257141590118408,
    0.38888877630233765,
    0.33333322405815125,
    0.1931033730506897,
    0.2702701687812805,
    0.23364479839801788,
    0.5617020726203918,
    0.47536224126815796,
    0.22758615016937256,
    0.26315778493881226,
    0.3521125912666321,
    0.16363631188869476,
    0.37704911828041077,
    0.742267906665802,
    0.3884296715259552,
    0.2183622270822525,
    0.34394893050193787,
    0.31325289607048035,
    0.29047614336013794,
    0.24060142040252686,
    0.37499991059303284,
    0.27631568908691406,
    0.4120602011680603,
    0.2706766128540039,
    0.18749994039535522,
    0.3546391427516937,
    0.4605261981487274,
    0.34042540192604065,
    0.3151514232158661,
    0.11199995130300522,
    0.4315788447856903
   ],
   "time": 7.097214538604021,
   "param": null
  },
  {
   "epoch": 14,
   "train_loss": 2.4824719429016113,
   "val_loss": 2.6644513607025146,
   "acc": 33.25,
   "f1": [
    0.6243385076522827,
    0.45810040831565857,
    0.26455017924308777,
    0.09999994188547134,
    0.13095231354236603,
    0.1746724247932434,
    0.3157893419265747,
    0.36241599917411804,
    0.4306218922138214,
    0.4086955785751343,
    0.210526242852211,
    0.228571355342865,
    0.333333283662796,
    0.2941175699234009,
    0.20833326876163483,
    0.23208186030387878,
    0.3945577144622803,
    0.45637577772140503,
    0.31884047389030457,
    0.27777770161628723,
    0.3136530816555023,
    0.39778995513916016,
    0.3043477237224579,
    0.33823519945144653,
    0.5483869910240173,
    0.17196258902549744,
    0.27272719144821167,
    0.2176164984703064,
    0.3999998867511749,
    0.2953019142150879,
    0.2878786623477936,
    0.25688067078590393,
    0.33333325386047363,
    0.4153004288673401,
    0.19753079116344452,
    0.16107375919818878,
    0.2967032194137573,
    0.31050220131874084,
    0.18481841683387756,
    0.4214046001434326,
    0.28099164366722107,
    0.5911948084831238,
    0.19047611951828003,
    0.20895513892173767,
    0.1896551102399826,
    0.11111106723546982,
    0.12949636578559875,
    0.4565216302871704,
    0.49664416909217834,
    0.18032778799533844,
    0.13197962939739227,
    0.3314915895462036,
    0.5741626024246216,
    0.5789473056793213,
    0.5023254752159119,
    0.1194029375910759,
    0.5380114912986755,
    0.38150280714035034,
    0.36512255668640137,
    0.37499991059303284,
    0.6511626243591309,
    0.3065692186355591,
    0.4408600926399231,
    0.29585790634155273,
    0.127999946475029,
    0.2116401493549347,
    0.2695651352405548,
    0.08474572747945786,
    0.6086955666542053,
    0.47183096408843994,
    0.28571420907974243,
    0.5033556222915649,
    0.13636358082294464,
    0.2812499403953552,
    0.22924895584583282,
    0.477508544921875,
    0.613065242767334,
    0.22929932177066803,
    0.24096375703811646,
    0.3373492956161499,
    0.03418800234794617,
    0.35582810640335083,
    0.6787877082824707,
    0.12499995529651642,
    0.20437948405742645,
    0.362499862909317,
    0.33333322405815125,
    0.3201855719089508,
    0.12389375269412994,
    0.4242422878742218,
    0.27338120341300964,
    0.47346925735473633,
    0.13114748895168304,
    0.12598420679569244,
    0.5092023611068726,
    0.4818180501461029,
    0.2891565263271332,
    0.1857142299413681,
    0.17194563150405884,
    0.4485980272293091
   ],
   "time": 7.152668856084347,
   "param": null
  },
  {
   "epoch": 15,
   "train_loss": 2.4440503120422363,
   "val_loss": 2.5616092681884766,
   "acc": 33.52,
   "f1": [
    0.7064219117164612,
    0.36879420280456543,
    0.3315507173538208,
    0.052631545811891556,
    0.20833326876163483,
    0.22875811159610748,
    0.41095879673957825,
    0.3979056477546692,
    0.3860759139060974,
    0.32520318031311035,
    0.03669722378253937,
    0.22033889591693878,
    0.39639630913734436,
    0.2838709056377411,
    0.23076915740966797,
    0.2547169029712677,
    0.3367002606391907,
    0.5106382369995117,
    0.4245808720588684,
    0.323943555355072,
    0.5188283324241638,
    0.426136314868927,
    0.3171805441379547,
    0.38251355290412903,
    0.497175008058548,
    0.1866666078567505,
    0.09433959424495697,
    0.09090904891490936,
    0.24414712190628052,
    0.33093518018722534,
    0.1525423377752304,
    0.2674418091773987,
    0.28767114877700806,
    0.4324323236942291,
    0.12068961560726166,
    0.24096380174160004,
    0.28048771619796753,
    0.31632643938064575,
    0.1877022236585617,
    0.49785396456718445,
    0.1843002885580063,
    0.5786800384521484,
    0.22485199570655823,
    0.430769145488739,
    0.1481480896472931,
    0.17910441756248474,
    0.1809954047203064,
    0.4999998211860657,
    0.6428569555282593,
    0.4335663616657257,
    0.11764701455831528,
    0.39560428261756897,
    0.487499862909317,
    0.6220094561576843,
    0.5588234066963196,
    0.05084741488099098,
    0.535353422164917,
    0.3726235330104828,
    0.4516127407550812,
    0.28571420907974243,
    0.5949366092681885,
    0.3311257064342499,
    0.44444432854652405,
    0.3087247312068939,
    0.2075471132993698,
    0.10666660219430923,
    0.23255807161331177,
    0.09009005129337311,
    0.5810809135437012,
    0.2712477147579193,
    0.48936155438423157,
    0.4609052240848541,
    0.13422814011573792,
    0.30051806569099426,
    0.12173908948898315,
    0.5725190043449402,
    0.39769446849823,
    0.05607474222779274,
    0.1866666078567505,
    0.2674417495727539,
    0.01851850003004074,
    0.2807016372680664,
    0.6698563694953918,
    0.3408070504665375,
    0.26573416590690613,
    0.20155030488967896,
    0.33003294467926025,
    0.3091787099838257,
    0.27631568908691406,
    0.3977271616458893,
    0.3151514232158661,
    0.490322470664978,
    0.25352105498313904,
    0.03669722378253937,
    0.5076451301574707,
    0.39805811643600464,
    0.1951218694448471,
    0.2888887822628021,
    0.1398600935935974,
    0.44827571511268616
   ],
   "time": 7.190876306965947,
   "param": null
  },
  {
   "epoch": 16,
   "train_loss": 2.4484310150146484,
   "val_loss": 2.8224613666534424,
   "acc": 30.84,
   "f1": [
    0.5375493168830872,
    0.3940885663032532,
    0.2202642410993576,
    0.13407814502716064,
    0.10218973457813263,
    0.16793887317180634,
    0.4055943191051483,
    0.4499998986721039,
    0.4246574342250824,
    0.3880595862865448,
    0.1911763846874237,
    0.1940297782421112,
    0.3046356737613678,
    0.23255807161331177,
    0.27631568908691406,
    0.22748807072639465,
    0.4133332371711731,
    0.48421040177345276,
    0.35031837224960327,
    0.23021577298641205,
    0.44961225986480713,
    0.44444435834884644,
    0.27160486578941345,
    0.4343163073062897,
    0.5999998450279236,
    0.18045106530189514,
    0.21897803246974945,
    0.19469022750854492,
    0.4577113389968872,
    0.37575745582580566,
    0.42162150144577026,
    0.3508770763874054,
    0.27091625332832336,
    0.3552630543708801,
    0.05504584312438965,
    0.2399999350309372,
    0.2571427524089813,
    0.2206895798444748,
    0.1920529454946518,
    0.1709844470024109,
    0.25423723459243774,
    0.637362539768219,
    0.07272724062204361,
    0.34554967284202576,
    0.1069958284497261,
    0.09999995678663254,
    0.29508185386657715,
    0.20869557559490204,
    0.5964910984039307,
    0.351758748292923,
    0.07575751841068268,
    0.25906726717948914,
    0.48837196826934814,
    0.32061055302619934,
    0.4569287598133087,
    0.08484841883182526,
    0.538461446762085,
    0.20749278366565704,
    0.33093518018722534,
    0.38709667325019836,
    0.5174823999404907,
    0.44808733463287354,
    0.32558128237724304,
    0.26900574564933777,
    0.21390368044376373,
    0.15384608507156372,
    0.17054256796836853,
    0.28571417927742004,
    0.5466237664222717,
    0.6171427369117737,
    0.1525423377752304,
    0.3661970794200897,
    0.13821132481098175,
    0.26845628023147583,
    0.20761239528656006,
    0.6461536884307861,
    0.6415093541145325,
    0.1916167140007019,
    0.1742737889289856,
    0.329268217086792,
    0.11504418402910233,
    0.1709401160478592,
    0.7411763668060303,
    0.28124991059303284,
    0.23437494039535522,
    0.4218749403953552,
    0.3999998867511749,
    0.14414408802986145,
    0.0754716694355011,
    0.16260157525539398,
    0.26573416590690613,
    0.3902438282966614,
    0.27091625332832336,
    0.20689651370048523,
    0.32061055302619934,
    0.38056668639183044,
    0.2807016670703888,
    0.11764698475599289,
    0.1548386514186859,
    0.3557046055793762
   ],
   "time": 7.04506023786962,
   "param": null
  },
  {
   "epoch": 17,
   "train_loss": 2.5145483016967773,
   "val_loss": 2.386686325073242,
   "acc": 40.63,
   "f1": [
    0.7083331942558289,
    0.45714274048805237,
    0.27329182624816895,
    0.28115007281303406,
    0.18181811273097992,
    0.2959182858467102,
    0.4357975721359253,
    0.4530385434627533,
    0.4062499403953552,
    0.4782607853412628,
    0.2181817591190338,
    0.22772268950939178,
    0.46829259395599365,
    0.22399991750717163,
    0.3157894015312195,
    0.2598186731338501,
    0.48803818225860596,
    0.5999999046325684,
    0.30769217014312744,
    0.3398691415786743,
    0.6090224385261536,
    0.47398826479911804,
    0.28712859749794006,
    0.4817517399787903,
    0.5274724960327148,
    0.1100916936993599,
    0.3068782389163971,
    0.20134222507476807,
    0.5786800384521484,
    0.38596484065055847,
    0.36956506967544556,
    0.3536977469921112,
    0.3553718030452728,
    0.3999999165534973,
    0.36956506967544556,
    0.27083325386047363,
    0.3722943067550659,
    0.4190475046634674,
    0.3023254871368408,
    0.6219511032104492,
    0.35675665736198425,
    0.6455695033073425,
    0.35602086782455444,
    0.370656281709671,
    0.24896258115768433,
    0.20833326876163483,
    0.2378377616405487,
    0.5095540285110474,
    0.6560845375061035,
    0.5352111458778381,
    0.14689259231090546,
    0.3013697564601898,
    0.6116504073143005,
    0.6703295111656189,
    0.5486724376678467,
    0.1307188868522644,
    0.5923076272010803,
    0.4306218922138214,
    0.4260353744029999,
    0.4153004288673401,
    0.7231636643409729,
    0.49999988079071045,
    0.511627733707428,
    0.35643553733825684,
    0.10769226402044296,
    0.22875811159610748,
    0.3414633274078369,
    0.3354036211967468,
    0.689361572265625,
    0.5866665840148926,
    0.47222211956977844,
    0.6039602756500244,
    0.12738847732543945,
    0.3428570628166199,
    0.212290421128273,
    0.7342994213104248,
    0.6702701449394226,
    0.2647058069705963,
    0.2695034444332123,
    0.41245123744010925,
    0.1639343798160553,
    0.40490788221359253,
    0.7755100131034851,
    0.3736262619495392,
    0.3743841052055359,
    0.49689429998397827,
    0.45901623368263245,
    0.44347813725471497,
    0.3521125614643097,
    0.4545453190803528,
    0.3065692186355591,
    0.5188678503036499,
    0.25675666332244873,
    0.2524271011352539,
    0.6245352029800415,
    0.5050503611564636,
    0.3555554449558258,
    0.3820223808288574,
    0.1855669468641281,
    0.378109335899353
   ],
   "time": 7.1404565731063485,
   "param": null
  },
  {
   "epoch": 18,
   "train_loss": 2.466883659362793,
   "val_loss": 2.7554666996002197,
   "acc": 36.03,
   "f1": [
    0.7030301690101624,
    0.41269832849502563,
    0.2972972095012665,
    0.22556383907794952,
    0.21399171650409698,
    0.23076915740966797,
    0.3884296715259552,
    0.48453593254089355,
    0.5454543828964233,
    0.3937006890773773,
    0.2909089922904968,
    0.17054256796836853,
    0.2769230008125305,
    0.26388877630233765,
    0.33962252736091614,
    0.32051271200180054,
    0.27118635177612305,
    0.35460981726646423,
    0.27611932158470154,
    0.36046499013900757,
    0.5611509680747986,
    0.5573769211769104,
    0.36686381697654724,
    0.5828570127487183,
    0.5795453190803528,
    0.28402355313301086,
    0.3975153863430023,
    0.14112456142902374,
    0.46913567185401917,
    0.28571420907974243,
    0.4195120930671692,
    0.33576634526252747,
    0.3076922297477722,
    0.3970036506652832,
    0.39490434527397156,
    0.13636358082294464,
    0.24999992549419403,
    0.32748526334762573,
    0.20437948405742645,
    0.6249998807907104,
    0.279411643743515,
    0.5774056911468506,
    0.23115570843219757,
    0.24277448654174805,
    0.16666659712791443,
    0.22622103989124298,
    0.31724128127098083,
    0.442952960729599,
    0.6350710391998291,
    0.327868789434433,
    0.15384608507156372,
    0.3272726833820343,
    0.5703970193862915,
    0.6428569555282593,
    0.5123152136802673,
    0.15894033014774323,
    0.6255922317504883,
    0.39490434527397156,
    0.44444432854652405,
    0.3552630543708801,
    0.6960350871086121,
    0.4720495045185089,
    0.4129031002521515,
    0.31970250606536865,
    0.1612902730703354,
    0.09999994188547134,
    0.1759999394416809,
    0.2048192024230957,
    0.6968324184417725,
    0.5165561437606812,
    0.43636354804039,
    0.5875704884529114,
    0.11428564786911011,
    0.29787227511405945,
    0.19795216619968414,
    0.6206895112991333,
    0.5165561437606812,
    0.21428564190864563,
    0.3076922297477722,
    0.2837836742401123,
    0.11764698475599289,
    0.34579432010650635,
    0.7526880502700806,
    0.3034482002258301,
    0.3675675094127655,
    0.37558677792549133,
    0.4358973205089569,
    0.34013596177101135,
    0.26984119415283203,
    0.4705881178379059,
    0.2901553809642792,
    0.31415924429893494,
    0.3743841052055359,
    0.21428564190864563,
    0.6184208989143372,
    0.43708598613739014,
    0.38983041048049927,
    0.3049326539039612,
    0.07999995350837708,
    0.42168664932250977
   ],
   "time": 7.05370831117034,
   "param": null
  },
  {
   "epoch": 19,
   "train_loss": 2.3172190189361572,
   "val_loss": 2.431541919708252,
   "acc": 37.37,
   "f1": [
    0.6971427202224731,
    0.5435895919799805,
    0.3399999141693115,
    0.25095051527023315,
    0.1650484949350357,
    0.38461530208587646,
    0.3478260040283203,
    0.5089284181594849,
    0.3551912009716034,
    0.46428558230400085,
    0.24742262065410614,
    0.24324317276477814,
    0.4146340489387512,
    0.23357655107975006,
    0.32941165566444397,
    0.28571420907974243,
    0.23008842766284943,
    0.525345504283905,
    0.3866170048713684,
    0.3592231869697571,
    0.6436780691146851,
    0.3622046411037445,
    0.35051536560058594,
    0.5045044422149658,
    0.5408161878585815,
    0.26388877630233765,
    0.3149605393409729,
    0.25165554881095886,
    0.46478861570358276,
    0.2749998867511749,
    0.3636362850666046,
    0.39795905351638794,
    0.2513088285923004,
    0.46788978576660156,
    0.3483870029449463,
    0.05128201097249985,
    0.3516482412815094,
    0.3754788637161255,
    0.239999920129776,
    0.5121950507164001,
    0.26666656136512756,
    0.6376810669898987,
    0.3069306015968323,
    0.2902374267578125,
    0.15748028457164764,
    0.127999946475029,
    0.24113468825817108,
    0.35820886492729187,
    0.6055043935775757,
    0.49579817056655884,
    0.13756607472896576,
    0.27722764015197754,
    0.47953203320503235,
    0.574585497379303,
    0.4881889224052429,
    0.048780445009469986,
    0.613065242767334,
    0.43216070532798767,
    0.4974091649055481,
    0.3421051502227783,
    0.6279069185256958,
    0.4886876940727234,
    0.372413694858551,
    0.3926379084587097,
    0.20388342440128326,
    0.213483065366745,
    0.2798353135585785,
    0.3474902808666229,
    0.6984125375747681,
    0.4836600124835968,
    0.46534639596939087,
    0.19298239052295685,
    0.1503758728504181,
    0.2589927613735199,
    0.2564101815223694,
    0.6341461539268494,
    0.7374299764633179,
    0.2673266530036926,
    0.20833326876163483,
    0.3247862756252289,
    0.15859025716781616,
    0.3793102502822876,
    0.6769229769706726,
    0.38356155157089233,
    0.2954544425010681,
    0.45512813329696655,
    0.43678146600723267,
    0.4805193543434143,
    0.21374039351940155,
    0.4158414602279663,
    0.33333322405815125,
    0.430769145488739,
    0.2676055133342743,
    0.21082614362239838,
    0.6322579383850098,
    0.39473676681518555,
    0.3999998867511749,
    0.2399999499320984,
    0.12307687103748322,
    0.43428558111190796
   ],
   "time": 7.212696697562933,
   "param": null
  },
  {
   "epoch": 20,
   "train_loss": 2.1952643394470215,
   "val_loss": 3.2085602283477783,
   "acc": 27.51,
   "f1": [
    0.6257666945457458,
    0.4808742105960846,
    0.2929935157299042,
    0.16666659712791443,
    0.16969692707061768,
    0.24568960070610046,
    0.38666656613349915,
    0.40677958726882935,
    0.44970402121543884,
    0.2904289960861206,
    0.17931029200553894,
    0.10714281350374222,
    0.2718445658683777,
    0.28025469183921814,
    0.29885047674179077,
    0.06896547973155975,
    0.3270776867866516,
    0.378109335899353,
    0.1240309551358223,
    0.26086950302124023,
    0.6019416451454163,
    0.45847171545028687,
    0.37179476022720337,
    0.1100916936993599,
    0.5325441956520081,
    0.18181811273097992,
    0.3478259742259979,
    0.09599995613098145,
    0.37179476022720337,
    0.18897630274295807,
    0.3975902497768402,
    0.21498367190361023,
    0.28368785977363586,
    0.11160057783126831,
    0.09433959424495697,
    0.21989519894123077,
    0.07619044184684753,
    0.23095817863941193,
    0.14906825125217438,
    0.33333322405815125,
    0.21897803246974945,
    0.5497074723243713,
    0.17266181111335754,
    0.1100916936993599,
    0.0645160898566246,
    0.1818181276321411,
    0.2588233947753906,
    0.42105257511138916,
    0.4202897548675537,
    0.07619044184684753,
    0.05555550381541252,
    0.29268282651901245,
    0.5320196151733398,
    0.3414632976055145,
    0.502564013004303,
    0.0,
    0.3823528289794922,
    0.0934579074382782,
    0.22955971956253052,
    0.3411763310432434,
    0.1913042962551117,
    0.45454534888267517,
    0.4242422878742218,
    0.2727271616458893,
    0.09836061298847198,
    0.1722487509250641,
    0.19047611951828003,
    0.1415928602218628,
    0.27118635177612305,
    0.3428570330142975,
    0.46923068165779114,
    0.03773583099246025,
    0.01960783451795578,
    0.3419688045978546,
    0.2611275315284729,
    0.6171427369117737,
    0.5714284777641296,
    0.12173908948898315,
    0.28054288029670715,
    0.35359105467796326,
    0.023809470236301422,
    0.23974758386611938,
    0.7085712552070618,
    0.16923071444034576,
    0.18787874281406403,
    0.11382109671831131,
    0.17857137322425842,
    0.3067484200000763,
    0.2513660192489624,
    0.2543858587741852,
    0.13223135471343994,
    0.4417669475078583,
    0.28415289521217346,
    0.17910441756248474,
    0.3420427143573761,
    0.2131146788597107,
    0.228571355342865,
    0.27814561128616333,
    0.03603601083159447,
    0.33093518018722534
   ],
   "time": 6.984006299637258,
   "param": null
  },
  {
   "epoch": 21,
   "train_loss": 2.358110189437866,
   "val_loss": 2.2433180809020996,
   "acc": 39.83,
   "f1": [
    0.6708858609199524,
    0.3972601890563965,
    0.31081071496009827,
    0.24372752010822296,
    0.16793887317180634,
    0.3617020547389984,
    0.37894728779792786,
    0.5238093733787537,
    0.4662575423717499,
    0.5358850359916687,
    0.2583025097846985,
    0.12389375269412994,
    0.3926939368247986,
    0.4034333825111389,
    0.29896897077560425,
    0.29268285632133484,
    0.36842095851898193,
    0.5514017343521118,
    0.30996301770210266,
    0.32432422041893005,
    0.6904760003089905,
    0.5023695826530457,
    0.3584904372692108,
    0.5967741012573242,
    0.5277776122093201,
    0.3046356737613678,
    0.36090216040611267,
    0.2191779911518097,
    0.5241934061050415,
    0.33057841658592224,
    0.20168058574199677,
    0.4077668786048889,
    0.3069306015968323,
    0.36177465319633484,
    0.39259248971939087,
    0.06956518441438675,
    0.3046356737613678,
    0.3653844892978668,
    0.2528734505176544,
    0.5673075914382935,
    0.30588221549987793,
    0.6565654873847961,
    0.27488142251968384,
    0.33333319425582886,
    0.27551010251045227,
    0.2014387845993042,
    0.31055888533592224,
    0.45925915241241455,
    0.5607475638389587,
    0.47619038820266724,
    0.052631545811891556,
    0.3383083641529083,
    0.5941421389579773,
    0.5660375952720642,
    0.5668014883995056,
    0.03448272496461868,
    0.5701355934143066,
    0.4365480840206146,
    0.3975902497768402,
    0.4042551815509796,
    0.5999998450279236,
    0.5470084547996521,
    0.4969695806503296,
    0.4050631821155548,
    0.256809264421463,
    0.18803411722183228,
    0.3175964951515198,
    0.30357134342193604,
    0.5714285373687744,
    0.5818180441856384,
    0.41891881823539734,
    0.525139570236206,
    0.2021275758743286,
    0.28742504119873047,
    0.33050838112831116,
    0.5539567470550537,
    0.5163204073905945,
    0.28260859847068787,
    0.2774565517902374,
    0.4296874403953552,
    0.19642849266529083,
    0.4210525155067444,
    0.7087377309799194,
    0.2399999350309372,
    0.3315507173538208,
    0.4794519543647766,
    0.46288198232650757,
    0.5510202646255493,
    0.3248729705810547,
    0.4561401903629303,
    0.3370785713195801,
    0.504761815071106,
    0.289308100938797,
    0.24615378677845,
    0.7358488440513611,
    0.4487804174423218,
    0.4308941662311554,
    0.274914026260376,
    0.10769226402044296,
    0.4075828194618225
   ],
   "time": 6.9525477811694145,
   "param": null
  },
  {
   "epoch": 22,
   "train_loss": 2.2694203853607178,
   "val_loss": 2.218846321105957,
   "acc": 40.23,
   "f1": [
    0.6530610918998718,
    0.5086703896522522,
    0.2594935894012451,
    0.19178076088428497,
    0.17391300201416016,
    0.3846152722835541,
    0.45348823070526123,
    0.39762604236602783,
    0.5748501420021057,
    0.48913031816482544,
    0.24539868533611298,
    0.24271836876869202,
    0.48205116391181946,
    0.37349388003349304,
    0.3841058313846588,
    0.31764698028564453,
    0.4861876964569092,
    0.6022725701332092,
    0.4146340489387512,
    0.4183005392551422,
    0.6699506640434265,
    0.47999995946884155,
    0.3431371748447418,
    0.6040815114974976,
    0.5198236703872681,
    0.3551400303840637,
    0.3707864284515381,
    0.23243238031864166,
    0.5930231213569641,
    0.24590156972408295,
    0.3474902808666229,
    0.4125559628009796,
    0.30994144082069397,
    0.3285713195800781,
    0.17886172235012054,
    0.2522521913051605,
    0.3474177420139313,
    0.22047236561775208,
    0.2815883457660675,
    0.6111109852790833,
    0.3809523284435272,
    0.6526314616203308,
    0.20472434163093567,
    0.36241599917411804,
    0.19209031760692596,
    0.2696628272533417,
    0.2206895798444748,
    0.5058822631835938,
    0.6380951404571533,
    0.5142855644226074,
    0.12371128052473068,
    0.3649634122848511,
    0.5813952088356018,
    0.5677418112754822,
    0.5311201810836792,
    0.16049376130104065,
    0.5889569520950317,
    0.44585973024368286,
    0.5148513317108154,
    0.4195120930671692,
    0.6941174864768982,
    0.5394189953804016,
    0.5048542022705078,
    0.25679007172584534,
    0.2148759663105011,
    0.1965811401605606,
    0.29813653230667114,
    0.345177561044693,
    0.7127658128738403,
    0.6129031181335449,
    0.4790417551994324,
    0.5204460024833679,
    0.1849314570426941,
    0.28723397850990295,
    0.2258063703775406,
    0.6070037484169006,
    0.64327472448349,
    0.23841053247451782,
    0.24460424482822418,
    0.47513800859451294,
    0.2025315761566162,
    0.4666665494441986,
    0.6794870495796204,
    0.33093518018722534,
    0.29577454924583435,
    0.49586769938468933,
    0.4549761712551117,
    0.48598119616508484,
    0.22399991750717163,
    0.40251561999320984,
    0.3727271258831024,
    0.5309733152389526,
    0.20740734040737152,
    0.20118334889411926,
    0.6995514035224915,
    0.4468863904476166,
    0.329268217086792,
    0.28272244334220886,
    0.15662643313407898,
    0.518134593963623
   ],
   "time": 8.599419605918229,
   "param": null
  },
  {
   "epoch": 23,
   "train_loss": 2.4561731815338135,
   "val_loss": 2.676875352859497,
   "acc": 33.55,
   "f1": [
    0.7173911929130554,
    0.4275861084461212,
    0.22705307602882385,
    0.15533974766731262,
    0.23529404401779175,
    0.2837836742401123,
    0.3972601890563965,
    0.49411749839782715,
    0.4808742105960846,
    0.5119045972824097,
    0.24999991059303284,
    0.23589736223220825,
    0.2881355285644531,
    0.20168058574199677,
    0.2844826877117157,
    0.2700963616371155,
    0.49333325028419495,
    0.4210525155067444,
    0.4161849021911621,
    0.12612608075141907,
    0.6415092945098877,
    0.4615383744239807,
    0.3577980697154999,
    0.28661414980888367,
    0.6564101576805115,
    0.2097901701927185,
    0.2967032194137573,
    0.20930226147174835,
    0.4558822512626648,
    0.3289472758769989,
    0.39490434527397156,
    0.24422433972358704,
    0.3265305161476135,
    0.3356642425060272,
    0.3121386468410492,
    0.15624994039535522,
    0.29268285632133484,
    0.1774192750453949,
    0.13223135471343994,
    0.3625377118587494,
    0.3139533996582031,
    0.5780345797538757,
    0.1696968972682953,
    0.30903783440589905,
    0.18518511950969696,
    0.10256405174732208,
    0.11199995130300522,
    0.28124991059303284,
    0.6431716680526733,
    0.32034626603126526,
    0.18897631764411926,
    0.30065348744392395,
    0.32558128237724304,
    0.6133331656455994,
    0.5130888819694519,
    0.1749999225139618,
    0.4705880880355835,
    0.4030417203903198,
    0.3453236222267151,
    0.3016759157180786,
    0.6335402131080627,
    0.47398826479911804,
    0.4142855703830719,
    0.2528734505176544,
    0.14893613755702972,
    0.18723398447036743,
    0.265060156583786,
    0.25490185618400574,
    0.5681816935539246,
    0.5140186548233032,
    0.26890748739242554,
    0.24427472054958344,
    0.10050245374441147,
    0.33939382433891296,
    0.1629629135131836,
    0.5892856121063232,
    0.4273971915245056,
    0.2202642410993576,
    0.27436816692352295,
    0.3841806650161743,
    0.12021850794553757,
    0.346666544675827,
    0.736263632774353,
    0.3376622200012207,
    0.2589927613735199,
    0.43715834617614746,
    0.39259248971939087,
    0.4387753903865814,
    0.16260157525539398,
    0.42682915925979614,
    0.3389829397201538,
    0.5628740787506104,
    0.18487386405467987,
    0.14062495529651642,
    0.5868724584579468,
    0.42931926250457764,
    0.30857133865356445,
    0.18181811273097992,
    0.14260247349739075,
    0.32386359572410583
   ],
   "time": 9.18830025009811,
   "param": null
  },
  {
   "epoch": 24,
   "train_loss": 2.369169235229492,
   "val_loss": 2.307610273361206,
   "acc": 42.31,
   "f1": [
    0.6448085904121399,
    0.49655160307884216,
    0.33976826071739197,
    0.18390797078609467,
    0.206060528755188,
    0.336633563041687,
    0.5287355184555054,
    0.5741626024246216,
    0.5789472460746765,
    0.5254236459732056,
    0.331034392118454,
    0.20960691571235657,
    0.47222211956977844,
    0.37681150436401367,
    0.24615375697612762,
    0.30065348744392395,
    0.5074625611305237,
    0.5527271628379822,
    0.3946187198162079,
    0.37320560216903687,
    0.5510203242301941,
    0.4213835895061493,
    0.4102562665939331,
    0.616071343421936,
    0.6931816935539246,
    0.3478260040283203,
    0.3428570330142975,
    0.22134381532669067,
    0.5344128608703613,
    0.38392844796180725,
    0.42452818155288696,
    0.390243798494339,
    0.40935659408569336,
    0.3526681661605835,
    0.4311376214027405,
    0.2971886694431305,
    0.3521125614643097,
    0.3351954519748688,
    0.28571420907974243,
    0.590908944606781,
    0.3478260338306427,
    0.6451612114906311,
    0.3060108423233032,
    0.40975597500801086,
    0.22988496720790863,
    0.19607838988304138,
    0.2589927613735199,
    0.5063289999961853,
    0.644067645072937,
    0.3816792964935303,
    0.15999992191791534,
    0.3512747287750244,
    0.5214722752571106,
    0.6580085158348083,
    0.5889569520950317,
    0.19631893932819366,
    0.5506072044372559,
    0.4260868728160858,
    0.4183005392551422,
    0.3549782335758209,
    0.7282050251960754,
    0.48684197664260864,
    0.47674402594566345,
    0.4177214205265045,
    0.2531644403934479,
    0.20689649879932404,
    0.31884050369262695,
    0.37735840678215027,
    0.6874998211860657,
    0.6263735294342041,
    0.5221673846244812,
    0.6346153020858765,
    0.17142851650714874,
    0.3678159713745117,
    0.30541861057281494,
    0.727272629737854,
    0.6733667254447937,
    0.34013596177101135,
    0.3726707398891449,
    0.39490434527397156,
    0.03448272496461868,
    0.4897957742214203,
    0.7380951046943665,
    0.333333283662796,
    0.29677411913871765,
    0.42909082770347595,
    0.4172661006450653,
    0.47761180996894836,
    0.29629620909690857,
    0.46456682682037354,
    0.3265305161476135,
    0.5374998450279236,
    0.3133639991283417,
    0.28187909722328186,
    0.6640925407409668,
    0.5031445622444153,
    0.40609124302864075,
    0.30208322405815125,
    0.13084106147289276,
    0.4790417551994324
   ],
   "time": 9.132565372623503,
   "param": null
  },
  {
   "epoch": 25,
   "train_loss": 2.2031307220458984,
   "val_loss": 2.502056121826172,
   "acc": 37.22,
   "f1": [
    0.6097559332847595,
    0.51666659116745,
    0.2676055133342743,
    0.1975308060646057,
    0.19444438815116882,
    0.2517482042312622,
    0.4577113389968872,
    0.4836600124835968,
    0.442857027053833,
    0.5445024967193604,
    0.2649005651473999,
    0.2480619251728058,
    0.30158719420433044,
    0.1709401160478592,
    0.2762430012226105,
    0.20930226147174835,
    0.4233575463294983,
    0.3053433895111084,
    0.26446273922920227,
    0.3121386468410492,
    0.6909089684486389,
    0.4656083285808563,
    0.34782594442367554,
    0.5826770663261414,
    0.5405403971672058,
    0.26277366280555725,
    0.20689646899700165,
    0.2541435658931732,
    0.5139663219451904,
    0.3535352647304535,
    0.36111101508140564,
    0.3398692309856415,
    0.3703702688217163,
    0.2870812714099884,
    0.3209875524044037,
    0.27777770161628723,
    0.3124999403953552,
    0.22377613186836243,
    0.3016759157180786,
    0.5783131122589111,
    0.37999987602233887,
    0.5935482978820801,
    0.2553190588951111,
    0.3817426860332489,
    0.278787761926651,
    0.1449274718761444,
    0.238805890083313,
    0.49586769938468933,
    0.5974024534225464,
    0.5212765336036682,
    0.12030069530010223,
    0.2885245084762573,
    0.3592813014984131,
    0.6288658380508423,
    0.5045044422149658,
    0.13392852246761322,
    0.5321887135505676,
    0.2275959849357605,
    0.3846152722835541,
    0.2999999225139618,
    0.6499998569488525,
    0.4347825348377228,
    0.5060239434242249,
    0.3296702206134796,
    0.17105256021022797,
    0.18421044945716858,
    0.28571417927742004,
    0.3020133376121521,
    0.514619767665863,
    0.6082472205162048,
    0.5081079602241516,
    0.6296295523643494,
    0.17272722721099854,
    0.35146433115005493,
    0.2433861643075943,
    0.6198345422744751,
    0.6868685483932495,
    0.26160329580307007,
    0.20312491059303284,
    0.45414838194847107,
    0.11904755234718323,
    0.29268285632133484,
    0.6837605237960815,
    0.300884872674942,
    0.2773721516132355,
    0.39534875750541687,
    0.44808733463287354,
    0.5139663219451904,
    0.11111106723546982,
    0.33576634526252747,
    0.3407406508922577,
    0.5595237016677856,
    0.31506839394569397,
    0.2883720099925995,
    0.6697246432304382,
    0.46999987959861755,
    0.3316325843334198,
    0.30120471119880676,
    0.15204671025276184,
    0.552941083908081
   ],
   "time": 9.258055918850005,
   "param": null
  },
  {
   "epoch": 26,
   "train_loss": 2.250835418701172,
   "val_loss": 2.442323923110962,
   "acc": 37.91,
   "f1": [
    0.707547128200531,
    0.5273630023002625,
    0.2635658085346222,
    0.20408159494400024,
    0.19999995827674866,
    0.3111110031604767,
    0.41666656732559204,
    0.44927528500556946,
    0.5079363584518433,
    0.4790417551994324,
    0.35102033615112305,
    0.31901830434799194,
    0.3389829397201538,
    0.2695034444332123,
    0.28965505957603455,
    0.18487386405467987,
    0.4799998700618744,
    0.3538460433483124,
    0.23622041940689087,
    0.25954192876815796,
    0.5810809135437012,
    0.39336487650871277,
    0.42290738224983215,
    0.3042595684528351,
    0.4477611184120178,
    0.29931965470314026,
    0.42857131361961365,
    0.21621616184711456,
    0.4845814108848572,
    0.3398691415786743,
    0.2749445140361786,
    0.4086019992828369,
    0.47368407249450684,
    0.37106913328170776,
    0.4417177140712738,
    0.22950810194015503,
    0.2571427822113037,
    0.25954192876815796,
    0.22325573861598969,
    0.363171249628067,
    0.31347954273223877,
    0.5887445211410522,
    0.2897526025772095,
    0.42857131361961365,
    0.09917350858449936,
    0.2714284658432007,
    0.2959640622138977,
    0.4055943191051483,
    0.630251944065094,
    0.37499985098838806,
    0.07142854481935501,
    0.4262293577194214,
    0.510028600692749,
    0.6483515501022339,
    0.5913977026939392,
    0.07100585103034973,
    0.48701295256614685,
    0.46540868282318115,
    0.4487178325653076,
    0.2559523284435272,
    0.6964284181594849,
    0.4202897548675537,
    0.5060239434242249,
    0.38095223903656006,
    0.15476183593273163,
    0.2696628272533417,
    0.1940297782421112,
    0.25396817922592163,
    0.6422017216682434,
    0.5465114712715149,
    0.5621620416641235,
    0.4523159861564636,
    0.10791362822055817,
    0.28571417927742004,
    0.2820512056350708,
    0.6777776479721069,
    0.5780345797538757,
    0.15384608507156372,
    0.2716048061847687,
    0.4153004288673401,
    0.052631545811891556,
    0.3568463623523712,
    0.7452828288078308,
    0.4230768084526062,
    0.28776970505714417,
    0.3793103098869324,
    0.36448585987091064,
    0.47846877574920654,
    0.2575756907463074,
    0.40148690342903137,
    0.4402514398097992,
    0.5731706023216248,
    0.2898549735546112,
    0.16438350081443787,
    0.7187498211860657,
    0.34745752811431885,
    0.2838708758354187,
    0.26315784454345703,
    0.06896547973155975,
    0.4725273549556732
   ],
   "time": 9.641520624049008,
   "param": null
  },
  {
   "epoch": 27,
   "train_loss": 2.1259448528289795,
   "val_loss": 2.359872817993164,
   "acc": 39.15,
   "f1": [
    0.7263157367706299,
    0.4851484000682831,
    0.2820512056350708,
    0.21518979966640472,
    0.2533332407474518,
    0.26751580834388733,
    0.3588234484195709,
    0.4824560582637787,
    0.5844154953956604,
    0.5066665410995483,
    0.21897803246974945,
    0.25954192876815796,
    0.43850257992744446,
    0.1100916936993599,
    0.31249991059303284,
    0.372548907995224,
    0.5384613871574402,
    0.5823754072189331,
    0.36718741059303284,
    0.2121211439371109,
    0.7329840660095215,
    0.5865383148193359,
    0.3459458649158478,
    0.5841582417488098,
    0.6310158967971802,
    0.28235283493995667,
    0.3924049437046051,
    0.1989527940750122,
    0.5684208869934082,
    0.30769217014312744,
    0.42857128381729126,
    0.33436527848243713,
    0.3975153863430023,
    0.47846877574920654,
    0.40476179122924805,
    0.2687745988368988,
    0.35532984137535095,
    0.34817805886268616,
    0.2816900610923767,
    0.5862067937850952,
    0.3186812400817871,
    0.6962023973464966,
    0.22058817744255066,
    0.26890748739242554,
    0.24827583134174347,
    0.20547938346862793,
    0.19178076088428497,
    0.4732823371887207,
    0.6769229769706726,
    0.5275589823722839,
    0.15564200282096863,
    0.36842095851898193,
    0.4713374376296997,
    0.4927534759044647,
    0.36574068665504456,
    0.14193542301654816,
    0.6395347118377686,
    0.42452818155288696,
    0.5213268995285034,
    0.38571423292160034,
    0.6410254836082458,
    0.5971562266349792,
    0.34108519554138184,
    0.4408600926399231,
    0.22299645841121674,
    0.13768111169338226,
    0.3241378366947174,
    0.12173908948898315,
    0.611111044883728,
    0.6276593804359436,
    0.44970402121543884,
    0.2622950077056885,
    0.09999995678663254,
    0.28048771619796753,
    0.278026819229126,
    0.6926406025886536,
    0.6972475647926331,
    0.27777770161628723,
    0.27338120341300964,
    0.41304340958595276,
    0.1809523105621338,
    0.49999988079071045,
    0.718562662601471,
    0.2033897489309311,
    0.3318776488304138,
    0.4832712709903717,
    0.45161277055740356,
    0.5026176571846008,
    0.16216212511062622,
    0.37908485531806946,
    0.3259258270263672,
    0.47008538246154785,
    0.3232322335243225,
    0.18055549263954163,
    0.7199998497962952,
    0.45360812544822693,
    0.26845628023147583,
    0.2857142388820648,
    0.1395348310470581,
    0.44444432854652405
   ],
   "time": 9.437716496177018,
   "param": null
  },
  {
   "epoch": 28,
   "train_loss": 2.18568754196167,
   "val_loss": 2.3486273288726807,
   "acc": 38.8,
   "f1": [
    0.7234041690826416,
    0.4805193543434143,
    0.11475405097007751,
    0.2091502696275711,
    0.23611101508140564,
    0.12727268040180206,
    0.43749991059303284,
    0.596684992313385,
    0.5882351398468018,
    0.425531804561615,
    0.18461529910564423,
    0.2765956521034241,
    0.376623272895813,
    0.31428563594818115,
    0.299999862909317,
    0.3314915895462036,
    0.28333327174186707,
    0.5058822631835938,
    0.4019606411457062,
    0.21857915818691254,
    0.6698563694953918,
    0.4581817388534546,
    0.3703702688217163,
    0.5087718367576599,
    0.6399998664855957,
    0.2659573554992676,
    0.34666651487350464,
    0.26190468668937683,
    0.525345504283905,
    0.3300969898700714,
    0.4537035822868347,
    0.3384614884853363,
    0.29292917251586914,
    0.36871495842933655,
    0.31645557284355164,
    0.27755096554756165,
    0.28571417927742004,
    0.28571417927742004,
    0.2434781938791275,
    0.33771923184394836,
    0.34042543172836304,
    0.6777776479721069,
    0.28695645928382874,
    0.32635971903800964,
    0.2702701687812805,
    0.17187494039535522,
    0.2954544425010681,
    0.32520315051078796,
    0.631578803062439,
    0.4079601466655731,
    0.2181817591190338,
    0.3842363655567169,
    0.5703702569007874,
    0.5389220714569092,
    0.6153844594955444,
    0.13017743825912476,
    0.6532256603240967,
    0.45689642429351807,
    0.3950616121292114,
    0.3515150547027588,
    0.7487682700157166,
    0.38848912715911865,
    0.3971630334854126,
    0.3365383446216583,
    0.19762840867042542,
    0.18518511950969696,
    0.2749999463558197,
    0.3478259742259979,
    0.7643977999687195,
    0.6077346205711365,
    0.5157230496406555,
    0.41726604104042053,
    0.15827332437038422,
    0.3666665554046631,
    0.2996253967285156,
    0.5429552793502808,
    0.6703295111656189,
    0.24060142040252686,
    0.2706766128540039,
    0.4232803285121918,
    0.12972965836524963,
    0.1864406168460846,
    0.7835050225257874,
    0.33918121457099915,
    0.31428563594818115,
    0.38072285056114197,
    0.46728962659835815,
    0.4905658960342407,
    0.2519684433937073,
    0.45348823070526123,
    0.2834644913673401,
    0.5026736855506897,
    0.32335323095321655,
    0.24516120553016663,
    0.4705880880355835,
    0.5686272978782654,
    0.4162435233592987,
    0.2616821825504303,
    0.15384609997272491,
    0.48484838008880615
   ],
   "time": 8.531989219598472,
   "param": null
  },
  {
   "epoch": 29,
   "train_loss": 2.180931806564331,
   "val_loss": 2.3173317909240723,
   "acc": 42.64,
   "f1": [
    0.581080973148346,
    0.49090901017189026,
    0.30158719420433044,
    0.255999892950058,
    0.27272719144821167,
    0.45054933428764343,
    0.46835434436798096,
    0.543352484703064,
    0.5977010130882263,
    0.6011558771133423,
    0.329268217086792,
    0.22377613186836243,
    0.4705881178379059,
    0.279411643743515,
    0.36464083194732666,
    0.24793381989002228,
    0.4897957742214203,
    0.5116277933120728,
    0.35443025827407837,
    0.3798881769180298,
    0.7019230127334595,
    0.566929042339325,
    0.4358973205089569,
    0.577777624130249,
    0.6854459643363953,
    0.33962252736091614,
    0.3649634122848511,
    0.25961530208587646,
    0.5959182381629944,
    0.31081071496009827,
    0.36633655428886414,
    0.3291138708591461,
    0.4186045527458191,
    0.32105258107185364,
    0.38150280714035034,
    0.24277448654174805,
    0.4142855703830719,
    0.32624104619026184,
    0.28054288029670715,
    0.5641024708747864,
    0.42253509163856506,
    0.6706585884094238,
    0.2614377737045288,
    0.2434782087802887,
    0.18791939318180084,
    0.22222214937210083,
    0.3555554449558258,
    0.4295300841331482,
    0.7142855525016785,
    0.4984024465084076,
    0.13043470680713654,
    0.42857131361961365,
    0.5463413596153259,
    0.5390069484710693,
    0.6194689869880676,
    0.07633582502603531,
    0.6289306282997131,
    0.3999998867511749,
    0.46391740441322327,
    0.43171796202659607,
    0.6742423176765442,
    0.5741626024246216,
    0.5714284181594849,
    0.39090898633003235,
    0.2839505672454834,
    0.23673462867736816,
    0.2872926890850067,
    0.3953487277030945,
    0.7064219117164612,
    0.5876776576042175,
    0.4081631600856781,
    0.6127658486366272,
    0.22352932393550873,
    0.3749999701976776,
    0.2784809470176697,
    0.4756756126880646,
    0.5567008852958679,
    0.30769217014312744,
    0.2556390166282654,
    0.40268445014953613,
    0.0869564637541771,
    0.4255318343639374,
    0.7999998331069946,
    0.33802807331085205,
    0.3999998867511749,
    0.5108694434165955,
    0.4059404730796814,
    0.4945454001426697,
    0.17391298711299896,
    0.3253011107444763,
    0.3711910843849182,
    0.521008312702179,
    0.348314493894577,
    0.228571355342865,
    0.7154470682144165,
    0.49777767062187195,
    0.415094256401062,
    0.2769230008125305,
    0.11382109671831131,
    0.5027320981025696
   ],
   "time": 9.270055302418768,
   "param": null
  },
  {
   "epoch": 30,
   "train_loss": 2.1054389476776123,
   "val_loss": 2.2837367057800293,
   "acc": 41.24,
   "f1": [
    0.7169809341430664,
    0.5244443416595459,
    0.27705615758895874,
    0.23636355996131897,
    0.21203432977199554,
    0.40789464116096497,
    0.5053762197494507,
    0.47297289967536926,
    0.5401458740234375,
    0.5463916063308716,
    0.3793102502822876,
    0.19230762124061584,
    0.40277767181396484,
    0.28767114877700806,
    0.42682915925979614,
    0.28571417927742004,
    0.4946235418319702,
    0.5903612971305847,
    0.4204544126987457,
    0.2944784462451935,
    0.5793101787567139,
    0.35319146513938904,
    0.33802807331085205,
    0.3486238420009613,
    0.6206895709037781,
    0.358024537563324,
    0.3720929026603699,
    0.24761897325515747,
    0.5853657126426697,
    0.29230761528015137,
    0.38327518105506897,
    0.40517228841781616,
    0.378378301858902,
    0.3180592656135559,
    0.44047608971595764,
    0.24117639660835266,
    0.37962955236434937,
    0.3111110031604767,
    0.2597401440143585,
    0.5376343131065369,
    0.35582810640335083,
    0.6540879011154175,
    0.3499998450279236,
    0.4222221076488495,
    0.23655906319618225,
    0.23529404401779175,
    0.22857137024402618,
    0.5358489155769348,
    0.5517240166664124,
    0.41025635600090027,
    0.2954544425010681,
    0.3495144844055176,
    0.4551723301410675,
    0.6749998331069946,
    0.6010927557945251,
    0.052631527185440063,
    0.5766422748565674,
    0.5308055877685547,
    0.4521738290786743,
    0.4100417494773865,
    0.7208120226860046,
    0.5698322653770447,
    0.547485888004303,
    0.36690640449523926,
    0.26724129915237427,
    0.2269502729177475,
    0.2575756907463074,
    0.31205663084983826,
    0.7437184453010559,
    0.535353422164917,
    0.5887848734855652,
    0.29940110445022583,
    0.17708326876163483,
    0.2987011969089508,
    0.33497530221939087,
    0.7263681292533875,
    0.6481480002403259,
    0.30487796664237976,
    0.15384609997272491,
    0.4634144902229309,
    0.1764705330133438,
    0.40972214937210083,
    0.7799997925758362,
    0.446808397769928,
    0.3443707227706909,
    0.4588233530521393,
    0.522222101688385,
    0.49999988079071045,
    0.38848912715911865,
    0.4487178325653076,
    0.35877853631973267,
    0.507771909236908,
    0.36601296067237854,
    0.24418595433235168,
    0.7536230683326721,
    0.49090901017189026,
    0.38674020767211914,
    0.36601296067237854,
    0.22160659730434418,
    0.4777776598930359
   ],
   "time": 8.567075155675411,
   "param": null
  },
  {
   "epoch": 31,
   "train_loss": 2.1275575160980225,
   "val_loss": 2.1817879676818848,
   "acc": 45.04,
   "f1": [
    0.7562187314033508,
    0.5660375952720642,
    0.29906535148620605,
    0.24390234053134918,
    0.28571420907974243,
    0.3523034453392029,
    0.4090908169746399,
    0.5766869187355042,
    0.5771810412406921,
    0.5624998807907104,
    0.3675212860107422,
    0.24277448654174805,
    0.44927528500556946,
    0.3703702688217163,
    0.41711217164993286,
    0.35955044627189636,
    0.5199998617172241,
    0.6926827430725098,
    0.4595744013786316,
    0.35643553733825684,
    0.6956520080566406,
    0.5612244009971619,
    0.4174756109714508,
    0.5121949315071106,
    0.6493505239486694,
    0.3157894015312195,
    0.3407406508922577,
    0.3149605393409729,
    0.6108372807502747,
    0.4508668780326843,
    0.3366335928440094,
    0.4692735970020294,
    0.40206170082092285,
    0.4574466943740845,
    0.39285704493522644,
    0.23863628506660461,
    0.38190943002700806,
    0.3971630334854126,
    0.2692307233810425,
    0.5972849726676941,
    0.39285704493522644,
    0.6733667254447937,
    0.3744291365146637,
    0.4615383446216583,
    0.2403845638036728,
    0.30057793855667114,
    0.29473677277565,
    0.5291004180908203,
    0.6506022810935974,
    0.5517240166664124,
    0.1818181276321411,
    0.4358973205089569,
    0.6116504073143005,
    0.6885244846343994,
    0.5526314377784729,
    0.19767434895038605,
    0.7599998116493225,
    0.5212765336036682,
    0.5614033341407776,
    0.5164318084716797,
    0.6806281208992004,
    0.5432096719741821,
    0.49999988079071045,
    0.37158459424972534,
    0.2193547636270523,
    0.23809516429901123,
    0.3165466785430908,
    0.43181806802749634,
    0.7368419766426086,
    0.5547444224357605,
    0.4907974302768707,
    0.512048065662384,
    0.12738847732543945,
    0.3276835083961487,
    0.30057793855667114,
    0.715083658695221,
    0.6527194976806641,
    0.36842095851898193,
    0.32432422041893005,
    0.4640882611274719,
    0.13513506948947906,
    0.47798728942871094,
    0.7675674557685852,
    0.41379299759864807,
    0.36607131361961365,
    0.5837836861610413,
    0.48314592242240906,
    0.5361700654029846,
    0.4472048580646515,
    0.518518328666687,
    0.4381624758243561,
    0.6011558771133423,
    0.3625729978084564,
    0.2786068916320801,
    0.6718748807907104,
    0.5230768322944641,
    0.4338623583316803,
    0.3211677670478821,
    0.2334217131137848,
    0.486274391412735
   ],
   "time": 8.865035789087415,
   "param": null
  },
  {
   "epoch": 32,
   "train_loss": 2.092402696609497,
   "val_loss": 2.108959913253784,
   "acc": 43.3,
   "f1": [
    0.7411166429519653,
    0.5263156890869141,
    0.37804868817329407,
    0.2345678210258484,
    0.2558138370513916,
    0.3034482002258301,
    0.5061726570129395,
    0.4946235418319702,
    0.5679011344909668,
    0.5517240166664124,
    0.30860528349876404,
    0.31034475564956665,
    0.4810125231742859,
    0.3116881847381592,
    0.31034475564956665,
    0.39189180731773376,
    0.563535749912262,
    0.7142855525016785,
    0.4170211851596832,
    0.34246566891670227,
    0.7065216302871704,
    0.5517240762710571,
    0.45263150334358215,
    0.5454544425010681,
    0.5472972393035889,
    0.3178293704986572,
    0.38666656613349915,
    0.19963696599006653,
    0.5431033372879028,
    0.3636362552642822,
    0.41414129734039307,
    0.4050631821155548,
    0.36956512928009033,
    0.4574466943740845,
    0.39130425453186035,
    0.2674417495727539,
    0.3230768144130707,
    0.46753236651420593,
    0.29429423809051514,
    0.5134099125862122,
    0.40641695261001587,
    0.5234374403953552,
    0.2748090922832489,
    0.40718549489974976,
    0.19565211236476898,
    0.20833326876163483,
    0.36904752254486084,
    0.4615383744239807,
    0.6424240469932556,
    0.5514017343521118,
    0.2121211439371109,
    0.3521125614643097,
    0.5360230207443237,
    0.6265058517456055,
    0.5981307029724121,
    0.1481480747461319,
    0.6999998688697815,
    0.48447185754776,
    0.5596328973770142,
    0.34972667694091797,
    0.7249999046325684,
    0.4774192273616791,
    0.43093910813331604,
    0.33802807331085205,
    0.22598862648010254,
    0.29126206040382385,
    0.3144652843475342,
    0.3277309536933899,
    0.7213113307952881,
    0.6408838629722595,
    0.5527637004852295,
    0.5855854153633118,
    0.20408158004283905,
    0.3641974627971649,
    0.3157893717288971,
    0.5984846949577332,
    0.6391751170158386,
    0.35955044627189636,
    0.20155030488967896,
    0.4365480840206146,
    0.11111106723546982,
    0.45849794149398804,
    0.7845302224159241,
    0.4150942265987396,
    0.4230768084526062,
    0.48936164379119873,
    0.41992872953414917,
    0.522612988948822,
    0.4202897548675537,
    0.38888880610466003,
    0.3555555045604706,
    0.4549354910850525,
    0.2879999279975891,
    0.22831043601036072,
    0.7802196741104126,
    0.5221673846244812,
    0.3021581470966339,
    0.2953019142150879,
    0.1594202220439911,
    0.49785396456718445
   ],
   "time": 9.40065015014261,
   "param": null
  },
  {
   "epoch": 33,
   "train_loss": 2.1556687355041504,
   "val_loss": 2.6361775398254395,
   "acc": 37.8,
   "f1": [
    0.6193546652793884,
    0.48039206862449646,
    0.2550334632396698,
    0.28742504119873047,
    0.19905206561088562,
    0.38974347710609436,
    0.45197728276252747,
    0.4491524398326874,
    0.4899597465991974,
    0.5138887763023376,
    0.31088075041770935,
    0.15624994039535522,
    0.41666656732559204,
    0.20472434163093567,
    0.3041473925113678,
    0.331034392118454,
    0.3999999165534973,
    0.6071427464485168,
    0.2822822332382202,
    0.37914684414863586,
    0.44274798035621643,
    0.509090781211853,
    0.38709667325019836,
    0.3720929026603699,
    0.5544553399085999,
    0.30069923400878906,
    0.31884050369262695,
    0.2203856110572815,
    0.442857027053833,
    0.331707239151001,
    0.46242761611938477,
    0.43523305654525757,
    0.36649200320243835,
    0.4070795178413391,
    0.32432422041893005,
    0.10169486701488495,
    0.1754385381937027,
    0.47761180996894836,
    0.2614840269088745,
    0.40462422370910645,
    0.358024537563324,
    0.6338796615600586,
    0.21301770210266113,
    0.2945735454559326,
    0.13602012395858765,
    0.2048516869544983,
    0.21705420315265656,
    0.4799998700618744,
    0.6604650020599365,
    0.5296802520751953,
    0.11392398923635483,
    0.4044942855834961,
    0.607594907283783,
    0.6163520216941833,
    0.5054943561553955,
    0.1717790812253952,
    0.654761791229248,
    0.37410059571266174,
    0.5026736855506897,
    0.4417177140712738,
    0.6991868615150452,
    0.4295300841331482,
    0.5165561437606812,
    0.3636362850666046,
    0.15555550158023834,
    0.15999992191791534,
    0.28310492634773254,
    0.10909086465835571,
    0.638554036617279,
    0.5798815488815308,
    0.525139570236206,
    0.553672194480896,
    0.13432830572128296,
    0.35121941566467285,
    0.2335328459739685,
    0.5791504979133606,
    0.6184208989143372,
    0.31034475564956665,
    0.175637349486351,
    0.3373492956161499,
    0.1290322095155716,
    0.4551723301410675,
    0.7425147891044617,
    0.3776223063468933,
    0.25688064098358154,
    0.5037593245506287,
    0.37735840678215027,
    0.5111110210418701,
    0.3529410660266876,
    0.335570365190506,
    0.3924526870250702,
    0.38644057512283325,
    0.2676055133342743,
    0.23595495522022247,
    0.6092714071273804,
    0.46739116311073303,
    0.2941175401210785,
    0.3367346227169037,
    0.13008125126361847,
    0.32520318031311035
   ],
   "time": 9.804273032583296,
   "param": null
  },
  {
   "epoch": 34,
   "train_loss": 2.10449481010437,
   "val_loss": 2.63765287399292,
   "acc": 37.56,
   "f1": [
    0.5269840359687805,
    0.5039998888969421,
    0.26930689811706543,
    0.1525423377752304,
    0.19565212726593018,
    0.35294109582901,
    0.3577234447002411,
    0.47619035840034485,
    0.6211178302764893,
    0.502282977104187,
    0.23041465878486633,
    0.27631568908691406,
    0.40579697489738464,
    0.2096773386001587,
    0.4020099639892578,
    0.3586955666542053,
    0.44705867767333984,
    0.5371427536010742,
    0.3292682468891144,
    0.26153838634490967,
    0.5810809135437012,
    0.4979918897151947,
    0.32402223348617554,
    0.5095540285110474,
    0.5915491580963135,
    0.2873562276363373,
    0.3905324339866638,
    0.24637670814990997,
    0.547485888004303,
    0.35820886492729187,
    0.2702701687812805,
    0.3026314675807953,
    0.2693409025669098,
    0.2647058069705963,
    0.28767114877700806,
    0.10256405174732208,
    0.30275216698646545,
    0.2580644488334656,
    0.28947359323501587,
    0.5145226716995239,
    0.4217686057090759,
    0.617283821105957,
    0.2290075570344925,
    0.432748407125473,
    0.2131146788597107,
    0.17391297221183777,
    0.2374998927116394,
    0.5124998688697815,
    0.5771810412406921,
    0.45685264468193054,
    0.1395348310470581,
    0.3771427571773529,
    0.4685713052749634,
    0.6885244846343994,
    0.4999998211860657,
    0.14893612265586853,
    0.7093021869659424,
    0.40752339363098145,
    0.4810125231742859,
    0.38797807693481445,
    0.6588233709335327,
    0.548076868057251,
    0.40298497676849365,
    0.3276835083961487,
    0.21359217166900635,
    0.164634108543396,
    0.37575745582580566,
    0.2413792759180069,
    0.5555554628372192,
    0.5638765096664429,
    0.42647045850753784,
    0.563535749912262,
    0.18421046435832977,
    0.27814561128616333,
    0.1965317279100418,
    0.7030301690101624,
    0.4360902011394501,
    0.23936161398887634,
    0.32599109411239624,
    0.3828381896018982,
    0.13043473660945892,
    0.38848912715911865,
    0.776470422744751,
    0.4306218922138214,
    0.24999992549419403,
    0.41666656732559204,
    0.351351261138916,
    0.5240174531936646,
    0.33846142888069153,
    0.35658904910087585,
    0.36633655428886414,
    0.577777624130249,
    0.2727271616458893,
    0.16993455588817596,
    0.6827307939529419,
    0.31645557284355164,
    0.18840573728084564,
    0.19672124087810516,
    0.19178076088428497,
    0.2888888120651245
   ],
   "time": 10.390256780199707,
   "param": null
  },
  {
   "epoch": 35,
   "train_loss": 2.0956664085388184,
   "val_loss": 2.198798894882202,
   "acc": 42.8,
   "f1": [
    0.7149319648742676,
    0.5394735932350159,
    0.36842095851898193,
    0.24342100322246552,
    0.278787761926651,
    0.29714274406433105,
    0.49999988079071045,
    0.48951032757759094,
    0.6122447848320007,
    0.5233643651008606,
    0.24817509949207306,
    0.26086947321891785,
    0.4577113389968872,
    0.36986294388771057,
    0.36619704961776733,
    0.2890624403953552,
    0.4808742105960846,
    0.6161615252494812,
    0.494381844997406,
    0.368663489818573,
    0.6033056974411011,
    0.5377357006072998,
    0.4025973081588745,
    0.4125559628009796,
    0.6849313974380493,
    0.2888887822628021,
    0.40740731358528137,
    0.13675208389759064,
    0.5936071872711182,
    0.4259258210659027,
    0.3259258270263672,
    0.24381621181964874,
    0.38356155157089233,
    0.3999998867511749,
    0.3444443643093109,
    0.19101116061210632,
    0.36190465092658997,
    0.12844032049179077,
    0.284671425819397,
    0.5072462558746338,
    0.37453174591064453,
    0.6799998879432678,
    0.346666544675827,
    0.41333329677581787,
    0.21839071810245514,
    0.19999994337558746,
    0.3186812400817871,
    0.5068492293357849,
    0.7251460552215576,
    0.4358973205089569,
    0.20359273254871368,
    0.40277767181396484,
    0.6311109066009521,
    0.6820275187492371,
    0.5999999046325684,
    0.18604643642902374,
    0.666666567325592,
    0.48524588346481323,
    0.5698922872543335,
    0.38571420311927795,
    0.7488149404525757,
    0.590908944606781,
    0.5389220714569092,
    0.39097732305526733,
    0.2048192322254181,
    0.2433459311723709,
    0.3675675094127655,
    0.4016392230987549,
    0.6888887882232666,
    0.4733332097530365,
    0.5234898328781128,
    0.6161136031150818,
    0.1558440923690796,
    0.31944435834884644,
    0.32704389095306396,
    0.6359830498695374,
    0.4404144287109375,
    0.3850930631160736,
    0.34615373611450195,
    0.4939757287502289,
    0.13698624074459076,
    0.41726604104042053,
    0.8172040581703186,
    0.5164833664894104,
    0.3374998867511749,
    0.45976996421813965,
    0.38064509630203247,
    0.47499990463256836,
    0.308942973613739,
    0.5321099162101746,
    0.4533332288265228,
    0.6153843998908997,
    0.23437494039535522,
    0.24844713509082794,
    0.5850338935852051,
    0.5445024967193604,
    0.42982450127601624,
    0.3555554449558258,
    0.18691584467887878,
    0.489655077457428
   ],
   "time": 8.983994285576046,
   "param": null
  },
  {
   "epoch": 36,
   "train_loss": 1.973382830619812,
   "val_loss": 2.0658485889434814,
   "acc": 44.47,
   "f1": [
    0.736263632774353,
    0.5326631665229797,
    0.2948717176914215,
    0.24742262065410614,
    0.26162785291671753,
    0.3934425115585327,
    0.3816792964935303,
    0.5028570294380188,
    0.6012268662452698,
    0.5228756666183472,
    0.38578668236732483,
    0.29677411913871765,
    0.5137613415718079,
    0.40133771300315857,
    0.45595842599868774,
    0.3999999165534973,
    0.5423727631568909,
    0.6637166738510132,
    0.3356642425060272,
    0.33913031220436096,
    0.688372015953064,
    0.5252524614334106,
    0.39449530839920044,
    0.4482758045196533,
    0.6629211902618408,
    0.3463686406612396,
    0.3846152722835541,
    0.22710618376731873,
    0.6519822478294373,
    0.390243798494339,
    0.35955050587654114,
    0.4382469058036804,
    0.39631327986717224,
    0.4485980272293091,
    0.3874998986721039,
    0.2553190290927887,
    0.2533332407474518,
    0.3046356737613678,
    0.3089430034160614,
    0.5842695236206055,
    0.39999985694885254,
    0.680412232875824,
    0.36065569519996643,
    0.33516478538513184,
    0.18934904038906097,
    0.24161066114902496,
    0.3076922297477722,
    0.42253512144088745,
    0.6806721091270447,
    0.590908944606781,
    0.2399999350309372,
    0.3443707227706909,
    0.6160336136817932,
    0.7156862020492554,
    0.6524062752723694,
    0.13714279234409332,
    0.6893202662467957,
    0.5762709975242615,
    0.5617976188659668,
    0.44444429874420166,
    0.7078649997711182,
    0.48979583382606506,
    0.5030673146247864,
    0.309278279542923,
    0.24778753519058228,
    0.12857137620449066,
    0.31168824434280396,
    0.4485980272293091,
    0.7683613896369934,
    0.6136362552642822,
    0.5454543828964233,
    0.4819276034832001,
    0.1645020991563797,
    0.3267972767353058,
    0.27999988198280334,
    0.7586205005645752,
    0.6971427202224731,
    0.23255807161331177,
    0.309278279542923,
    0.48837196826934814,
    0.06711404025554657,
    0.3522725999355316,
    0.7339447736740112,
    0.45901623368263245,
    0.35714274644851685,
    0.47138041257858276,
    0.5340908169746399,
    0.5809522867202759,
    0.38461530208587646,
    0.5140186548233032,
    0.46808499097824097,
    0.6390531063079834,
    0.393063485622406,
    0.31914883852005005,
    0.8019322156906128,
    0.40718549489974976,
    0.4608694612979889,
    0.38095226883888245,
    0.22222214937210083,
    0.48623839020729065
   ],
   "time": 8.834655484184623,
   "param": null
  },
  {
   "epoch": 37,
   "train_loss": 2.003446340560913,
   "val_loss": 2.3304989337921143,
   "acc": 41.35,
   "f1": [
    0.6064514517784119,
    0.4818180501461029,
    0.3617020547389984,
    0.20895513892173767,
    0.2634729743003845,
    0.24422436952590942,
    0.4768211245536804,
    0.4967319071292877,
    0.6543208360671997,
    0.561576247215271,
    0.3399999141693115,
    0.318471223115921,
    0.4787232577800751,
    0.36909863352775574,
    0.36842095851898193,
    0.32584258913993835,
    0.5308640599250793,
    0.5936071872711182,
    0.39676105976104736,
    0.28048771619796753,
    0.6631577014923096,
    0.613496720790863,
    0.3950616121292114,
    0.6756755113601685,
    0.5724136829376221,
    0.20408158004283905,
    0.4105958938598633,
    0.1962864100933075,
    0.6382977366447449,
    0.36601296067237854,
    0.41884803771972656,
    0.4177214205265045,
    0.35359105467796326,
    0.4408600926399231,
    0.3832334280014038,
    0.29464277625083923,
    0.4161849021911621,
    0.3318384885787964,
    0.274247407913208,
    0.6274508833885193,
    0.3936169147491455,
    0.4525546431541443,
    0.3549486994743347,
    0.4083768427371979,
    0.1975308060646057,
    0.28571420907974243,
    0.3165466785430908,
    0.4366810917854309,
    0.6503065824508667,
    0.3945577144622803,
    0.26041656732559204,
    0.3555554449558258,
    0.3676469624042511,
    0.6528496146202087,
    0.5681816935539246,
    0.1866665780544281,
    0.6860463619232178,
    0.4699452221393585,
    0.4487804174423218,
    0.3943661153316498,
    0.5609755516052246,
    0.48951032757759094,
    0.47560960054397583,
    0.3921567499637604,
    0.19548864662647247,
    0.2674417495727539,
    0.3499998450279236,
    0.3734438419342041,
    0.6806281208992004,
    0.620320737361908,
    0.5263156294822693,
    0.6355138421058655,
    0.21428565680980682,
    0.3919999301433563,
    0.30125513672828674,
    0.6853931546211243,
    0.6508874893188477,
    0.32051271200180054,
    0.3523315489292145,
    0.36111101508140564,
    0.12578611075878143,
    0.4213835895061493,
    0.6936414837837219,
    0.3308269679546356,
    0.2424241602420807,
    0.43349742889404297,
    0.4662575423717499,
    0.48717936873435974,
    0.41935470700263977,
    0.4023667275905609,
    0.4210525155067444,
    0.47407400608062744,
    0.24193541705608368,
    0.2181817591190338,
    0.674329400062561,
    0.46753236651420593,
    0.3886638879776001,
    0.3670884966850281,
    0.21333324909210205,
    0.5241934061050415
   ],
   "time": 9.014625306241214,
   "param": null
  },
  {
   "epoch": 38,
   "train_loss": 2.1174798011779785,
   "val_loss": 2.913125991821289,
   "acc": 33.11,
   "f1": [
    0.7329840660095215,
    0.4415583312511444,
    0.27667975425720215,
    0.24390237033367157,
    0.23809516429901123,
    0.2825278043746948,
    0.47222208976745605,
    0.45714277029037476,
    0.3787877857685089,
    0.23476967215538025,
    0.27322396636009216,
    0.16113737225532532,
    0.2721087336540222,
    0.2634146213531494,
    0.2816900610923767,
    0.14678893983364105,
    0.13409960269927979,
    0.26086950302124023,
    0.31428563594818115,
    0.3726707398891449,
    0.5294116735458374,
    0.41011229157447815,
    0.3678159713745117,
    0.5668014883995056,
    0.6511626243591309,
    0.22680403292179108,
    0.26666659116744995,
    0.10169486701488495,
    0.4182508587837219,
    0.2764226794242859,
    0.3908044993877411,
    0.3999998867511749,
    0.3208555281162262,
    0.2991201877593994,
    0.2898549735546112,
    0.2289561629295349,
    0.1415928602218628,
    0.17670676112174988,
    0.20289847254753113,
    0.5673075914382935,
    0.26402634382247925,
    0.5365852117538452,
    0.21138201653957367,
    0.4129031002521515,
    0.11764701455831528,
    0.18487386405467987,
    0.292035311460495,
    0.4766837954521179,
    0.6052629947662354,
    0.09523806720972061,
    0.038834936916828156,
    0.42285704612731934,
    0.29268285632133484,
    0.6595743298530579,
    0.5074625611305237,
    0.13930343091487885,
    0.5731706023216248,
    0.4567900002002716,
    0.32142847776412964,
    0.3667621314525604,
    0.31404948234558105,
    0.327868789434433,
    0.5290321707725525,
    0.3225805461406708,
    0.0,
    0.10434778034687042,
    0.26315778493881226,
    0.351351261138916,
    0.4705880880355835,
    0.5075756311416626,
    0.5238093733787537,
    0.46979856491088867,
    0.10344822704792023,
    0.2797201871871948,
    0.0934579074382782,
    0.6380366683006287,
    0.5537188649177551,
    0.2553190588951111,
    0.34374991059303284,
    0.20799992978572845,
    0.12987005710601807,
    0.3238094747066498,
    0.7614211440086365,
    0.40764322876930237,
    0.24271836876869202,
    0.4087590277194977,
    0.4242422878742218,
    0.2148759961128235,
    0.2933332324028015,
    0.19047611951828003,
    0.3043477237224579,
    0.4533332288265228,
    0.2571427822113037,
    0.15748025476932526,
    0.3163841664791107,
    0.44642844796180725,
    0.3211677670478821,
    0.3287670612335205,
    0.17040351033210754,
    0.4411763846874237
   ],
   "time": 9.100261218845844,
   "param": null
  },
  {
   "epoch": 39,
   "train_loss": 2.0716447830200195,
   "val_loss": 2.132563352584839,
   "acc": 45.06,
   "f1": [
    0.7485378384590149,
    0.40883976221084595,
    0.4122805893421173,
    0.30588221549987793,
    0.27777767181396484,
    0.3854544162750244,
    0.6229507327079773,
    0.5668447613716125,
    0.5636362433433533,
    0.5369126200675964,
    0.321428507566452,
    0.228571355342865,
    0.49999988079071045,
    0.39548009634017944,
    0.4014336168766022,
    0.3053433895111084,
    0.48920848965644836,
    0.622641384601593,
    0.4086955785751343,
    0.4120170772075653,
    0.7597764134407043,
    0.5222928524017334,
    0.45238080620765686,
    0.5731706023216248,
    0.6697246432304382,
    0.35443025827407837,
    0.3894736170768738,
    0.27350419759750366,
    0.6103284358978271,
    0.3755457401275635,
    0.47826072573661804,
    0.38993698358535767,
    0.2752808630466461,
    0.43715834617614746,
    0.4436088800430298,
    0.29319363832473755,
    0.36842095851898193,
    0.34523800015449524,
    0.32352936267852783,
    0.5940592885017395,
    0.3827749788761139,
    0.6592177152633667,
    0.36792439222335815,
    0.45918354392051697,
    0.25777769088745117,
    0.3260868787765503,
    0.3098590672016144,
    0.43946176767349243,
    0.5571426749229431,
    0.4924621880054474,
    0.16289585828781128,
    0.3759397566318512,
    0.5645932555198669,
    0.756756603717804,
    0.6153844594955444,
    0.165217325091362,
    0.7499998807907104,
    0.558139443397522,
    0.6082472205162048,
    0.43786972761154175,
    0.6616540551185608,
    0.5636362433433533,
    0.5110130310058594,
    0.43781083822250366,
    0.24060142040252686,
    0.2117646485567093,
    0.3308269679546356,
    0.3127271831035614,
    0.6899562478065491,
    0.6698111891746521,
    0.44970402121543884,
    0.6239998936653137,
    0.15028895437717438,
    0.37748339772224426,
    0.3274335563182831,
    0.7179486155509949,
    0.7128711342811584,
    0.327868789434433,
    0.23255807161331177,
    0.5130888819694519,
    0.19631893932819366,
    0.46486473083496094,
    0.7772924304008484,
    0.3846152722835541,
    0.3675675094127655,
    0.4919784665107727,
    0.4342104196548462,
    0.47843125462532043,
    0.4969695806503296,
    0.4835163354873657,
    0.46351921558380127,
    0.46601933240890503,
    0.28181809186935425,
    0.239999920129776,
    0.7899998426437378,
    0.5310733318328857,
    0.3908045291900635,
    0.33333325386047363,
    0.12389375269412994,
    0.42857134342193604
   ],
   "time": 9.706157667562366,
   "param": null
  },
  {
   "epoch": 40,
   "train_loss": 1.8150615692138672,
   "val_loss": 2.8600246906280518,
   "acc": 36.73,
   "f1": [
    0.6748464703559875,
    0.35937488079071045,
    0.20312491059303284,
    0.13043473660945892,
    0.19259251654148102,
    0.3149605393409729,
    0.48780474066734314,
    0.5534589886665344,
    0.5341613292694092,
    0.34936702251434326,
    0.23076915740966797,
    0.2575756907463074,
    0.34285709261894226,
    0.23460403084754944,
    0.32335323095321655,
    0.18978095054626465,
    0.38732388615608215,
    0.2857142388820648,
    0.37908485531806946,
    0.25720617175102234,
    0.566037654876709,
    0.5114502906799316,
    0.33333325386047363,
    0.49315062165260315,
    0.6666665077209473,
    0.22471904754638672,
    0.31249988079071045,
    0.10370365530252457,
    0.45121943950653076,
    0.3152172863483429,
    0.43902426958084106,
    0.2580644190311432,
    0.3926379084587097,
    0.2499999850988388,
    0.30075180530548096,
    0.24285705387592316,
    0.03921567276120186,
    0.16129028797149658,
    0.255999892950058,
    0.42622941732406616,
    0.3431371748447418,
    0.49999988079071045,
    0.25945934653282166,
    0.27338120341300964,
    0.08264458924531937,
    0.15624994039535522,
    0.3106059730052948,
    0.38356155157089233,
    0.6282050013542175,
    0.37499985098838806,
    0.08620686084032059,
    0.47435885667800903,
    0.47953203320503235,
    0.4782607853412628,
    0.5887848734855652,
    0.08264458924531937,
    0.6904760003089905,
    0.4203820824623108,
    0.3827749788761139,
    0.47747737169265747,
    0.6275861263275146,
    0.2564101815223694,
    0.543352484703064,
    0.3971630334854126,
    0.11851847171783447,
    0.1503758728504181,
    0.3121386468410492,
    0.29577454924583435,
    0.653846025466919,
    0.5624998807907104,
    0.5249998569488525,
    0.5358850359916687,
    0.09448814392089844,
    0.4086019992828369,
    0.12612608075141907,
    0.7255812287330627,
    0.5827337503433228,
    0.14285708963871002,
    0.23357655107975006,
    0.45637571811676025,
    0.03738315775990486,
    0.2664092183113098,
    0.7826085686683655,
    0.38216549158096313,
    0.28947359323501587,
    0.3161093592643738,
    0.4578312039375305,
    0.39057233929634094,
    0.32558128237724304,
    0.39090898633003235,
    0.3707316219806671,
    0.5714284777641296,
    0.38271594047546387,
    0.21874991059303284,
    0.6375544667243958,
    0.4969695806503296,
    0.34234222769737244,
    0.28220847249031067,
    0.23529404401779175,
    0.34848475456237793
   ],
   "time": 10.336587944068015,
   "param": null
  },
  {
   "epoch": 41,
   "train_loss": 2.0424773693084717,
   "val_loss": 2.269848585128784,
   "acc": 45.0,
   "f1": [
    0.7134501934051514,
    0.5837318897247314,
    0.32579174637794495,
    0.2541435658931732,
    0.28571420907974243,
    0.40999990701675415,
    0.4938269853591919,
    0.4586465358734131,
    0.5649716258049011,
    0.5649716258049011,
    0.34449753165245056,
    0.31884047389030457,
    0.46274495124816895,
    0.34246566891670227,
    0.3478259742259979,
    0.32467523217201233,
    0.5326631665229797,
    0.5333332419395447,
    0.38367336988449097,
    0.37668150663375854,
    0.7407405972480774,
    0.5809522867202759,
    0.42857131361961365,
    0.6728971004486084,
    0.6330273747444153,
    0.37398362159729004,
    0.43999987840652466,
    0.2834007143974304,
    0.6012268662452698,
    0.429447740316391,
    0.4867255389690399,
    0.4112902283668518,
    0.4530385434627533,
    0.33253005146980286,
    0.4799998700618744,
    0.25339359045028687,
    0.31506839394569397,
    0.39153432846069336,
    0.372548907995224,
    0.6127658486366272,
    0.4133332371711731,
    0.6865670084953308,
    0.3112582266330719,
    0.31645557284355164,
    0.2202642410993576,
    0.30588221549987793,
    0.3121950626373291,
    0.44036686420440674,
    0.5714284181594849,
    0.6467660069465637,
    0.0645160898566246,
    0.49999988079071045,
    0.4415583312511444,
    0.6040266752243042,
    0.6108372807502747,
    0.20809243619441986,
    0.636871337890625,
    0.43708598613739014,
    0.5813952684402466,
    0.40540531277656555,
    0.7521365880966187,
    0.5310733318328857,
    0.5630251169204712,
    0.2612244188785553,
    0.210526242852211,
    0.24285705387592316,
    0.30232545733451843,
    0.4343433380126953,
    0.7524750828742981,
    0.6363635063171387,
    0.552941083908081,
    0.6578946113586426,
    0.18090447783470154,
    0.44351452589035034,
    0.28464412689208984,
    0.7684208750724792,
    0.6694213151931763,
    0.27083322405815125,
    0.2519684433937073,
    0.48387083411216736,
    0.11851847171783447,
    0.4099377691745758,
    0.7074234485626221,
    0.43979042768478394,
    0.3043477237224579,
    0.4951455295085907,
    0.4787232577800751,
    0.5161288380622864,
    0.31428563594818115,
    0.526717483997345,
    0.48437491059303284,
    0.6243385076522827,
    0.24999994039535522,
    0.2898550033569336,
    0.7241377830505371,
    0.5380709171295166,
    0.4087192714214325,
    0.4692735970020294,
    0.2165604531764984,
    0.5569618940353394
   ],
   "time": 10.403839870356023,
   "param": null
  },
  {
   "epoch": 42,
   "train_loss": 1.7859550714492798,
   "val_loss": 2.153974771499634,
   "acc": 43.35,
   "f1": [
    0.7074234485626221,
    0.5252523422241211,
    0.38222211599349976,
    0.20833326876163483,
    0.2488888055086136,
    0.3948496878147125,
    0.47798728942871094,
    0.5485712885856628,
    0.6666665077209473,
    0.3414632976055145,
    0.33220329880714417,
    0.27814561128616333,
    0.4728681445121765,
    0.4022345542907715,
    0.39189180731773376,
    0.28571420907974243,
    0.466666579246521,
    0.45833322405815125,
    0.41414129734039307,
    0.20689646899700165,
    0.6709675192832947,
    0.5789472460746765,
    0.4508668780326843,
    0.5949366092681885,
    0.637362539768219,
    0.3373492956161499,
    0.3487543761730194,
    0.2613064646720886,
    0.49824556708335876,
    0.3714284896850586,
    0.4469272196292877,
    0.28333327174186707,
    0.45685264468193054,
    0.3597121238708496,
    0.3703702688217163,
    0.22360241413116455,
    0.3690035939216614,
    0.37777766585350037,
    0.29370617866516113,
    0.5872339010238647,
    0.36206886172294617,
    0.6508874893188477,
    0.33333322405815125,
    0.32061055302619934,
    0.2181817591190338,
    0.30541861057281494,
    0.22047236561775208,
    0.5365852117538452,
    0.6979165077209473,
    0.5435895919799805,
    0.15859025716781616,
    0.48132768273353577,
    0.6310677528381348,
    0.721153736114502,
    0.5499998331069946,
    0.24999991059303284,
    0.711340069770813,
    0.44848471879959106,
    0.5894736051559448,
    0.4827585220336914,
    0.7336682677268982,
    0.5421244502067566,
    0.47798728942871094,
    0.4393938481807709,
    0.10169486701488495,
    0.21830980479717255,
    0.33333322405815125,
    0.42352932691574097,
    0.7499998211860657,
    0.6097559928894043,
    0.5599998831748962,
    0.6521738171577454,
    0.09790203720331192,
    0.3522725999355316,
    0.33684200048446655,
    0.7283235192298889,
    0.5789472460746765,
    0.3584904372692108,
    0.2807881236076355,
    0.48484838008880615,
    0.21428565680980682,
    0.4606740176677704,
    0.7560974359512329,
    0.48275846242904663,
    0.37864065170288086,
    0.4713374376296997,
    0.5076140761375427,
    0.5066665410995483,
    0.44578301906585693,
    0.3851850926876068,
    0.45918354392051697,
    0.4870847761631012,
    0.2424241602420807,
    0.2737429738044739,
    0.6092714071273804,
    0.4912279546260834,
    0.48598119616508484,
    0.3184712827205658,
    0.13333328068256378,
    0.47321414947509766
   ],
   "time": 9.459240362048149,
   "param": null
  },
  {
   "epoch": 43,
   "train_loss": 1.8866641521453857,
   "val_loss": 2.2530460357666016,
   "acc": 43.32,
   "f1": [
    0.7817257046699524,
    0.6037734746932983,
    0.3880595862865448,
    0.19178076088428497,
    0.20134222507476807,
    0.3984673321247101,
    0.3880595862865448,
    0.5895952582359314,
    0.5432096719741821,
    0.4895103871822357,
    0.2181817591190338,
    0.289308100938797,
    0.4339621663093567,
    0.35897427797317505,
    0.4835163354873657,
    0.3098590672016144,
    0.21251818537712097,
    0.42025312781333923,
    0.3537413775920868,
    0.3923443853855133,
    0.663461446762085,
    0.5431033372879028,
    0.4084506034851074,
    0.5579708814620972,
    0.6910993456840515,
    0.3076922297477722,
    0.44755232334136963,
    0.25125616788864136,
    0.49579817056655884,
    0.42253512144088745,
    0.40251561999320984,
    0.3999999165534973,
    0.4352940320968628,
    0.3168316185474396,
    0.351144939661026,
    0.18978095054626465,
    0.34523800015449524,
    0.321428507566452,
    0.28455275297164917,
    0.6380366683006287,
    0.3166666030883789,
    0.6729856729507446,
    0.39153432846069336,
    0.42857131361961365,
    0.16176463663578033,
    0.3259258270263672,
    0.2959640622138977,
    0.4790417551994324,
    0.6549705862998962,
    0.42962950468063354,
    0.1240309551358223,
    0.43333321809768677,
    0.5925924777984619,
    0.6503065824508667,
    0.5814977288246155,
    0.12949636578559875,
    0.7155961990356445,
    0.5242717266082764,
    0.44444435834884644,
    0.43523305654525757,
    0.7294116020202637,
    0.5468748807907104,
    0.5921786427497864,
    0.38888880610466003,
    0.13675208389759064,
    0.28048771619796753,
    0.31818172335624695,
    0.36046499013900757,
    0.733333170413971,
    0.5413532853126526,
    0.5298011898994446,
    0.6349205374717712,
    0.16417904198169708,
    0.4230768084526062,
    0.24817509949207306,
    0.7826085686683655,
    0.598360538482666,
    0.2166665941476822,
    0.3694266378879547,
    0.47572803497314453,
    0.1773398518562317,
    0.4454544484615326,
    0.7379677891731262,
    0.4596272110939026,
    0.32989683747291565,
    0.5302324295043945,
    0.486772358417511,
    0.37735840678215027,
    0.5045044422149658,
    0.5263156890869141,
    0.45685264468193054,
    0.637362539768219,
    0.31081071496009827,
    0.2571427822113037,
    0.49046313762664795,
    0.45161277055740356,
    0.4485980272293091,
    0.44230756163597107,
    0.1749999076128006,
    0.4756755530834198
   ],
   "time": 8.85371582955122,
   "param": null
  },
  {
   "epoch": 44,
   "train_loss": 1.9127392768859863,
   "val_loss": 2.329688310623169,
   "acc": 45.0,
   "f1": [
    0.8290153741836548,
    0.5586591362953186,
    0.3287670612335205,
    0.23966935276985168,
    0.2956520915031433,
    0.3822524845600128,
    0.45833322405815125,
    0.5128203630447388,
    0.6073297262191772,
    0.5248867273330688,
    0.3398691415786743,
    0.28776970505714417,
    0.37423306703567505,
    0.3478260338306427,
    0.4295300841331482,
    0.3234041631221771,
    0.47787603735923767,
    0.5622488856315613,
    0.4313724637031555,
    0.3493974804878235,
    0.6886791586875916,
    0.5511810183525085,
    0.41284388303756714,
    0.6126124858856201,
    0.6144576668739319,
    0.3694778084754944,
    0.43165460228919983,
    0.3387977182865143,
    0.5730992555618286,
    0.4245808720588684,
    0.40384599566459656,
    0.3677418828010559,
    0.4459458291530609,
    0.4328356981277466,
    0.40637436509132385,
    0.3231440484523773,
    0.41212108731269836,
    0.2692306637763977,
    0.3113771378993988,
    0.4787878096103668,
    0.421052485704422,
    0.6818180680274963,
    0.35532984137535095,
    0.5333331823348999,
    0.26315778493881226,
    0.239436537027359,
    0.28048771619796753,
    0.44137921929359436,
    0.6861923336982727,
    0.5866665840148926,
    0.23076915740966797,
    0.3880595862865448,
    0.5961536765098572,
    0.6706585884094238,
    0.5955054759979248,
    0.1333332657814026,
    0.7955800294876099,
    0.5049503445625305,
    0.535519003868103,
    0.5212765336036682,
    0.6867468357086182,
    0.5290321707725525,
    0.5999998450279236,
    0.3376622200012207,
    0.2658958435058594,
    0.22360241413116455,
    0.34726682305336,
    0.22950811684131622,
    0.7261903285980225,
    0.5724380612373352,
    0.5157230496406555,
    0.5623002052307129,
    0.19230763614177704,
    0.2589927613735199,
    0.2121211439371109,
    0.7222220301628113,
    0.5785713195800781,
    0.26027390360832214,
    0.3269961178302765,
    0.4052286446094513,
    0.11594197899103165,
    0.41739121079444885,
    0.7999997735023499,
    0.4774192273616791,
    0.36792439222335815,
    0.5492226481437683,
    0.5102038979530334,
    0.47967469692230225,
    0.4745761752128601,
    0.5024153590202332,
    0.47058814764022827,
    0.6145250201225281,
    0.3563217520713806,
    0.18749991059303284,
    0.6402876377105713,
    0.4324323534965515,
    0.3473052978515625,
    0.42857128381729126,
    0.2404370754957199,
    0.5414363145828247
   ],
   "time": 8.72675747051835,
   "param": null
  },
  {
   "epoch": 45,
   "train_loss": 1.9524948596954346,
   "val_loss": 2.251587152481079,
   "acc": 43.11,
   "f1": [
    0.4999999403953552,
    0.5191488265991211,
    0.38095229864120483,
    0.22413785755634308,
    0.327868789434433,
    0.4277455508708954,
    0.4578312039375305,
    0.5534589886665344,
    0.5255473256111145,
    0.5674417018890381,
    0.3440859317779541,
    0.24060142040252686,
    0.43037962913513184,
    0.3599999248981476,
    0.4153004288673401,
    0.3868612051010132,
    0.560509443283081,
    0.6439023613929749,
    0.29047614336013794,
    0.41666656732559204,
    0.6133331656455994,
    0.5082507133483887,
    0.44444435834884644,
    0.6488887667655945,
    0.5443036556243896,
    0.3959389626979828,
    0.2992125153541565,
    0.2578396499156952,
    0.6211178302764893,
    0.43835604190826416,
    0.3999999165534973,
    0.3709090054035187,
    0.3636362850666046,
    0.47435885667800903,
    0.37179476022720337,
    0.3365383446216583,
    0.41666656732559204,
    0.37499988079071045,
    0.3036303222179413,
    0.5955054759979248,
    0.36470577120780945,
    0.6857141256332397,
    0.2622950077056885,
    0.279411643743515,
    0.2605862617492676,
    0.20895513892173767,
    0.2824857831001282,
    0.33333322405815125,
    0.6202530264854431,
    0.5029938817024231,
    0.1809954047203064,
    0.48275846242904663,
    0.6153844594955444,
    0.6214687824249268,
    0.4340658485889435,
    0.1528662145137787,
    0.7248907089233398,
    0.3684209883213043,
    0.6301368474960327,
    0.4099377691745758,
    0.7177032232284546,
    0.5270268321037292,
    0.4624998867511749,
    0.4313724637031555,
    0.23350247740745544,
    0.21848732233047485,
    0.2721087336540222,
    0.4099377691745758,
    0.6872586011886597,
    0.6260868310928345,
    0.41726604104042053,
    0.7058822512626648,
    0.17008793354034424,
    0.34101372957229614,
    0.30051806569099426,
    0.6457397937774658,
    0.6785712838172913,
    0.2749998867511749,
    0.36956506967544556,
    0.5485712885856628,
    0.12154688686132431,
    0.5263156890869141,
    0.8092483878135681,
    0.26153838634490967,
    0.37179476022720337,
    0.547770619392395,
    0.3387095630168915,
    0.6170212030410767,
    0.19642852246761322,
    0.447368323802948,
    0.502564013004303,
    0.5603446960449219,
    0.32679733633995056,
    0.11023616790771484,
    0.7444443106651306,
    0.4851484000682831,
    0.46586331725120544,
    0.31645557284355164,
    0.21468918025493622,
    0.5327867269515991
   ],
   "time": 9.361989206634462,
   "param": null
  },
  {
   "epoch": 46,
   "train_loss": 1.8944672346115112,
   "val_loss": 1.9647239446640015,
   "acc": 46.51,
   "f1": [
    0.705357015132904,
    0.5599998831748962,
    0.30046939849853516,
    0.26666659116744995,
    0.26388877630233765,
    0.32624104619026184,
    0.5135133862495422,
    0.5333332419395447,
    0.6470587253570557,
    0.5148513317108154,
    0.2983424663543701,
    0.3113206624984741,
    0.490322470664978,
    0.4453124403953552,
    0.4361701011657715,
    0.34177201986312866,
    0.48387086391448975,
    0.6699027419090271,
    0.38271594047546387,
    0.41106709837913513,
    0.7207205295562744,
    0.5591396689414978,
    0.47674402594566345,
    0.5107691287994385,
    0.6590906977653503,
    0.4210525155067444,
    0.39735087752342224,
    0.22222213447093964,
    0.5875704884529114,
    0.41379299759864807,
    0.45128190517425537,
    0.39534875750541687,
    0.47236168384552,
    0.4015443027019501,
    0.42735034227371216,
    0.3184078335762024,
    0.3478259742259979,
    0.3669723868370056,
    0.2208201140165329,
    0.5338345170021057,
    0.38888877630233765,
    0.599250853061676,
    0.45348823070526123,
    0.45283007621765137,
    0.21556879580020905,
    0.23357655107975006,
    0.26666656136512756,
    0.505154550075531,
    0.7085200548171997,
    0.6297871470451355,
    0.29032251238822937,
    0.5227271318435669,
    0.5681816935539246,
    0.5106381773948669,
    0.5814977288246155,
    0.15714280307292938,
    0.6589593291282654,
    0.5214006900787354,
    0.5510202646255493,
    0.526829183101654,
    0.7614678144454956,
    0.5243901014328003,
    0.47619032859802246,
    0.3979056477546692,
    0.23611101508140564,
    0.30115818977355957,
    0.36521732807159424,
    0.4358973205089569,
    0.7918779850006104,
    0.5787232518196106,
    0.5136185884475708,
    0.5212765336036682,
    0.24390237033367157,
    0.35294109582901,
    0.32258057594299316,
    0.6396759748458862,
    0.6694213151931763,
    0.2879999279975891,
    0.3043477237224579,
    0.4565216302871704,
    0.2258063703775406,
    0.44725728034973145,
    0.784946084022522,
    0.446808397769928,
    0.419580340385437,
    0.5989846587181091,
    0.5177663564682007,
    0.5087717771530151,
    0.34586456418037415,
    0.5273630023002625,
    0.504132091999054,
    0.6560845375061035,
    0.3374998867511749,
    0.2173912525177002,
    0.7955800294876099,
    0.558139443397522,
    0.5319147706031799,
    0.3372548520565033,
    0.18867920339107513,
    0.49765241146087646
   ],
   "time": 9.291416798718274,
   "param": null
  },
  {
   "epoch": 47,
   "train_loss": 1.7904455661773682,
   "val_loss": 1.9513286352157593,
   "acc": 46.43,
   "f1": [
    0.7735847234725952,
    0.5222928524017334,
    0.2953585684299469,
    0.2643677294254303,
    0.3149605393409729,
    0.41666656732559204,
    0.5199998617172241,
    0.5730335712432861,
    0.6012268662452698,
    0.5066665410995483,
    0.25954192876815796,
    0.27814561128616333,
    0.5140186548233032,
    0.46511611342430115,
    0.4596272110939026,
    0.4023667275905609,
    0.5286343097686768,
    0.6161615252494812,
    0.5022420287132263,
    0.40796008706092834,
    0.7156862020492554,
    0.6696831583976746,
    0.5056177973747253,
    0.6637929677963257,
    0.7099998593330383,
    0.425855427980423,
    0.42156851291656494,
    0.30456843972206116,
    0.6666664481163025,
    0.43786972761154175,
    0.4509090185165405,
    0.45454537868499756,
    0.429447740316391,
    0.48571425676345825,
    0.38674020767211914,
    0.31441038846969604,
    0.42477864027023315,
    0.4077668786048889,
    0.33035704493522644,
    0.4444443881511688,
    0.47120407223701477,
    0.7337276935577393,
    0.34013596177101135,
    0.4276728630065918,
    0.11612897366285324,
    0.3111110329627991,
    0.33720916509628296,
    0.543352484703064,
    0.7191009521484375,
    0.44927528500556946,
    0.1836734265089035,
    0.43555545806884766,
    0.6179773807525635,
    0.6703295111656189,
    0.5603446960449219,
    0.2524271011352539,
    0.7540981769561768,
    0.5240640044212341,
    0.6051281094551086,
    0.5388599634170532,
    0.6666665077209473,
    0.5573769211769104,
    0.3521125614643097,
    0.4550897181034088,
    0.2793295085430145,
    0.22929932177066803,
    0.3843136429786682,
    0.3846152722835541,
    0.7958113551139832,
    0.666666567325592,
    0.507692277431488,
    0.6206895709037781,
    0.22727267444133759,
    0.31284910440444946,
    0.3106059730052948,
    0.698689877986908,
    0.6746986508369446,
    0.28235283493995667,
    0.2906976044178009,
    0.4659089744091034,
    0.251308798789978,
    0.5075756311416626,
    0.7195121049880981,
    0.4808742105960846,
    0.33757954835891724,
    0.490322470664978,
    0.4939757287502289,
    0.6057690978050232,
    0.3720929026603699,
    0.39778995513916016,
    0.43708598613739014,
    0.5917158722877502,
    0.3800903856754303,
    0.23529404401779175,
    0.6919829845428467,
    0.44047608971595764,
    0.41711217164993286,
    0.41052618622779846,
    0.24999991059303284,
    0.4666665196418762
   ],
   "time": 9.816868632100523,
   "param": null
  },
  {
   "epoch": 48,
   "train_loss": 1.7443053722381592,
   "val_loss": 1.9077746868133545,
   "acc": 47.56,
   "f1": [
    0.6052630543708801,
    0.603351891040802,
    0.33460068702697754,
    0.23489925265312195,
    0.28571417927742004,
    0.4678361415863037,
    0.5283017754554749,
    0.5495494604110718,
    0.6101693511009216,
    0.563380241394043,
    0.2424241602420807,
    0.3383457660675049,
    0.5161289572715759,
    0.351351261138916,
    0.45914387702941895,
    0.44670039415359497,
    0.5654449462890625,
    0.630251944065094,
    0.2878786623477936,
    0.3820223808288574,
    0.7437184453010559,
    0.5714284777641296,
    0.4499998986721039,
    0.6834169626235962,
    0.7356320023536682,
    0.3440859317779541,
    0.34177201986312866,
    0.30487796664237976,
    0.5679011344909668,
    0.45544540882110596,
    0.43979042768478394,
    0.40659332275390625,
    0.4292236268520355,
    0.5024629235267639,
    0.3521125614643097,
    0.18867920339107513,
    0.4533332288265228,
    0.3013697564601898,
    0.38427940011024475,
    0.6666665077209473,
    0.3354429602622986,
    0.6995072364807129,
    0.36090216040611267,
    0.48447185754776,
    0.30851057171821594,
    0.20512811839580536,
    0.32291656732559204,
    0.5621620416641235,
    0.6581195592880249,
    0.609625518321991,
    0.21848732233047485,
    0.4684014320373535,
    0.5756096839904785,
    0.7287448048591614,
    0.5999999046325684,
    0.18421046435832977,
    0.7431692481040955,
    0.3988763689994812,
    0.5739909410476685,
    0.5291478633880615,
    0.7473682165145874,
    0.48447185754776,
    0.5154638290405273,
    0.43708598613739014,
    0.27488142251968384,
    0.2540982663631439,
    0.34246566891670227,
    0.4489794969558716,
    0.8099998235702515,
    0.6181817054748535,
    0.5948716402053833,
    0.6209385395050049,
    0.24413138628005981,
    0.40740731358528137,
    0.30769217014312744,
    0.6995514035224915,
    0.6833332180976868,
    0.3309858441352844,
    0.33576634526252747,
    0.45263150334358215,
    0.18090447783470154,
    0.49999988079071045,
    0.8526314496994019,
    0.3999998867511749,
    0.45238080620765686,
    0.5732482671737671,
    0.47470811009407043,
    0.49315065145492554,
    0.4360901117324829,
    0.568720281124115,
    0.5301203727722168,
    0.569696843624115,
    0.3584904372692108,
    0.2658958435058594,
    0.7675674557685852,
    0.5658535361289978,
    0.49261072278022766,
    0.42580634355545044,
    0.23958325386047363,
    0.5486724376678467
   ],
   "time": 10.311601655557752,
   "param": null
  },
  {
   "epoch": 49,
   "train_loss": 1.882879376411438,
   "val_loss": 2.22906231880188,
   "acc": 47.2,
   "f1": [
    0.7643977999687195,
    0.5999999046325684,
    0.30674833059310913,
    0.25545164942741394,
    0.2987011969089508,
    0.47004595398902893,
    0.5435895919799805,
    0.5109487771987915,
    0.6260868310928345,
    0.48226940631866455,
    0.29197070002555847,
    0.33121007680892944,
    0.47619038820266724,
    0.43902432918548584,
    0.26086947321891785,
    0.38157883286476135,
    0.5662649273872375,
    0.5833332538604736,
    0.488262802362442,
    0.2686566412448883,
    0.7699998021125793,
    0.5895952582359314,
    0.4343433380126953,
    0.6696034073829651,
    0.6948355436325073,
    0.3411763310432434,
    0.4179103672504425,
    0.30833324790000916,
    0.5524860620498657,
    0.38766512274742126,
    0.4545453190803528,
    0.4472048580646515,
    0.35690221190452576,
    0.4555983543395996,
    0.40282678604125977,
    0.21874994039535522,
    0.4499998688697815,
    0.43781083822250366,
    0.278787761926651,
    0.6184737682342529,
    0.45121943950653076,
    0.6708073019981384,
    0.35777121782302856,
    0.45454534888267517,
    0.213483065366745,
    0.367346853017807,
    0.28220847249031067,
    0.517646849155426,
    0.6956520080566406,
    0.5357142090797424,
    0.2553190588951111,
    0.45859864354133606,
    0.58730149269104,
    0.6926406025886536,
    0.6567163467407227,
    0.1584157794713974,
    0.6666665077209473,
    0.5595853924751282,
    0.560509443283081,
    0.46391740441322327,
    0.6918917894363403,
    0.6145831942558289,
    0.5560536980628967,
    0.43333321809768677,
    0.30107519030570984,
    0.3196720480918884,
    0.3666665554046631,
    0.3678159713745117,
    0.7488582730293274,
    0.6399998664855957,
    0.4768211245536804,
    0.5773194432258606,
    0.1307188868522644,
    0.4306218922138214,
    0.3557691276073456,
    0.7551018595695496,
    0.6878305077552795,
    0.3917524814605713,
    0.37575745582580566,
    0.5281383991241455,
    0.1957446187734604,
    0.4939757287502289,
    0.7884613275527954,
    0.46428558230400085,
    0.28571417927742004,
    0.587155818939209,
    0.4861876964569092,
    0.5394189953804016,
    0.4379561245441437,
    0.5617976188659668,
    0.4090908169746399,
    0.5911948084831238,
    0.3756905198097229,
    0.2918454110622406,
    0.7870368957519531,
    0.534031331539154,
    0.396135151386261,
    0.39285704493522644,
    0.304526686668396,
    0.521008312702179
   ],
   "time": 8.853495771065354,
   "param": null
  },
  {
   "epoch": 50,
   "train_loss": 1.808709740638733,
   "val_loss": 2.111422061920166,
   "acc": 47.12,
   "f1": [
    0.776698887348175,
    0.596684992313385,
    0.35460981726646423,
    0.28571417927742004,
    0.2867923676967621,
    0.3999998867511749,
    0.4319247901439667,
    0.49333325028419495,
    0.6111109852790833,
    0.5769229531288147,
    0.2812499403953552,
    0.33333322405815125,
    0.4518827795982361,
    0.43999987840652466,
    0.43298953771591187,
    0.35023030638694763,
    0.5999999046325684,
    0.6249998807907104,
    0.36029404401779175,
    0.45555540919303894,
    0.6842103600502014,
    0.6473428606987,
    0.45263150334358215,
    0.6700506210327148,
    0.6629211902618408,
    0.3439999520778656,
    0.487046480178833,
    0.3220337927341461,
    0.6122447848320007,
    0.40322571992874146,
    0.3703702986240387,
    0.37275978922843933,
    0.40268445014953613,
    0.40390869975090027,
    0.4599998891353607,
    0.2751321792602539,
    0.3759397566318512,
    0.3999998867511749,
    0.33050838112831116,
    0.6562498807907104,
    0.43979042768478394,
    0.6956519484519958,
    0.2898549735546112,
    0.4533332288265228,
    0.24793381989002228,
    0.2906976044178009,
    0.2517482042312622,
    0.48205116391181946,
    0.7312772870063782,
    0.617283821105957,
    0.18045106530189514,
    0.44444435834884644,
    0.6093748807907104,
    0.7011492848396301,
    0.5724905729293823,
    0.18064509332180023,
    0.6940637826919556,
    0.5294116735458374,
    0.5929647088050842,
    0.466403067111969,
    0.7671231031417847,
    0.6031745076179504,
    0.5298011898994446,
    0.4972374439239502,
    0.2616821527481079,
    0.1971830427646637,
    0.45810040831565857,
    0.3851850926876068,
    0.7356320023536682,
    0.6628569960594177,
    0.553672194480896,
    0.7035174369812012,
    0.19999992847442627,
    0.4255318343639374,
    0.39520949125289917,
    0.7380951046943665,
    0.7336682677268982,
    0.2706766128540039,
    0.41666656732559204,
    0.4607328474521637,
    0.05970144271850586,
    0.47107425332069397,
    0.6548041701316833,
    0.3720929026603699,
    0.382978618144989,
    0.3624453842639923,
    0.4537035822868347,
    0.5560973882675171,
    0.22413784265518188,
    0.49765241146087646,
    0.5888323187828064,
    0.6206895112991333,
    0.323943555355072,
    0.31168824434280396,
    0.7962961196899414,
    0.4539005756378174,
    0.32748526334762573,
    0.41269832849502563,
    0.22222214937210083,
    0.5714284777641296
   ],
   "time": 8.642032191157341,
   "param": null
  },
  {
   "epoch": 51,
   "train_loss": 1.8260469436645508,
   "val_loss": 2.0647382736206055,
   "acc": 45.43,
   "f1": [
    0.6790122389793396,
    0.49027228355407715,
    0.42168664932250977,
    0.26041656732559204,
    0.2795697748661041,
    0.4795917272567749,
    0.474820077419281,
    0.4792625606060028,
    0.64327472448349,
    0.5576921701431274,
    0.31304338574409485,
    0.22222213447093964,
    0.5221673846244812,
    0.39999985694885254,
    0.35443025827407837,
    0.3432835042476654,
    0.5828570127487183,
    0.09433959424495697,
    0.3454038202762604,
    0.32558128237724304,
    0.7030301690101624,
    0.6066349744796753,
    0.44198882579803467,
    0.6473986506462097,
    0.6874998807907104,
    0.3352600038051605,
    0.42780739068984985,
    0.3318776488304138,
    0.5568180084228516,
    0.39490434527397156,
    0.5287355184555054,
    0.4717947542667389,
    0.425531804561615,
    0.4210525155067444,
    0.39655160903930664,
    0.31999990344047546,
    0.4114284813404083,
    0.32558128237724304,
    0.18803413212299347,
    0.7035174369812012,
    0.34586456418037415,
    0.7228915095329285,
    0.32352930307388306,
    0.4366196393966675,
    0.25675666332244873,
    0.23287667334079742,
    0.24390238523483276,
    0.5154638290405273,
    0.6989246010780334,
    0.5882351398468018,
    0.17460310459136963,
    0.4122805893421173,
    0.5980390906333923,
    0.6837605237960815,
    0.5133689045906067,
    0.22047238051891327,
    0.6241133809089661,
    0.4179103672504425,
    0.596858561038971,
    0.40268445014953613,
    0.6820808053016663,
    0.4832213521003723,
    0.5632182359695435,
    0.39097732305526733,
    0.13333328068256378,
    0.21951214969158173,
    0.3537413775920868,
    0.31645557284355164,
    0.760416567325592,
    0.5961536765098572,
    0.5296802520751953,
    0.6406248807907104,
    0.20731700956821442,
    0.423611044883728,
    0.330826997756958,
    0.738461434841156,
    0.6947367191314697,
    0.3940519392490387,
    0.25870639085769653,
    0.4725273549556732,
    0.21524657309055328,
    0.44516122341156006,
    0.7731090784072876,
    0.44339612126350403,
    0.34343424439430237,
    0.5901637673377991,
    0.5499998331069946,
    0.5440612435340881,
    0.4425530731678009,
    0.4999998211860657,
    0.5538460612297058,
    0.6122447848320007,
    0.30208322405815125,
    0.3231440484523773,
    0.7499998211860657,
    0.40540534257888794,
    0.4107743203639984,
    0.4021162986755371,
    0.22666659951210022,
    0.5787232518196106
   ],
   "time": 9.017816589213908,
   "param": null
  },
  {
   "epoch": 52,
   "train_loss": 1.8604648113250732,
   "val_loss": 2.1259145736694336,
   "acc": 46.47,
   "f1": [
    0.6904760599136353,
    0.5466665029525757,
    0.3407406508922577,
    0.29292917251586914,
    0.18978095054626465,
    0.49999988079071045,
    0.4645159840583801,
    0.56043940782547,
    0.7164177894592285,
    0.5191488265991211,
    0.3082190752029419,
    0.36690640449523926,
    0.48611095547676086,
    0.3999998867511749,
    0.4698793888092041,
    0.4086019992828369,
    0.490322470664978,
    0.5949366092681885,
    0.4415583312511444,
    0.42931926250457764,
    0.7096772789955139,
    0.5771142840385437,
    0.502564013004303,
    0.5170066952705383,
    0.7109003663063049,
    0.3524228036403656,
    0.43708598613739014,
    0.2590672969818115,
    0.4353311359882355,
    0.462584912776947,
    0.4491977095603943,
    0.3597121238708496,
    0.4606740176677704,
    0.49350637197494507,
    0.33333325386047363,
    0.14084501564502716,
    0.42727261781692505,
    0.43902426958084106,
    0.3355262577533722,
    0.6126124858856201,
    0.3558718264102936,
    0.7487682700157166,
    0.37735840678215027,
    0.4622220993041992,
    0.2561575770378113,
    0.26666659116744995,
    0.3376622498035431,
    0.5511109828948975,
    0.7455620169639587,
    0.5555553436279297,
    0.123287633061409,
    0.4766353964805603,
    0.5126352906227112,
    0.688372015953064,
    0.509090781211853,
    0.20960691571235657,
    0.7208120226860046,
    0.506912350654602,
    0.6074764728546143,
    0.4307691156864166,
    0.7601808309555054,
    0.5862067937850952,
    0.5520831942558289,
    0.3824700117111206,
    0.3040539622306824,
    0.2603549063205719,
    0.3057323694229126,
    0.4014336168766022,
    0.775280773639679,
    0.5953487157821655,
    0.5370368957519531,
    0.6113206744194031,
    0.23834188282489777,
    0.3113771378993988,
    0.3529410660266876,
    0.5418058633804321,
    0.7582416534423828,
    0.3373492956161499,
    0.36842095851898193,
    0.4727271497249603,
    0.07936502993106842,
    0.40579697489738464,
    0.822334885597229,
    0.34042540192604065,
    0.4044942855834961,
    0.4733332097530365,
    0.44943806529045105,
    0.5899998545646667,
    0.26890748739242554,
    0.49999985098838806,
    0.5043476819992065,
    0.5930231213569641,
    0.3053433895111084,
    0.33333322405815125,
    0.7471262216567993,
    0.5919281840324402,
    0.34848475456237793,
    0.403755784034729,
    0.3003951609134674,
    0.4919354021549225
   ],
   "time": 9.192883977666497,
   "param": null
  },
  {
   "epoch": 53,
   "train_loss": 1.6979315280914307,
   "val_loss": 2.2397875785827637,
   "acc": 45.61,
   "f1": [
    0.6806721091270447,
    0.6231154203414917,
    0.23809516429901123,
    0.20472435653209686,
    0.26573416590690613,
    0.38666656613349915,
    0.4608694612979889,
    0.5241377949714661,
    0.5850338339805603,
    0.5363127589225769,
    0.3016759157180786,
    0.31788066029548645,
    0.4772725999355316,
    0.4615383446216583,
    0.4265401363372803,
    0.3760683238506317,
    0.4782607853412628,
    0.6210044622421265,
    0.390243798494339,
    0.41732272505760193,
    0.755813717842102,
    0.5925924777984619,
    0.4919784665107727,
    0.6206895112991333,
    0.7133756875991821,
    0.39285701513290405,
    0.4260353744029999,
    0.23170723021030426,
    0.5837318897247314,
    0.43349742889404297,
    0.5258214473724365,
    0.3999998867511749,
    0.4081631302833557,
    0.45360812544822693,
    0.4085105359554291,
    0.35051536560058594,
    0.4226802885532379,
    0.4365480840206146,
    0.29940110445022583,
    0.6666664481163025,
    0.44444435834884644,
    0.6699506640434265,
    0.24390238523483276,
    0.4857141971588135,
    0.326315701007843,
    0.3537413775920868,
    0.34394893050193787,
    0.5182480812072754,
    0.7391301989555359,
    0.5608854293823242,
    0.11347512155771255,
    0.4911031126976013,
    0.45161277055740356,
    0.7150257229804993,
    0.4327484667301178,
    0.18478251993656158,
    0.6190474629402161,
    0.41899439692497253,
    0.5999998450279236,
    0.4666665494441986,
    0.6907629370689392,
    0.587155818939209,
    0.6055043935775757,
    0.3720929026603699,
    0.24590156972408295,
    0.2598424553871155,
    0.37499988079071045,
    0.26984119415283203,
    0.804232656955719,
    0.62135910987854,
    0.4509802758693695,
    0.362318754196167,
    0.1752987504005432,
    0.38775497674942017,
    0.3124999403953552,
    0.48677241802215576,
    0.6707315444946289,
    0.3874344527721405,
    0.2758620083332062,
    0.49999988079071045,
    0.1129031702876091,
    0.3892616331577301,
    0.7443944215774536,
    0.3976607024669647,
    0.3576158285140991,
    0.5361700654029846,
    0.4725273549556732,
    0.5624998211860657,
    0.2456139624118805,
    0.4910178482532501,
    0.5612244009971619,
    0.48387086391448975,
    0.2953585684299469,
    0.3253587782382965,
    0.6274508237838745,
    0.5654449462890625,
    0.44651150703430176,
    0.3592231869697571,
    0.24844713509082794,
    0.5399999022483826
   ],
   "time": 9.570630513131618,
   "param": null
  },
  {
   "epoch": 54,
   "train_loss": 1.8112132549285889,
   "val_loss": 2.2884747982025146,
   "acc": 44.55,
   "f1": [
    0.822334885597229,
    0.5359476208686829,
    0.28767114877700806,
    0.29152533411979675,
    0.27160486578941345,
    0.3597121238708496,
    0.5444443225860596,
    0.6011558771133423,
    0.6380366683006287,
    0.5170066356658936,
    0.3568074107170105,
    0.3285022974014282,
    0.5161288976669312,
    0.43835604190826416,
    0.46153831481933594,
    0.35443025827407837,
    0.48044681549072266,
    0.5970147848129272,
    0.3999998867511749,
    0.4230768084526062,
    0.7134501934051514,
    0.5630251169204712,
    0.4942527115345001,
    0.25271737575531006,
    0.716762900352478,
    0.35344812273979187,
    0.3622046411037445,
    0.2512076497077942,
    0.5999999046325684,
    0.3411763310432434,
    0.3953487277030945,
    0.4240281879901886,
    0.3943660855293274,
    0.4756755530834198,
    0.3626372814178467,
    0.2758619785308838,
    0.4170615077018738,
    0.3999998867511749,
    0.3234041631221771,
    0.4145077168941498,
    0.3448275029659271,
    0.711340069770813,
    0.3428570330142975,
    0.42207783460617065,
    0.20289847254753113,
    0.30864188075065613,
    0.22352932393550873,
    0.5326631665229797,
    0.6966290473937988,
    0.41640371084213257,
    0.2514968812465668,
    0.5454543828964233,
    0.6330273747444153,
    0.7809522151947021,
    0.5990337133407593,
    0.07462681084871292,
    0.7078649997711182,
    0.6404492855072021,
    0.6024094820022583,
    0.4436362683773041,
    0.753488302230835,
    0.4295300841331482,
    0.6291078925132751,
    0.4219408333301544,
    0.22471904754638672,
    0.20689646899700165,
    0.35135123133659363,
    0.3583814203739166,
    0.7761192321777344,
    0.5855854153633118,
    0.5699480772018433,
    0.46242761611938477,
    0.16344082355499268,
    0.3661970794200897,
    0.23529404401779175,
    0.697435736656189,
    0.6027396321296692,
    0.3376622200012207,
    0.25373128056526184,
    0.5053762197494507,
    0.09917350858449936,
    0.3851850926876068,
    0.7911109328269958,
    0.4238409399986267,
    0.2564101815223694,
    0.5024629235267639,
    0.4055943191051483,
    0.5301203727722168,
    0.2276422083377838,
    0.5527637004852295,
    0.5045044422149658,
    0.642857015132904,
    0.43749985098838806,
    0.24999991059303284,
    0.7448978424072266,
    0.46274495124816895,
    0.44554442167282104,
    0.38190943002700806,
    0.2583731412887573,
    0.5146197080612183
   ],
   "time": 10.289876781404018,
   "param": null
  },
  {
   "epoch": 55,
   "train_loss": 1.6491514444351196,
   "val_loss": 2.3754518032073975,
   "acc": 43.47,
   "f1": [
    0.6434107422828674,
    0.5517240166664124,
    0.3904760777950287,
    0.22360241413116455,
    0.18300646543502808,
    0.3648647665977478,
    0.48684197664260864,
    0.6265058517456055,
    0.5620913505554199,
    0.5297296643257141,
    0.2686566710472107,
    0.24999992549419403,
    0.45814967155456543,
    0.39735087752342224,
    0.38596484065055847,
    0.3021581470966339,
    0.44808733463287354,
    0.6503065824508667,
    0.44444435834884644,
    0.36641210317611694,
    0.7593581080436707,
    0.486153781414032,
    0.3787877857685089,
    0.5247523188591003,
    0.6703909635543823,
    0.36464083194732666,
    0.36879420280456543,
    0.21839071810245514,
    0.4132230877876282,
    0.4308941662311554,
    0.3984062969684601,
    0.42063480615615845,
    0.3999998867511749,
    0.41635677218437195,
    0.26666659116744995,
    0.2933332324028015,
    0.3759397566318512,
    0.34615373611450195,
    0.29906532168388367,
    0.5641024112701416,
    0.3320462703704834,
    0.6666664481163025,
    0.3456788659095764,
    0.2879999279975891,
    0.22775794565677643,
    0.3157894015312195,
    0.24637670814990997,
    0.5294116139411926,
    0.7209300398826599,
    0.5747125148773193,
    0.17218534648418427,
    0.38596487045288086,
    0.6086955666542053,
    0.7428569793701172,
    0.6421051621437073,
    0.13223135471343994,
    0.6610877513885498,
    0.48091593384742737,
    0.4782607853412628,
    0.4894513487815857,
    0.6503065824508667,
    0.620320737361908,
    0.482758492231369,
    0.42162150144577026,
    0.18320602178573608,
    0.2645913362503052,
    0.33789944648742676,
    0.30303019285202026,
    0.6054420471191406,
    0.5576921701431274,
    0.5314008593559265,
    0.595419704914093,
    0.16666659712791443,
    0.30303025245666504,
    0.2471909523010254,
    0.6406248807907104,
    0.7142855525016785,
    0.3584904372692108,
    0.3441859781742096,
    0.40935659408569336,
    0.13580238819122314,
    0.5355647206306458,
    0.7999998331069946,
    0.25373128056526184,
    0.39603951573371887,
    0.556212842464447,
    0.5297296643257141,
    0.5656563639640808,
    0.27419349551200867,
    0.425531804561615,
    0.49999988079071045,
    0.6091952323913574,
    0.3832334280014038,
    0.2131146788597107,
    0.8087430000305176,
    0.4246574342250824,
    0.4210525155067444,
    0.26666659116744995,
    0.2333332598209381,
    0.30483266711235046
   ],
   "time": 10.307272804901004,
   "param": null
  },
  {
   "epoch": 56,
   "train_loss": 1.8046756982803345,
   "val_loss": 2.176117420196533,
   "acc": 47.38,
   "f1": [
    0.79365074634552,
    0.590908944606781,
    0.3399999141693115,
    0.24096375703811646,
    0.23107562959194183,
    0.3771427571773529,
    0.4550897181034088,
    0.5315313935279846,
    0.6632652282714844,
    0.5402297377586365,
    0.3706895411014557,
    0.3510637581348419,
    0.5913977026939392,
    0.5113635063171387,
    0.4019606411457062,
    0.34722214937210083,
    0.6206895709037781,
    0.633165717124939,
    0.4574466943740845,
    0.4670657217502594,
    0.7799997925758362,
    0.6892654895782471,
    0.35294109582901,
    0.6451611518859863,
    0.5703970193862915,
    0.3708608150482178,
    0.4123710095882416,
    0.3669723868370056,
    0.6136362552642822,
    0.4081631600856781,
    0.4919784665107727,
    0.46231144666671753,
    0.3999998867511749,
    0.44604307413101196,
    0.5084744095802307,
    0.18181811273097992,
    0.40718549489974976,
    0.3676469624042511,
    0.3354036211967468,
    0.5824559926986694,
    0.41610726714134216,
    0.7391301989555359,
    0.263862282037735,
    0.34920623898506165,
    0.18791939318180084,
    0.28695645928382874,
    0.34523800015449524,
    0.506912350654602,
    0.6999998688697815,
    0.6249998807907104,
    0.1991700679063797,
    0.5123152136802673,
    0.6057690978050232,
    0.7540981769561768,
    0.6071426868438721,
    0.14965979754924774,
    0.7093021869659424,
    0.482758492231369,
    0.659340500831604,
    0.5233643651008606,
    0.7551018595695496,
    0.5086703896522522,
    0.5304347276687622,
    0.22932326793670654,
    0.22535204887390137,
    0.21951214969158173,
    0.39795905351638794,
    0.3880595862865448,
    0.7717389464378357,
    0.6900583505630493,
    0.624390184879303,
    0.556212842464447,
    0.20118334889411926,
    0.42708319425582886,
    0.3247862458229065,
    0.7759560942649841,
    0.728155255317688,
    0.3908045291900635,
    0.3999998867511749,
    0.4741378724575043,
    0.18978095054626465,
    0.5213673710823059,
    0.8235292434692383,
    0.4999998211860657,
    0.4574466943740845,
    0.6113988757133484,
    0.46511611342430115,
    0.5907171964645386,
    0.41414129734039307,
    0.5405403971672058,
    0.5408803224563599,
    0.5681816935539246,
    0.3636362552642822,
    0.2706766128540039,
    0.787878692150116,
    0.5359476208686829,
    0.4266665577888489,
    0.39285704493522644,
    0.28571420907974243,
    0.522612988948822
   ],
   "time": 9.070612132549286,
   "param": null
  },
  {
   "epoch": 57,
   "train_loss": 1.7509245872497559,
   "val_loss": 2.159824848175049,
   "acc": 45.55,
   "f1": [
    0.7999998331069946,
    0.5387753844261169,
    0.34343424439430237,
    0.29473677277565,
    0.35294109582901,
    0.40490788221359253,
    0.48430484533309937,
    0.48598119616508484,
    0.5802468061447144,
    0.4929576516151428,
    0.13675208389759064,
    0.27272719144821167,
    0.46645358204841614,
    0.39160826802253723,
    0.3905324339866638,
    0.3950616121292114,
    0.5753423571586609,
    0.6179773807525635,
    0.45643141865730286,
    0.3098590672016144,
    0.6938773989677429,
    0.6562498807907104,
    0.4210525453090668,
    0.6091952323913574,
    0.6554619669914246,
    0.30065348744392395,
    0.3599999248981476,
    0.25336921215057373,
    0.5628740787506104,
    0.31155768036842346,
    0.4920634329319,
    0.45714277029037476,
    0.3555554449558258,
    0.46931400895118713,
    0.42857131361961365,
    0.23841053247451782,
    0.39560428261756897,
    0.4780486822128296,
    0.26845628023147583,
    0.6783624887466431,
    0.46808499097824097,
    0.6582276821136475,
    0.33928564190864563,
    0.362318754196167,
    0.2647058069705963,
    0.2834007143974304,
    0.31372538208961487,
    0.497041255235672,
    0.7227722406387329,
    0.6108372807502747,
    0.20765019953250885,
    0.4855490028858185,
    0.5982142090797424,
    0.6979165077209473,
    0.5771142840385437,
    0.19587622582912445,
    0.7783250212669373,
    0.5641024112701416,
    0.6082947254180908,
    0.45161277055740356,
    0.6503065824508667,
    0.5465837121009827,
    0.506493330001831,
    0.3868311941623688,
    0.23170723021030426,
    0.22360244393348694,
    0.34042540192604065,
    0.32638880610466003,
    0.7657655477523804,
    0.6190474629402161,
    0.5795453190803528,
    0.5333332419395447,
    0.19230762124061584,
    0.40485823154449463,
    0.1993463635444641,
    0.642857015132904,
    0.7685183882713318,
    0.3381294012069702,
    0.31944435834884644,
    0.47572803497314453,
    0.22950810194015503,
    0.520408034324646,
    0.8272249698638916,
    0.3759397566318512,
    0.34523800015449524,
    0.5828570127487183,
    0.5466665029525757,
    0.5784311890602112,
    0.44303786754608154,
    0.5030673146247864,
    0.5291004180908203,
    0.5799998641014099,
    0.3783782720565796,
    0.2727271616458893,
    0.7640447616577148,
    0.4777776598930359,
    0.5048542022705078,
    0.3636362850666046,
    0.24999992549419403,
    0.5284972786903381
   ],
   "time": 8.975880404934287,
   "param": null
  },
  {
   "epoch": 58,
   "train_loss": 1.7290148735046387,
   "val_loss": 2.052971363067627,
   "acc": 47.35,
   "f1": [
    0.7582416534423828,
    0.5870645046234131,
    0.34083589911460876,
    0.2312137931585312,
    0.2786068916320801,
    0.42285704612731934,
    0.466666579246521,
    0.5312498211860657,
    0.6742855310440063,
    0.5033111572265625,
    0.35820886492729187,
    0.4019606411457062,
    0.5137613415718079,
    0.42352932691574097,
    0.4431816637516022,
    0.3940519392490387,
    0.547770619392395,
    0.6598983407020569,
    0.46242761611938477,
    0.30769217014312744,
    0.735751211643219,
    0.5384613871574402,
    0.3615383505821228,
    0.6071426868438721,
    0.5665528178215027,
    0.42241373658180237,
    0.4566209018230438,
    0.28925609588623047,
    0.6185566186904907,
    0.44755232334136963,
    0.4541831612586975,
    0.48275846242904663,
    0.317689448595047,
    0.4819276034832001,
    0.29166656732559204,
    0.24096375703811646,
    0.46445485949516296,
    0.40217384696006775,
    0.32558128237724304,
    0.6276149749755859,
    0.44210511445999146,
    0.6551722884178162,
    0.25918757915496826,
    0.4292682111263275,
    0.20192298293113708,
    0.36585354804992676,
    0.26388877630233765,
    0.5581393837928772,
    0.7358488440513611,
    0.6445496082305908,
    0.2095237374305725,
    0.4238409399986267,
    0.6190475225448608,
    0.7272725701332092,
    0.6463412642478943,
    0.20238088071346283,
    0.7283235192298889,
    0.5638296604156494,
    0.6169153451919556,
    0.5376343131065369,
    0.7327585220336914,
    0.6145831942558289,
    0.6222221255302429,
    0.34319519996643066,
    0.2914571762084961,
    0.3148147463798523,
    0.4033612310886383,
    0.4215245544910431,
    0.7918779850006104,
    0.6463412642478943,
    0.602040708065033,
    0.6564101576805115,
    0.2268906980752945,
    0.3908045291900635,
    0.27924519777297974,
    0.7272725701332092,
    0.7168139815330505,
    0.41071420907974243,
    0.40517228841781616,
    0.45348823070526123,
    0.1694914698600769,
    0.5079363584518433,
    0.8019800782203674,
    0.40476179122924805,
    0.39097732305526733,
    0.6086955666542053,
    0.4999998211860657,
    0.5820105075836182,
    0.42290738224983215,
    0.6091369390487671,
    0.47798728942871094,
    0.5760868191719055,
    0.3134327232837677,
    0.31372541189193726,
    0.7539265155792236,
    0.5348835587501526,
    0.48598119616508484,
    0.43999987840652466,
    0.17931029200553894,
    0.4381624758243561
   ],
   "time": 9.527817408554256,
   "param": null
  },
  {
   "epoch": 59,
   "train_loss": 1.8191957473754883,
   "val_loss": 2.0735483169555664,
   "acc": 46.0,
   "f1": [
    0.7821227312088013,
    0.486274391412735,
    0.28368785977363586,
    0.2181817591190338,
    0.32978713512420654,
    0.41975298523902893,
    0.3179723024368286,
    0.522222101688385,
    0.538461446762085,
    0.5263156294822693,
    0.3240739703178406,
    0.2575756907463074,
    0.4976075291633606,
    0.366812139749527,
    0.3292682468891144,
    0.29577454924583435,
    0.5543476939201355,
    0.5917158722877502,
    0.35193121433258057,
    0.3974357545375824,
    0.755813717842102,
    0.6185566186904907,
    0.4537035822868347,
    0.711340069770813,
    0.6266664862632751,
    0.3267972767353058,
    0.4042551815509796,
    0.27350419759750366,
    0.6305417418479919,
    0.3873516917228699,
    0.3636362552642822,
    0.5067872405052185,
    0.46478861570358276,
    0.4432988464832306,
    0.41071420907974243,
    0.29523801803588867,
    0.41249990463256836,
    0.3850930631160736,
    0.32835814356803894,
    0.6994534134864807,
    0.3980098366737366,
    0.6249998807907104,
    0.376623272895813,
    0.4976957440376282,
    0.23170723021030426,
    0.32820504903793335,
    0.26086947321891785,
    0.5621620416641235,
    0.6697246432304382,
    0.4774192273616791,
    0.25954192876815796,
    0.4814813435077667,
    0.5961536765098572,
    0.7089946269989014,
    0.5555554032325745,
    0.15714280307292938,
    0.6693546772003174,
    0.47398826479911804,
    0.5019010901451111,
    0.4945053458213806,
    0.7234041690826416,
    0.6195651292800903,
    0.487499862909317,
    0.5131577253341675,
    0.25352105498313904,
    0.23684203624725342,
    0.35294109582901,
    0.38848912715911865,
    0.7330315113067627,
    0.6588233709335327,
    0.5766869187355042,
    0.6729856729507446,
    0.21256029605865479,
    0.4072396755218506,
    0.37426888942718506,
    0.6934671998023987,
    0.6926827430725098,
    0.2816900610923767,
    0.3855420649051666,
    0.4766837954521179,
    0.23963125050067902,
    0.3383837640285492,
    0.6594980359077454,
    0.41975298523902893,
    0.3566878139972687,
    0.5822783708572388,
    0.5608464479446411,
    0.6161136031150818,
    0.45248857140541077,
    0.3248259425163269,
    0.4249998927116394,
    0.5882351398468018,
    0.41711217164993286,
    0.27190324664115906,
    0.7572813630104065,
    0.6220094561576843,
    0.4790417551994324,
    0.3756905198097229,
    0.20125779509544373,
    0.502282977104187
   ],
   "time": 9.270175629295409,
   "param": null
  },
  {
   "epoch": 60,
   "train_loss": 1.8206892013549805,
   "val_loss": 2.0639076232910156,
   "acc": 46.19,
   "f1": [
    0.7410712838172913,
    0.5644170045852661,
    0.16666659712791443,
    0.23923437297344208,
    0.24413138628005981,
    0.4834122061729431,
    0.49523797631263733,
    0.4558822512626648,
    0.7526880502700806,
    0.6190475225448608,
    0.36111101508140564,
    0.2727271318435669,
    0.4810125529766083,
    0.44642844796180725,
    0.4246574342250824,
    0.38862547278404236,
    0.5042734146118164,
    0.6757989525794983,
    0.4295300841331482,
    0.39999985694885254,
    0.6746030449867249,
    0.4770641326904297,
    0.4598929286003113,
    0.4607594311237335,
    0.6923075318336487,
    0.4065040051937103,
    0.34920623898506165,
    0.2236841470003128,
    0.585152804851532,
    0.38666656613349915,
    0.4799998700618744,
    0.43835607171058655,
    0.4102562665939331,
    0.46739116311073303,
    0.3483870029449463,
    0.23036640882492065,
    0.3386242389678955,
    0.4146340489387512,
    0.38053086400032043,
    0.6486485004425049,
    0.3317534327507019,
    0.6993862986564636,
    0.4342104196548462,
    0.3025539517402649,
    0.27173903584480286,
    0.23255807161331177,
    0.2399999350309372,
    0.5952380299568176,
    0.6982247233390808,
    0.5732482671737671,
    0.17460310459136963,
    0.49011847376823425,
    0.6666665077209473,
    0.6799998879432678,
    0.5619046092033386,
    0.14285707473754883,
    0.7668392062187195,
    0.44137921929359436,
    0.5241377949714661,
    0.47540971636772156,
    0.7857141494750977,
    0.4266665279865265,
    0.5783131122589111,
    0.4315788447856903,
    0.2685184180736542,
    0.19875767827033997,
    0.3999999165534973,
    0.15929199755191803,
    0.7675674557685852,
    0.6465516090393066,
    0.3880595862865448,
    0.6564101576805115,
    0.1754385232925415,
    0.3578946590423584,
    0.2953019142150879,
    0.7379677891731262,
    0.6948355436325073,
    0.24999992549419403,
    0.39378228783607483,
    0.41891881823539734,
    0.20689646899700165,
    0.4905658960342407,
    0.8768470883369446,
    0.3823528289794922,
    0.3833332657814026,
    0.5862067937850952,
    0.4651162028312683,
    0.5363982915878296,
    0.3407406508922577,
    0.5583332777023315,
    0.5241377949714661,
    0.6705880761146545,
    0.3627450466156006,
    0.22222214937210083,
    0.7525771856307983,
    0.5511109828948975,
    0.447368323802948,
    0.33992087841033936,
    0.23434339463710785,
    0.5581393837928772
   ],
   "time": 10.345815179869533,
   "param": null
  },
  {
   "epoch": 61,
   "train_loss": 1.772188425064087,
   "val_loss": 2.0084452629089355,
   "acc": 47.32,
   "f1": [
    0.7317072153091431,
    0.543859601020813,
    0.4223601520061493,
    0.19923365116119385,
    0.35897424817085266,
    0.39285701513290405,
    0.5701355934143066,
    0.5903612971305847,
    0.6588233709335327,
    0.5526314377784729,
    0.35071080923080444,
    0.2748090922832489,
    0.46413490176200867,
    0.4296874403953552,
    0.4705880880355835,
    0.3440859317779541,
    0.49999991059303284,
    0.5811964869499207,
    0.3796609342098236,
    0.39183664321899414,
    0.7553189396858215,
    0.5930231213569641,
    0.49710968136787415,
    0.4929576814174652,
    0.6892654895782471,
    0.37704911828041077,
    0.372413694858551,
    0.2745097577571869,
    0.5999999046325684,
    0.4159998893737793,
    0.45714277029037476,
    0.47787603735923767,
    0.37575745582580566,
    0.47967469692230225,
    0.4541831612586975,
    0.25165554881095886,
    0.4835163354873657,
    0.2941175401210785,
    0.3232322335243225,
    0.6735749840736389,
    0.43243229389190674,
    0.6530610918998718,
    0.4191615581512451,
    0.49729716777801514,
    0.2840908169746399,
    0.32142847776412964,
    0.3144652843475342,
    0.4973543584346771,
    0.6535946130752563,
    0.5291478633880615,
    0.2838708758354187,
    0.5549736618995667,
    0.5799998641014099,
    0.6956519484519958,
    0.5467126965522766,
    0.09009005129337311,
    0.729999840259552,
    0.5358850359916687,
    0.504761815071106,
    0.34108519554138184,
    0.6435984969139099,
    0.572916567325592,
    0.5918366312980652,
    0.43269219994544983,
    0.22325573861598969,
    0.3016759157180786,
    0.3763439953327179,
    0.4203820824623108,
    0.7011951208114624,
    0.6210044622421265,
    0.518518328666687,
    0.5523808598518372,
    0.25339359045028687,
    0.4179103374481201,
    0.32704389095306396,
    0.6872245073318481,
    0.7017542123794556,
    0.31428563594818115,
    0.32624104619026184,
    0.5121949315071106,
    0.16666661202907562,
    0.48623839020729065,
    0.8449196219444275,
    0.4275861084461212,
    0.43093910813331604,
    0.45833322405815125,
    0.509316623210907,
    0.5555554032325745,
    0.49645376205444336,
    0.47619035840034485,
    0.4769229590892792,
    0.49999988079071045,
    0.372548907995224,
    0.2739725410938263,
    0.7821780443191528,
    0.5257141590118408,
    0.46792444586753845,
    0.3999998867511749,
    0.20547938346862793,
    0.5798815488815308
   ],
   "time": 10.32003073208034,
   "param": null
  },
  {
   "epoch": 62,
   "train_loss": 1.7749996185302734,
   "val_loss": 2.6842455863952637,
   "acc": 37.94,
   "f1": [
    0.747572660446167,
    0.5315313935279846,
    0.2991451919078827,
    0.16666661202907562,
    0.11111106723546982,
    0.4158414602279663,
    0.44047608971595764,
    0.4907974302768707,
    0.5138887763023376,
    0.4487178325653076,
    0.25185176730155945,
    0.29268285632133484,
    0.34977567195892334,
    0.3021581470966339,
    0.2272726595401764,
    0.4499998986721039,
    0.35714274644851685,
    0.31999990344047546,
    0.45197728276252747,
    0.29059821367263794,
    0.6943003535270691,
    0.5189187526702881,
    0.4183005392551422,
    0.4716980755329132,
    0.561643660068512,
    0.2976189851760864,
    0.3936169147491455,
    0.20645155012607574,
    0.5230767726898193,
    0.3443707227706909,
    0.3253587782382965,
    0.34736835956573486,
    0.38190943002700806,
    0.42580634355545044,
    0.31372538208961487,
    0.2999999225139618,
    0.329268217086792,
    0.2745096981525421,
    0.26262614130973816,
    0.2270861566066742,
    0.2793295383453369,
    0.6064514517784119,
    0.26446273922920227,
    0.4129031002521515,
    0.1940927654504776,
    0.23853203654289246,
    0.2980768382549286,
    0.5271965861320496,
    0.7395831346511841,
    0.4777776598930359,
    0.19209031760692596,
    0.46363624930381775,
    0.4324323236942291,
    0.6064514517784119,
    0.2871621251106262,
    0.1481480896472931,
    0.5069637298583984,
    0.46808499097824097,
    0.5671641230583191,
    0.40740731358528137,
    0.6585364937782288,
    0.41249990463256836,
    0.35820886492729187,
    0.4313724637031555,
    0.09917350858449936,
    0.1639343947172165,
    0.33939382433891296,
    0.34883710741996765,
    0.6540283560752869,
    0.5416665077209473,
    0.340983510017395,
    0.5714284181594849,
    0.1203702986240387,
    0.35074618458747864,
    0.24999989569187164,
    0.7065216302871704,
    0.7111109495162964,
    0.3076922297477722,
    0.23463678359985352,
    0.39111098647117615,
    0.16314195096492767,
    0.2786884307861328,
    0.7471262216567993,
    0.2878786623477936,
    0.3510637581348419,
    0.49689429998397827,
    0.35955044627189636,
    0.552941083908081,
    0.3065692186355591,
    0.2834644913673401,
    0.4533332288265228,
    0.5365852117538452,
    0.2597401440143585,
    0.18749994039535522,
    0.5255473256111145,
    0.3933517336845398,
    0.37777766585350037,
    0.26666659116744995,
    0.2275448441505432,
    0.44999995827674866
   ],
   "time": 10.343723021447659,
   "param": null
  },
  {
   "epoch": 63,
   "train_loss": 1.656308650970459,
   "val_loss": 2.003908395767212,
   "acc": 47.32,
   "f1": [
    0.7264149188995361,
    0.59227454662323,
    0.4232803285121918,
    0.23655906319618225,
    0.3148147463798523,
    0.45238080620765686,
    0.5698922872543335,
    0.5842695236206055,
    0.6411482095718384,
    0.48611095547676086,
    0.18791939318180084,
    0.3265305161476135,
    0.4635760486125946,
    0.44311365485191345,
    0.4491977095603943,
    0.43523305654525757,
    0.5121949315071106,
    0.6049381494522095,
    0.3599999248981476,
    0.3959389626979828,
    0.716762900352478,
    0.5769229531288147,
    0.4725273549556732,
    0.5394735932350159,
    0.6496813893318176,
    0.42857128381729126,
    0.41176462173461914,
    0.24896259605884552,
    0.6224488615989685,
    0.4574466943740845,
    0.48598119616508484,
    0.44047608971595764,
    0.4249998927116394,
    0.38327518105506897,
    0.46938762068748474,
    0.29213473200798035,
    0.44585973024368286,
    0.5029938817024231,
    0.3167419731616974,
    0.6802029013633728,
    0.37735840678215027,
    0.6788989305496216,
    0.2834644913673401,
    0.4631577730178833,
    0.3039999008178711,
    0.37158459424972534,
    0.29931965470314026,
    0.5294116735458374,
    0.7462685704231262,
    0.5940592885017395,
    0.2653060257434845,
    0.5429863333702087,
    0.5641024708747864,
    0.6857141852378845,
    0.5509432554244995,
    0.2580644488334656,
    0.7699998021125793,
    0.398753821849823,
    0.5619046092033386,
    0.5339804887771606,
    0.6098359823226929,
    0.5952380299568176,
    0.6358972787857056,
    0.48447185754776,
    0.3050846457481384,
    0.29665064811706543,
    0.299999862909317,
    0.3398691415786743,
    0.7330315113067627,
    0.6235292553901672,
    0.39490434527397156,
    0.6276149749755859,
    0.211055189371109,
    0.41696101427078247,
    0.2955664098262787,
    0.6439023613929749,
    0.7570620179176331,
    0.2888887822628021,
    0.2956988513469696,
    0.5454544425010681,
    0.24120594561100006,
    0.44047608971595764,
    0.8102562427520752,
    0.4183005392551422,
    0.40740731358528137,
    0.6019416451454163,
    0.5034964680671692,
    0.636871337890625,
    0.3971630334854126,
    0.6481480002403259,
    0.5544553399085999,
    0.4487179219722748,
    0.45454537868499756,
    0.23463678359985352,
    0.7116562724113464,
    0.5599998831748962,
    0.2816900610923767,
    0.3703702688217163,
    0.1548386514186859,
    0.4598538875579834
   ],
   "time": 9.058831765316427,
   "param": null
  },
  {
   "epoch": 64,
   "train_loss": 1.7234500646591187,
   "val_loss": 1.8897240161895752,
   "acc": 50.18,
   "f1": [
    0.7525771856307983,
    0.5109488368034363,
    0.36529669165611267,
    0.3057323694229126,
    0.32804223895072937,
    0.4507041275501251,
    0.572916567325592,
    0.5940592885017395,
    0.6549705862998962,
    0.6341462135314941,
    0.35532984137535095,
    0.3636362552642822,
    0.5731706023216248,
    0.4596272110939026,
    0.4780486822128296,
    0.4352940320968628,
    0.5795453190803528,
    0.6220471858978271,
    0.45238083600997925,
    0.4275861084461212,
    0.7674416899681091,
    0.612244725227356,
    0.4749998450279236,
    0.6779659986495972,
    0.7171715497970581,
    0.42051267623901367,
    0.4647301733493805,
    0.2812499403953552,
    0.6590906977653503,
    0.49710968136787415,
    0.40490788221359253,
    0.48535552620887756,
    0.4170615077018738,
    0.4834122061729431,
    0.44827571511268616,
    0.30303022265434265,
    0.5365853309631348,
    0.48780474066734314,
    0.34482747316360474,
    0.6761903762817383,
    0.40579700469970703,
    0.733333170413971,
    0.44585973024368286,
    0.4328356981277466,
    0.282828152179718,
    0.3775508999824524,
    0.331034392118454,
    0.5263156890869141,
    0.6799998879432678,
    0.6636362671852112,
    0.19599103927612305,
    0.5569618940353394,
    0.6267279982566833,
    0.734939694404602,
    0.4641832709312439,
    0.22413785755634308,
    0.6853931546211243,
    0.5269460082054138,
    0.5989846587181091,
    0.5135133862495422,
    0.8059700727462769,
    0.6074764728546143,
    0.5813952684402466,
    0.42982450127601624,
    0.2735848128795624,
    0.27705615758895874,
    0.40217384696006775,
    0.39160826802253723,
    0.8124998211860657,
    0.6785712838172913,
    0.5853657722473145,
    0.6846845149993896,
    0.152671679854393,
    0.37885454297065735,
    0.35658904910087585,
    0.7136561870574951,
    0.7355371117591858,
    0.41666656732559204,
    0.3999998867511749,
    0.49999988079071045,
    0.21978017687797546,
    0.562211811542511,
    0.8247420191764832,
    0.5027320981025696,
    0.4408162534236908,
    0.4094487130641937,
    0.5636362433433533,
    0.6597937345504761,
    0.47619032859802246,
    0.57297283411026,
    0.5546217560768127,
    0.6027396321296692,
    0.3741934299468994,
    0.24598921835422516,
    0.7875646352767944,
    0.5769229531288147,
    0.45901623368263245,
    0.3977271616458893,
    0.21538454294204712,
    0.5560164451599121
   ],
   "time": 9.322111051529646,
   "param": null
  },
  {
   "epoch": 65,
   "train_loss": 1.5494272708892822,
   "val_loss": 2.007727861404419,
   "acc": 47.52,
   "f1": [
    0.796208381652832,
    0.6380366683006287,
    0.4190475046634674,
    0.19607838988304138,
    0.30051806569099426,
    0.3880595862865448,
    0.5517240166664124,
    0.5488370656967163,
    0.6900583505630493,
    0.6229507327079773,
    0.3482586145401001,
    0.3157894015312195,
    0.505154550075531,
    0.4052286446094513,
    0.48913031816482544,
    0.29629620909690857,
    0.49327346682548523,
    0.6519822478294373,
    0.43925222754478455,
    0.42708319425582886,
    0.45528444647789,
    0.6037734746932983,
    0.5294116735458374,
    0.44910168647766113,
    0.70588219165802,
    0.28054293990135193,
    0.41176462173461914,
    0.25510191917419434,
    0.49411752820014954,
    0.46896544098854065,
    0.40277767181396484,
    0.42352932691574097,
    0.42168664932250977,
    0.4249998927116394,
    0.46540868282318115,
    0.30526304244995117,
    0.5505616068840027,
    0.3820223808288574,
    0.33789944648742676,
    0.5434781908988953,
    0.39215680956840515,
    0.6341461539268494,
    0.40394076704978943,
    0.5301203727722168,
    0.23580780625343323,
    0.2773721516132355,
    0.300429105758667,
    0.5315313935279846,
    0.8235292434692383,
    0.577777624130249,
    0.246575266122818,
    0.5357141494750977,
    0.5595237016677856,
    0.7368419766426086,
    0.5714284181594849,
    0.12598420679569244,
    0.6874998211860657,
    0.5064376592636108,
    0.5443785786628723,
    0.5326085686683655,
    0.7199999094009399,
    0.5748501420021057,
    0.6111109852790833,
    0.46428558230400085,
    0.31279608607292175,
    0.32258057594299316,
    0.39676105976104736,
    0.46956515312194824,
    0.7641507983207703,
    0.6701029539108276,
    0.5297296643257141,
    0.6572768688201904,
    0.2233501821756363,
    0.423912912607193,
    0.32234421372413635,
    0.6077737808227539,
    0.6949151158332825,
    0.29007622599601746,
    0.3537413775920868,
    0.48275846242904663,
    0.03809521719813347,
    0.496402770280838,
    0.7671231031417847,
    0.45161277055740356,
    0.3510637581348419,
    0.4263565242290497,
    0.3865545094013214,
    0.5818180441856384,
    0.33599990606307983,
    0.56043940782547,
    0.48510628938674927,
    0.6363635063171387,
    0.41573023796081543,
    0.13675208389759064,
    0.8199998736381531,
    0.5608464479446411,
    0.4705880880355835,
    0.30107519030570984,
    0.14906825125217438,
    0.5472635626792908
   ],
   "time": 8.395787824876606,
   "param": null
  },
  {
   "epoch": 66,
   "train_loss": 1.5860483646392822,
   "val_loss": 2.375863790512085,
   "acc": 42.25,
   "f1": [
    0.6926068663597107,
    0.5425099730491638,
    0.29931965470314026,
    0.22105254232883453,
    0.2714284658432007,
    0.4102562963962555,
    0.518518328666687,
    0.4685713052749634,
    0.5987259745597839,
    0.5034964680671692,
    0.2830187678337097,
    0.2434782087802887,
    0.44444429874420166,
    0.39189180731773376,
    0.38888880610466003,
    0.3675675094127655,
    0.45555540919303894,
    0.6242773532867432,
    0.22346365451812744,
    0.43373486399650574,
    0.48888877034187317,
    0.6599999070167542,
    0.41610726714134216,
    0.5539567470550537,
    0.5103447437286377,
    0.3517586886882782,
    0.4044942855834961,
    0.24691353738307953,
    0.509090781211853,
    0.43902432918548584,
    0.4163264036178589,
    0.44827571511268616,
    0.4203820824623108,
    0.2696176767349243,
    0.44311365485191345,
    0.2922373414039612,
    0.33846142888069153,
    0.413043349981308,
    0.30952370166778564,
    0.5960263609886169,
    0.35616427659988403,
    0.5730335712432861,
    0.39583319425582886,
    0.3905324339866638,
    0.20125779509544373,
    0.30597007274627686,
    0.24193541705608368,
    0.48958322405815125,
    0.612244725227356,
    0.5806450843811035,
    0.22929932177066803,
    0.44147151708602905,
    0.47398826479911804,
    0.7525771856307983,
    0.6301368474960327,
    0.1877550482749939,
    0.7400879263877869,
    0.5056177973747253,
    0.5165561437606812,
    0.3776223063468933,
    0.7305934429168701,
    0.490322470664978,
    0.6111109852790833,
    0.4052862524986267,
    0.22372876107692719,
    0.21960778534412384,
    0.29687491059303284,
    0.3257574439048767,
    0.7393363118171692,
    0.5906038880348206,
    0.5095540285110474,
    0.34586456418037415,
    0.1900825798511505,
    0.3367346227169037,
    0.26600977778434753,
    0.7272725701332092,
    0.5248225927352905,
    0.3615383505821228,
    0.36585354804992676,
    0.3936169147491455,
    0.184738889336586,
    0.4845814108848572,
    0.7979796528816223,
    0.4433496594429016,
    0.4180789887905121,
    0.5042015910148621,
    0.2601625323295593,
    0.5592415928840637,
    0.3759397566318512,
    0.43999987840652466,
    0.4714285135269165,
    0.4084506332874298,
    0.38596484065055847,
    0.2681158781051636,
    0.7314283847808838,
    0.43835604190826416,
    0.4090908467769623,
    0.31428563594818115,
    0.10169486701488495,
    0.5081079602241516
   ],
   "time": 8.42339086253196,
   "param": null
  },
  {
   "epoch": 67,
   "train_loss": 1.7298133373260498,
   "val_loss": 2.3713505268096924,
   "acc": 42.78,
   "f1": [
    0.47761180996894836,
    0.4615383744239807,
    0.3087247312068939,
    0.19696961343288422,
    0.2790696918964386,
    0.32571423053741455,
    0.3225805461406708,
    0.5357141494750977,
    0.5540539026260376,
    0.5783131122589111,
    0.2775118350982666,
    0.3523315489292145,
    0.47648894786834717,
    0.31509843468666077,
    0.2879999279975891,
    0.41284388303756714,
    0.49999988079071045,
    0.5422533750534058,
    0.38028159737586975,
    0.4102562665939331,
    0.4523159861564636,
    0.6292133331298828,
    0.4042552411556244,
    0.631578803062439,
    0.6602869629859924,
    0.27436816692352295,
    0.4093022048473358,
    0.20833326876163483,
    0.49655160307884216,
    0.4277455508708954,
    0.3882782757282257,
    0.4232803285121918,
    0.4615383744239807,
    0.4142856299877167,
    0.3763065040111542,
    0.23602473735809326,
    0.29687491059303284,
    0.37179476022720337,
    0.26277363300323486,
    0.5611509084701538,
    0.37908485531806946,
    0.6448085904121399,
    0.378378301858902,
    0.46376800537109375,
    0.23870962858200073,
    0.19548864662647247,
    0.2592591345310211,
    0.5111110210418701,
    0.6496813893318176,
    0.4113473892211914,
    0.16923071444034576,
    0.5142855644226074,
    0.6547083854675293,
    0.6219511032104492,
    0.5359476208686829,
    0.16999994218349457,
    0.736263632774353,
    0.4379560947418213,
    0.5400842428207397,
    0.5573769211769104,
    0.6122447848320007,
    0.3661970794200897,
    0.522222101688385,
    0.3829786479473114,
    0.24096375703811646,
    0.26666659116744995,
    0.3376622200012207,
    0.33823519945144653,
    0.7262568473815918,
    0.631578803062439,
    0.5227271318435669,
    0.5270757675170898,
    0.22093015909194946,
    0.38974347710609436,
    0.33684200048446655,
    0.6918237209320068,
    0.6923075318336487,
    0.2589927613735199,
    0.38974347710609436,
    0.43636354804039,
    0.1290322095155716,
    0.30366483330726624,
    0.7812498211860657,
    0.38993698358535767,
    0.2794759273529053,
    0.420338898897171,
    0.5168538093566895,
    0.5700933337211609,
    0.49579817056655884,
    0.34536075592041016,
    0.37499991059303284,
    0.5676854848861694,
    0.23728805780410767,
    0.28571420907974243,
    0.6555553674697876,
    0.5130888819694519,
    0.19999992847442627,
    0.3692306876182556,
    0.2727271616458893,
    0.5054942965507507
   ],
   "time": 9.245030873455107,
   "param": null
  },
  {
   "epoch": 68,
   "train_loss": 1.5203311443328857,
   "val_loss": 1.8489140272140503,
   "acc": 49.42,
   "f1": [
    0.7499998211860657,
    0.6211178302764893,
    0.37908485531806946,
    0.28965505957603455,
    0.29166656732559204,
    0.36296290159225464,
    0.48958322405815125,
    0.5860464572906494,
    0.6724136471748352,
    0.5487363934516907,
    0.31205663084983826,
    0.335570365190506,
    0.4948452413082123,
    0.40476179122924805,
    0.3503648638725281,
    0.40174663066864014,
    0.6107783317565918,
    0.6315788626670837,
    0.423912912607193,
    0.3975902497768402,
    0.7692306637763977,
    0.6842104196548462,
    0.49777767062187195,
    0.6056336760520935,
    0.616278886795044,
    0.3934425115585327,
    0.4567900002002716,
    0.2564101815223694,
    0.6829267144203186,
    0.46632111072540283,
    0.492890864610672,
    0.4242422580718994,
    0.429447740316391,
    0.4915253520011902,
    0.47560960054397583,
    0.3552122712135315,
    0.5263157486915588,
    0.43749988079071045,
    0.3636362552642822,
    0.577777624130249,
    0.42512065172195435,
    0.7526880502700806,
    0.43708598613739014,
    0.5123965740203857,
    0.29251691699028015,
    0.24999992549419403,
    0.17054256796836853,
    0.45637571811676025,
    0.7455620169639587,
    0.653465211391449,
    0.2838709056377411,
    0.5786800384521484,
    0.596684992313385,
    0.6231882572174072,
    0.6161615252494812,
    0.19480513036251068,
    0.7715734243392944,
    0.4999999403953552,
    0.6497460603713989,
    0.48648640513420105,
    0.7643977999687195,
    0.5999999046325684,
    0.5838507413864136,
    0.4832213521003723,
    0.26056331396102905,
    0.2914571762084961,
    0.3636362552642822,
    0.4186045527458191,
    0.7999998927116394,
    0.6598983407020569,
    0.48226940631866455,
    0.596684992313385,
    0.24175815284252167,
    0.41212108731269836,
    0.3249998986721039,
    0.6835440993309021,
    0.735751211643219,
    0.3714284598827362,
    0.3929823935031891,
    0.47761180996894836,
    0.26666659116744995,
    0.5668447613716125,
    0.7613635063171387,
    0.40268445014953613,
    0.4059404730796814,
    0.5754715800285339,
    0.5581393837928772,
    0.5592415928840637,
    0.5263156294822693,
    0.5344128608703613,
    0.534031331539154,
    0.6549705862998962,
    0.3882351815700531,
    0.3398691415786743,
    0.6926068663597107,
    0.517646849155426,
    0.4245808720588684,
    0.47120407223701477,
    0.3096233606338501,
    0.5531913042068481
   ],
   "time": 9.839597824960947,
   "param": null
  },
  {
   "epoch": 69,
   "train_loss": 1.6080973148345947,
   "val_loss": 1.9467132091522217,
   "acc": 49.21,
   "f1": [
    0.7359305620193481,
    0.5999998450279236,
    0.3388703763484955,
    0.26415085792541504,
    0.31775689125061035,
    0.41340771317481995,
    0.5086703896522522,
    0.5502644181251526,
    0.7234041690826416,
    0.5093631744384766,
    0.29896897077560425,
    0.32748526334762573,
    0.5581393837928772,
    0.4324323236942291,
    0.4969695806503296,
    0.4102562963962555,
    0.5279186367988586,
    0.6304346323013306,
    0.449799120426178,
    0.4266665279865265,
    0.7164177894592285,
    0.44278597831726074,
    0.46391740441322327,
    0.554216742515564,
    0.5827813148498535,
    0.31081071496009827,
    0.5326085686683655,
    0.34177201986312866,
    0.5018448829650879,
    0.44585973024368286,
    0.5170730352401733,
    0.4835163354873657,
    0.4999998211860657,
    0.46428558230400085,
    0.42372873425483704,
    0.280898779630661,
    0.4832213521003723,
    0.4249998927116394,
    0.35019445419311523,
    0.735293984413147,
    0.4731181561946869,
    0.772486686706543,
    0.4745761454105377,
    0.5513511896133423,
    0.18181811273097992,
    0.4307691156864166,
    0.30882343649864197,
    0.5779815316200256,
    0.7647057771682739,
    0.5810053944587708,
    0.283950537443161,
    0.45487356185913086,
    0.5740739107131958,
    0.7411763668060303,
    0.5393257737159729,
    0.21568621695041656,
    0.7208120226860046,
    0.5283017754554749,
    0.6491227149963379,
    0.48120296001434326,
    0.6946106553077698,
    0.5327101349830627,
    0.5497074723243713,
    0.5081079602241516,
    0.27999988198280334,
    0.30588221549987793,
    0.32432422041893005,
    0.48484838008880615,
    0.8066297173500061,
    0.6636770367622375,
    0.5897434949874878,
    0.4768211245536804,
    0.23584897816181183,
    0.33333325386047363,
    0.37373724579811096,
    0.7263681292533875,
    0.7116562724113464,
    0.41877248883247375,
    0.43523305654525757,
    0.46242761611938477,
    0.24578306078910828,
    0.4561402499675751,
    0.7942582368850708,
    0.5027320981025696,
    0.42168664932250977,
    0.5670101642608643,
    0.5464479923248291,
    0.6060605049133301,
    0.42962950468063354,
    0.5108694434165955,
    0.5399999022483826,
    0.596858561038971,
    0.423912912607193,
    0.3838382363319397,
    0.753488302230835,
    0.5683058500289917,
    0.44705867767333984,
    0.4949493706226349,
    0.3271027207374573,
    0.4615383744239807
   ],
   "time": 10.170746241696179,
   "param": null
  },
  {
   "epoch": 70,
   "train_loss": 1.649134635925293,
   "val_loss": 2.279726505279541,
   "acc": 44.59,
   "f1": [
    0.8351646065711975,
    0.5408161878585815,
    0.3157893419265747,
    0.26984119415283203,
    0.23728805780410767,
    0.3921567499637604,
    0.4594593644142151,
    0.5098037719726562,
    0.5470084547996521,
    0.5895952582359314,
    0.30769219994544983,
    0.29787224531173706,
    0.43956032395362854,
    0.3307086229324341,
    0.4302324652671814,
    0.3950616121292114,
    0.44680842757225037,
    0.6181816458702087,
    0.4055943191051483,
    0.4198893904685974,
    0.6451611518859863,
    0.5096773505210876,
    0.3983050286769867,
    0.48484840989112854,
    0.27350419759750366,
    0.3703702688217163,
    0.43650785088539124,
    0.3362830877304077,
    0.48780474066734314,
    0.3892616331577301,
    0.49773746728897095,
    0.4785274565219879,
    0.42857131361961365,
    0.33591726422309875,
    0.4322343170642853,
    0.12499994784593582,
    0.3787877857685089,
    0.34905651211738586,
    0.3134327530860901,
    0.6701569557189941,
    0.3376622200012207,
    0.6249998807907104,
    0.3474177420139313,
    0.44848471879959106,
    0.2653060257434845,
    0.3586955666542053,
    0.19108274579048157,
    0.555065929889679,
    0.5620914697647095,
    0.5341613292694092,
    0.2545453608036041,
    0.4795917272567749,
    0.5092591643333435,
    0.6867468357086182,
    0.6298341155052185,
    0.11458326876163483,
    0.735293984413147,
    0.4713374376296997,
    0.5073169469833374,
    0.4799998700618744,
    0.7333331108093262,
    0.45283007621765137,
    0.5617976188659668,
    0.40935659408569336,
    0.2541435658931732,
    0.18791939318180084,
    0.31623923778533936,
    0.41212108731269836,
    0.7472525835037231,
    0.6528496146202087,
    0.5202310085296631,
    0.5490195155143738,
    0.2085307389497757,
    0.4299998879432678,
    0.3231440484523773,
    0.642857015132904,
    0.6442951560020447,
    0.3265305161476135,
    0.4088887572288513,
    0.425531804561615,
    0.11475405097007751,
    0.3965516686439514,
    0.775861918926239,
    0.47560960054397583,
    0.31638407707214355,
    0.5042734146118164,
    0.4204544126987457,
    0.5454544425010681,
    0.4566209018230438,
    0.468864381313324,
    0.4499998986721039,
    0.5631066560745239,
    0.35714274644851685,
    0.2727271616458893,
    0.7748689651489258,
    0.5731706023216248,
    0.4210525155067444,
    0.33212989568710327,
    0.239520862698555,
    0.4319247901439667
   ],
   "time": 10.642194923944771,
   "param": null
  },
  {
   "epoch": 71,
   "train_loss": 1.5988520383834839,
   "val_loss": 2.0339279174804688,
   "acc": 47.83,
   "f1": [
    0.7942582368850708,
    0.639593780040741,
    0.35294109582901,
    0.2764226496219635,
    0.30275216698646545,
    0.41245123744010925,
    0.4963502585887909,
    0.6037734746932983,
    0.6343611478805542,
    0.5323193669319153,
    0.3365383446216583,
    0.34482747316360474,
    0.3911845088005066,
    0.3428570628166199,
    0.4491977095603943,
    0.4105958938598633,
    0.49814119935035706,
    0.6019416451454163,
    0.46861910820007324,
    0.3775099515914917,
    0.738461434841156,
    0.48844873905181885,
    0.39357417821884155,
    0.6904760003089905,
    0.6666665077209473,
    0.3184078335762024,
    0.40601497888565063,
    0.2705313265323639,
    0.577777624130249,
    0.46874985098838806,
    0.438709557056427,
    0.46864673495292664,
    0.466666579246521,
    0.4430379271507263,
    0.45751625299453735,
    0.3861384987831116,
    0.2564101815223694,
    0.368663489818573,
    0.3926939368247986,
    0.6320345401763916,
    0.34586456418037415,
    0.735751211643219,
    0.46511611342430115,
    0.3969464600086212,
    0.1866666078567505,
    0.3406592309474945,
    0.2999999225139618,
    0.5445543527603149,
    0.7217390537261963,
    0.5034964680671692,
    0.26086944341659546,
    0.5609754920005798,
    0.5573769211769104,
    0.6832296252250671,
    0.6399998664855957,
    0.18579228222370148,
    0.7593581080436707,
    0.526829183101654,
    0.539215624332428,
    0.5168538093566895,
    0.7411166429519653,
    0.5416665077209473,
    0.5730992555618286,
    0.486772358417511,
    0.29787224531173706,
    0.2888887822628021,
    0.3454544246196747,
    0.4914284646511078,
    0.7761192321777344,
    0.6557375192642212,
    0.5095540285110474,
    0.6175113916397095,
    0.2211054563522339,
    0.43946176767349243,
    0.37894728779792786,
    0.715083658695221,
    0.7272725701332092,
    0.42290738224983215,
    0.45197728276252747,
    0.5697672963142395,
    0.30046939849853516,
    0.33497530221939087,
    0.8156423568725586,
    0.4028775990009308,
    0.3162054419517517,
    0.5348835587501526,
    0.4930231273174286,
    0.5142855644226074,
    0.45033106207847595,
    0.3703702688217163,
    0.4453124403953552,
    0.5660375952720642,
    0.41269823908805847,
    0.41666656732559204,
    0.7619046568870544,
    0.629441499710083,
    0.4942527115345001,
    0.434782475233078,
    0.14634142816066742,
    0.554216742515564
   ],
   "time": 10.076709440909326,
   "param": null
  },
  {
   "epoch": 72,
   "train_loss": 1.7016010284423828,
   "val_loss": 2.07318377494812,
   "acc": 49.69,
   "f1": [
    0.820512592792511,
    0.6555553674697876,
    0.43404245376586914,
    0.2589927613735199,
    0.2935778796672821,
    0.42201822996139526,
    0.580644965171814,
    0.5657892823219299,
    0.7378638982772827,
    0.5508472919464111,
    0.32222211360931396,
    0.23809516429901123,
    0.5730335712432861,
    0.48421040177345276,
    0.37125736474990845,
    0.4561402499675751,
    0.5254236459732056,
    0.64327472448349,
    0.4046241343021393,
    0.3356642425060272,
    0.7523808479309082,
    0.5647058486938477,
    0.49999988079071045,
    0.6184208989143372,
    0.5974024534225464,
    0.45595842599868774,
    0.4632767140865326,
    0.35658904910087585,
    0.5425099730491638,
    0.5142855644226074,
    0.43555545806884766,
    0.5153372287750244,
    0.47222211956977844,
    0.5102038979530334,
    0.4347825050354004,
    0.3211008310317993,
    0.4624998867511749,
    0.4567900002002716,
    0.3081232011318207,
    0.788888692855835,
    0.3964756429195404,
    0.7446807622909546,
    0.49999985098838806,
    0.4233575463294983,
    0.2681563198566437,
    0.37096765637397766,
    0.32291656732559204,
    0.45751625299453735,
    0.7142855525016785,
    0.6081869602203369,
    0.32075464725494385,
    0.5816324949264526,
    0.5630251169204712,
    0.7850465774536133,
    0.575107216835022,
    0.23236507177352905,
    0.775119423866272,
    0.502564013004303,
    0.7009344696998596,
    0.48201432824134827,
    0.7512193918228149,
    0.613065242767334,
    0.5487803816795349,
    0.41481471061706543,
    0.2797201871871948,
    0.26845628023147583,
    0.3414633274078369,
    0.43781083822250366,
    0.8159202337265015,
    0.6237622499465942,
    0.5930231213569641,
    0.6056336760520935,
    0.2323942929506302,
    0.40358731150627136,
    0.31884047389030457,
    0.7796609401702881,
    0.7142856121063232,
    0.37275978922843933,
    0.2705881893634796,
    0.49689429998397827,
    0.2341136336326599,
    0.5197739005088806,
    0.8260867595672607,
    0.46808499097824097,
    0.3999999165534973,
    0.5783131122589111,
    0.5583755373954773,
    0.5833331942558289,
    0.535353422164917,
    0.5537188649177551,
    0.535519003868103,
    0.6448596715927124,
    0.45360812544822693,
    0.34920626878738403,
    0.7891891002655029,
    0.5517240166664124,
    0.29268285632133484,
    0.47368407249450684,
    0.31818172335624695,
    0.5348835587501526
   ],
   "time": 9.559726095758379,
   "param": null
  },
  {
   "epoch": 73,
   "train_loss": 1.6292821168899536,
   "val_loss": 2.2361011505126953,
   "acc": 44.81,
   "f1": [
    0.734939694404602,
    0.5303866267204285,
    0.3362830877304077,
    0.15873010456562042,
    0.31325289607048035,
    0.43243229389190674,
    0.49689429998397827,
    0.5617976188659668,
    0.6367345452308655,
    0.6011558771133423,
    0.3387095630168915,
    0.31999990344047546,
    0.4687499403953552,
    0.391608327627182,
    0.429447740316391,
    0.41071420907974243,
    0.547485888004303,
    0.6831682324409485,
    0.3999999165534973,
    0.4278606176376343,
    0.6909089088439941,
    0.6378377079963684,
    0.45581385493278503,
    0.6176469922065735,
    0.6198828816413879,
    0.333333283662796,
    0.40764322876930237,
    0.23423418402671814,
    0.5149698853492737,
    0.4146340489387512,
    0.46728962659835815,
    0.42857131361961365,
    0.41884803771972656,
    0.5052630305290222,
    0.42857128381729126,
    0.22222216427326202,
    0.4342104196548462,
    0.33333322405815125,
    0.30357134342193604,
    0.5454544425010681,
    0.40490788221359253,
    0.669999897480011,
    0.3342036008834839,
    0.43678146600723267,
    0.2886596918106079,
    0.23188398778438568,
    0.3290042281150818,
    0.5022025108337402,
    0.7314813137054443,
    0.49999988079071045,
    0.1768706887960434,
    0.4313724637031555,
    0.5146197080612183,
    0.6304346323013306,
    0.506493330001831,
    0.17142851650714874,
    0.7080743312835693,
    0.3787877857685089,
    0.5161289572715759,
    0.5408803224563599,
    0.6769229173660278,
    0.5824174284934998,
    0.5596328973770142,
    0.3404254615306854,
    0.2702701985836029,
    0.1503758728504181,
    0.2983870208263397,
    0.2677164673805237,
    0.7511736154556274,
    0.5942855477333069,
    0.547770619392395,
    0.5668014883995056,
    0.19999992847442627,
    0.43349742889404297,
    0.31355923414230347,
    0.6951870322227478,
    0.6551722884178162,
    0.24193541705608368,
    0.31034475564956665,
    0.47435885667800903,
    0.11382109671831131,
    0.43846145272254944,
    0.8235291838645935,
    0.3945577144622803,
    0.3406592309474945,
    0.4427480101585388,
    0.44827571511268616,
    0.5051193833351135,
    0.33333325386047363,
    0.4214874804019928,
    0.4649445414543152,
    0.6086955070495605,
    0.25373128056526184,
    0.23776215314865112,
    0.7835050225257874,
    0.5420559644699097,
    0.39778995513916016,
    0.35416656732559204,
    0.16793887317180634,
    0.5065500736236572
   ],
   "time": 9.181062836199999,
   "param": null
  },
  {
   "epoch": 74,
   "train_loss": 1.6852514743804932,
   "val_loss": 1.8671607971191406,
   "acc": 49.13,
   "f1": [
    0.7228915095329285,
    0.6011558771133423,
    0.367346853017807,
    0.306122362613678,
    0.30158719420433044,
    0.46351921558380127,
    0.543352484703064,
    0.5555554032325745,
    0.6892654895782471,
    0.5829595327377319,
    0.2909089922904968,
    0.33333319425582886,
    0.5454544425010681,
    0.4338623583316803,
    0.47826072573661804,
    0.41818171739578247,
    0.5520360469818115,
    0.6701569557189941,
    0.44776105880737305,
    0.4418603479862213,
    0.763440728187561,
    0.5702126026153564,
    0.49746179580688477,
    0.49333325028419495,
    0.6463412642478943,
    0.36559128761291504,
    0.41212108731269836,
    0.3020407259464264,
    0.6019416451454163,
    0.5235601663589478,
    0.3999999165534973,
    0.49006614089012146,
    0.49327346682548523,
    0.5240174531936646,
    0.5050503611564636,
    0.33755266666412354,
    0.419580340385437,
    0.45054933428764343,
    0.3522387146949768,
    0.7182319164276123,
    0.3975153863430023,
    0.7499998807907104,
    0.4777776598930359,
    0.5473682880401611,
    0.2695651352405548,
    0.3286384046077728,
    0.2873562276363373,
    0.4533332288265228,
    0.7540981769561768,
    0.569696843624115,
    0.29743579030036926,
    0.5470851063728333,
    0.5887848734855652,
    0.7089946269989014,
    0.6170212030410767,
    0.18550720810890198,
    0.6987950801849365,
    0.5312498211860657,
    0.612716555595398,
    0.43049317598342896,
    0.715908944606781,
    0.5847951769828796,
    0.5526314377784729,
    0.4526748061180115,
    0.32075464725494385,
    0.19259251654148102,
    0.36842095851898193,
    0.3984961211681366,
    0.7738691568374634,
    0.697435736656189,
    0.6091369390487671,
    0.5678232908248901,
    0.19318175315856934,
    0.37735840678215027,
    0.2837836742401123,
    0.7407405972480774,
    0.6463412642478943,
    0.36686381697654724,
    0.4215245544910431,
    0.5136610269546509,
    0.2393161654472351,
    0.471999853849411,
    0.8432430028915405,
    0.46913567185401917,
    0.31645557284355164,
    0.6168223023414612,
    0.5333332419395447,
    0.6628569960594177,
    0.5876776576042175,
    0.6132074594497681,
    0.4356435239315033,
    0.6407765746116638,
    0.27272719144821167,
    0.3111110329627991,
    0.7582937479019165,
    0.4758363366127014,
    0.4878047704696655,
    0.46242761611938477,
    0.33035704493522644,
    0.5578945875167847
   ],
   "time": 8.71241688914597,
   "param": null
  },
  {
   "epoch": 75,
   "train_loss": 1.64332914352417,
   "val_loss": 2.1913270950317383,
   "acc": 45.1,
   "f1": [
    0.7685183882713318,
    0.5853657126426697,
    0.24444440007209778,
    0.24539873003959656,
    0.20689649879932404,
    0.42708319425582886,
    0.5394735932350159,
    0.474820077419281,
    0.6174495220184326,
    0.4615383744239807,
    0.30769217014312744,
    0.27118638157844543,
    0.5863873362541199,
    0.4295300841331482,
    0.40764322876930237,
    0.31724128127098083,
    0.3715846538543701,
    0.6172838807106018,
    0.45121943950653076,
    0.37499988079071045,
    0.7037035822868347,
    0.5241934061050415,
    0.4840763211250305,
    0.3345724642276764,
    0.6503065824508667,
    0.34129685163497925,
    0.2950819134712219,
    0.16793887317180634,
    0.4895103871822357,
    0.45833322405815125,
    0.4402514398097992,
    0.4057970345020294,
    0.5549736618995667,
    0.3908044993877411,
    0.4698793888092041,
    0.2683981955051422,
    0.43678146600723267,
    0.38028159737586975,
    0.3394494354724884,
    0.6457397937774658,
    0.3278687596321106,
    0.7076921463012695,
    0.3157893419265747,
    0.5284972786903381,
    0.2091502547264099,
    0.22377613186836243,
    0.2764226496219635,
    0.5363127589225769,
    0.7142854928970337,
    0.4324323236942291,
    0.15277770161628723,
    0.47619035840034485,
    0.5876287817955017,
    0.7171715497970581,
    0.6268655061721802,
    0.08805025368928909,
    0.6693225502967834,
    0.5152837038040161,
    0.5847455859184265,
    0.4425530731678009,
    0.6878305077552795,
    0.4360901117324829,
    0.5714284181594849,
    0.38095223903656006,
    0.25165554881095886,
    0.20338977873325348,
    0.30674833059310913,
    0.31884047389030457,
    0.7450978755950928,
    0.41277632117271423,
    0.5543476939201355,
    0.5272725820541382,
    0.14545448124408722,
    0.4100417494773865,
    0.19999991357326508,
    0.6888887882232666,
    0.6610168218612671,
    0.43216070532798767,
    0.3521125614643097,
    0.4249998927116394,
    0.13223135471343994,
    0.49549540877342224,
    0.796116292476654,
    0.44444432854652405,
    0.3800903856754303,
    0.5024153590202332,
    0.5102038979530334,
    0.5742572546005249,
    0.4218749403953552,
    0.5837318897247314,
    0.5279186367988586,
    0.5241377949714661,
    0.3977271616458893,
    0.2614377737045288,
    0.6779659986495972,
    0.5821594595909119,
    0.45833322405815125,
    0.33333322405815125,
    0.25862061977386475,
    0.6424240469932556
   ],
   "time": 8.885112395510077,
   "param": null
  },
  {
   "epoch": 76,
   "train_loss": 1.4345027208328247,
   "val_loss": 2.090519666671753,
   "acc": 48.84,
   "f1": [
    0.7904760241508484,
    0.6086955666542053,
    0.3981899321079254,
    0.2629968822002411,
    0.28272244334220886,
    0.4565216302871704,
    0.547485888004303,
    0.577777624130249,
    0.6806281208992004,
    0.5207098722457886,
    0.3428570330142975,
    0.30303019285202026,
    0.5531913042068481,
    0.38666656613349915,
    0.44578301906585693,
    0.3867923319339752,
    0.5485712885856628,
    0.5810809135437012,
    0.41877248883247375,
    0.3463686406612396,
    0.704545259475708,
    0.5855512022972107,
    0.4645159840583801,
    0.6120217442512512,
    0.7301585674285889,
    0.36986294388771057,
    0.44943806529045105,
    0.3234322965145111,
    0.6368157267570496,
    0.43835610151290894,
    0.44230756163597107,
    0.49599987268447876,
    0.4579438269138336,
    0.4805193543434143,
    0.4953269362449646,
    0.20895513892173767,
    0.4774192273616791,
    0.4914284646511078,
    0.3297490179538727,
    0.6339284181594849,
    0.45454537868499756,
    0.7305388450622559,
    0.3950616121292114,
    0.5652172565460205,
    0.3041473925113678,
    0.331034392118454,
    0.31764698028564453,
    0.5545453429222107,
    0.7765957117080688,
    0.6242773532867432,
    0.28402355313301086,
    0.47899147868156433,
    0.56043940782547,
    0.7064219117164612,
    0.5472635626792908,
    0.17272719740867615,
    0.6952788233757019,
    0.49795907735824585,
    0.6599999070167542,
    0.5560536980628967,
    0.7241377830505371,
    0.6524062752723694,
    0.5769228935241699,
    0.45033106207847595,
    0.2739725112915039,
    0.1980675756931305,
    0.3649121820926666,
    0.42982450127601624,
    0.7999998331069946,
    0.6862744092941284,
    0.5628740787506104,
    0.6120217442512512,
    0.17869408428668976,
    0.4463517963886261,
    0.40350866317749023,
    0.6923075914382935,
    0.7462685704231262,
    0.41176459193229675,
    0.2821315824985504,
    0.4730289578437805,
    0.1899440735578537,
    0.5060239434242249,
    0.7953214645385742,
    0.44943806529045105,
    0.4588233530521393,
    0.5979380011558533,
    0.5146197080612183,
    0.602040708065033,
    0.518518328666687,
    0.5061726570129395,
    0.48803818225860596,
    0.6063828468322754,
    0.44943806529045105,
    0.358024537563324,
    0.7564765214920044,
    0.602040708065033,
    0.49484527111053467,
    0.4685713052749634,
    0.30097079277038574,
    0.42735037207603455
   ],
   "time": 9.645328502170742,
   "param": null
  },
  {
   "epoch": 77,
   "train_loss": 1.600836992263794,
   "val_loss": 2.022536516189575,
   "acc": 50.12,
   "f1": [
    0.7959181666374207,
    0.6146340370178223,
    0.35467973351478577,
    0.21978014707565308,
    0.3228698670864105,
    0.4698793888092041,
    0.6067414879798889,
    0.5957446098327637,
    0.637362539768219,
    0.5897434949874878,
    0.28767114877700806,
    0.3636362850666046,
    0.5299144387245178,
    0.44047608971595764,
    0.4766353964805603,
    0.37558677792549133,
    0.5911948084831238,
    0.6390976309776306,
    0.4075828194618225,
    0.41284388303756714,
    0.7575755715370178,
    0.635944664478302,
    0.4454544484615326,
    0.635944664478302,
    0.7593581080436707,
    0.42051267623901367,
    0.4020099639892578,
    0.36129021644592285,
    0.6543208360671997,
    0.4120602011680603,
    0.4836600124835968,
    0.42172518372535706,
    0.4607328474521637,
    0.548076868057251,
    0.45248857140541077,
    0.3175964951515198,
    0.4656083285808563,
    0.43171796202659607,
    0.35460981726646423,
    0.7135133743286133,
    0.4414413571357727,
    0.684491753578186,
    0.3646408021450043,
    0.5485230684280396,
    0.282828152179718,
    0.32704389095306396,
    0.34972667694091797,
    0.5517240166664124,
    0.5976094603538513,
    0.6775954961776733,
    0.18579228222370148,
    0.5029938817024231,
    0.5756096839904785,
    0.747572660446167,
    0.5930231213569641,
    0.18309852480888367,
    0.7777776122093201,
    0.6145250201225281,
    0.5140561461448669,
    0.49999985098838806,
    0.7472525835037231,
    0.6043955087661743,
    0.6344084739685059,
    0.3959389626979828,
    0.29803910851478577,
    0.2722512185573578,
    0.39795905351638794,
    0.4549761712551117,
    0.8299998044967651,
    0.6701569557189941,
    0.5783131122589111,
    0.711340069770813,
    0.22784802317619324,
    0.49214646220207214,
    0.3265305161476135,
    0.6637929677963257,
    0.7578946352005005,
    0.35460981726646423,
    0.39999985694885254,
    0.5747125148773193,
    0.21886786818504333,
    0.5118108987808228,
    0.8043477535247803,
    0.4805193543434143,
    0.38144323229789734,
    0.5348835587501526,
    0.5445024967193604,
    0.5596706867218018,
    0.4183005392551422,
    0.4049382209777832,
    0.5728641748428345,
    0.6063346862792969,
    0.47474732995033264,
    0.29268282651901245,
    0.8426394462585449,
    0.5853657126426697,
    0.4930231273174286,
    0.47004595398902893,
    0.239520862698555,
    0.5394735932350159
   ],
   "time": 10.33724706992507,
   "param": null
  },
  {
   "epoch": 78,
   "train_loss": 1.5644136667251587,
   "val_loss": 1.8643847703933716,
   "acc": 51.39,
   "f1": [
    0.7272725105285645,
    0.653465211391449,
    0.35294109582901,
    0.3179486393928528,
    0.25945934653282166,
    0.5028570294380188,
    0.574585497379303,
    0.6063828468322754,
    0.6829267144203186,
    0.5757573843002319,
    0.3383083641529083,
    0.35156238079071045,
    0.613065242767334,
    0.4705880880355835,
    0.40277767181396484,
    0.45685264468193054,
    0.5595853924751282,
    0.649214506149292,
    0.4615383744239807,
    0.4129031002521515,
    0.7676765322685242,
    0.6403160691261292,
    0.4736841022968292,
    0.6181817054748535,
    0.7030301690101624,
    0.38181808590888977,
    0.494381844997406,
    0.3670884966850281,
    0.47896432876586914,
    0.524590015411377,
    0.49773746728897095,
    0.49655160307884216,
    0.4313724637031555,
    0.43902432918548584,
    0.46025097370147705,
    0.2745097279548645,
    0.49999988079071045,
    0.45263150334358215,
    0.37499985098838806,
    0.619246780872345,
    0.45976996421813965,
    0.7380951046943665,
    0.47560960054397583,
    0.5434780716896057,
    0.33918121457099915,
    0.31325289607048035,
    0.3383457660675049,
    0.5538460612297058,
    0.7029287219047546,
    0.6737966537475586,
    0.27380943298339844,
    0.48192763328552246,
    0.5057469606399536,
    0.7106597423553467,
    0.6083332300186157,
    0.20930226147174835,
    0.7783782482147217,
    0.5937498807907104,
    0.6216214895248413,
    0.5638765096664429,
    0.6867468357086182,
    0.613756537437439,
    0.6171427369117737,
    0.5339804887771606,
    0.30769217014312744,
    0.24074065685272217,
    0.3543306291103363,
    0.48913031816482544,
    0.7920790910720825,
    0.6483515501022339,
    0.5643563270568848,
    0.6249998807907104,
    0.25547438859939575,
    0.40677958726882935,
    0.329268217086792,
    0.7379677891731262,
    0.7553189396858215,
    0.36986294388771057,
    0.4230768084526062,
    0.5240174531936646,
    0.23346298933029175,
    0.5670101642608643,
    0.8054296970367432,
    0.4745761454105377,
    0.4910178482532501,
    0.5485712885856628,
    0.5555554032325745,
    0.6325579881668091,
    0.5681816935539246,
    0.625640869140625,
    0.5698922872543335,
    0.6588233709335327,
    0.3924049437046051,
    0.35483863949775696,
    0.8421051502227783,
    0.5700933337211609,
    0.46153831481933594,
    0.4701491594314575,
    0.3474177420139313,
    0.6219511032104492
   ],
   "time": 10.534539475105703,
   "param": null
  },
  {
   "epoch": 79,
   "train_loss": 1.6189452409744263,
   "val_loss": 2.2144906520843506,
   "acc": 50.39,
   "f1": [
    0.6913578510284424,
    0.6186439990997314,
    0.44444435834884644,
    0.24630534648895264,
    0.32291656732559204,
    0.49586769938468933,
    0.5157230496406555,
    0.6010361909866333,
    0.6296294927597046,
    0.6046510338783264,
    0.3351350426673889,
    0.34042540192604065,
    0.5418717861175537,
    0.40277767181396484,
    0.45398759841918945,
    0.4338623583316803,
    0.5686272978782654,
    0.638554036617279,
    0.46376800537109375,
    0.49710968136787415,
    0.722466766834259,
    0.6889951229095459,
    0.47435885667800903,
    0.6734693050384521,
    0.762376070022583,
    0.3765689730644226,
    0.45569607615470886,
    0.26415085792541504,
    0.6178008913993835,
    0.4656083285808563,
    0.5882351398468018,
    0.46511611342430115,
    0.4413144290447235,
    0.42857128381729126,
    0.4666665196418762,
    0.25668442249298096,
    0.4727271497249603,
    0.44047608971595764,
    0.43181803822517395,
    0.6023164391517639,
    0.4424777626991272,
    0.6731706857681274,
    0.4177214205265045,
    0.528846025466919,
    0.31055888533592224,
    0.3116881847381592,
    0.3376622498035431,
    0.5533979535102844,
    0.727272629737854,
    0.5911948084831238,
    0.29885047674179077,
    0.4980841875076294,
    0.5365853309631348,
    0.6769229173660278,
    0.5964910984039307,
    0.25104594230651855,
    0.675324559211731,
    0.3938460946083069,
    0.6171427369117737,
    0.46274495124816895,
    0.7650271654129028,
    0.5317917466163635,
    0.5921786427497864,
    0.5177663564682007,
    0.18461529910564423,
    0.23048320412635803,
    0.40404030680656433,
    0.4854367673397064,
    0.7589284181594849,
    0.6812225580215454,
    0.29850736260414124,
    0.6808509230613708,
    0.1971830427646637,
    0.4210525155067444,
    0.4050632119178772,
    0.7255812287330627,
    0.718893826007843,
    0.3578946590423584,
    0.4606059193611145,
    0.5126049518585205,
    0.2236841470003128,
    0.5396823883056641,
    0.7323941588401794,
    0.46376800537109375,
    0.4640882611274719,
    0.5779815316200256,
    0.5189871788024902,
    0.6291078925132751,
    0.5228756666183472,
    0.5903612971305847,
    0.4936707317829132,
    0.631578803062439,
    0.3824450969696045,
    0.3373492956161499,
    0.7857140898704529,
    0.6031745076179504,
    0.44787636399269104,
    0.4697985351085663,
    0.3018867075443268,
    0.6118720173835754
   ],
   "time": 10.515238427557051,
   "param": null
  },
  {
   "epoch": 80,
   "train_loss": 1.5834962129592896,
   "val_loss": 2.097504138946533,
   "acc": 48.71,
   "f1": [
    0.6746030449867249,
    0.6489360928535461,
    0.43199992179870605,
    0.2702701687812805,
    0.34640514850616455,
    0.4727271497249603,
    0.5695362091064453,
    0.5921786427497864,
    0.7252746224403381,
    0.6227543354034424,
    0.28272244334220886,
    0.34482747316360474,
    0.5319147706031799,
    0.4772725999355316,
    0.4615383744239807,
    0.4945053458213806,
    0.43518510460853577,
    0.6249998807907104,
    0.43781083822250366,
    0.31884047389030457,
    0.7738093733787537,
    0.5863453149795532,
    0.4770641028881073,
    0.6086955070495605,
    0.609625518321991,
    0.45555540919303894,
    0.4145076870918274,
    0.24836595356464386,
    0.5978259444236755,
    0.48780474066734314,
    0.3716813027858734,
    0.5247523188591003,
    0.4095236659049988,
    0.4662575423717499,
    0.434782475233078,
    0.3091786503791809,
    0.48275846242904663,
    0.4834122061729431,
    0.43349742889404297,
    0.5901638269424438,
    0.44444429874420166,
    0.6956520080566406,
    0.37410059571266174,
    0.53987717628479,
    0.2694299519062042,
    0.2904563546180725,
    0.24161066114902496,
    0.5833332538604736,
    0.6947367191314697,
    0.5414846539497375,
    0.2674417495727539,
    0.5024629235267639,
    0.5911328792572021,
    0.7676765322685242,
    0.644067645072937,
    0.18803413212299347,
    0.8299998044967651,
    0.5213673710823059,
    0.6700506210327148,
    0.46969687938690186,
    0.7499999403953552,
    0.5027931928634644,
    0.5856351852416992,
    0.48314592242240906,
    0.2589927613735199,
    0.24615377187728882,
    0.41717782616615295,
    0.403755784034729,
    0.83157879114151,
    0.6885244846343994,
    0.5769228935241699,
    0.6086955070495605,
    0.22131142020225525,
    0.31441038846969604,
    0.2981817424297333,
    0.6814157962799072,
    0.7918779850006104,
    0.3121386468410492,
    0.36933788657188416,
    0.5161288976669312,
    0.29365071654319763,
    0.48484838008880615,
    0.842696487903595,
    0.43678146600723267,
    0.4358973205089569,
    0.5925924181938171,
    0.5238093733787537,
    0.6326529383659363,
    0.552941083908081,
    0.613756537437439,
    0.5358850359916687,
    0.519684910774231,
    0.37179476022720337,
    0.3208555281162262,
    0.7932959794998169,
    0.3927648365497589,
    0.4183005392551422,
    0.4561401903629303,
    0.17021270096302032,
    0.48387086391448975
   ],
   "time": 9.312117327004671,
   "param": null
  },
  {
   "epoch": 81,
   "train_loss": 1.5100743770599365,
   "val_loss": 2.0033693313598633,
   "acc": 51.45,
   "f1": [
    0.8080806732177734,
    0.6896550059318542,
    0.34042540192604065,
    0.31506839394569397,
    0.34374991059303284,
    0.5310733318328857,
    0.5696201324462891,
    0.603351891040802,
    0.6723402738571167,
    0.5988022685050964,
    0.3841806650161743,
    0.34977567195892334,
    0.47619032859802246,
    0.4615383744239807,
    0.4328356981277466,
    0.4242422878742218,
    0.6010927557945251,
    0.6406925916671753,
    0.3473052978515625,
    0.4148934781551361,
    0.8228570222854614,
    0.618867814540863,
    0.4894513487815857,
    0.666666567325592,
    0.7551018595695496,
    0.44444435834884644,
    0.4380951225757599,
    0.3314915895462036,
    0.6785712838172913,
    0.4137929677963257,
    0.5537188649177551,
    0.5462961196899414,
    0.48803818225860596,
    0.4024766981601715,
    0.525139570236206,
    0.3318384885787964,
    0.49333325028419495,
    0.45569613575935364,
    0.3584904372692108,
    0.7070705890655518,
    0.5030673146247864,
    0.6923075318336487,
    0.4095236659049988,
    0.4855490028858185,
    0.26666659116744995,
    0.3999998867511749,
    0.35714274644851685,
    0.5199998617172241,
    0.7264149188995361,
    0.675555408000946,
    0.29714274406433105,
    0.5934064984321594,
    0.5572138428688049,
    0.7597764134407043,
    0.6451612114906311,
    0.15151509642601013,
    0.7248907089233398,
    0.5666665434837341,
    0.6551722884178162,
    0.5326631665229797,
    0.7413792014122009,
    0.56043940782547,
    0.5800864696502686,
    0.4262293875217438,
    0.2882882356643677,
    0.29665064811706543,
    0.3723403513431549,
    0.3823528587818146,
    0.7190080881118774,
    0.6774192452430725,
    0.6036034822463989,
    0.6136362552642822,
    0.1548386514186859,
    0.4319247901439667,
    0.3983050286769867,
    0.7373270392417908,
    0.7638189196586609,
    0.3597121238708496,
    0.42639580368995667,
    0.5174128413200378,
    0.26153838634490967,
    0.5121950507164001,
    0.8128339648246765,
    0.44444432854652405,
    0.4974091649055481,
    0.5748986601829529,
    0.5741626024246216,
    0.6448085904121399,
    0.4594593644142151,
    0.4947367310523987,
    0.4778155982494354,
    0.6180256605148315,
    0.3708608150482178,
    0.2741934657096863,
    0.7956987619400024,
    0.5732482671737671,
    0.5063290596008301,
    0.45320188999176025,
    0.2553190588951111,
    0.5102038979530334
   ],
   "time": 9.483118060976267,
   "param": null
  },
  {
   "epoch": 82,
   "train_loss": 1.3886901140213013,
   "val_loss": 1.9733359813690186,
   "acc": 51.29,
   "f1": [
    0.7735847234725952,
    0.5693429112434387,
    0.40935659408569336,
    0.2987011969089508,
    0.27177694439888,
    0.38139525055885315,
    0.5964910984039307,
    0.6034481525421143,
    0.7022221088409424,
    0.6557375192642212,
    0.38541653752326965,
    0.43575406074523926,
    0.4924241304397583,
    0.44848471879959106,
    0.41717782616615295,
    0.44303786754608154,
    0.580644965171814,
    0.6822428703308105,
    0.4711109697818756,
    0.4324323236942291,
    0.7864076495170593,
    0.6777776479721069,
    0.4705881178379059,
    0.5714284181594849,
    0.6853931546211243,
    0.4085105359554291,
    0.4179103374481201,
    0.3295879364013672,
    0.5419353246688843,
    0.5154638290405273,
    0.5170730352401733,
    0.517646849155426,
    0.4210525453090668,
    0.5029938817024231,
    0.5137613415718079,
    0.2585032880306244,
    0.4520547091960907,
    0.42352932691574097,
    0.37004393339157104,
    0.7513225674629211,
    0.43349742889404297,
    0.7759560942649841,
    0.4347825050354004,
    0.5888323187828064,
    0.3542855978012085,
    0.40394076704978943,
    0.36470577120780945,
    0.5494503974914551,
    0.7395831346511841,
    0.5185183882713318,
    0.3069306015968323,
    0.5142855644226074,
    0.5775399804115295,
    0.7843136787414551,
    0.6701569557189941,
    0.21556879580020905,
    0.7547168731689453,
    0.5517240166664124,
    0.6511626243591309,
    0.5863873362541199,
    0.7093595266342163,
    0.6305417418479919,
    0.6256982088088989,
    0.43902426958084106,
    0.21333324909210205,
    0.26153838634490967,
    0.41284388303756714,
    0.3389829695224762,
    0.6999998688697815,
    0.6868685483932495,
    0.45833322405815125,
    0.6174495816230774,
    0.21698106825351715,
    0.4405285120010376,
    0.321428507566452,
    0.7640447616577148,
    0.6607928276062012,
    0.4261167645454407,
    0.35443025827407837,
    0.5101213455200195,
    0.2803029716014862,
    0.5294116735458374,
    0.8269229531288147,
    0.5202310085296631,
    0.3165466785430908,
    0.6242773532867432,
    0.5608464479446411,
    0.6141077876091003,
    0.507936418056488,
    0.5795453190803528,
    0.5161288976669312,
    0.6703295111656189,
    0.3942306339740753,
    0.3373492956161499,
    0.8309177160263062,
    0.5483869910240173,
    0.5140561461448669,
    0.462584912776947,
    0.29813653230667114,
    0.519684910774231
   ],
   "time": 8.741096414625645,
   "param": null
  },
  {
   "epoch": 83,
   "train_loss": 1.7057671546936035,
   "val_loss": 1.9401673078536987,
   "acc": 49.77,
   "f1": [
    0.8140701651573181,
    0.6229506731033325,
    0.331034392118454,
    0.28476813435554504,
    0.3882351815700531,
    0.4979918897151947,
    0.5283017754554749,
    0.5531913042068481,
    0.683937668800354,
    0.5911328792572021,
    0.3524228036403656,
    0.34972667694091797,
    0.4859153926372528,
    0.4158414602279663,
    0.3999999165534973,
    0.39999985694885254,
    0.5087717771530151,
    0.543046236038208,
    0.4787232577800751,
    0.4198893904685974,
    0.7149757146835327,
    0.6511626243591309,
    0.4705881178379059,
    0.6666665077209473,
    0.729999840259552,
    0.40191373229026794,
    0.38356155157089233,
    0.35185176134109497,
    0.6509432196617126,
    0.47368407249450684,
    0.4186045527458191,
    0.48913031816482544,
    0.4358973205089569,
    0.46530601382255554,
    0.38461533188819885,
    0.33333325386047363,
    0.5056177973747253,
    0.4119402766227722,
    0.3552630543708801,
    0.6698563694953918,
    0.34640514850616455,
    0.7411763668060303,
    0.37908485531806946,
    0.5308640599250793,
    0.32432422041893005,
    0.4203820824623108,
    0.3152172863483429,
    0.5116277933120728,
    0.70588219165802,
    0.5769228935241699,
    0.2576685845851898,
    0.5549131631851196,
    0.5111110210418701,
    0.7731956839561462,
    0.6363635063171387,
    0.2559240758419037,
    0.7431692481040955,
    0.5361700654029846,
    0.5533979535102844,
    0.4634144902229309,
    0.7407405376434326,
    0.549019455909729,
    0.5874997973442078,
    0.5405403971672058,
    0.18978095054626465,
    0.2215908318758011,
    0.46486473083496094,
    0.4432430863380432,
    0.716157078742981,
    0.6217615604400635,
    0.5520831942558289,
    0.6831682324409485,
    0.28426387906074524,
    0.418032705783844,
    0.314606636762619,
    0.7323941588401794,
    0.6077737808227539,
    0.38157883286476135,
    0.4223601520061493,
    0.4770641028881073,
    0.225680872797966,
    0.477508544921875,
    0.7709495425224304,
    0.39473676681518555,
    0.434782475233078,
    0.5882351994514465,
    0.5462961196899414,
    0.5584904551506042,
    0.3636362552642822,
    0.534031331539154,
    0.48034927248954773,
    0.6632122993469238,
    0.4485980272293091,
    0.351351261138916,
    0.7906975150108337,
    0.5781989693641663,
    0.4428570568561554,
    0.5192306637763977,
    0.2647058069705963,
    0.6060605049133301
   ],
   "time": 9.154384615831077,
   "param": null
  },
  {
   "epoch": 84,
   "train_loss": 1.4299381971359253,
   "val_loss": 2.153520345687866,
   "acc": 47.54,
   "f1": [
    0.7777776122093201,
    0.5981307029724121,
    0.4022987186908722,
    0.14285710453987122,
    0.263013631105423,
    0.3950616121292114,
    0.46835434436798096,
    0.5714284181594849,
    0.6553670763969421,
    0.5874997973442078,
    0.3091786503791809,
    0.35365843772888184,
    0.5152837038040161,
    0.3648647665977478,
    0.3921567499637604,
    0.42253512144088745,
    0.6069650650024414,
    0.6198828816413879,
    0.3440232574939728,
    0.3555554449558258,
    0.6832296252250671,
    0.5462183356285095,
    0.447368323802948,
    0.6206895112991333,
    0.6740330457687378,
    0.43216070532798767,
    0.3686273694038391,
    0.2204408347606659,
    0.6421051621437073,
    0.41340771317481995,
    0.5140561461448669,
    0.5149698853492737,
    0.5172412991523743,
    0.5022025108337402,
    0.45263150334358215,
    0.30172407627105713,
    0.5058822631835938,
    0.44943806529045105,
    0.3793102502822876,
    0.6767675280570984,
    0.3972601890563965,
    0.688171923160553,
    0.364531934261322,
    0.4855490028858185,
    0.22281160950660706,
    0.34615373611450195,
    0.29166656732559204,
    0.49999988079071045,
    0.7184464335441589,
    0.6224488615989685,
    0.2718445658683777,
    0.5619046092033386,
    0.6237622499465942,
    0.7759560942649841,
    0.5972849726676941,
    0.21198150515556335,
    0.7799997925758362,
    0.5617976188659668,
    0.5786162614822388,
    0.5690376162528992,
    0.7252746224403381,
    0.547485888004303,
    0.5384613871574402,
    0.40404030680656433,
    0.25339359045028687,
    0.30939218401908875,
    0.3820223808288574,
    0.42580634355545044,
    0.7166664600372314,
    0.6707315444946289,
    0.6019416451454163,
    0.41176462173461914,
    0.2576685845851898,
    0.35064926743507385,
    0.3186812400817871,
    0.7638189196586609,
    0.7630056738853455,
    0.3414633274078369,
    0.32152584195137024,
    0.43171796202659607,
    0.25675666332244873,
    0.48201432824134827,
    0.788571298122406,
    0.5405403971672058,
    0.43956032395362854,
    0.596684992313385,
    0.5379309058189392,
    0.642857015132904,
    0.4615383744239807,
    0.5809522867202759,
    0.5188678503036499,
    0.5182480812072754,
    0.3999998867511749,
    0.28925609588623047,
    0.7909602522850037,
    0.31884047389030457,
    0.3974357545375824,
    0.49999988079071045,
    0.18978095054626465,
    0.4412810206413269
   ],
   "time": 9.105497813783586,
   "param": null
  },
  {
   "epoch": 85,
   "train_loss": 1.3827147483825684,
   "val_loss": 2.012579917907715,
   "acc": 50.43,
   "f1": [
    0.8078815937042236,
    0.5783131122589111,
    0.33802807331085205,
    0.28571420907974243,
    0.3625729978084564,
    0.4578312039375305,
    0.5172412991523743,
    0.6138612627983093,
    0.49572646617889404,
    0.6464645266532898,
    0.33333322405815125,
    0.21874991059303284,
    0.5062239766120911,
    0.47161564230918884,
    0.3950616121292114,
    0.5279186367988586,
    0.5276594758033752,
    0.6255922317504883,
    0.4044942855834961,
    0.4712642431259155,
    0.7562187314033508,
    0.5798317790031433,
    0.4615383744239807,
    0.6583332419395447,
    0.6545453071594238,
    0.3946187198162079,
    0.47321414947509766,
    0.2485205978155136,
    0.6388887763023376,
    0.48809507489204407,
    0.5302324295043945,
    0.40840837359428406,
    0.486772358417511,
    0.4112149178981781,
    0.4427480101585388,
    0.30999991297721863,
    0.5393257141113281,
    0.41935470700263977,
    0.3168315887451172,
    0.7675674557685852,
    0.4086019992828369,
    0.7283235192298889,
    0.4730289578437805,
    0.5136185884475708,
    0.19672125577926636,
    0.3537413775920868,
    0.3445377051830292,
    0.5617976188659668,
    0.763440728187561,
    0.6190474629402161,
    0.38636353611946106,
    0.4436362683773041,
    0.5287355184555054,
    0.6729856729507446,
    0.6428569555282593,
    0.26190465688705444,
    0.7441859841346741,
    0.563535749912262,
    0.5903612971305847,
    0.5172412395477295,
    0.7884613275527954,
    0.5943394899368286,
    0.6276593804359436,
    0.4731181561946869,
    0.25510191917419434,
    0.23287664353847504,
    0.37918204069137573,
    0.38961026072502136,
    0.7783782482147217,
    0.6907215118408203,
    0.630302906036377,
    0.7035174369812012,
    0.21890540421009064,
    0.43093910813331604,
    0.2399999350309372,
    0.7134501934051514,
    0.7582937479019165,
    0.3599999248981476,
    0.4169883728027344,
    0.4769873321056366,
    0.19277101755142212,
    0.506912350654602,
    0.8108106255531311,
    0.5434780716896057,
    0.439655065536499,
    0.5668447613716125,
    0.5684208869934082,
    0.5381525158882141,
    0.5377357006072998,
    0.5645159482955933,
    0.4489794969558716,
    0.6211178302764893,
    0.39473676681518555,
    0.30303019285202026,
    0.7926266193389893,
    0.6071426868438721,
    0.507771909236908,
    0.4301885962486267,
    0.3278687596321106,
    0.48780474066734314
   ],
   "time": 9.855678597465158,
   "param": null
  },
  {
   "epoch": 86,
   "train_loss": 1.4902528524398804,
   "val_loss": 1.8348981142044067,
   "acc": 52.82,
   "f1": [
    0.7943924069404602,
    0.6519335508346558,
    0.46534639596939087,
    0.28235283493995667,
    0.3439999520778656,
    0.4033612310886383,
    0.6161615252494812,
    0.6178008913993835,
    0.6496813893318176,
    0.6083332300186157,
    0.4090907871723175,
    0.3874998986721039,
    0.6090908050537109,
    0.4675323963165283,
    0.45283007621765137,
    0.42145586013793945,
    0.5838507413864136,
    0.6740330457687378,
    0.4857141971588135,
    0.44444432854652405,
    0.7692305445671082,
    0.675555408000946,
    0.5140186548233032,
    0.6171427369117737,
    0.7021275758743286,
    0.3017902374267578,
    0.509090781211853,
    0.3565216362476349,
    0.6774192452430725,
    0.4916200041770935,
    0.5095540285110474,
    0.5370368957519531,
    0.5076140761375427,
    0.4491977095603943,
    0.507771909236908,
    0.3157894015312195,
    0.4972374439239502,
    0.371900737285614,
    0.41758227348327637,
    0.6820275187492371,
    0.45918354392051697,
    0.7499998807907104,
    0.5679011344909668,
    0.5967741012573242,
    0.3247862458229065,
    0.366812139749527,
    0.3440859317779541,
    0.5257141590118408,
    0.7169809341430664,
    0.5657892823219299,
    0.30541861057281494,
    0.4866918921470642,
    0.6116504073143005,
    0.7586205005645752,
    0.6509432196617126,
    0.2553190290927887,
    0.7476633787155151,
    0.6555553674697876,
    0.5688071846961975,
    0.5517240166664124,
    0.7570091485977173,
    0.4999998211860657,
    0.596684992313385,
    0.5108694434165955,
    0.2706766128540039,
    0.22619038820266724,
    0.4204544126987457,
    0.49999988079071045,
    0.8253965377807617,
    0.7446807622909546,
    0.653658390045166,
    0.6230767965316772,
    0.23318377137184143,
    0.5170730352401733,
    0.4142010807991028,
    0.7596151828765869,
    0.7717389464378357,
    0.4339621663093567,
    0.46363624930381775,
    0.5664739012718201,
    0.2488037496805191,
    0.47133752703666687,
    0.7636361718177795,
    0.5249998569488525,
    0.44976064562797546,
    0.6086955666542053,
    0.509090781211853,
    0.6244724988937378,
    0.5550238490104675,
    0.5589519143104553,
    0.5476189255714417,
    0.6379309296607971,
    0.43715834617614746,
    0.42352932691574097,
    0.7999998927116394,
    0.6111109852790833,
    0.4622220993041992,
    0.5567008852958679,
    0.27999988198280334,
    0.5999998450279236
   ],
   "time": 10.330977698788047,
   "param": null
  },
  {
   "epoch": 87,
   "train_loss": 1.4715110063552856,
   "val_loss": 1.9961358308792114,
   "acc": 48.17,
   "f1": [
    0.8118810057640076,
    0.5888887047767639,
    0.34554967284202576,
    0.2514968812465668,
    0.3043477535247803,
    0.37908485531806946,
    0.5549131631851196,
    0.5762709975242615,
    0.6292133331298828,
    0.5645932555198669,
    0.31249991059303284,
    0.3313608467578888,
    0.5527637004852295,
    0.48756206035614014,
    0.3797467350959778,
    0.35502949357032776,
    0.547485888004303,
    0.600822925567627,
    0.4521738290786743,
    0.2941175401210785,
    0.8131867051124573,
    0.5139318108558655,
    0.41592907905578613,
    0.528662383556366,
    0.7373736500740051,
    0.3743841052055359,
    0.43298953771591187,
    0.2658226788043976,
    0.609625518321991,
    0.4315788447856903,
    0.4550897181034088,
    0.47107425332069397,
    0.45535701513290405,
    0.46009382605552673,
    0.4417177140712738,
    0.3064514994621277,
    0.4787232577800751,
    0.3982299864292145,
    0.3846152722835541,
    0.4094487428665161,
    0.47398826479911804,
    0.7748689651489258,
    0.3555554449558258,
    0.47222208976745605,
    0.19138747453689575,
    0.4083768427371979,
    0.2658226788043976,
    0.554216742515564,
    0.7142855525016785,
    0.5396824479103088,
    0.28688517212867737,
    0.40840837359428406,
    0.6052630543708801,
    0.7575755715370178,
    0.6122447848320007,
    0.1655171811580658,
    0.7499998807907104,
    0.574585497379303,
    0.6222221255302429,
    0.5510202646255493,
    0.7021275758743286,
    0.5111110210418701,
    0.587155818939209,
    0.4248703718185425,
    0.25943392515182495,
    0.2807016670703888,
    0.3950616121292114,
    0.34482747316360474,
    0.6719366312026978,
    0.649214506149292,
    0.5549131631851196,
    0.5695362091064453,
    0.20118334889411926,
    0.4509802758693695,
    0.3129250705242157,
    0.7024388909339905,
    0.6384613513946533,
    0.28148138523101807,
    0.3399999141693115,
    0.4973543584346771,
    0.2736841142177582,
    0.5046727657318115,
    0.8131867051124573,
    0.5046727657318115,
    0.5026736855506897,
    0.6181816458702087,
    0.4915253520011902,
    0.5619046092033386,
    0.3720929026603699,
    0.5445024967193604,
    0.4598538875579834,
    0.5988022685050964,
    0.3760683238506317,
    0.32142847776412964,
    0.7999998331069946,
    0.5497074723243713,
    0.47747737169265747,
    0.4232803285121918,
    0.24175815284252167,
    0.5020919442176819
   ],
   "time": 10.458270941860974,
   "param": null
  },
  {
   "epoch": 88,
   "train_loss": 1.5142778158187866,
   "val_loss": 1.9847911596298218,
   "acc": 51.84,
   "f1": [
    0.8144328594207764,
    0.5999999046325684,
    0.32558128237724304,
    0.28925609588623047,
    0.29219138622283936,
    0.5044246912002563,
    0.48874589800834656,
    0.5888887047767639,
    0.7182319164276123,
    0.5272725820541382,
    0.3411763310432434,
    0.34224584698677063,
    0.5624998211860657,
    0.4105958938598633,
    0.4777776598930359,
    0.44578301906585693,
    0.5608464479446411,
    0.6227543354034424,
    0.4730289578437805,
    0.3999998867511749,
    0.7386362552642822,
    0.5401928424835205,
    0.4745761454105377,
    0.655737578868866,
    0.6878979206085205,
    0.3708608150482178,
    0.46153831481933594,
    0.4260868728160858,
    0.5980390906333923,
    0.4502616822719574,
    0.5418717861175537,
    0.5263156890869141,
    0.49523797631263733,
    0.5080644488334656,
    0.4529913365840912,
    0.33333322405815125,
    0.5399999022483826,
    0.46861910820007324,
    0.38738730549812317,
    0.6666665077209473,
    0.4366810917854309,
    0.7373736500740051,
    0.46428558230400085,
    0.5446807742118835,
    0.32214754819869995,
    0.41340771317481995,
    0.33939382433891296,
    0.5666665434837341,
    0.7411166429519653,
    0.6235292553901672,
    0.24050623178482056,
    0.48192763328552246,
    0.5971562266349792,
    0.7150257229804993,
    0.6113536357879639,
    0.22772268950939178,
    0.7826085686683655,
    0.5463413596153259,
    0.6224488615989685,
    0.5971562266349792,
    0.7717389464378357,
    0.5443036556243896,
    0.5675674080848694,
    0.522612988948822,
    0.2643677294254303,
    0.25301194190979004,
    0.4454975128173828,
    0.4727271497249603,
    0.8499998450279236,
    0.7234041690826416,
    0.612716555595398,
    0.7029701471328735,
    0.23232315480709076,
    0.49350637197494507,
    0.3386242389678955,
    0.7738691568374634,
    0.8040199875831604,
    0.37333324551582336,
    0.4329003393650055,
    0.4578312039375305,
    0.21945132315158844,
    0.5502182841300964,
    0.8064514398574829,
    0.5205478072166443,
    0.4678361415863037,
    0.6116504073143005,
    0.5421684980392456,
    0.6464645266532898,
    0.6298341155052185,
    0.619289219379425,
    0.5412842631340027,
    0.6461536884307861,
    0.4585364758968353,
    0.38596484065055847,
    0.7657655477523804,
    0.5350316762924194,
    0.5157230496406555,
    0.4647301733493805,
    0.24516120553016663,
    0.6473986506462097
   ],
   "time": 10.237409710884094,
   "param": null
  },
  {
   "epoch": 89,
   "train_loss": 1.3841252326965332,
   "val_loss": 2.1295125484466553,
   "acc": 48.67,
   "f1": [
    0.7179485559463501,
    0.6338796615600586,
    0.3599999248981476,
    0.33210325241088867,
    0.3113771378993988,
    0.4090908169746399,
    0.45454534888267517,
    0.5257141590118408,
    0.6936414837837219,
    0.5151514410972595,
    0.3363635540008545,
    0.30357134342193604,
    0.6161136031150818,
    0.5111110210418701,
    0.4311376214027405,
    0.3364485204219818,
    0.4999998211860657,
    0.6171874403953552,
    0.5174128413200378,
    0.4177214205265045,
    0.6890754699707031,
    0.6467065215110779,
    0.47513800859451294,
    0.5888887047767639,
    0.6728971004486084,
    0.3529410660266876,
    0.4712642431259155,
    0.21538454294204712,
    0.5837836861610413,
    0.45161277055740356,
    0.4947367310523987,
    0.4860556721687317,
    0.491227924823761,
    0.5094338655471802,
    0.3959043323993683,
    0.2010049670934677,
    0.3876922130584717,
    0.3843136429786682,
    0.30769219994544983,
    0.6831682324409485,
    0.3999998867511749,
    0.7195121049880981,
    0.4204544126987457,
    0.5698322653770447,
    0.2758620083332062,
    0.28776970505714417,
    0.3421051502227783,
    0.39705875515937805,
    0.7363182306289673,
    0.6292133331298828,
    0.3275861144065857,
    0.49999988079071045,
    0.5762709975242615,
    0.7135133743286133,
    0.6956520080566406,
    0.18749991059303284,
    0.808510422706604,
    0.49729716777801514,
    0.5428570508956909,
    0.42580634355545044,
    0.7199998497962952,
    0.5903612971305847,
    0.4533332288265228,
    0.45121943950653076,
    0.33777767419815063,
    0.292035311460495,
    0.418803334236145,
    0.49729716777801514,
    0.7727271318435669,
    0.49704134464263916,
    0.5497074723243713,
    0.6411482095718384,
    0.23312875628471375,
    0.45238080620765686,
    0.3657141625881195,
    0.6930691599845886,
    0.6422763466835022,
    0.3979056477546692,
    0.46153831481933594,
    0.5212765336036682,
    0.27819544076919556,
    0.5748986601829529,
    0.8216214179992676,
    0.4788731336593628,
    0.4493390619754791,
    0.44137921929359436,
    0.4886362552642822,
    0.5324230790138245,
    0.4276728630065918,
    0.5153372287750244,
    0.5149698853492737,
    0.6210525035858154,
    0.3999999165534973,
    0.24999992549419403,
    0.4836271107196808,
    0.554216742515564,
    0.43946176767349243,
    0.45849794149398804,
    0.2525251507759094,
    0.553571343421936
   ],
   "time": 9.248436231166124,
   "param": null
  },
  {
   "epoch": 90,
   "train_loss": 1.3747844696044922,
   "val_loss": 2.0214457511901855,
   "acc": 50.5,
   "f1": [
    0.8082899451255798,
    0.5647057294845581,
    0.3783782720565796,
    0.32402223348617554,
    0.35616424679756165,
    0.3837836980819702,
    0.49664416909217834,
    0.6559138894081116,
    0.6607928276062012,
    0.6320345401763916,
    0.3047617971897125,
    0.37499991059303284,
    0.5243444442749023,
    0.5081079602241516,
    0.4324323236942291,
    0.4347825050354004,
    0.49097466468811035,
    0.6478871703147888,
    0.488262802362442,
    0.4433496594429016,
    0.7653059959411621,
    0.5624998807907104,
    0.497175008058548,
    0.5637581944465637,
    0.7150257229804993,
    0.31884050369262695,
    0.46808499097824097,
    0.24675315618515015,
    0.561576247215271,
    0.5235601663589478,
    0.48275846242904663,
    0.5145629644393921,
    0.5312498211860657,
    0.4961830973625183,
    0.4215245544910431,
    0.2585032880306244,
    0.44827571511268616,
    0.415094256401062,
    0.3714284896850586,
    0.6547083854675293,
    0.4023667275905609,
    0.7040814757347107,
    0.3776222765445709,
    0.5358850359916687,
    0.3043477535247803,
    0.39215680956840515,
    0.38636353611946106,
    0.5999999046325684,
    0.7564765214920044,
    0.5641024112701416,
    0.3350784480571747,
    0.5614033341407776,
    0.6078430414199829,
    0.7512193918228149,
    0.5766869187355042,
    0.25777769088745117,
    0.7664669156074524,
    0.4999998211860657,
    0.6175113916397095,
    0.5365853309631348,
    0.6763284206390381,
    0.5688887238502502,
    0.5586591362953186,
    0.46874985098838806,
    0.2716048061847687,
    0.2659573554992676,
    0.31325289607048035,
    0.41758227348327637,
    0.7407405376434326,
    0.6666665077209473,
    0.475524365901947,
    0.5898303389549255,
    0.28571417927742004,
    0.4897957742214203,
    0.3515150547027588,
    0.6993862986564636,
    0.6640624403953552,
    0.42051267623901367,
    0.44444435834884644,
    0.5217390060424805,
    0.22459883987903595,
    0.5714285373687744,
    0.8571426868438721,
    0.4230768084526062,
    0.32579174637794495,
    0.6145250201225281,
    0.5423727631568909,
    0.5703123807907104,
    0.5296802520751953,
    0.5092249512672424,
    0.5767440795898438,
    0.6528496146202087,
    0.35443025827407837,
    0.26845628023147583,
    0.6715326905250549,
    0.5714284181594849,
    0.4358973205089569,
    0.5074625611305237,
    0.2976743280887604,
    0.5049503445625305
   ],
   "time": 8.796581663191319,
   "param": null
  },
  {
   "epoch": 91,
   "train_loss": 1.4128338098526,
   "val_loss": 1.89549720287323,
   "acc": 52.17,
   "f1": [
    0.7672412395477295,
    0.6458331942558289,
    0.3428570330142975,
    0.32352930307388306,
    0.32258057594299316,
    0.528846025466919,
    0.5742572546005249,
    0.6435642242431641,
    0.6568626165390015,
    0.6153843998908997,
    0.3209875524044037,
    0.37320560216903687,
    0.6195651292800903,
    0.33823519945144653,
    0.4788731336593628,
    0.4245808720588684,
    0.6282721161842346,
    0.6874998807907104,
    0.48453593254089355,
    0.39778995513916016,
    0.7860695123672485,
    0.6267279982566833,
    0.5389220714569092,
    0.6666665077209473,
    0.7292816042900085,
    0.4108106791973114,
    0.48314592242240906,
    0.24761897325515747,
    0.6078430414199829,
    0.5240640044212341,
    0.44444432854652405,
    0.5410627126693726,
    0.487046480178833,
    0.4493390619754791,
    0.42857131361961365,
    0.23529404401779175,
    0.507771909236908,
    0.434782475233078,
    0.37864065170288086,
    0.7473682165145874,
    0.46231144666671753,
    0.7282606959342957,
    0.4210525155067444,
    0.5550238490104675,
    0.2944161295890808,
    0.3555554449558258,
    0.30051806569099426,
    0.5825241804122925,
    0.762376070022583,
    0.6698111891746521,
    0.32291656732559204,
    0.5765764713287354,
    0.5599998831748962,
    0.7722770571708679,
    0.6407765746116638,
    0.2153845578432083,
    0.7265304327011108,
    0.5677964687347412,
    0.5999998450279236,
    0.45522376894950867,
    0.8038275837898254,
    0.6461536884307861,
    0.5701355934143066,
    0.4388488531112671,
    0.3584904372692108,
    0.30208322405815125,
    0.345276802778244,
    0.35156238079071045,
    0.786729633808136,
    0.6994534134864807,
    0.5802468061447144,
    0.6696831583976746,
    0.22680404782295227,
    0.4919784665107727,
    0.35467973351478577,
    0.7439612150192261,
    0.7368419766426086,
    0.40394076704978943,
    0.36649200320243835,
    0.5284551978111267,
    0.14062495529651642,
    0.5287355184555054,
    0.8181816339492798,
    0.49655160307884216,
    0.45398759841918945,
    0.5737050771713257,
    0.5775399804115295,
    0.6538460850715637,
    0.4594593644142151,
    0.6010361909866333,
    0.5389220714569092,
    0.704545259475708,
    0.4056602716445923,
    0.38578668236732483,
    0.83157879114151,
    0.6041665077209473,
    0.518134593963623,
    0.45535701513290405,
    0.3557691276073456,
    0.579439103603363
   ],
   "time": 8.914440205320716,
   "param": null
  },
  {
   "epoch": 92,
   "train_loss": 1.436181664466858,
   "val_loss": 2.0486369132995605,
   "acc": 49.28,
   "f1": [
    0.8253965377807617,
    0.613496720790863,
    0.46511611342430115,
    0.2948717176914215,
    0.3022221326828003,
    0.5061726570129395,
    0.550898015499115,
    0.5744680166244507,
    0.6592177152633667,
    0.5714284181594849,
    0.35573115944862366,
    0.3087247312068939,
    0.5486724376678467,
    0.4670657217502594,
    0.4242422878742218,
    0.41935470700263977,
    0.6338796615600586,
    0.6899998784065247,
    0.438016414642334,
    0.38271594047546387,
    0.7439612150192261,
    0.6465516090393066,
    0.44651150703430176,
    0.6081869602203369,
    0.7213113307952881,
    0.3758864104747772,
    0.4605261981487274,
    0.2226344794034958,
    0.6276593804359436,
    0.5454544425010681,
    0.4363635182380676,
    0.4606059193611145,
    0.48421040177345276,
    0.507692277431488,
    0.491227924823761,
    0.30769219994544983,
    0.425531804561615,
    0.4292682111263275,
    0.3232322335243225,
    0.6577776670455933,
    0.4402514398097992,
    0.7727271318435669,
    0.36809808015823364,
    0.5348835587501526,
    0.24166658520698547,
    0.3627450466156006,
    0.37575745582580566,
    0.5539904832839966,
    0.7272725701332092,
    0.5838507413864136,
    0.304526686668396,
    0.5882351994514465,
    0.6097559332847595,
    0.7812498211860657,
    0.6600984334945679,
    0.23255807161331177,
    0.7340423464775085,
    0.5816324949264526,
    0.6629211902618408,
    0.5277776718139648,
    0.5617283582687378,
    0.563535749912262,
    0.543352484703064,
    0.4155843257904053,
    0.2576685845851898,
    0.18784524500370026,
    0.3622046113014221,
    0.36585354804992676,
    0.6919430494308472,
    0.7089946269989014,
    0.5787232518196106,
    0.6078430414199829,
    0.2094240039587021,
    0.4426228404045105,
    0.32584258913993835,
    0.6604650020599365,
    0.7142856121063232,
    0.3046356737613678,
    0.4174756109714508,
    0.48275846242904663,
    0.2181817591190338,
    0.5321099162101746,
    0.8599998354911804,
    0.506122350692749,
    0.372413694858551,
    0.5258619785308838,
    0.5549131631851196,
    0.6176469922065735,
    0.27118635177612305,
    0.5844747424125671,
    0.5147678852081299,
    0.5773194432258606,
    0.3976607024669647,
    0.26008957624435425,
    0.7659572958946228,
    0.558139443397522,
    0.43999987840652466,
    0.3157893419265747,
    0.3121386468410492,
    0.48192763328552246
   ],
   "time": 9.282891574315727,
   "param": null
  },
  {
   "epoch": 93,
   "train_loss": 1.3886014223098755,
   "val_loss": 1.869761347770691,
   "acc": 50.67,
   "f1": [
    0.7999998927116394,
    0.5990337133407593,
    0.4599998891353607,
    0.3179486393928528,
    0.3440859317779541,
    0.47674402594566345,
    0.5317917466163635,
    0.5447470545768738,
    0.716577410697937,
    0.579710066318512,
    0.31067952513694763,
    0.32051271200180054,
    0.5395347476005554,
    0.3999999165534973,
    0.46025097370147705,
    0.42253509163856506,
    0.5644170045852661,
    0.6072872877120972,
    0.48587560653686523,
    0.3979056477546692,
    0.7934780716896057,
    0.6909089088439941,
    0.4701194167137146,
    0.610293984413147,
    0.6987950205802917,
    0.425531804561615,
    0.5368419289588928,
    0.3516482412815094,
    0.6027396321296692,
    0.4855490028858185,
    0.507771909236908,
    0.45631060004234314,
    0.4178081452846527,
    0.4550263583660126,
    0.49350637197494507,
    0.3196346163749695,
    0.490322470664978,
    0.38028159737586975,
    0.3508770763874054,
    0.5702809691429138,
    0.43835610151290894,
    0.6610877513885498,
    0.42857131361961365,
    0.554216742515564,
    0.27177694439888,
    0.3098590672016144,
    0.329268217086792,
    0.5520831942558289,
    0.6728971004486084,
    0.5178570747375488,
    0.2959640622138977,
    0.5418717861175537,
    0.5628139972686768,
    0.7244896292686462,
    0.6057141423225403,
    0.1818181276321411,
    0.7897433638572693,
    0.5357142090797424,
    0.6268655061721802,
    0.6063346862792969,
    0.8105260729789734,
    0.5650222897529602,
    0.625640869140625,
    0.494381844997406,
    0.3407406508922577,
    0.26277363300323486,
    0.40217384696006775,
    0.34265726804733276,
    0.8073392510414124,
    0.6666665077209473,
    0.5812807083129883,
    0.5853657126426697,
    0.253807008266449,
    0.3999999165534973,
    0.4042551815509796,
    0.7085200548171997,
    0.5770490765571594,
    0.3523315489292145,
    0.3999999463558197,
    0.5217389464378357,
    0.2577318847179413,
    0.3776223063468933,
    0.7955800294876099,
    0.5348835587501526,
    0.419580340385437,
    0.6380951404571533,
    0.4792625606060028,
    0.62135910987854,
    0.4397162199020386,
    0.5898616909980774,
    0.5273630023002625,
    0.6217615604400635,
    0.4210525155067444,
    0.3111110329627991,
    0.8229165077209473,
    0.5730992555618286,
    0.44444432854652405,
    0.4331209361553192,
    0.31088075041770935,
    0.5882351398468018
   ],
   "time": 10.32214020844549,
   "param": null
  },
  {
   "epoch": 94,
   "train_loss": 1.4870718717575073,
   "val_loss": 1.9627467393875122,
   "acc": 49.97,
   "f1": [
    0.7632849216461182,
    0.6291078925132751,
    0.38281238079071045,
    0.292035311460495,
    0.32352936267852783,
    0.4550263583660126,
    0.5419353246688843,
    0.5671641230583191,
    0.5704224705696106,
    0.49999988079071045,
    0.3265305161476135,
    0.32051271200180054,
    0.5517240166664124,
    0.44970402121543884,
    0.43930622935295105,
    0.3771928548812866,
    0.637362539768219,
    0.6700506210327148,
    0.4733726978302002,
    0.3999998867511749,
    0.7692306637763977,
    0.6190474629402161,
    0.5084744095802307,
    0.6842104196548462,
    0.7363182306289673,
    0.28571420907974243,
    0.42857134342193604,
    0.27631568908691406,
    0.5917158722877502,
    0.445652037858963,
    0.46601933240890503,
    0.4036144018173218,
    0.4812833070755005,
    0.3812316358089447,
    0.4432988464832306,
    0.35454532504081726,
    0.5194803476333618,
    0.4361701011657715,
    0.37288129329681396,
    0.6919430494308472,
    0.4772725999355316,
    0.7589742541313171,
    0.42528724670410156,
    0.466666579246521,
    0.27551010251045227,
    0.3687942624092102,
    0.3555554449558258,
    0.5232066512107849,
    0.7448978424072266,
    0.5764704942703247,
    0.3348836302757263,
    0.5209301114082336,
    0.6086955070495605,
    0.733333170413971,
    0.6760562062263489,
    0.1951218843460083,
    0.755813717842102,
    0.5199998617172241,
    0.5728154182434082,
    0.5612244009971619,
    0.7668392062187195,
    0.5952380299568176,
    0.5573769211769104,
    0.44444432854652405,
    0.329268217086792,
    0.2699999213218689,
    0.29787224531173706,
    0.44444432854652405,
    0.7853401899337769,
    0.7282606959342957,
    0.5440612435340881,
    0.6489360928535461,
    0.16260157525539398,
    0.44221094250679016,
    0.3083699643611908,
    0.7462685704231262,
    0.7253884673118591,
    0.31081071496009827,
    0.4343433380126953,
    0.4692735970020294,
    0.2786068916320801,
    0.49999988079071045,
    0.830600917339325,
    0.41717782616615295,
    0.35928136110305786,
    0.5714284777641296,
    0.5578945875167847,
    0.5950412750244141,
    0.4607328474521637,
    0.5074625611305237,
    0.5347592234611511,
    0.6320753693580627,
    0.43518510460853577,
    0.2533332407474518,
    0.8124998211860657,
    0.5098037719726562,
    0.4299998879432678,
    0.4659089744091034,
    0.21621614694595337,
    0.5654449462890625
   ],
   "time": 10.536806119605899,
   "param": null
  },
  {
   "epoch": 95,
   "train_loss": 1.331964135169983,
   "val_loss": 1.9580832719802856,
   "acc": 50.29,
   "f1": [
    0.7210299372673035,
    0.5447760224342346,
    0.35064926743507385,
    0.28571420907974243,
    0.19999994337558746,
    0.38311681151390076,
    0.5182185173034668,
    0.5393257141113281,
    0.5972849726676941,
    0.5989846587181091,
    0.33333322405815125,
    0.3313608467578888,
    0.5488370656967163,
    0.46376803517341614,
    0.4705880880355835,
    0.44444429874420166,
    0.5482232570648193,
    0.6502056121826172,
    0.47115376591682434,
    0.42063480615615845,
    0.7599998116493225,
    0.6860463619232178,
    0.4725273549556732,
    0.6734693050384521,
    0.7528088688850403,
    0.40796008706092834,
    0.3259258270263672,
    0.3809523284435272,
    0.5988698601722717,
    0.4954127371311188,
    0.45454534888267517,
    0.4252490997314453,
    0.5581393837928772,
    0.4787232577800751,
    0.44198882579803467,
    0.34883710741996765,
    0.44827571511268616,
    0.41340771317481995,
    0.3147207200527191,
    0.6629211902618408,
    0.43243229389190674,
    0.725490152835846,
    0.3489931523799896,
    0.5432096719741821,
    0.29319363832473755,
    0.38636353611946106,
    0.35602086782455444,
    0.43999987840652466,
    0.7657655477523804,
    0.6435642242431641,
    0.2673795819282532,
    0.5131577253341675,
    0.633165717124939,
    0.7213113307952881,
    0.5814977288246155,
    0.228571355342865,
    0.7761192321777344,
    0.5628740787506104,
    0.5898616909980774,
    0.49333325028419495,
    0.7154470682144165,
    0.5762709975242615,
    0.5119045972824097,
    0.3882351815700531,
    0.2588233947753906,
    0.24489787220954895,
    0.3939392864704132,
    0.3576158285140991,
    0.7692306041717529,
    0.5365852117538452,
    0.4999998211860657,
    0.7142855525016785,
    0.2147650271654129,
    0.5087717771530151,
    0.3376622498035431,
    0.651340901851654,
    0.7094016075134277,
    0.3999998867511749,
    0.32624104619026184,
    0.5193368792533875,
    0.2634729743003845,
    0.47513800859451294,
    0.7897433638572693,
    0.5168538093566895,
    0.4489794969558716,
    0.5482232570648193,
    0.5502644181251526,
    0.4984614849090576,
    0.46540868282318115,
    0.5918366312980652,
    0.5955554842948914,
    0.6486485004425049,
    0.43835610151290894,
    0.335570365190506,
    0.7857141494750977,
    0.5756096839904785,
    0.5203251242637634,
    0.34090906381607056,
    0.25185176730155945,
    0.6238530874252319
   ],
   "time": 10.462595320306718,
   "param": null
  },
  {
   "epoch": 96,
   "train_loss": 1.280636191368103,
   "val_loss": 2.25954270362854,
   "acc": 48.16,
   "f1": [
    0.7738691568374634,
    0.6046509742736816,
    0.3369174897670746,
    0.1759999394416809,
    0.22222214937210083,
    0.3511904180049896,
    0.5978259444236755,
    0.5911948084831238,
    0.7029701471328735,
    0.5714284777641296,
    0.31724128127098083,
    0.27218925952911377,
    0.5073169469833374,
    0.47953203320503235,
    0.4605261981487274,
    0.3703702688217163,
    0.5541123747825623,
    0.6403507590293884,
    0.4733726978302002,
    0.34250757098197937,
    0.7272725701332092,
    0.666666567325592,
    0.4785274565219879,
    0.5294116735458374,
    0.7181816697120667,
    0.36678192019462585,
    0.39560428261756897,
    0.23958325386047363,
    0.5833331942558289,
    0.4840763211250305,
    0.43930622935295105,
    0.4295300841331482,
    0.39062491059303284,
    0.31999990344047546,
    0.46728962659835815,
    0.2569831311702728,
    0.44444432854652405,
    0.4057970345020294,
    0.32624104619026184,
    0.6603772640228271,
    0.3771928548812866,
    0.788571298122406,
    0.41148313879966736,
    0.3823528289794922,
    0.2570280432701111,
    0.36633655428886414,
    0.35744670033454895,
    0.4864863455295563,
    0.8040199875831604,
    0.6242773532867432,
    0.2517482042312622,
    0.4335663318634033,
    0.5497074723243713,
    0.7685183882713318,
    0.558139443397522,
    0.19875767827033997,
    0.7380951046943665,
    0.502564013004303,
    0.6557375192642212,
    0.5125626921653748,
    0.7818180322647095,
    0.5327101349830627,
    0.5581393837928772,
    0.5454543828964233,
    0.29743579030036926,
    0.24342100322246552,
    0.40174663066864014,
    0.4489794969558716,
    0.8111109137535095,
    0.6219511032104492,
    0.5390623807907104,
    0.6229507327079773,
    0.20338977873325348,
    0.45405393838882446,
    0.30057793855667114,
    0.7244896292686462,
    0.7291665077209473,
    0.4102562963962555,
    0.3499998450279236,
    0.4972374439239502,
    0.24749156832695007,
    0.5302324295043945,
    0.8045974969863892,
    0.4342104196548462,
    0.34374991059303284,
    0.5698322653770447,
    0.5599998831748962,
    0.5520831942558289,
    0.5060239434242249,
    0.5333331823348999,
    0.4936707317829132,
    0.6090908050537109,
    0.3675675094127655,
    0.35714274644851685,
    0.6978722214698792,
    0.506493330001831,
    0.49549540877342224,
    0.34857138991355896,
    0.17142851650714874,
    0.5209301114082336
   ],
   "time": 10.541649915277958,
   "param": null
  },
  {
   "epoch": 97,
   "train_loss": 1.3665118217468262,
   "val_loss": 1.8661900758743286,
   "acc": 51.93,
   "f1": [
    0.7999997735023499,
    0.6216214895248413,
    0.3636362552642822,
    0.23923437297344208,
    0.3240739703178406,
    0.48401811718940735,
    0.6145250201225281,
    0.5714284181594849,
    0.7106597423553467,
    0.5818180441856384,
    0.3147207200527191,
    0.3699420988559723,
    0.5953487157821655,
    0.5488370656967163,
    0.4907974302768707,
    0.47368407249450684,
    0.5534589886665344,
    0.6930691599845886,
    0.4331209361553192,
    0.42168664932250977,
    0.808510422706604,
    0.6914892196655273,
    0.4255318343639374,
    0.6481480002403259,
    0.6736840605735779,
    0.36815908551216125,
    0.4415583312511444,
    0.29813653230667114,
    0.649214506149292,
    0.4593299925327301,
    0.5142855644226074,
    0.5213673710823059,
    0.4415583610534668,
    0.5238093733787537,
    0.4919784665107727,
    0.3534882664680481,
    0.46082934737205505,
    0.4516127407550812,
    0.34374991059303284,
    0.6351930499076843,
    0.4351463317871094,
    0.7407405972480774,
    0.41176459193229675,
    0.5592415928840637,
    0.3047617971897125,
    0.4186045527458191,
    0.3066665530204773,
    0.3999998867511749,
    0.7464112639427185,
    0.589371919631958,
    0.3217390477657318,
    0.612716555595398,
    0.6184737682342529,
    0.7181816697120667,
    0.6796115040779114,
    0.25423723459243774,
    0.796208381652832,
    0.5102038979530334,
    0.6514284610748291,
    0.5376343131065369,
    0.7264572381973267,
    0.5614033937454224,
    0.5483869910240173,
    0.4634144902229309,
    0.31746023893356323,
    0.35294109582901,
    0.4069766402244568,
    0.3617020547389984,
    0.7657655477523804,
    0.6198828816413879,
    0.5350316762924194,
    0.698689877986908,
    0.23170723021030426,
    0.46808499097824097,
    0.39153432846069336,
    0.7294116020202637,
    0.6829266548156738,
    0.3798881769180298,
    0.4059404730796814,
    0.5727270841598511,
    0.29152533411979675,
    0.5599998831748962,
    0.8512818813323975,
    0.505154550075531,
    0.4812833070755005,
    0.603351891040802,
    0.46288198232650757,
    0.5887848734855652,
    0.5454544425010681,
    0.6052630543708801,
    0.5583755373954773,
    0.659340500831604,
    0.4417177140712738,
    0.31884050369262695,
    0.7830687165260315,
    0.5951218605041504,
    0.492890864610672,
    0.4590162932872772,
    0.32051271200180054,
    0.5666665434837341
   ],
   "time": 10.034281366504729,
   "param": null
  },
  {
   "epoch": 98,
   "train_loss": 1.3663983345031738,
   "val_loss": 1.908454418182373,
   "acc": 52.4,
   "f1": [
    0.7532466053962708,
    0.5999999046325684,
    0.4299998879432678,
    0.26136353611946106,
    0.41048023104667664,
    0.49814119935035706,
    0.5371427536010742,
    0.5660375952720642,
    0.7283235192298889,
    0.5454543828964233,
    0.40796008706092834,
    0.3225805461406708,
    0.574585497379303,
    0.45859864354133606,
    0.46540868282318115,
    0.4729062616825104,
    0.5663716197013855,
    0.7596151828765869,
    0.48803818225860596,
    0.44198882579803467,
    0.7826085686683655,
    0.6306304931640625,
    0.5324673652648926,
    0.6810343265533447,
    0.7009344696998596,
    0.4519229531288147,
    0.49999988079071045,
    0.3861384987831116,
    0.6542055010795593,
    0.48888880014419556,
    0.5363127589225769,
    0.4026402235031128,
    0.44976064562797546,
    0.5123152136802673,
    0.48913031816482544,
    0.32124343514442444,
    0.5025123953819275,
    0.45128190517425537,
    0.3897762894630432,
    0.6787328720092773,
    0.44571414589881897,
    0.7683613896369934,
    0.38571420311927795,
    0.5063289999961853,
    0.322274774312973,
    0.35675665736198425,
    0.23021577298641205,
    0.5505616068840027,
    0.715083658695221,
    0.666666567325592,
    0.2702701687812805,
    0.5291004180908203,
    0.6018517017364502,
    0.7860695123672485,
    0.6048778891563416,
    0.2790696918964386,
    0.7835050225257874,
    0.5454544425010681,
    0.6995072364807129,
    0.5514017343521118,
    0.7579907178878784,
    0.6764704585075378,
    0.590908944606781,
    0.4615383446216583,
    0.29714274406433105,
    0.31764698028564453,
    0.45976996421813965,
    0.44585973024368286,
    0.8440365195274353,
    0.6694559454917908,
    0.38571420311927795,
    0.7150257229804993,
    0.2105262726545334,
    0.3999998867511749,
    0.3529411256313324,
    0.7537687420845032,
    0.7592591643333435,
    0.31788066029548645,
    0.3254236578941345,
    0.563380241394043,
    0.2443438321352005,
    0.509090781211853,
    0.8351646065711975,
    0.5026176571846008,
    0.4561401903629303,
    0.6288658380508423,
    0.5161288380622864,
    0.6301368474960327,
    0.4740739166736603,
    0.5904760956764221,
    0.5304347276687622,
    0.6435642242431641,
    0.4806200861930847,
    0.4023667275905609,
    0.7982454895973206,
    0.602620005607605,
    0.43037962913513184,
    0.43930622935295105,
    0.28782278299331665,
    0.5198236703872681
   ],
   "time": 9.654256073758006,
   "param": null
  },
  {
   "epoch": 99,
   "train_loss": 1.2843685150146484,
   "val_loss": 2.148502826690674,
   "acc": 50.08,
   "f1": [
    0.7924526929855347,
    0.635837972164154,
    0.37410059571266174,
    0.29197070002555847,
    0.3868311941623688,
    0.4812833070755005,
    0.5199998617172241,
    0.5447760224342346,
    0.6874998807907104,
    0.5828570127487183,
    0.3157893717288971,
    0.3644443452358246,
    0.5327867269515991,
    0.47798728942871094,
    0.4814813435077667,
    0.37992820143699646,
    0.5149698853492737,
    0.6470587253570557,
    0.46376800537109375,
    0.403755784034729,
    0.7499999403953552,
    0.6702126860618591,
    0.49999988079071045,
    0.6736840605735779,
    0.613756537437439,
    0.4326240122318268,
    0.4852069914340973,
    0.2627345323562622,
    0.6019416451454163,
    0.5428570508956909,
    0.4604315459728241,
    0.5473682880401611,
    0.4777776598930359,
    0.4137929677963257,
    0.42063480615615845,
    0.2621358335018158,
    0.529999852180481,
    0.34482747316360474,
    0.37130793929100037,
    0.5222928524017334,
    0.4335663616657257,
    0.7363182306289673,
    0.43518510460853577,
    0.5163933038711548,
    0.2593856155872345,
    0.33333322405815125,
    0.2148759514093399,
    0.5564514994621277,
    0.7213113307952881,
    0.666666567325592,
    0.24120594561100006,
    0.5764704942703247,
    0.5054942965507507,
    0.754545271396637,
    0.6592177152633667,
    0.2389935851097107,
    0.7282606959342957,
    0.5833332538604736,
    0.6135456562042236,
    0.5377357006072998,
    0.6417909264564514,
    0.6144576668739319,
    0.5911328792572021,
    0.4745761454105377,
    0.29940110445022583,
    0.256410151720047,
    0.3809523284435272,
    0.415094256401062,
    0.820512592792511,
    0.6624998450279236,
    0.602040708065033,
    0.594594419002533,
    0.18848159909248352,
    0.40935659408569336,
    0.3448275029659271,
    0.7872338891029358,
    0.7319586277008057,
    0.41666656732559204,
    0.36111101508140564,
    0.4950493574142456,
    0.26751580834388733,
    0.5030673146247864,
    0.8216214179992676,
    0.5333331823348999,
    0.43523305654525757,
    0.4776118993759155,
    0.49350637197494507,
    0.6101693511009216,
    0.4246574342250824,
    0.5700933337211609,
    0.5431033372879028,
    0.6551722884178162,
    0.3776223063468933,
    0.3101603388786316,
    0.804232656955719,
    0.509316623210907,
    0.43979042768478394,
    0.3999998867511749,
    0.2713567018508911,
    0.5384613871574402
   ],
   "time": 9.142509968020022,
   "param": null
  },
  {
   "epoch": 100,
   "train_loss": 1.2764543294906616,
   "val_loss": 1.9918347597122192,
   "acc": 50.96,
   "f1": [
    0.7729466557502747,
    0.631578803062439,
    0.4242422580718994,
    0.2983424663543701,
    0.32978713512420654,
    0.4244372248649597,
    0.5212119817733765,
    0.5421684980392456,
    0.7011492848396301,
    0.6666665077209473,
    0.3307085633277893,
    0.35602086782455444,
    0.5472635626792908,
    0.3959730565547943,
    0.4230768084526062,
    0.4777776598930359,
    0.5136185884475708,
    0.6914892196655273,
    0.46632111072540283,
    0.4585364758968353,
    0.6823527216911316,
    0.6636362671852112,
    0.4736841022968292,
    0.7021275758743286,
    0.683870792388916,
    0.43181803822517395,
    0.3795619308948517,
    0.33755266666412354,
    0.5249999165534973,
    0.4836600124835968,
    0.43930622935295105,
    0.5172412991523743,
    0.5135133862495422,
    0.4727271497249603,
    0.3949044346809387,
    0.4299998879432678,
    0.4827585518360138,
    0.389104962348938,
    0.36018943786621094,
    0.7191009521484375,
    0.41406238079071045,
    0.7247704863548279,
    0.3387095630168915,
    0.5824174284934998,
    0.2953019142150879,
    0.3670884966850281,
    0.34972667694091797,
    0.4938269853591919,
    0.7452828288078308,
    0.5988698601722717,
    0.23776215314865112,
    0.5999999046325684,
    0.6220094561576843,
    0.7668392062187195,
    0.6775954961776733,
    0.2399999350309372,
    0.7830187082290649,
    0.5418717861175537,
    0.5673757791519165,
    0.49664416909217834,
    0.7282606959342957,
    0.5901637673377991,
    0.5979380011558533,
    0.46896544098854065,
    0.22972965240478516,
    0.2680411636829376,
    0.4292682111263275,
    0.4361701011657715,
    0.7802689075469971,
    0.657142698764801,
    0.5396823883056641,
    0.640569269657135,
    0.13471496105194092,
    0.49382704496383667,
    0.31818169355392456,
    0.7309643626213074,
    0.7745662927627563,
    0.41666656732559204,
    0.3975902497768402,
    0.5802468061447144,
    0.23853203654289246,
    0.48453593254089355,
    0.8186526298522949,
    0.5056177973747253,
    0.3763439953327179,
    0.5380709171295166,
    0.569696843624115,
    0.5724636912345886,
    0.5042734146118164,
    0.5510202646255493,
    0.5464479923248291,
    0.5517240762710571,
    0.37349388003349304,
    0.3703702688217163,
    0.7959181666374207,
    0.5904760956764221,
    0.5502182841300964,
    0.45714277029037476,
    0.2399999350309372,
    0.6176469922065735
   ],
   "time": 9.169272900559008,
   "param": null
  },
  {
   "epoch": 101,
   "train_loss": 1.3563333749771118,
   "val_loss": 2.000687599182129,
   "acc": 48.88,
   "f1": [
    0.7872338891029358,
    0.5472635626792908,
    0.3800903856754303,
    0.22784802317619324,
    0.3071160316467285,
    0.4699452221393585,
    0.5786800384521484,
    0.5333331823348999,
    0.654761791229248,
    0.662983238697052,
    0.26751580834388733,
    0.35964900255203247,
    0.5771142840385437,
    0.44194743037223816,
    0.42857134342193604,
    0.41284388303756714,
    0.5590060353279114,
    0.6816141605377197,
    0.4772725999355316,
    0.39090898633003235,
    0.7643977999687195,
    0.5873605012893677,
    0.4499998986721039,
    0.5116277933120728,
    0.6583849191665649,
    0.3580785095691681,
    0.49523797631263733,
    0.31623923778533936,
    0.6107783317565918,
    0.39735087752342224,
    0.4311376214027405,
    0.5257730484008789,
    0.4183672070503235,
    0.48387086391448975,
    0.4369746744632721,
    0.2072538137435913,
    0.44444435834884644,
    0.4489794969558716,
    0.4186045527458191,
    0.6603772640228271,
    0.45398759841918945,
    0.6775954961776733,
    0.34939754009246826,
    0.4913792312145233,
    0.30270257592201233,
    0.26993855834007263,
    0.2758619785308838,
    0.590908944606781,
    0.7209300398826599,
    0.6118720173835754,
    0.2444443702697754,
    0.5822783708572388,
    0.6083332300186157,
    0.7239817380905151,
    0.6543208360671997,
    0.2091502547264099,
    0.7356320023536682,
    0.4794519543647766,
    0.6091369390487671,
    0.5454543828964233,
    0.8099998235702515,
    0.6073297262191772,
    0.5568180084228516,
    0.3933332860469818,
    0.2820512056350708,
    0.13008125126361847,
    0.38461530208587646,
    0.4306218922138214,
    0.7251460552215576,
    0.6060604453086853,
    0.5512819290161133,
    0.5841582417488098,
    0.2812499403953552,
    0.3855420649051666,
    0.30678460001945496,
    0.7346937656402588,
    0.6847825050354004,
    0.27338120341300964,
    0.4835163354873657,
    0.4840763211250305,
    0.24271836876869202,
    0.43181806802749634,
    0.7738691568374634,
    0.44755232334136963,
    0.43601882457733154,
    0.4537312984466553,
    0.5586591362953186,
    0.6048778891563416,
    0.5257730484008789,
    0.5619046092033386,
    0.5714284777641296,
    0.5789473056793213,
    0.3352600038051605,
    0.33333322405815125,
    0.7872338891029358,
    0.558139443397522,
    0.5576921701431274,
    0.41984719038009644,
    0.29959505796432495,
    0.4929576516151428
   ],
   "time": 10.213159657083452,
   "param": null
  },
  {
   "epoch": 102,
   "train_loss": 1.3297078609466553,
   "val_loss": 2.232945680618286,
   "acc": 47.15,
   "f1": [
    0.7579907178878784,
    0.6190475225448608,
    0.44827571511268616,
    0.29787227511405945,
    0.25301194190979004,
    0.41379299759864807,
    0.47846877574920654,
    0.5309733152389526,
    0.591999888420105,
    0.5681816935539246,
    0.25870639085769653,
    0.3165466785430908,
    0.49523797631263733,
    0.39473676681518555,
    0.4720495045185089,
    0.3974357545375824,
    0.575916051864624,
    0.5384613871574402,
    0.34560903906822205,
    0.3407406508922577,
    0.7821780443191528,
    0.6764704585075378,
    0.5056177973747253,
    0.5833332538604736,
    0.6914892196655273,
    0.35582810640335083,
    0.44444435834884644,
    0.2955664098262787,
    0.5824174284934998,
    0.49999988079071045,
    0.3636362552642822,
    0.5180721879005432,
    0.3741934299468994,
    0.3999998867511749,
    0.4577113389968872,
    0.3133639991283417,
    0.4814813435077667,
    0.4269005358219147,
    0.25954192876815796,
    0.672645628452301,
    0.45976996421813965,
    0.7142856121063232,
    0.34848475456237793,
    0.5365852117538452,
    0.22222217917442322,
    0.29553258419036865,
    0.21538454294204712,
    0.49999988079071045,
    0.6874998807907104,
    0.5170066356658936,
    0.2560974657535553,
    0.48031488060951233,
    0.5524860620498657,
    0.6949151158332825,
    0.4779873490333557,
    0.2436547577381134,
    0.7017542123794556,
    0.46956515312194824,
    0.6049381494522095,
    0.4585364758968353,
    0.7553189396858215,
    0.5476189851760864,
    0.5837836861610413,
    0.49681511521339417,
    0.22499993443489075,
    0.15999992191791534,
    0.4108106791973114,
    0.3894736170768738,
    0.7322402596473694,
    0.617283821105957,
    0.445652037858963,
    0.5443036556243896,
    0.18749994039535522,
    0.4632767140865326,
    0.34309613704681396,
    0.6972475647926331,
    0.7439022660255432,
    0.38399991393089294,
    0.30057796835899353,
    0.45595842599868774,
    0.23218992352485657,
    0.5391303300857544,
    0.7839194536209106,
    0.5502644181251526,
    0.3739129900932312,
    0.5287355184555054,
    0.5802468061447144,
    0.6129031181335449,
    0.42962950468063354,
    0.4588233530521393,
    0.5517240166664124,
    0.6418603658676147,
    0.40350866317749023,
    0.35071080923080444,
    0.7872338891029358,
    0.5228756666183472,
    0.3999999165534973,
    0.4530385434627533,
    0.15624994039535522,
    0.37533506751060486
   ],
   "time": 10.26885169558227,
   "param": null
  },
  {
   "epoch": 103,
   "train_loss": 1.3142449855804443,
   "val_loss": 1.9266772270202637,
   "acc": 52.26,
   "f1": [
    0.808510422706604,
    0.6363635063171387,
    0.445652037858963,
    0.2635658085346222,
    0.25668442249298096,
    0.4949493706226349,
    0.5333333015441895,
    0.5753422975540161,
    0.6347824931144714,
    0.6298341155052185,
    0.36269423365592957,
    0.41666656732559204,
    0.603550136089325,
    0.5074625611305237,
    0.5208331942558289,
    0.5079363584518433,
    0.6138612627983093,
    0.6907215118408203,
    0.43349742889404297,
    0.4720495045185089,
    0.7976876497268677,
    0.5478547215461731,
    0.46808499097824097,
    0.7032965421676636,
    0.6568626165390015,
    0.4311925768852234,
    0.556212842464447,
    0.2840908467769623,
    0.5663716197013855,
    0.5164833664894104,
    0.4947367310523987,
    0.5512819290161133,
    0.4248703718185425,
    0.5217390656471252,
    0.5609754920005798,
    0.2598869204521179,
    0.5174823999404907,
    0.5283017754554749,
    0.3744291365146637,
    0.7264149188995361,
    0.44444429874420166,
    0.7083331942558289,
    0.4250870645046234,
    0.5376343131065369,
    0.30857133865356445,
    0.3786981403827667,
    0.24113468825817108,
    0.5803107619285583,
    0.6666665077209473,
    0.596684992313385,
    0.3374998867511749,
    0.5138338804244995,
    0.6228069067001343,
    0.7488149404525757,
    0.659340500831604,
    0.25730982422828674,
    0.7555553913116455,
    0.5263156294822693,
    0.6951870322227478,
    0.5300351977348328,
    0.7980766892433167,
    0.5568180084228516,
    0.6054052114486694,
    0.4878047704696655,
    0.362499862909317,
    0.2980768382549286,
    0.38596484065055847,
    0.4257424473762512,
    0.7864076495170593,
    0.6748464703559875,
    0.6283184885978699,
    0.7575755715370178,
    0.2470587193965912,
    0.4933919608592987,
    0.33333319425582886,
    0.75862056016922,
    0.7485378384590149,
    0.40796008706092834,
    0.4104476869106293,
    0.5380114912986755,
    0.2687745988368988,
    0.5418717861175537,
    0.8285712599754333,
    0.4670657217502594,
    0.41249990463256836,
    0.6183573603630066,
    0.5714284777641296,
    0.6108372807502747,
    0.44444435834884644,
    0.5375493168830872,
    0.577777624130249,
    0.6276593804359436,
    0.367346853017807,
    0.28235283493995667,
    0.8078815937042236,
    0.49999988079071045,
    0.432748407125473,
    0.4799998700618744,
    0.239999920129776,
    0.6082472205162048
   ],
   "time": 10.510598236694932,
   "param": null
  },
  {
   "epoch": 104,
   "train_loss": 1.169764518737793,
   "val_loss": 1.9148012399673462,
   "acc": 50.97,
   "f1": [
    0.7809522151947021,
    0.6193546652793884,
    0.3755101263523102,
    0.3832334280014038,
    0.2721087336540222,
    0.44444435834884644,
    0.482758492231369,
    0.6280191540718079,
    0.6971427202224731,
    0.5122805833816528,
    0.3738316595554352,
    0.31858399510383606,
    0.49999988079071045,
    0.4069766402244568,
    0.48809507489204407,
    0.4933919608592987,
    0.4310344457626343,
    0.7042252421379089,
    0.5054942965507507,
    0.46534639596939087,
    0.7207205295562744,
    0.6432158946990967,
    0.43171796202659607,
    0.6489360928535461,
    0.7513225674629211,
    0.35856562852859497,
    0.44755232334136963,
    0.21538454294204712,
    0.6478871703147888,
    0.5317917466163635,
    0.4269661605358124,
    0.4519229531288147,
    0.502564013004303,
    0.5428570508956909,
    0.47190994024276733,
    0.2622949779033661,
    0.4897957742214203,
    0.4923075735569,
    0.41441428661346436,
    0.6630433797836304,
    0.3734438419342041,
    0.7135133743286133,
    0.4432988464832306,
    0.497175008058548,
    0.2399999350309372,
    0.3421051502227783,
    0.33333322405815125,
    0.5465837121009827,
    0.7562187314033508,
    0.49999991059303284,
    0.2769230008125305,
    0.543352484703064,
    0.6325579881668091,
    0.7150257229804993,
    0.7093021869659424,
    0.306122362613678,
    0.7661689519882202,
    0.5664739012718201,
    0.6297871470451355,
    0.5181816816329956,
    0.7524750828742981,
    0.5465837121009827,
    0.6179773807525635,
    0.4824119210243225,
    0.29166659712791443,
    0.3149605393409729,
    0.4253392219543457,
    0.44444432854652405,
    0.8093022108078003,
    0.663461446762085,
    0.6010361909866333,
    0.6929132342338562,
    0.25274714827537537,
    0.48401811718940735,
    0.34972667694091797,
    0.7939696907997131,
    0.6999998688697815,
    0.3855420649051666,
    0.4081631600856781,
    0.42580634355545044,
    0.2477063536643982,
    0.44999998807907104,
    0.7909602522850037,
    0.45161277055740356,
    0.39252325892448425,
    0.5526314973831177,
    0.5333331823348999,
    0.47619038820266724,
    0.49261072278022766,
    0.5462183356285095,
    0.529999852180481,
    0.6309522390365601,
    0.4041449725627899,
    0.3157893717288971,
    0.7413792014122009,
    0.5714284777641296,
    0.5348835587501526,
    0.4259258210659027,
    0.28695645928382874,
    0.603550136089325
   ],
   "time": 10.419363563880324,
   "param": null
  },
  {
   "epoch": 105,
   "train_loss": 1.3363686800003052,
   "val_loss": 2.297675609588623,
   "acc": 48.39,
   "f1": [
    0.8481673002243042,
    0.6489360928535461,
    0.45414838194847107,
    0.30208322405815125,
    0.29433953762054443,
    0.4530385434627533,
    0.5189187526702881,
    0.5811964869499207,
    0.596684992313385,
    0.5680471658706665,
    0.3259258270263672,
    0.37499991059303284,
    0.5312498807907104,
    0.4210525453090668,
    0.4953269362449646,
    0.3984673321247101,
    0.5121949315071106,
    0.6868685483932495,
    0.46153831481933594,
    0.41249990463256836,
    0.7513225674629211,
    0.6296294927597046,
    0.42372873425483704,
    0.5993030667304993,
    0.6604650020599365,
    0.3793102204799652,
    0.44444432854652405,
    0.20270265638828278,
    0.5917158722877502,
    0.44444429874420166,
    0.5436891913414001,
    0.4615384042263031,
    0.3629031479358673,
    0.43703693151474,
    0.5071768760681152,
    0.29126206040382385,
    0.4697985351085663,
    0.4210525155067444,
    0.367346853017807,
    0.6923075318336487,
    0.4814813435077667,
    0.7039104700088501,
    0.45569613575935364,
    0.5089284181594849,
    0.21621613204479218,
    0.2949307858943939,
    0.3369564116001129,
    0.45161277055740356,
    0.7052630186080933,
    0.6063828468322754,
    0.2541435658931732,
    0.4725273549556732,
    0.553672194480896,
    0.736263632774353,
    0.6195651292800903,
    0.15310998260974884,
    0.8087430000305176,
    0.5608464479446411,
    0.5974024534225464,
    0.580357015132904,
    0.5035970211029053,
    0.5939393043518066,
    0.5263156294822693,
    0.47826072573661804,
    0.26332277059555054,
    0.29787227511405945,
    0.41984719038009644,
    0.3926939368247986,
    0.7142854928970337,
    0.5283017754554749,
    0.6066349744796753,
    0.25210079550743103,
    0.23346298933029175,
    0.3905324339866638,
    0.31304341554641724,
    0.7632849216461182,
    0.6854459643363953,
    0.36649200320243835,
    0.4066389203071594,
    0.36151599884033203,
    0.2164178341627121,
    0.4914284646511078,
    0.8359786868095398,
    0.5769228935241699,
    0.4550897181034088,
    0.5627704858779907,
    0.5949366092681885,
    0.633333146572113,
    0.5384613871574402,
    0.5164833664894104,
    0.504761815071106,
    0.6352940201759338,
    0.42780739068984985,
    0.3316061198711395,
    0.7748689651489258,
    0.4551723301410675,
    0.43027880787849426,
    0.4182508587837219,
    0.2923975884914398,
    0.595959484577179
   ],
   "time": 9.6235427595675,
   "param": null
  },
  {
   "epoch": 106,
   "train_loss": 1.1072771549224854,
   "val_loss": 1.8816932439804077,
   "acc": 53.52,
   "f1": [
    0.7889906764030457,
    0.5999999046325684,
    0.4090908467769623,
    0.33789944648742676,
    0.39153432846069336,
    0.48623839020729065,
    0.5538460612297058,
    0.6391751170158386,
    0.666666567325592,
    0.5749998092651367,
    0.3253587782382965,
    0.429447740316391,
    0.6304346323013306,
    0.5465114712715149,
    0.5189871788024902,
    0.42051267623901367,
    0.6288658380508423,
    0.6736840605735779,
    0.5137613415718079,
    0.3483870029449463,
    0.7843136787414551,
    0.622406542301178,
    0.48837196826934814,
    0.6822428703308105,
    0.7238093614578247,
    0.4293783903121948,
    0.4854367673397064,
    0.34848475456237793,
    0.6153844594955444,
    0.44444435834884644,
    0.4410645365715027,
    0.45637577772140503,
    0.5104601383209229,
    0.4931505620479584,
    0.529999852180481,
    0.28767114877700806,
    0.49214646220207214,
    0.45283007621765137,
    0.39330533146858215,
    0.6834169626235962,
    0.5340908169746399,
    0.7346937656402588,
    0.42051267623901367,
    0.5071768760681152,
    0.2949307858943939,
    0.3999999165534973,
    0.39473670721054077,
    0.5511109828948975,
    0.7513225674629211,
    0.6511626243591309,
    0.3118278682231903,
    0.5583755373954773,
    0.5279186367988586,
    0.7745096683502197,
    0.6930691599845886,
    0.2569831311702728,
    0.7878786325454712,
    0.6222221255302429,
    0.7096772789955139,
    0.5243901014328003,
    0.7843136787414551,
    0.602040708065033,
    0.6477271318435669,
    0.5045870542526245,
    0.38888880610466003,
    0.27737218141555786,
    0.4705881178379059,
    0.434782475233078,
    0.7844825983047485,
    0.6984125375747681,
    0.6227543354034424,
    0.7511736154556274,
    0.24999989569187164,
    0.44047608971595764,
    0.30674833059310913,
    0.7624307870864868,
    0.7217390537261963,
    0.3771427571773529,
    0.3886638879776001,
    0.5043476819992065,
    0.2564101815223694,
    0.5810053944587708,
    0.8342244029045105,
    0.5421684980392456,
    0.41340771317481995,
    0.6421051621437073,
    0.5876287817955017,
    0.6422017216682434,
    0.5333332419395447,
    0.6138612627983093,
    0.6010927557945251,
    0.6082472205162048,
    0.43575406074523926,
    0.40579700469970703,
    0.8229165077209473,
    0.6037734746932983,
    0.48167529702186584,
    0.5029938817024231,
    0.2658226788043976,
    0.5483869910240173
   ],
   "time": 8.534684987738729,
   "param": null
  },
  {
   "epoch": 107,
   "train_loss": 1.2248287200927734,
   "val_loss": 2.008594274520874,
   "acc": 48.29,
   "f1": [
    0.7191009521484375,
    0.6698111891746521,
    0.3936169147491455,
    0.24050623178482056,
    0.21897803246974945,
    0.4712642431259155,
    0.5654449462890625,
    0.5612244009971619,
    0.6229506731033325,
    0.49999988079071045,
    0.2658958435058594,
    0.3373492956161499,
    0.37410059571266174,
    0.45398759841918945,
    0.5052630305290222,
    0.33846142888069153,
    0.4916200041770935,
    0.563535749912262,
    0.36482077836990356,
    0.36871495842933655,
    0.70588219165802,
    0.6637553572654724,
    0.47963786125183105,
    0.5306121110916138,
    0.7029701471328735,
    0.39560428261756897,
    0.434782475233078,
    0.26219508051872253,
    0.6210525035858154,
    0.5294116139411926,
    0.47321414947509766,
    0.5301203727722168,
    0.39852389693260193,
    0.4502616822719574,
    0.47715723514556885,
    0.22784802317619324,
    0.48684197664260864,
    0.4795917272567749,
    0.29999998211860657,
    0.5376343131065369,
    0.4418603479862213,
    0.5909090042114258,
    0.42352932691574097,
    0.4203820824623108,
    0.24598921835422516,
    0.3699420988559723,
    0.39810416102409363,
    0.5929647088050842,
    0.7236180305480957,
    0.5699480772018433,
    0.259109228849411,
    0.4674328565597534,
    0.6204079985618591,
    0.756756603717804,
    0.5663081407546997,
    0.19875767827033997,
    0.7511736154556274,
    0.5543476939201355,
    0.627906858921051,
    0.47963786125183105,
    0.7017542123794556,
    0.5688071846961975,
    0.5662099123001099,
    0.4541061818599701,
    0.22099439799785614,
    0.2580644488334656,
    0.3100303113460541,
    0.3999999463558197,
    0.7873300909996033,
    0.6285713315010071,
    0.542713463306427,
    0.6513760089874268,
    0.20270265638828278,
    0.44715434312820435,
    0.32124343514442444,
    0.6583332419395447,
    0.6265058517456055,
    0.44444429874420166,
    0.2948717176914215,
    0.4920634329319,
    0.2389935851097107,
    0.44444432854652405,
    0.8437498211860657,
    0.4472048580646515,
    0.34482747316360474,
    0.5727270841598511,
    0.42145586013793945,
    0.5098037719726562,
    0.5760868191719055,
    0.5624998807907104,
    0.5355647206306458,
    0.5663716197013855,
    0.40206170082092285,
    0.3535352647304535,
    0.5810809135437012,
    0.5833332538604736,
    0.44827571511268616,
    0.37696322798728943,
    0.28415289521217346,
    0.49999988079071045
   ],
   "time": 8.95576760917902,
   "param": null
  },
  {
   "epoch": 108,
   "train_loss": 1.2372677326202393,
   "val_loss": 1.99479079246521,
   "acc": 51.79,
   "f1": [
    0.7729466557502747,
    0.624390184879303,
    0.39490434527397156,
    0.32835814356803894,
    0.404958575963974,
    0.5628139972686768,
    0.5876776576042175,
    0.48314592242240906,
    0.7199998497962952,
    0.6262625455856323,
    0.33333325386047363,
    0.3216782510280609,
    0.5389220714569092,
    0.40268445014953613,
    0.4910178482532501,
    0.32069966197013855,
    0.5454543828964233,
    0.6637166738510132,
    0.44444435834884644,
    0.4401912987232208,
    0.8241204619407654,
    0.619999885559082,
    0.497175008058548,
    0.7010307908058167,
    0.7199999094009399,
    0.4087590277194977,
    0.46511611342430115,
    0.38043469190597534,
    0.6270268559455872,
    0.4237917363643646,
    0.5454543828964233,
    0.49756085872650146,
    0.4342104196548462,
    0.4790417551994324,
    0.4799998998641968,
    0.32558128237724304,
    0.5775399804115295,
    0.43548381328582764,
    0.36236923933029175,
    0.7499998807907104,
    0.4780486822128296,
    0.7241377830505371,
    0.3692306578159332,
    0.5389220714569092,
    0.33027511835098267,
    0.40764322876930237,
    0.3699999153614044,
    0.5523808598518372,
    0.6971427202224731,
    0.696132481098175,
    0.25125616788864136,
    0.5299144387245178,
    0.583690881729126,
    0.7699528932571411,
    0.5982905030250549,
    0.24870456755161285,
    0.7641507983207703,
    0.5291827917098999,
    0.6609440445899963,
    0.5189871788024902,
    0.6992480158805847,
    0.5494503974914551,
    0.6077346205711365,
    0.4596272110939026,
    0.31372541189193726,
    0.22727267444133759,
    0.39285704493522644,
    0.4731181561946869,
    0.7872338891029358,
    0.6504063606262207,
    0.5061726570129395,
    0.6874998807907104,
    0.29702961444854736,
    0.44827574491500854,
    0.36018943786621094,
    0.6258991360664368,
    0.776698887348175,
    0.36904752254486084,
    0.44047608971595764,
    0.5132741928100586,
    0.210526242852211,
    0.5570775270462036,
    0.7831323742866516,
    0.5106381177902222,
    0.474226713180542,
    0.5150500535964966,
    0.572916567325592,
    0.6321242451667786,
    0.4210525453090668,
    0.4916200041770935,
    0.5681816935539246,
    0.6058090329170227,
    0.371900737285614,
    0.38502663373947144,
    0.7934780716896057,
    0.6666665077209473,
    0.492890864610672,
    0.4454975128173828,
    0.2517482042312622,
    0.5999999046325684
   ],
   "time": 9.511063700541854,
   "param": null
  },
  {
   "epoch": 109,
   "train_loss": 1.1090588569641113,
   "val_loss": 2.0175015926361084,
   "acc": 53.64,
   "f1": [
    0.8512818813323975,
    0.6889951229095459,
    0.4361701011657715,
    0.3152172863483429,
    0.4239999055862427,
    0.47715723514556885,
    0.5123152136802673,
    0.5744680166244507,
    0.6666665077209473,
    0.6598983407020569,
    0.3253587782382965,
    0.3087247312068939,
    0.5583755373954773,
    0.4790417551994324,
    0.4502616822719574,
    0.44347813725471497,
    0.6304346323013306,
    0.6995514035224915,
    0.4931505620479584,
    0.4222221076488495,
    0.7514449954032898,
    0.6349205374717712,
    0.49710968136787415,
    0.6763284206390381,
    0.7407405972480774,
    0.44047608971595764,
    0.4999998211860657,
    0.37668150663375854,
    0.657142698764801,
    0.4857141971588135,
    0.5199998617172241,
    0.46153831481933594,
    0.46739116311073303,
    0.5026736855506897,
    0.4799998700618744,
    0.2780747711658478,
    0.45714277029037476,
    0.49350637197494507,
    0.3801651895046234,
    0.7311826348304749,
    0.524590015411377,
    0.7368419766426086,
    0.46829259395599365,
    0.5701355934143066,
    0.36190465092658997,
    0.36575865745544434,
    0.33720916509628296,
    0.47999992966651917,
    0.7407405376434326,
    0.6611568927764893,
    0.3058822751045227,
    0.5139663219451904,
    0.6228069067001343,
    0.7601808309555054,
    0.590908944606781,
    0.28048771619796753,
    0.8108106255531311,
    0.6071426868438721,
    0.6868685483932495,
    0.5520831942558289,
    0.8075116276741028,
    0.5586591362953186,
    0.6376810669898987,
    0.502564013004303,
    0.3098590672016144,
    0.2774565517902374,
    0.43555545806884766,
    0.4385963976383209,
    0.8309177160263062,
    0.6444442868232727,
    0.6543208360671997,
    0.6940637826919556,
    0.2762430012226105,
    0.4472048580646515,
    0.36607131361961365,
    0.7368419766426086,
    0.6870227456092834,
    0.36842095851898193,
    0.43555545806884766,
    0.5978259444236755,
    0.30952370166778564,
    0.6161136031150818,
    0.822334885597229,
    0.4886362552642822,
    0.43850257992744446,
    0.6504853367805481,
    0.56043940782547,
    0.6237622499465942,
    0.5930231213569641,
    0.6078430414199829,
    0.5913977026939392,
    0.683937668800354,
    0.432748407125473,
    0.35102033615112305,
    0.788888692855835,
    0.57297283411026,
    0.5258619785308838,
    0.48484838008880615,
    0.279411643743515,
    0.5320196151733398
   ],
   "time": 10.206484451889992,
   "param": null
  },
  {
   "epoch": 110,
   "train_loss": 1.1811902523040771,
   "val_loss": 1.9316723346710205,
   "acc": 52.96,
   "f1": [
    0.7714284658432007,
    0.6874998807907104,
    0.3722943067550659,
    0.28272244334220886,
    0.32294610142707825,
    0.5499998927116394,
    0.592920184135437,
    0.5762709975242615,
    0.732673168182373,
    0.612716555595398,
    0.34306561946868896,
    0.21333324909210205,
    0.6145831942558289,
    0.47524741291999817,
    0.4766837954521179,
    0.5054942965507507,
    0.6063828468322754,
    0.7272725701332092,
    0.5098037719726562,
    0.43999987840652466,
    0.7956987619400024,
    0.6071426868438721,
    0.5199998617172241,
    0.6271185278892517,
    0.7065216302871704,
    0.3900708854198456,
    0.45033106207847595,
    0.3496502637863159,
    0.5714285373687744,
    0.474226713180542,
    0.4946235418319702,
    0.5414846539497375,
    0.4615383744239807,
    0.5333331823348999,
    0.4799998700618744,
    0.29850736260414124,
    0.48275846242904663,
    0.48756206035614014,
    0.40358731150627136,
    0.7368419766426086,
    0.45054933428764343,
    0.7473682165145874,
    0.4788731336593628,
    0.5668014883995056,
    0.30232545733451843,
    0.3832334280014038,
    0.25165554881095886,
    0.5030673146247864,
    0.7700533270835876,
    0.6491227149963379,
    0.331707239151001,
    0.5714284181594849,
    0.5773194432258606,
    0.7539265155792236,
    0.649484395980835,
    0.24454142153263092,
    0.7887322306632996,
    0.590908944606781,
    0.5789472460746765,
    0.5765764713287354,
    0.7562187314033508,
    0.5472635626792908,
    0.6025639772415161,
    0.45544540882110596,
    0.36470577120780945,
    0.2807016372680664,
    0.42528724670410156,
    0.40485823154449463,
    0.7598251700401306,
    0.710382342338562,
    0.6145250201225281,
    0.6693546772003174,
    0.24870456755161285,
    0.48809507489204407,
    0.3018867075443268,
    0.7428569793701172,
    0.7279998660087585,
    0.46632111072540283,
    0.36585354804992676,
    0.543859601020813,
    0.23841053247451782,
    0.5685278177261353,
    0.8842102885246277,
    0.4099377691745758,
    0.4499998986721039,
    0.5918366312980652,
    0.5479451417922974,
    0.6298341155052185,
    0.5683058500289917,
    0.6378377079963684,
    0.5599998831748962,
    0.7213113307952881,
    0.44444432854652405,
    0.35820886492729187,
    0.8333331942558289,
    0.5887848734855652,
    0.5765764713287354,
    0.4545453190803528,
    0.33057841658592224,
    0.6055043935775757
   ],
   "time": 10.507347200065851,
   "param": null
  },
  {
   "epoch": 111,
   "train_loss": 1.1531027555465698,
   "val_loss": 1.9100244045257568,
   "acc": 53.49,
   "f1": [
    0.7777776718139648,
    0.6488887667655945,
    0.368663489818573,
    0.3405795991420746,
    0.30674833059310913,
    0.46923068165779114,
    0.5568180084228516,
    0.5538460612297058,
    0.715908944606781,
    0.6565654873847961,
    0.31638407707214355,
    0.4050632119178772,
    0.6380951404571533,
    0.3529410660266876,
    0.4055943191051483,
    0.45238083600997925,
    0.6153843998908997,
    0.6864405274391174,
    0.5076140761375427,
    0.40740731358528137,
    0.7582416534423828,
    0.6705880761146545,
    0.5130888819694519,
    0.6839826703071594,
    0.7525771856307983,
    0.45685264468193054,
    0.4606059193611145,
    0.35121941566467285,
    0.6775954961776733,
    0.5301203727722168,
    0.47619032859802246,
    0.5166050791740417,
    0.5205478072166443,
    0.5145629644393921,
    0.4978164732456207,
    0.2762430012226105,
    0.5161288380622864,
    0.5023254752159119,
    0.39495787024497986,
    0.72251296043396,
    0.4140968322753906,
    0.7446807622909546,
    0.3972601890563965,
    0.5564514994621277,
    0.36815908551216125,
    0.30864188075065613,
    0.2972972095012665,
    0.4697985351085663,
    0.7322402596473694,
    0.6822428703308105,
    0.3175964951515198,
    0.5340908169746399,
    0.6222221255302429,
    0.7799997925758362,
    0.6442306041717529,
    0.323809415102005,
    0.7524750828742981,
    0.5837318897247314,
    0.6698111891746521,
    0.5888887047767639,
    0.7777776718139648,
    0.6304346323013306,
    0.6628569960594177,
    0.5199998617172241,
    0.32432425022125244,
    0.2898550033569336,
    0.45871543884277344,
    0.41666656732559204,
    0.7963799238204956,
    0.6064980626106262,
    0.5581393837928772,
    0.6826921701431274,
    0.25945934653282166,
    0.4338623583316803,
    0.44559577107429504,
    0.7431191205978394,
    0.8039213418960571,
    0.48888877034187317,
    0.42241373658180237,
    0.5470084547996521,
    0.33463025093078613,
    0.5684208869934082,
    0.8176794052124023,
    0.5326085686683655,
    0.4733726978302002,
    0.6358972787857056,
    0.5783131122589111,
    0.6701569557189941,
    0.39130425453186035,
    0.5741626024246216,
    0.4969695806503296,
    0.6484017372131348,
    0.44943806529045105,
    0.36144572496414185,
    0.747899055480957,
    0.5860464572906494,
    0.47572803497314453,
    0.4675323963165283,
    0.28260859847068787,
    0.5757573843002319
   ],
   "time": 10.626178617589176,
   "param": null
  },
  {
   "epoch": 112,
   "train_loss": 1.1113532781600952,
   "val_loss": 2.061889171600342,
   "acc": 49.8,
   "f1": [
    0.7208120226860046,
    0.6853931546211243,
    0.31333327293395996,
    0.30851057171821594,
    0.34042540192604065,
    0.48888882994651794,
    0.5269460082054138,
    0.5714284777641296,
    0.6956520080566406,
    0.5509432554244995,
    0.2954544425010681,
    0.18230560421943665,
    0.562211811542511,
    0.45751625299453735,
    0.4150942265987396,
    0.4192138612270355,
    0.49411749839782715,
    0.7164177894592285,
    0.4615383446216583,
    0.4205606281757355,
    0.6611568927764893,
    0.6305417418479919,
    0.5423727631568909,
    0.5675674080848694,
    0.6896550059318542,
    0.40174663066864014,
    0.4520547091960907,
    0.32978713512420654,
    0.6206895709037781,
    0.5465837121009827,
    0.5161288380622864,
    0.48780474066734314,
    0.4690264165401459,
    0.45810040831565857,
    0.45555540919303894,
    0.1896551102399826,
    0.492890864610672,
    0.5023254752159119,
    0.4065040051937103,
    0.7356320023536682,
    0.3665337860584259,
    0.697435736656189,
    0.4146340489387512,
    0.559139609336853,
    0.28187909722328186,
    0.26984119415283203,
    0.27083325386047363,
    0.5527637004852295,
    0.7294116020202637,
    0.6705880761146545,
    0.3043477535247803,
    0.518134593963623,
    0.517646849155426,
    0.6951870322227478,
    0.6363635063171387,
    0.18999992311000824,
    0.8247420191764832,
    0.49814119935035706,
    0.6759257912635803,
    0.5660375952720642,
    0.7659572958946228,
    0.531468391418457,
    0.5748501420021057,
    0.5172412991523743,
    0.309278279542923,
    0.22996509075164795,
    0.3969464600086212,
    0.43442606925964355,
    0.7826085686683655,
    0.6244724988937378,
    0.4142855703830719,
    0.6822428703308105,
    0.23275858163833618,
    0.35616427659988403,
    0.30107519030570984,
    0.7263681292533875,
    0.7499997615814209,
    0.38888877630233765,
    0.43999987840652466,
    0.44755232334136963,
    0.2234041839838028,
    0.5714284777641296,
    0.7932959794998169,
    0.5164833664894104,
    0.37288129329681396,
    0.5951218605041504,
    0.5294116735458374,
    0.5615383386611938,
    0.4233575463294983,
    0.5888887047767639,
    0.5416665077209473,
    0.6289306282997131,
    0.46363624930381775,
    0.29577454924583435,
    0.8108106851577759,
    0.6298341155052185,
    0.48076915740966797,
    0.4162435233592987,
    0.3208954334259033,
    0.6424869298934937
   ],
   "time": 10.404543351382017,
   "param": null
  },
  {
   "epoch": 113,
   "train_loss": 1.2654136419296265,
   "val_loss": 2.1491599082946777,
   "acc": 49.99,
   "f1": [
    0.784946084022522,
    0.6326529383659363,
    0.3999999165534973,
    0.27530357241630554,
    0.2954544425010681,
    0.434782475233078,
    0.6272187829017639,
    0.5939393043518066,
    0.6951218247413635,
    0.6178008913993835,
    0.38502663373947144,
    0.31304338574409485,
    0.5347592234611511,
    0.4749998450279236,
    0.46753236651420593,
    0.3999999165534973,
    0.5870645046234131,
    0.6254544258117676,
    0.506493330001831,
    0.4279474914073944,
    0.7511736154556274,
    0.5800864696502686,
    0.5269460082054138,
    0.5015872120857239,
    0.7021275758743286,
    0.32903218269348145,
    0.46753236651420593,
    0.34482747316360474,
    0.6197181344032288,
    0.4823527932167053,
    0.48484838008880615,
    0.41423937678337097,
    0.497175008058548,
    0.5133689045906067,
    0.4161849021911621,
    0.2513660192489624,
    0.4705880880355835,
    0.3358207941055298,
    0.3824700117111206,
    0.6413500905036926,
    0.38626599311828613,
    0.7234041690826416,
    0.43902432918548584,
    0.5502644181251526,
    0.2872926890850067,
    0.27272719144821167,
    0.3420073091983795,
    0.5650222897529602,
    0.7434553503990173,
    0.6432158946990967,
    0.2617800235748291,
    0.47517725825309753,
    0.5803107619285583,
    0.7789472937583923,
    0.6330273747444153,
    0.123287633061409,
    0.7777776122093201,
    0.5961536765098572,
    0.6321837902069092,
    0.5347984433174133,
    0.6987950801849365,
    0.6086955070495605,
    0.6270268559455872,
    0.4484303891658783,
    0.2673795819282532,
    0.2749998867511749,
    0.35540062189102173,
    0.45637571811676025,
    0.7938142418861389,
    0.5401928424835205,
    0.5434780716896057,
    0.6099998950958252,
    0.24291490018367767,
    0.4186045527458191,
    0.3295453190803528,
    0.6724889278411865,
    0.7319586277008057,
    0.362318754196167,
    0.3407406508922577,
    0.4768211245536804,
    0.18421046435832977,
    0.5391303300857544,
    0.8691098093986511,
    0.4567900002002716,
    0.4431816637516022,
    0.4949831962585449,
    0.577777624130249,
    0.5771142840385437,
    0.2564101815223694,
    0.5844747424125671,
    0.5570775270462036,
    0.6257666945457458,
    0.32911381125450134,
    0.26388877630233765,
    0.6863466501235962,
    0.5627704858779907,
    0.3999999463558197,
    0.40659332275390625,
    0.31999990344047546,
    0.5856351852416992
   ],
   "time": 9.768378064967692,
   "param": null
  },
  {
   "epoch": 114,
   "train_loss": 1.2106857299804688,
   "val_loss": 1.9898333549499512,
   "acc": 52.73,
   "f1": [
    0.7614678144454956,
    0.6180256605148315,
    0.4725273549556732,
    0.2949307858943939,
    0.3398057222366333,
    0.5071768760681152,
    0.5806450843811035,
    0.6701569557189941,
    0.7329840660095215,
    0.5714284181594849,
    0.3568074107170105,
    0.36269423365592957,
    0.6060605049133301,
    0.5870645046234131,
    0.4999998211860657,
    0.4302324652671814,
    0.554216742515564,
    0.6635512709617615,
    0.4501844048500061,
    0.40935659408569336,
    0.7708331346511841,
    0.5869563817977905,
    0.5257141590118408,
    0.6785712838172913,
    0.7570620179176331,
    0.396135151386261,
    0.43165460228919983,
    0.33333322405815125,
    0.6153844594955444,
    0.5660375952720642,
    0.5020919442176819,
    0.37704911828041077,
    0.5149698853492737,
    0.43786972761154175,
    0.4999998211860657,
    0.32222211360931396,
    0.5609754920005798,
    0.4112148582935333,
    0.3583814203739166,
    0.6781607270240784,
    0.4629628360271454,
    0.7032965421676636,
    0.47560960054397583,
    0.5465837121009827,
    0.23312875628471375,
    0.38961026072502136,
    0.3272726535797119,
    0.5256409049034119,
    0.7085712552070618,
    0.685082733631134,
    0.3121950626373291,
    0.5283017754554749,
    0.6239315271377563,
    0.7717389464378357,
    0.5842695236206055,
    0.2649571895599365,
    0.8062825202941895,
    0.5241934061050415,
    0.6387433409690857,
    0.5445024967193604,
    0.716762900352478,
    0.590908944606781,
    0.6391751170158386,
    0.4945053458213806,
    0.3157893717288971,
    0.24691346287727356,
    0.45859864354133606,
    0.4433496594429016,
    0.8341706395149231,
    0.6601940989494324,
    0.5586591362953186,
    0.6572768688201904,
    0.23232315480709076,
    0.5050503611564636,
    0.3669723868370056,
    0.8021388649940491,
    0.6778241395950317,
    0.4886362552642822,
    0.44578301906585693,
    0.5421684980392456,
    0.259109228849411,
    0.5185183882713318,
    0.814814567565918,
    0.5370368957519531,
    0.4656083285808563,
    0.6120217442512512,
    0.5418717861175537,
    0.5323193669319153,
    0.5590060353279114,
    0.5502644181251526,
    0.5543476939201355,
    0.7040814757347107,
    0.44444432854652405,
    0.36619704961776733,
    0.7142855525016785,
    0.6477271318435669,
    0.5519999265670776,
    0.4366196393966675,
    0.24460424482822418,
    0.6063828468322754
   ],
   "time": 9.269786669872701,
   "param": null
  },
  {
   "epoch": 115,
   "train_loss": 1.1490025520324707,
   "val_loss": 2.3326199054718018,
   "acc": 47.22,
   "f1": [
    0.8156423568725586,
    0.5982142090797424,
    0.36046499013900757,
    0.18840573728084564,
    0.24277448654174805,
    0.4699452221393585,
    0.5043476819992065,
    0.43692299723625183,
    0.6444442868232727,
    0.48611095547676086,
    0.3428570628166199,
    0.2601625323295593,
    0.505154550075531,
    0.47435885667800903,
    0.4090908467769623,
    0.39999985694885254,
    0.5853657126426697,
    0.44927528500556946,
    0.35428565740585327,
    0.4331209361553192,
    0.7722770571708679,
    0.6733667254447937,
    0.44776105880737305,
    0.596638560295105,
    0.604255199432373,
    0.4023667275905609,
    0.49999988079071045,
    0.2597402036190033,
    0.6187844276428223,
    0.48587560653686523,
    0.5164833664894104,
    0.56043940782547,
    0.38626599311828613,
    0.31235426664352417,
    0.43055543303489685,
    0.2774565517902374,
    0.4411763846874237,
    0.4114284813404083,
    0.27199992537498474,
    0.4795320928096771,
    0.3950616121292114,
    0.6625765562057495,
    0.39860132336616516,
    0.3731342554092407,
    0.14371250569820404,
    0.35616424679756165,
    0.3841058313846588,
    0.4949493706226349,
    0.7619045972824097,
    0.5527637004852295,
    0.24277448654174805,
    0.4728681445121765,
    0.607999861240387,
    0.7487177848815918,
    0.6036034822463989,
    0.16766461730003357,
    0.6607928276062012,
    0.5333332419395447,
    0.6627217531204224,
    0.3519999384880066,
    0.7111109495162964,
    0.5603863000869751,
    0.6206895709037781,
    0.4651161730289459,
    0.26315778493881226,
    0.2399999350309372,
    0.41340771317481995,
    0.3831774890422821,
    0.7641507983207703,
    0.5945944786071777,
    0.5692307353019714,
    0.5454543828964233,
    0.19999992847442627,
    0.4279474914073944,
    0.26158031821250916,
    0.710382342338562,
    0.7659572958946228,
    0.36585354804992676,
    0.3731342554092407,
    0.3931623101234436,
    0.23255810141563416,
    0.511627733707428,
    0.8484846949577332,
    0.4938269853591919,
    0.3867923319339752,
    0.5645932555198669,
    0.5388599634170532,
    0.6455695033073425,
    0.48044681549072266,
    0.5524860620498657,
    0.47190994024276733,
    0.619999885559082,
    0.5291004180908203,
    0.32978713512420654,
    0.7085712552070618,
    0.5683058500289917,
    0.3187659978866577,
    0.34013596177101135,
    0.2121211439371109,
    0.5700933337211609
   ],
   "time": 8.99163786135614,
   "param": null
  },
  {
   "epoch": 116,
   "train_loss": 1.1477450132369995,
   "val_loss": 2.1709659099578857,
   "acc": 53.35,
   "f1": [
    0.8159202337265015,
    0.684491753578186,
    0.4599998891353607,
    0.36607131361961365,
    0.3999999165534973,
    0.49999988079071045,
    0.5348835587501526,
    0.5961536765098572,
    0.7005648612976074,
    0.6185566186904907,
    0.3625729978084564,
    0.30057793855667114,
    0.587155818939209,
    0.5207098722457886,
    0.490322470664978,
    0.42790690064430237,
    0.5943394899368286,
    0.741783857345581,
    0.3862067759037018,
    0.5054942965507507,
    0.7789472937583923,
    0.6310677528381348,
    0.5227271318435669,
    0.5886523723602295,
    0.7314283847808838,
    0.42790690064430237,
    0.5263156890869141,
    0.32061058282852173,
    0.6473428606987,
    0.517646849155426,
    0.4599998891353607,
    0.5209301114082336,
    0.5268816351890564,
    0.45081958174705505,
    0.5102038979530334,
    0.29268285632133484,
    0.5194804668426514,
    0.48908287286758423,
    0.41176459193229675,
    0.6846845149993896,
    0.41975298523902893,
    0.7771427035331726,
    0.4266665577888489,
    0.5116278529167175,
    0.2782607972621918,
    0.34394893050193787,
    0.27083322405815125,
    0.5487803816795349,
    0.7647057771682739,
    0.6507176160812378,
    0.2613064646720886,
    0.5148513317108154,
    0.639269232749939,
    0.7083331942558289,
    0.6532661318778992,
    0.20304562151432037,
    0.7916665077209473,
    0.5918366312980652,
    0.6874998807907104,
    0.5511810183525085,
    0.8082899451255798,
    0.6231154203414917,
    0.6249998807907104,
    0.4814813435077667,
    0.3199998736381531,
    0.26724129915237427,
    0.3453814387321472,
    0.4487178325653076,
    0.8421051502227783,
    0.7022221088409424,
    0.6183573603630066,
    0.6601940989494324,
    0.2909089922904968,
    0.415094256401062,
    0.38150280714035034,
    0.7248907089233398,
    0.8124998211860657,
    0.4081631600856781,
    0.40394076704978943,
    0.6265058517456055,
    0.24691349267959595,
    0.5741626024246216,
    0.8265304565429688,
    0.4840763211250305,
    0.4938269853591919,
    0.5899998545646667,
    0.6107783317565918,
    0.6542055010795593,
    0.552941083908081,
    0.6301368474960327,
    0.5487803816795349,
    0.6744184494018555,
    0.44198882579803467,
    0.3583814203739166,
    0.8301885724067688,
    0.5887095332145691,
    0.5130433440208435,
    0.3719511926174164,
    0.33962252736091614,
    0.6243385076522827
   ],
   "time": 9.741579755209386,
   "param": null
  },
  {
   "epoch": 117,
   "train_loss": 1.1525046825408936,
   "val_loss": 1.8082033395767212,
   "acc": 55.37,
   "f1": [
    0.8102562427520752,
    0.6633662581443787,
    0.44444432854652405,
    0.30567678809165955,
    0.3904760777950287,
    0.48829421401023865,
    0.5803107619285583,
    0.636871337890625,
    0.6630433797836304,
    0.6599999070167542,
    0.23776215314865112,
    0.3841806650161743,
    0.6271185278892517,
    0.49999988079071045,
    0.5538460612297058,
    0.5086703896522522,
    0.5700481534004211,
    0.7619045972824097,
    0.48484835028648376,
    0.5240640044212341,
    0.7735847234725952,
    0.5781249403953552,
    0.4699452221393585,
    0.7317072153091431,
    0.7717389464378357,
    0.4180789887905121,
    0.4745761454105377,
    0.3186812400817871,
    0.6350710391998291,
    0.5279186367988586,
    0.491227924823761,
    0.5728154182434082,
    0.53465336561203,
    0.5284972786903381,
    0.5020919442176819,
    0.30541861057281494,
    0.5567008852958679,
    0.44210511445999146,
    0.4319247901439667,
    0.7653059959411621,
    0.4145076870918274,
    0.772486686706543,
    0.492890864610672,
    0.5874997973442078,
    0.32558128237724304,
    0.3882351815700531,
    0.36458322405815125,
    0.5828570127487183,
    0.7605632543563843,
    0.729999840259552,
    0.32335323095321655,
    0.5624998807907104,
    0.6481480002403259,
    0.7777776122093201,
    0.6829267144203186,
    0.27102795243263245,
    0.8018866777420044,
    0.5614033341407776,
    0.6893202662467957,
    0.5847455859184265,
    0.7692306637763977,
    0.624390184879303,
    0.6299998760223389,
    0.5464479923248291,
    0.35359105467796326,
    0.24844713509082794,
    0.40624988079071045,
    0.522612988948822,
    0.7981649041175842,
    0.7499997615814209,
    0.5795453190803528,
    0.7085200548171997,
    0.31858399510383606,
    0.5263157486915588,
    0.32911381125450134,
    0.7525771856307983,
    0.8199998736381531,
    0.492890864610672,
    0.4552844762802124,
    0.38095226883888245,
    0.30418241024017334,
    0.5728154182434082,
    0.794520378112793,
    0.48484838008880615,
    0.4020099639892578,
    0.613756537437439,
    0.6091952323913574,
    0.5641024708747864,
    0.5822783708572388,
    0.6350710391998291,
    0.5773194432258606,
    0.6301368474960327,
    0.4814813435077667,
    0.41379299759864807,
    0.8285712599754333,
    0.6422017216682434,
    0.5202310085296631,
    0.49599987268447876,
    0.3431371748447418,
    0.6507176160812378
   ],
   "time": 10.143239415250719,
   "param": null
  },
  {
   "epoch": 118,
   "train_loss": 1.0009934902191162,
   "val_loss": 2.043490409851074,
   "acc": 50.59,
   "f1": [
    0.784946084022522,
    0.6632652282714844,
    0.45569607615470886,
    0.32748526334762573,
    0.34343424439430237,
    0.37308862805366516,
    0.5818180441856384,
    0.6054052114486694,
    0.6914892196655273,
    0.46745556592941284,
    0.3113206624984741,
    0.4108106791973114,
    0.5350876450538635,
    0.44715434312820435,
    0.5082871913909912,
    0.4044942855834961,
    0.47619035840034485,
    0.5999999046325684,
    0.49777767062187195,
    0.3984062969684601,
    0.6349205374717712,
    0.6367712020874023,
    0.41758227348327637,
    0.6107783317565918,
    0.7173911929130554,
    0.3271027207374573,
    0.466666579246521,
    0.32558128237724304,
    0.5683058500289917,
    0.44339612126350403,
    0.5632182359695435,
    0.5158728957176208,
    0.4873095452785492,
    0.4593638777732849,
    0.4599998891353607,
    0.2758619785308838,
    0.4634144902229309,
    0.3467741012573242,
    0.3272726535797119,
    0.7115383744239807,
    0.3505153954029083,
    0.7182319164276123,
    0.45360812544822693,
    0.49681511521339417,
    0.29268282651901245,
    0.3636362850666046,
    0.3135133981704712,
    0.5799998641014099,
    0.7151512503623962,
    0.6589593291282654,
    0.28368785977363586,
    0.6024094820022583,
    0.6176469922065735,
    0.7173911929130554,
    0.6175113916397095,
    0.2054053246974945,
    0.7692306637763977,
    0.5599998831748962,
    0.6421051621437073,
    0.5523808598518372,
    0.7555554509162903,
    0.5029938817024231,
    0.5595237016677856,
    0.5263156294822693,
    0.3141360282897949,
    0.2251655012369156,
    0.413043349981308,
    0.44444432854652405,
    0.7292816042900085,
    0.6923075318336487,
    0.5423727631568909,
    0.6591759324073792,
    0.23376615345478058,
    0.4916665554046631,
    0.37349388003349304,
    0.7955800294876099,
    0.7488985657691956,
    0.45569607615470886,
    0.44585973024368286,
    0.46540868282318115,
    0.2751321792602539,
    0.44444435834884644,
    0.7727271318435669,
    0.4046241343021393,
    0.43749988079071045,
    0.5544553399085999,
    0.46792444586753845,
    0.48051944375038147,
    0.48447185754776,
    0.49999991059303284,
    0.5599998831748962,
    0.5606060028076172,
    0.4596272110939026,
    0.33783775568008423,
    0.6641508340835571,
    0.6145250201225281,
    0.5029938817024231,
    0.5087717771530151,
    0.24096375703811646,
    0.6081869602203369
   ],
   "time": 10.315988218411803,
   "param": null
  },
  {
   "epoch": 119,
   "train_loss": 1.1227039098739624,
   "val_loss": 2.0718793869018555,
   "acc": 51.49,
   "f1": [
    0.822334885597229,
    0.6489360928535461,
    0.4041449725627899,
    0.2797926664352417,
    0.29585790634155273,
    0.56043940782547,
    0.5999998450279236,
    0.5641024708747864,
    0.6363635063171387,
    0.5901637673377991,
    0.2962961792945862,
    0.32142847776412964,
    0.5701355934143066,
    0.49777767062187195,
    0.42512065172195435,
    0.45833322405815125,
    0.6282050013542175,
    0.5787544846534729,
    0.46093741059303284,
    0.4242423474788666,
    0.7777776122093201,
    0.6072872877120972,
    0.48913031816482544,
    0.616278886795044,
    0.6256982088088989,
    0.4111110270023346,
    0.47368407249450684,
    0.26760557293891907,
    0.5917158722877502,
    0.4918031394481659,
    0.4974091649055481,
    0.4398338794708252,
    0.4385963976383209,
    0.43199992179870605,
    0.5333331823348999,
    0.2769230008125305,
    0.47953203320503235,
    0.4041449725627899,
    0.36686381697654724,
    0.6990289688110352,
    0.45569607615470886,
    0.7262568473815918,
    0.4415583610534668,
    0.5232557058334351,
    0.21568624675273895,
    0.3665337860584259,
    0.2987011969089508,
    0.48809507489204407,
    0.7368419766426086,
    0.6470587849617004,
    0.2775118350982666,
    0.49664416909217834,
    0.542713463306427,
    0.7650271654129028,
    0.6497888565063477,
    0.28019312024116516,
    0.7677723169326782,
    0.5882351398468018,
    0.6596857309341431,
    0.5175436735153198,
    0.7154470682144165,
    0.666666567325592,
    0.6528496146202087,
    0.4711109697818756,
    0.34181809425354004,
    0.2790696620941162,
    0.41474640369415283,
    0.4075828194618225,
    0.8324871063232422,
    0.6740330457687378,
    0.5683058500289917,
    0.7032965421676636,
    0.24175815284252167,
    0.4756755530834198,
    0.3190660774707794,
    0.7755100131034851,
    0.7368419766426086,
    0.4578312039375305,
    0.3999998867511749,
    0.5373133420944214,
    0.28571420907974243,
    0.5550238490104675,
    0.8258705139160156,
    0.5414363145828247,
    0.497175008058548,
    0.6048778891563416,
    0.5730992555618286,
    0.653465211391449,
    0.5380114912986755,
    0.5853657722473145,
    0.5519999265670776,
    0.6009388566017151,
    0.4499998986721039,
    0.34513264894485474,
    0.8282826542854309,
    0.5290321707725525,
    0.4705880880355835,
    0.4827585518360138,
    0.2374998927116394,
    0.4630540609359741
   ],
   "time": 10.707340246997774,
   "param": null
  },
  {
   "epoch": 120,
   "train_loss": 1.04684579372406,
   "val_loss": 1.9600920677185059,
   "acc": 52.65,
   "f1": [
    0.7280700206756592,
    0.633165717124939,
    0.38181808590888977,
    0.280373752117157,
    0.3584904372692108,
    0.5363127589225769,
    0.5146197080612183,
    0.5638765096664429,
    0.6600984334945679,
    0.57297283411026,
    0.3369564116001129,
    0.36815908551216125,
    0.5779815316200256,
    0.5154638290405273,
    0.4129031002521515,
    0.494381844997406,
    0.5921786427497864,
    0.6459625363349915,
    0.4630540609359741,
    0.41573023796081543,
    0.7906975150108337,
    0.5675674080848694,
    0.4615383446216583,
    0.6639997959136963,
    0.7340423464775085,
    0.43678146600723267,
    0.48421040177345276,
    0.34101372957229614,
    0.6272726058959961,
    0.49333325028419495,
    0.49484527111053467,
    0.5472635626792908,
    0.49999988079071045,
    0.4727271497249603,
    0.49999988079071045,
    0.3208555281162262,
    0.49645376205444336,
    0.4578312039375305,
    0.42780739068984985,
    0.6990289688110352,
    0.48913031816482544,
    0.7317072153091431,
    0.47236168384552,
    0.53987717628479,
    0.25945934653282166,
    0.38251355290412903,
    0.20238088071346283,
    0.5657369494438171,
    0.7011951208114624,
    0.6907215118408203,
    0.3139533996582031,
    0.5391303300857544,
    0.5727698802947998,
    0.7368419766426086,
    0.6871793866157532,
    0.23041465878486633,
    0.7748689651489258,
    0.5955054759979248,
    0.6521738171577454,
    0.5727270841598511,
    0.7872338891029358,
    0.560509443283081,
    0.6011558771133423,
    0.5561496019363403,
    0.26666656136512756,
    0.3119265139102936,
    0.38502663373947144,
    0.4299998879432678,
    0.7739128470420837,
    0.7643977999687195,
    0.5654449462890625,
    0.6952379941940308,
    0.19701489806175232,
    0.47787603735923767,
    0.3384614884853363,
    0.7526880502700806,
    0.7960197329521179,
    0.4016735553741455,
    0.4022987186908722,
    0.50862056016922,
    0.26056331396102905,
    0.5599998831748962,
    0.8514849543571472,
    0.5310733318328857,
    0.45454534888267517,
    0.6153843998908997,
    0.5043476819992065,
    0.6078430414199829,
    0.5842695236206055,
    0.6729856729507446,
    0.5093631744384766,
    0.6506022810935974,
    0.43930622935295105,
    0.37864065170288086,
    0.7999997735023499,
    0.6320753693580627,
    0.48044681549072266,
    0.45581385493278503,
    0.32804223895072937,
    0.6448596715927124
   ],
   "time": 10.728268059901893,
   "param": null
  },
  {
   "epoch": 121,
   "train_loss": 1.0635795593261719,
   "val_loss": 1.9953148365020752,
   "acc": 51.07,
   "f1": [
    0.7939696907997131,
    0.6477271318435669,
    0.3979056477546692,
    0.3272726237773895,
    0.3285022974014282,
    0.5432096719741821,
    0.5775399804115295,
    0.6139533519744873,
    0.7204300165176392,
    0.5930231213569641,
    0.24050623178482056,
    0.32231393456459045,
    0.5942855477333069,
    0.48484838008880615,
    0.39189180731773376,
    0.41573023796081543,
    0.644067645072937,
    0.7099998593330383,
    0.4598929286003113,
    0.4223601520061493,
    0.7512193918228149,
    0.6106868982315063,
    0.42352932691574097,
    0.6194028258323669,
    0.6946106553077698,
    0.45197728276252747,
    0.5149698853492737,
    0.3041473925113678,
    0.603550136089325,
    0.49333325028419495,
    0.4837207794189453,
    0.48484838008880615,
    0.5471696853637695,
    0.49710968136787415,
    0.4155843257904053,
    0.2816900908946991,
    0.5125626921653748,
    0.5024629235267639,
    0.3011362850666046,
    0.655870258808136,
    0.39285704493522644,
    0.7064675688743591,
    0.43373486399650574,
    0.5473682880401611,
    0.2895926535129547,
    0.3999998867511749,
    0.2842104732990265,
    0.5531913042068481,
    0.7081338167190552,
    0.6153845191001892,
    0.30172407627105713,
    0.5217390656471252,
    0.6166664958000183,
    0.7999998331069946,
    0.6605502963066101,
    0.18518511950969696,
    0.776698887348175,
    0.534031331539154,
    0.6124400496482849,
    0.5238094329833984,
    0.756756603717804,
    0.5714284181594849,
    0.582914412021637,
    0.47953203320503235,
    0.3134327530860901,
    0.24210518598556519,
    0.3489932119846344,
    0.4260353744029999,
    0.8324322700500488,
    0.6301368474960327,
    0.4919784665107727,
    0.6172838807106018,
    0.21804505586624146,
    0.49999988079071045,
    0.3092782497406006,
    0.7431191205978394,
    0.7715734243392944,
    0.3453236222267151,
    0.4135020077228546,
    0.5133689045906067,
    0.25274714827537537,
    0.5609754920005798,
    0.8163263201713562,
    0.4914284646511078,
    0.4084506034851074,
    0.5714284181594849,
    0.4852069914340973,
    0.6229507327079773,
    0.5194803476333618,
    0.6288208365440369,
    0.5989303588867188,
    0.6272187829017639,
    0.4227641224861145,
    0.3463686406612396,
    0.8099998235702515,
    0.5762710571289062,
    0.48888877034187317,
    0.39631327986717224,
    0.17964066565036774,
    0.5766869187355042
   ],
   "time": 10.746722344309092,
   "param": null
  },
  {
   "epoch": 122,
   "train_loss": 1.239960789680481,
   "val_loss": 1.966591477394104,
   "acc": 53.15,
   "f1": [
    0.7713002562522888,
    0.6243385076522827,
    0.3999998867511749,
    0.30769219994544983,
    0.37647050619125366,
    0.5145629644393921,
    0.6086955070495605,
    0.5922329425811768,
    0.6874998807907104,
    0.6363635063171387,
    0.32558128237724304,
    0.3253587782382965,
    0.5945944786071777,
    0.520408034324646,
    0.4105958938598633,
    0.47115376591682434,
    0.5541123747825623,
    0.6785712838172913,
    0.529999852180481,
    0.41592907905578613,
    0.7836255431175232,
    0.5583038330078125,
    0.5399999022483826,
    0.5703702569007874,
    0.7407405972480774,
    0.41048023104667664,
    0.5058822631835938,
    0.30158719420433044,
    0.6363635063171387,
    0.490322470664978,
    0.46762582659721375,
    0.47999995946884155,
    0.4720495045185089,
    0.46938762068748474,
    0.5365852117538452,
    0.29268285632133484,
    0.5193368792533875,
    0.3905324339866638,
    0.3171520233154297,
    0.7761192321777344,
    0.4685713052749634,
    0.7666665315628052,
    0.46376800537109375,
    0.6338796615600586,
    0.2366863340139389,
    0.44585973024368286,
    0.3542855978012085,
    0.5783131718635559,
    0.8064514398574829,
    0.6265058517456055,
    0.39784935116767883,
    0.5555554628372192,
    0.38848912715911865,
    0.7717389464378357,
    0.666666567325592,
    0.29959505796432495,
    0.7564765214920044,
    0.5842695236206055,
    0.6666665077209473,
    0.5163933038711548,
    0.7565216422080994,
    0.6777776479721069,
    0.6464645266532898,
    0.47540971636772156,
    0.29268285632133484,
    0.2898550033569336,
    0.4111110270023346,
    0.43956032395362854,
    0.7942582368850708,
    0.6737966537475586,
    0.5760868191719055,
    0.6729856729507446,
    0.2553190290927887,
    0.43850257992744446,
    0.38392844796180725,
    0.6752135157585144,
    0.7881771922111511,
    0.4509802758693695,
    0.38043469190597534,
    0.5389220714569092,
    0.2643677294254303,
    0.5897434949874878,
    0.8369563221931458,
    0.5256409049034119,
    0.4084506034851074,
    0.6139533519744873,
    0.5999998450279236,
    0.6278025507926941,
    0.4347825348377228,
    0.6951870322227478,
    0.6244342923164368,
    0.6918917894363403,
    0.44444429874420166,
    0.3999998867511749,
    0.7982454895973206,
    0.6124400496482849,
    0.4770641028881073,
    0.4787232577800751,
    0.33816415071487427,
    0.5212119817733765
   ],
   "time": 10.153729856945574,
   "param": null
  },
  {
   "epoch": 123,
   "train_loss": 0.9583888649940491,
   "val_loss": 1.8965840339660645,
   "acc": 55.43,
   "f1": [
    0.7707315683364868,
    0.6387433409690857,
    0.44444429874420166,
    0.3363635540008545,
    0.34042540192604065,
    0.5510202646255493,
    0.631578803062439,
    0.5913042426109314,
    0.7272725701332092,
    0.6280191540718079,
    0.30487796664237976,
    0.3999999463558197,
    0.5833331942558289,
    0.5029938817024231,
    0.4632767140865326,
    0.45535701513290405,
    0.5507245063781738,
    0.7136561870574951,
    0.5520831942558289,
    0.4834122061729431,
    0.829787015914917,
    0.5890908241271973,
    0.5048542022705078,
    0.7168139815330505,
    0.7542855739593506,
    0.4271843731403351,
    0.556212842464447,
    0.36018943786621094,
    0.6770831346511841,
    0.5531913042068481,
    0.5199998617172241,
    0.502282977104187,
    0.5617976188659668,
    0.5462554097175598,
    0.4731181561946869,
    0.33333322405815125,
    0.5698322653770447,
    0.4975123405456543,
    0.3855420649051666,
    0.7142854928970337,
    0.45161277055740356,
    0.765714168548584,
    0.45161277055740356,
    0.6270268559455872,
    0.2258063703775406,
    0.3981480300426483,
    0.3592813014984131,
    0.6138612627983093,
    0.7499998807907104,
    0.6796115040779114,
    0.3315507173538208,
    0.5918366312980652,
    0.582914412021637,
    0.7783250212669373,
    0.696517288684845,
    0.3179915249347687,
    0.8196719884872437,
    0.5662099123001099,
    0.7236180305480957,
    0.6153844594955444,
    0.7875646352767944,
    0.619289219379425,
    0.6249998807907104,
    0.5133689045906067,
    0.40217384696006775,
    0.36714968085289,
    0.43523305654525757,
    0.4190475046634674,
    0.8163263201713562,
    0.666666567325592,
    0.5989303588867188,
    0.6956520080566406,
    0.2941175699234009,
    0.4607841968536377,
    0.35636353492736816,
    0.7793425917625427,
    0.6740739345550537,
    0.47715723514556885,
    0.44444435834884644,
    0.5581393837928772,
    0.2899627387523651,
    0.5655736327171326,
    0.8541665077209473,
    0.5419353246688843,
    0.4974091649055481,
    0.6666665077209473,
    0.5937498807907104,
    0.6095237135887146,
    0.5799998641014099,
    0.6695277690887451,
    0.6171427369117737,
    0.6697673201560974,
    0.4666665494441986,
    0.3798881769180298,
    0.7962961196899414,
    0.6282721161842346,
    0.5685278177261353,
    0.48799988627433777,
    0.3583814203739166,
    0.5980390906333923
   ],
   "time": 10.063099848106503,
   "param": null
  },
  {
   "epoch": 124,
   "train_loss": 0.9472509026527405,
   "val_loss": 1.9157543182373047,
   "acc": 54.03,
   "f1": [
    0.8191487789154053,
    0.7053138613700867,
    0.4086019992828369,
    0.29213473200798035,
    0.32748526334762573,
    0.5225224494934082,
    0.6039602756500244,
    0.5730992555618286,
    0.7238093614578247,
    0.5818180441856384,
    0.3225805461406708,
    0.37125736474990845,
    0.6424869298934937,
    0.5243901014328003,
    0.4976957440376282,
    0.4319247901439667,
    0.6358972787857056,
    0.666666567325592,
    0.49785396456718445,
    0.4678361415863037,
    0.8043477535247803,
    0.6637929677963257,
    0.4999998211860657,
    0.6865670084953308,
    0.7701148390769958,
    0.39130425453186035,
    0.4951455295085907,
    0.26993855834007263,
    0.6470587849617004,
    0.5102038979530334,
    0.5423727631568909,
    0.51666659116745,
    0.5140561461448669,
    0.4792625606060028,
    0.50862056016922,
    0.2553190290927887,
    0.5098037719726562,
    0.4108106791973114,
    0.382978618144989,
    0.7010307908058167,
    0.5154638290405273,
    0.7446807622909546,
    0.4692735970020294,
    0.5174128413200378,
    0.2898550033569336,
    0.3599999248981476,
    0.4269661605358124,
    0.6140349507331848,
    0.7431692481040955,
    0.6424869298934937,
    0.31147530674934387,
    0.5643563270568848,
    0.6009851098060608,
    0.7477476000785828,
    0.6238530874252319,
    0.3018867075443268,
    0.8341706395149231,
    0.5700933337211609,
    0.6594592928886414,
    0.5572138428688049,
    0.7759560942649841,
    0.666666567325592,
    0.609625518321991,
    0.49214646220207214,
    0.3592231869697571,
    0.30350184440612793,
    0.4646463394165039,
    0.4129553437232971,
    0.796208381652832,
    0.6701569557189941,
    0.5562912225723267,
    0.6984125375747681,
    0.2941175401210785,
    0.5045870542526245,
    0.3666665554046631,
    0.742574155330658,
    0.7555554509162903,
    0.44444432854652405,
    0.4159998893737793,
    0.5660375952720642,
    0.2935778796672821,
    0.5599998831748962,
    0.8316829800605774,
    0.4973543584346771,
    0.4899998903274536,
    0.5696201324462891,
    0.5769229531288147,
    0.6521738171577454,
    0.5769229531288147,
    0.6126124858856201,
    0.5798815488815308,
    0.6733667254447937,
    0.45599988102912903,
    0.28749987483024597,
    0.796116292476654,
    0.5465837121009827,
    0.48314592242240906,
    0.47470811009407043,
    0.2482757866382599,
    0.5943394899368286
   ],
   "time": 10.245855336077511,
   "param": null
  },
  {
   "epoch": 125,
   "train_loss": 0.9738181233406067,
   "val_loss": 2.020195245742798,
   "acc": 52.14,
   "f1": [
    0.7999998927116394,
    0.6082472205162048,
    0.41628947854042053,
    0.29189181327819824,
    0.255999892950058,
    0.47311821579933167,
    0.5443036556243896,
    0.5989303588867188,
    0.7204300165176392,
    0.5634918808937073,
    0.3113206624984741,
    0.36129021644592285,
    0.5400842428207397,
    0.41249990463256836,
    0.4578312039375305,
    0.4835163354873657,
    0.5936071872711182,
    0.5925925374031067,
    0.46351921558380127,
    0.4947367310523987,
    0.766355037689209,
    0.6416665315628052,
    0.48535552620887756,
    0.644067645072937,
    0.7255812287330627,
    0.39711183309555054,
    0.5146197080612183,
    0.38053086400032043,
    0.5405403971672058,
    0.4910178482532501,
    0.46486473083496094,
    0.5062239766120911,
    0.5510202646255493,
    0.44444435834884644,
    0.44444429874420166,
    0.29268285632133484,
    0.5194803476333618,
    0.3555554449558258,
    0.39378228783607483,
    0.7255812287330627,
    0.4659089744091034,
    0.7398842573165894,
    0.3945577144622803,
    0.419580340385437,
    0.26455017924308777,
    0.36559128761291504,
    0.42051267623901367,
    0.5961536765098572,
    0.7906975150108337,
    0.6071426868438721,
    0.32402223348617554,
    0.5187968015670776,
    0.5825241804122925,
    0.7817257046699524,
    0.6605502963066101,
    0.21495321393013,
    0.7455620169639587,
    0.552941083908081,
    0.6553670763969421,
    0.5585584044456482,
    0.723577082157135,
    0.5901637673377991,
    0.609625518321991,
    0.44943806529045105,
    0.3522725999355316,
    0.2782607972621918,
    0.4191615581512451,
    0.44303786754608154,
    0.79365074634552,
    0.7149757146835327,
    0.6048386096954346,
    0.7142855525016785,
    0.2533332407474518,
    0.45320188999176025,
    0.36842095851898193,
    0.7282606959342957,
    0.7941174507141113,
    0.4203820824623108,
    0.3696681261062622,
    0.5730335712432861,
    0.246575266122818,
    0.5102039575576782,
    0.8743167519569397,
    0.554216742515564,
    0.45128190517425537,
    0.6037734746932983,
    0.528846025466919,
    0.5904760956764221,
    0.32812488079071045,
    0.5683058500289917,
    0.559321939945221,
    0.5943394899368286,
    0.42857128381729126,
    0.4578312039375305,
    0.6988846659660339,
    0.613065242767334,
    0.48275846242904663,
    0.5208331942558289,
    0.20634911954402924,
    0.4945454001426697
   ],
   "time": 10.05228060670197,
   "param": null
  },
  {
   "epoch": 126,
   "train_loss": 1.1186318397521973,
   "val_loss": 1.8686472177505493,
   "acc": 54.64,
   "f1": [
    0.8207545876502991,
    0.6701029539108276,
    0.39130425453186035,
    0.26751580834388733,
    0.319248765707016,
    0.4666665494441986,
    0.631578803062439,
    0.6315788626670837,
    0.6823527216911316,
    0.6382977366447449,
    0.35820886492729187,
    0.35467973351478577,
    0.596858561038971,
    0.44848471879959106,
    0.4733726978302002,
    0.47761180996894836,
    0.6358972787857056,
    0.6153845191001892,
    0.5189187526702881,
    0.40206170082092285,
    0.8087430000305176,
    0.6752135157585144,
    0.5026736855506897,
    0.6938773989677429,
    0.7559806704521179,
    0.41095882654190063,
    0.4469272196292877,
    0.33962252736091614,
    0.6276593804359436,
    0.5350316762924194,
    0.53465336561203,
    0.5425531268119812,
    0.46491214632987976,
    0.5142855644226074,
    0.5566036701202393,
    0.2731706500053406,
    0.53465336561203,
    0.43523305654525757,
    0.45263150334358215,
    0.711340069770813,
    0.5061726570129395,
    0.7765957117080688,
    0.5217390656471252,
    0.5940592885017395,
    0.2941175699234009,
    0.4324323236942291,
    0.38135582208633423,
    0.5833332538604736,
    0.7559806704521179,
    0.6473986506462097,
    0.3184078335762024,
    0.5774056911468506,
    0.6528924107551575,
    0.7700533270835876,
    0.6262625455856323,
    0.26548662781715393,
    0.8202245831489563,
    0.5820105075836182,
    0.6951870322227478,
    0.6288658380508423,
    0.7720928192138672,
    0.6162160634994507,
    0.5925924777984619,
    0.5714284181594849,
    0.324607253074646,
    0.27488142251968384,
    0.41935470700263977,
    0.43902426958084106,
    0.7798163890838623,
    0.7333331108093262,
    0.6515835523605347,
    0.6514284610748291,
    0.24836592376232147,
    0.46534639596939087,
    0.33463025093078613,
    0.7653059959411621,
    0.7671231031417847,
    0.4790417551994324,
    0.40394076704978943,
    0.5472635626792908,
    0.32432422041893005,
    0.5583755373954773,
    0.8510636687278748,
    0.47826072573661804,
    0.5172412991523743,
    0.6387433409690857,
    0.5948716402053833,
    0.6349205374717712,
    0.5290321707725525,
    0.6594592928886414,
    0.607594907283783,
    0.6560845375061035,
    0.4186045527458191,
    0.37305691838264465,
    0.8317755460739136,
    0.6169153451919556,
    0.5233643651008606,
    0.4518827795982361,
    0.3314284682273865,
    0.5588234066963196
   ],
   "time": 10.138093615882099,
   "param": null
  },
  {
   "epoch": 127,
   "train_loss": 0.884899377822876,
   "val_loss": 2.0496673583984375,
   "acc": 52.93,
   "f1": [
    0.8080806732177734,
    0.6111109852790833,
    0.4292682111263275,
    0.29292917251586914,
    0.3487178385257721,
    0.5333332419395447,
    0.5548385381698608,
    0.5654449462890625,
    0.6886791586875916,
    0.6117644906044006,
    0.33939382433891296,
    0.3584904372692108,
    0.5867767333984375,
    0.5029938817024231,
    0.48484838008880615,
    0.4624998867511749,
    0.6699027419090271,
    0.6557375192642212,
    0.44444429874420166,
    0.4025973081588745,
    0.8247420191764832,
    0.6166006922721863,
    0.49999988079071045,
    0.6818180680274963,
    0.6499998569488525,
    0.4232803285121918,
    0.534031331539154,
    0.29787227511405945,
    0.5837318897247314,
    0.4914284646511078,
    0.5118108987808228,
    0.5274723768234253,
    0.492890864610672,
    0.5333331823348999,
    0.4918031394481659,
    0.283950537443161,
    0.5505616068840027,
    0.429447740316391,
    0.3257574439048767,
    0.6752135157585144,
    0.5280897617340088,
    0.729999840259552,
    0.39310336112976074,
    0.5333331823348999,
    0.2592591643333435,
    0.42168664932250977,
    0.34554967284202576,
    0.5652172565460205,
    0.7586205005645752,
    0.659340500831604,
    0.32804223895072937,
    0.5999999046325684,
    0.582914412021637,
    0.7772018909454346,
    0.6806281208992004,
    0.26190465688705444,
    0.7462685704231262,
    0.5842695236206055,
    0.6888887882232666,
    0.4982205331325531,
    0.6926827430725098,
    0.5953487157821655,
    0.6099998950958252,
    0.45599988102912903,
    0.3295879364013672,
    0.25490185618400574,
    0.40935659408569336,
    0.4145076870918274,
    0.7902437448501587,
    0.6666665077209473,
    0.6445496082305908,
    0.645389974117279,
    0.3107568919658661,
    0.46391740441322327,
    0.35582810640335083,
    0.7444443106651306,
    0.804232656955719,
    0.4342104196548462,
    0.4363635182380676,
    0.46153831481933594,
    0.2424241602420807,
    0.47577083110809326,
    0.864864706993103,
    0.46913567185401917,
    0.4836600124835968,
    0.6078430414199829,
    0.5257141590118408,
    0.6526314616203308,
    0.5818180441856384,
    0.6540283560752869,
    0.6194689869880676,
    0.6741572022438049,
    0.3714284598827362,
    0.4022987186908722,
    0.7927926778793335,
    0.5671641230583191,
    0.4731181561946869,
    0.4976075291633606,
    0.3440859317779541,
    0.5075756311416626
   ],
   "time": 10.550653791055083,
   "param": null
  },
  {
   "epoch": 128,
   "train_loss": 1.083669662475586,
   "val_loss": 1.7897242307662964,
   "acc": 55.13,
   "f1": [
    0.8265304565429688,
    0.6822428703308105,
    0.3878786563873291,
    0.3037974238395691,
    0.40975597500801086,
    0.5627704858779907,
    0.5999999046325684,
    0.6842104196548462,
    0.7272725701332092,
    0.614718496799469,
    0.31746023893356323,
    0.3314284682273865,
    0.5736433863639832,
    0.47899147868156433,
    0.5621620416641235,
    0.49565204977989197,
    0.5511109828948975,
    0.7127658128738403,
    0.5581393837928772,
    0.4363635182380676,
    0.79365074634552,
    0.6249998807907104,
    0.517646849155426,
    0.738461434841156,
    0.7513225674629211,
    0.44791656732559204,
    0.5061726570129395,
    0.31249991059303284,
    0.6063346862792969,
    0.5026736855506897,
    0.44303786754608154,
    0.4608694612979889,
    0.5092591643333435,
    0.550898015499115,
    0.49999988079071045,
    0.29665064811706543,
    0.5760868191719055,
    0.47154462337493896,
    0.4145076870918274,
    0.7653059959411621,
    0.44230756163597107,
    0.7839194536209106,
    0.5205478072166443,
    0.5846152901649475,
    0.3043477237224579,
    0.4260353744029999,
    0.3351954519748688,
    0.6057141423225403,
    0.7557602524757385,
    0.6981130838394165,
    0.34254133701324463,
    0.6046510338783264,
    0.5741626024246216,
    0.7887322306632996,
    0.649484395980835,
    0.24074065685272217,
    0.7555554509162903,
    0.5714284777641296,
    0.6417111158370972,
    0.5543476939201355,
    0.7213113307952881,
    0.6170212030410767,
    0.6774192452430725,
    0.5317917466163635,
    0.320441871881485,
    0.2886596620082855,
    0.41732272505760193,
    0.43850257992744446,
    0.7978722453117371,
    0.7164177894592285,
    0.6107783317565918,
    0.6581195592880249,
    0.27667975425720215,
    0.4489794969558716,
    0.38918909430503845,
    0.7487682700157166,
    0.8037381172180176,
    0.4827585518360138,
    0.3874344527721405,
    0.5888887047767639,
    0.3272726535797119,
    0.5230767726898193,
    0.8585857152938843,
    0.5521470904350281,
    0.4565216302871704,
    0.6242773532867432,
    0.5277776718139648,
    0.5762710571289062,
    0.5979380011558533,
    0.6403939127922058,
    0.6065572500228882,
    0.6854459643363953,
    0.4851484000682831,
    0.4191615581512451,
    0.7705627083778381,
    0.5943773984909058,
    0.5306121110916138,
    0.4595744013786316,
    0.36559128761291504,
    0.6028706431388855
   ],
   "time": 10.289665832184255,
   "param": null
  },
  {
   "epoch": 129,
   "train_loss": 0.9898474812507629,
   "val_loss": 1.954835295677185,
   "acc": 52.23,
   "f1": [
    0.7359305620193481,
    0.6524062752723694,
    0.4347825050354004,
    0.2634408175945282,
    0.3315507173538208,
    0.5502644181251526,
    0.5172412991523743,
    0.6516852378845215,
    0.7356320023536682,
    0.613065242767334,
    0.29940110445022583,
    0.3456788659095764,
    0.6010361909866333,
    0.543352484703064,
    0.43373486399650574,
    0.43171796202659607,
    0.6417111158370972,
    0.5822783708572388,
    0.5258619785308838,
    0.49999988079071045,
    0.7794870138168335,
    0.6065572500228882,
    0.5168538093566895,
    0.6351930499076843,
    0.7368419766426086,
    0.43269219994544983,
    0.4808742105960846,
    0.3314284682273865,
    0.5814977288246155,
    0.552941083908081,
    0.5152837038040161,
    0.5560973882675171,
    0.4720495045185089,
    0.4814813435077667,
    0.45081958174705505,
    0.31155768036842346,
    0.4632767140865326,
    0.43853816390037537,
    0.3809523284435272,
    0.722222089767456,
    0.49999988079071045,
    0.7619045376777649,
    0.4402514398097992,
    0.5741626024246216,
    0.24161066114902496,
    0.44303786754608154,
    0.25675666332244873,
    0.5502644181251526,
    0.7902437448501587,
    0.5306121110916138,
    0.3195265531539917,
    0.5209301114082336,
    0.5906734466552734,
    0.7729466557502747,
    0.5644598007202148,
    0.24615377187728882,
    0.7999998927116394,
    0.4881889224052429,
    0.6865670084953308,
    0.5641024112701416,
    0.7391301989555359,
    0.5679011344909668,
    0.6163520216941833,
    0.5149698853492737,
    0.29577454924583435,
    0.23826707899570465,
    0.3937007188796997,
    0.41666656732559204,
    0.7783250212669373,
    0.6757989525794983,
    0.5303866267204285,
    0.6878305077552795,
    0.26373615860939026,
    0.4578312039375305,
    0.29629620909690857,
    0.7525771856307983,
    0.8144328594207764,
    0.44670039415359497,
    0.4098359942436218,
    0.5780345797538757,
    0.19501128792762756,
    0.5775399804115295,
    0.8105260729789734,
    0.48837196826934814,
    0.49019595980644226,
    0.603550136089325,
    0.5139663219451904,
    0.5833331942558289,
    0.56043940782547,
    0.6382977366447449,
    0.5901637673377991,
    0.7083331942558289,
    0.4186045527458191,
    0.3493974804878235,
    0.778846025466919,
    0.6203702688217163,
    0.5132741928100586,
    0.3988438844680786,
    0.336633563041687,
    0.6146787405014038
   ],
   "time": 10.048794387839735,
   "param": null
  },
  {
   "epoch": 130,
   "train_loss": 1.0696431398391724,
   "val_loss": 1.8170634508132935,
   "acc": 54.72,
   "f1": [
    0.796116292476654,
    0.7089946269989014,
    0.4299064576625824,
    0.28749987483024597,
    0.35502949357032776,
    0.5273630023002625,
    0.6133331656455994,
    0.6502462029457092,
    0.7289717793464661,
    0.6632122993469238,
    0.30303019285202026,
    0.3636362552642822,
    0.5988022685050964,
    0.4810125231742859,
    0.5099998712539673,
    0.4777776598930359,
    0.6666665077209473,
    0.7208120226860046,
    0.4748857021331787,
    0.46486473083496094,
    0.804232656955719,
    0.6766167879104614,
    0.5294116735458374,
    0.7231636643409729,
    0.7525771856307983,
    0.35643553733825684,
    0.524590015411377,
    0.2767294645309448,
    0.5882351994514465,
    0.4899998903274536,
    0.5595237016677856,
    0.5820105075836182,
    0.4936169385910034,
    0.5272725820541382,
    0.46391740441322327,
    0.32432422041893005,
    0.5113635063171387,
    0.46632111072540283,
    0.4311925768852234,
    0.7512688636779785,
    0.48205116391181946,
    0.7868850827217102,
    0.5326085686683655,
    0.5632182359695435,
    0.2629968822002411,
    0.4257424473762512,
    0.38647329807281494,
    0.5698922872543335,
    0.7793425917625427,
    0.6666665077209473,
    0.30172407627105713,
    0.5619833469390869,
    0.5742572546005249,
    0.7902437448501587,
    0.5967741012573242,
    0.22222214937210083,
    0.7592591643333435,
    0.6146787405014038,
    0.644067645072937,
    0.5906734466552734,
    0.7798163890838623,
    0.6481480002403259,
    0.636871337890625,
    0.492890864610672,
    0.3268481194972992,
    0.26373615860939026,
    0.44776105880737305,
    0.3984673321247101,
    0.7834100127220154,
    0.7342994213104248,
    0.6415093541145325,
    0.7387385964393616,
    0.275229275226593,
    0.49999988079071045,
    0.32335323095321655,
    0.7613635063171387,
    0.8124998211860657,
    0.4410255253314972,
    0.3803679943084717,
    0.5599998831748962,
    0.36018943786621094,
    0.5520831942558289,
    0.8453606963157654,
    0.5380114912986755,
    0.4678361415863037,
    0.6224488615989685,
    0.6222221255302429,
    0.624390184879303,
    0.6064514517784119,
    0.5925924777984619,
    0.6095237135887146,
    0.6188339591026306,
    0.4408600926399231,
    0.387096643447876,
    0.8167537450790405,
    0.6285713315010071,
    0.5357142090797424,
    0.5423727631568909,
    0.3253011107444763,
    0.4771929085254669
   ],
   "time": 10.49112194031477,
   "param": null
  },
  {
   "epoch": 131,
   "train_loss": 0.9721215963363647,
   "val_loss": 1.7782280445098877,
   "acc": 55.19,
   "f1": [
    0.7677723169326782,
    0.715083658695221,
    0.40609124302864075,
    0.2576685845851898,
    0.35121941566467285,
    0.519684910774231,
    0.6560845375061035,
    0.6632122993469238,
    0.7203789353370667,
    0.6079294085502625,
    0.3874344527721405,
    0.3934425115585327,
    0.6161615252494812,
    0.5232557058334351,
    0.4210525155067444,
    0.5371427536010742,
    0.6132074594497681,
    0.7058822512626648,
    0.4854367673397064,
    0.4713374376296997,
    0.7999998331069946,
    0.6468084454536438,
    0.49729716777801514,
    0.7177032232284546,
    0.7351350784301758,
    0.4269661605358124,
    0.5443785786628723,
    0.3448275029659271,
    0.6432158946990967,
    0.4588233530521393,
    0.505154550075531,
    0.5543476939201355,
    0.5185183882713318,
    0.5405403971672058,
    0.4867255389690399,
    0.2692306935787201,
    0.5666665434837341,
    0.5126049518585205,
    0.4245808720588684,
    0.7444443106651306,
    0.41711217164993286,
    0.775280773639679,
    0.47430822253227234,
    0.5038759112358093,
    0.20512813329696655,
    0.42708319425582886,
    0.34999990463256836,
    0.6124400496482849,
    0.7613635063171387,
    0.6934671998023987,
    0.31818169355392456,
    0.5821594595909119,
    0.6311109066009521,
    0.7653059959411621,
    0.688372015953064,
    0.22377613186836243,
    0.7826085686683655,
    0.5714284181594849,
    0.712643563747406,
    0.5617020726203918,
    0.7586205005645752,
    0.6699027419090271,
    0.6203702688217163,
    0.5670101642608643,
    0.31627896428108215,
    0.21951211988925934,
    0.403755784034729,
    0.445652037858963,
    0.7652173042297363,
    0.7794870138168335,
    0.6170212030410767,
    0.7368419766426086,
    0.29268285632133484,
    0.46829259395599365,
    0.35602086782455444,
    0.7700533270835876,
    0.8629439473152161,
    0.44571414589881897,
    0.4729062616825104,
    0.592920184135437,
    0.2989323139190674,
    0.5674417018890381,
    0.8749998807907104,
    0.40277767181396484,
    0.45128190517425537,
    0.6560845375061035,
    0.6069650650024414,
    0.6399998664855957,
    0.5809522867202759,
    0.6504853367805481,
    0.6399998664855957,
    0.6632122993469238,
    0.41212108731269836,
    0.39195966720581055,
    0.8093022108078003,
    0.6702701449394226,
    0.5161289572715759,
    0.46376803517341614,
    0.329670250415802,
    0.5781989693641663
   ],
   "time": 9.456591290421784,
   "param": null
  },
  {
   "epoch": 132,
   "train_loss": 0.9648234844207764,
   "val_loss": 2.181511402130127,
   "acc": 52.96,
   "f1": [
    0.8265304565429688,
    0.6740330457687378,
    0.43199992179870605,
    0.28415289521217346,
    0.3025829493999481,
    0.5882351994514465,
    0.5838507413864136,
    0.6595743298530579,
    0.6966290473937988,
    0.596684992313385,
    0.33128824830055237,
    0.2824857831001282,
    0.6222221255302429,
    0.5227271318435669,
    0.5263156890869141,
    0.4950493574142456,
    0.5698322653770447,
    0.7222220301628113,
    0.4919784665107727,
    0.3999998867511749,
    0.7777776122093201,
    0.6865670084953308,
    0.4454975128173828,
    0.6859502196311951,
    0.688372015953064,
    0.4266665279865265,
    0.5174128413200378,
    0.2598869204521179,
    0.6511626243591309,
    0.509316623210907,
    0.5671641230583191,
    0.48803818225860596,
    0.44444435834884644,
    0.48598119616508484,
    0.4954127371311188,
    0.2765956223011017,
    0.5476189255714417,
    0.47674402594566345,
    0.38150280714035034,
    0.7164177894592285,
    0.4596272110939026,
    0.772486686706543,
    0.4305554926395416,
    0.49999988079071045,
    0.24489787220954895,
    0.3908045291900635,
    0.30952370166778564,
    0.5822783708572388,
    0.7835050225257874,
    0.6185566186904907,
    0.2592591643333435,
    0.4745761752128601,
    0.4705880880355835,
    0.7582937479019165,
    0.6596857309341431,
    0.18823520839214325,
    0.7669901251792908,
    0.5970147848129272,
    0.6777776479721069,
    0.573839545249939,
    0.7608693838119507,
    0.5780345797538757,
    0.6562498807907104,
    0.45833322405815125,
    0.3253011107444763,
    0.29896897077560425,
    0.42639580368995667,
    0.4329003393650055,
    0.8019322156906128,
    0.6981130838394165,
    0.633165717124939,
    0.5952380299568176,
    0.2475569099187851,
    0.40718549489974976,
    0.36641210317611694,
    0.672810971736908,
    0.7598251700401306,
    0.40329205989837646,
    0.3999998867511749,
    0.5612244009971619,
    0.3107568919658661,
    0.5279186367988586,
    0.8235292434692383,
    0.4736841022968292,
    0.47560960054397583,
    0.6235292553901672,
    0.5940592885017395,
    0.6399998664855957,
    0.5197739005088806,
    0.666666567325592,
    0.5955054759979248,
    0.7021275758743286,
    0.4808742105960846,
    0.3003412187099457,
    0.7922703623771667,
    0.62135910987854,
    0.5539904832839966,
    0.4454975128173828,
    0.3743841052055359,
    0.5999999046325684
   ],
   "time": 9.290821206755936,
   "param": null
  },
  {
   "epoch": 133,
   "train_loss": 0.9593333005905151,
   "val_loss": 1.9676381349563599,
   "acc": 55.35,
   "f1": [
    0.7669901251792908,
    0.6363635063171387,
    0.40217384696006775,
    0.34615373611450195,
    0.40975597500801086,
    0.5422221422195435,
    0.5641024112701416,
    0.5918366312980652,
    0.7117116451263428,
    0.6399998664855957,
    0.34224584698677063,
    0.3699420988559723,
    0.6095237135887146,
    0.5472635626792908,
    0.47190994024276733,
    0.48717936873435974,
    0.669999897480011,
    0.6936414837837219,
    0.5454543828964233,
    0.4662575423717499,
    0.7794870138168335,
    0.6944442987442017,
    0.5193368792533875,
    0.6914892196655273,
    0.7096772789955139,
    0.40217384696006775,
    0.48837196826934814,
    0.32888880372047424,
    0.5617976784706116,
    0.5888887047767639,
    0.5209301114082336,
    0.5942855477333069,
    0.535519003868103,
    0.4632767140865326,
    0.5248867273330688,
    0.326315701007843,
    0.5569618940353394,
    0.5199998617172241,
    0.40784305334091187,
    0.7441859841346741,
    0.4675323963165283,
    0.7817257046699524,
    0.5181816816329956,
    0.5895952582359314,
    0.2999999225139618,
    0.3786981403827667,
    0.3720929026603699,
    0.5860464572906494,
    0.7707315683364868,
    0.6923075318336487,
    0.37426888942718506,
    0.57297283411026,
    0.6086955666542053,
    0.7395831346511841,
    0.6632122993469238,
    0.2690582275390625,
    0.716157078742981,
    0.554216742515564,
    0.7093595266342163,
    0.563380241394043,
    0.710382342338562,
    0.5714284181594849,
    0.6289306282997131,
    0.57297283411026,
    0.31788066029548645,
    0.3399999141693115,
    0.4239630401134491,
    0.41071420907974243,
    0.8202763199806213,
    0.716157078742981,
    0.6461536884307861,
    0.6594201922416687,
    0.217391237616539,
    0.46999987959861755,
    0.3433475196361542,
    0.7755100131034851,
    0.8374382257461548,
    0.4561402499675751,
    0.45643141865730286,
    0.5510202646255493,
    0.2786884307861328,
    0.5989303588867188,
    0.8229165077209473,
    0.5432096719741821,
    0.44198882579803467,
    0.6077346205711365,
    0.5833332538604736,
    0.6759257912635803,
    0.5894736051559448,
    0.6526314616203308,
    0.6099998950958252,
    0.6568626165390015,
    0.36585354804992676,
    0.4108106791973114,
    0.8235292434692383,
    0.5913042426109314,
    0.5781989693641663,
    0.5220882296562195,
    0.36180898547172546,
    0.6470587849617004
   ],
   "time": 9.062067711725831,
   "param": null
  },
  {
   "epoch": 134,
   "train_loss": 0.9617213010787964,
   "val_loss": 2.0891120433807373,
   "acc": 55.0,
   "f1": [
    0.8442208766937256,
    0.6634145379066467,
    0.3999999165534973,
    0.2999999225139618,
    0.33466124534606934,
    0.492537260055542,
    0.5999998450279236,
    0.6461536884307861,
    0.7403313517570496,
    0.6892654895782471,
    0.38502663373947144,
    0.33333325386047363,
    0.5555554032325745,
    0.5240640044212341,
    0.45398759841918945,
    0.4434387683868408,
    0.587719202041626,
    0.651340901851654,
    0.5326631665229797,
    0.4651161730289459,
    0.7599998116493225,
    0.6790696382522583,
    0.486772358417511,
    0.6806281208992004,
    0.7454543113708496,
    0.37446799874305725,
    0.5465114712715149,
    0.42727261781692505,
    0.5989303588867188,
    0.5917158722877502,
    0.5123152136802673,
    0.5546217560768127,
    0.4919784665107727,
    0.5199998617172241,
    0.5136610269546509,
    0.3249998688697815,
    0.5773194432258606,
    0.4474884569644928,
    0.4607328474521637,
    0.7765957117080688,
    0.4936707317829132,
    0.7272725701332092,
    0.4841269254684448,
    0.5631066560745239,
    0.29850736260414124,
    0.4311376214027405,
    0.4081631302833557,
    0.5420559644699097,
    0.7650271654129028,
    0.5859870910644531,
    0.38636353611946106,
    0.5813952684402466,
    0.5520831942558289,
    0.7522933483123779,
    0.7282050251960754,
    0.3157893717288971,
    0.7486031651496887,
    0.6124998927116394,
    0.7052630186080933,
    0.5887848734855652,
    0.7841408252716064,
    0.5964910984039307,
    0.603351891040802,
    0.5508472919464111,
    0.28025469183921814,
    0.33128824830055237,
    0.42857131361961365,
    0.4705880880355835,
    0.8144328594207764,
    0.7118642330169678,
    0.6272726058959961,
    0.7109003663063049,
    0.26519328355789185,
    0.43781083822250366,
    0.38766512274742126,
    0.7593581080436707,
    0.7762555480003357,
    0.42452818155288696,
    0.4705880880355835,
    0.5388126373291016,
    0.29292917251586914,
    0.5254236459732056,
    0.8314605355262756,
    0.4905658960342407,
    0.46829259395599365,
    0.619289219379425,
    0.5767440795898438,
    0.6086955070495605,
    0.6051281094551086,
    0.6228069067001343,
    0.6435642242431641,
    0.6489360928535461,
    0.4918031394481659,
    0.34523800015449524,
    0.7594934701919556,
    0.5748501420021057,
    0.5314008593559265,
    0.4858298599720001,
    0.31325289607048035,
    0.6338796615600586
   ],
   "time": 9.302695197053254,
   "param": null
  },
  {
   "epoch": 135,
   "train_loss": 0.8504146933555603,
   "val_loss": 1.7828145027160645,
   "acc": 54.5,
   "f1": [
    0.7818180322647095,
    0.6031745076179504,
    0.39195966720581055,
    0.3950616121292114,
    0.3361343741416931,
    0.5714284777641296,
    0.5937498807907104,
    0.5894736051559448,
    0.7156862020492554,
    0.6260868310928345,
    0.26666656136512756,
    0.3425924777984619,
    0.6243385076522827,
    0.5632182359695435,
    0.4799998700618744,
    0.4897957742214203,
    0.5991188287734985,
    0.6909089088439941,
    0.492890864610672,
    0.4489794969558716,
    0.7978722453117371,
    0.6260868310928345,
    0.5212765336036682,
    0.6601940989494324,
    0.6909089684486389,
    0.43601882457733154,
    0.5555554628372192,
    0.2898550033569336,
    0.5136985182762146,
    0.5257730484008789,
    0.5418717861175537,
    0.5321887135505676,
    0.5396823883056641,
    0.49999988079071045,
    0.49664416909217834,
    0.30051806569099426,
    0.560509443283081,
    0.4836600124835968,
    0.36177465319633484,
    0.7977526783943176,
    0.4622640609741211,
    0.7759560942649841,
    0.4745761454105377,
    0.5833331942558289,
    0.3409090042114258,
    0.47222208976745605,
    0.32978713512420654,
    0.5402297377586365,
    0.7624307870864868,
    0.6697246432304382,
    0.33492809534072876,
    0.5981307029724121,
    0.5698322653770447,
    0.7783250212669373,
    0.6831682324409485,
    0.24999991059303284,
    0.7999998331069946,
    0.5688887238502502,
    0.7292816042900085,
    0.5981307029724121,
    0.7809522151947021,
    0.596858561038971,
    0.6249998807907104,
    0.46376800537109375,
    0.37647050619125366,
    0.32142847776412964,
    0.4191615581512451,
    0.4395603835582733,
    0.7881771922111511,
    0.6694913506507874,
    0.6214687824249268,
    0.6874998211860657,
    0.26600977778434753,
    0.4666665494441986,
    0.38674020767211914,
    0.7826085686683655,
    0.7889906764030457,
    0.4491977095603943,
    0.3878786563873291,
    0.5463916063308716,
    0.28571417927742004,
    0.5742572546005249,
    0.8224297761917114,
    0.4907974302768707,
    0.4578312039375305,
    0.6074764728546143,
    0.5321099162101746,
    0.5925924181938171,
    0.3577234447002411,
    0.6424869298934937,
    0.6633164882659912,
    0.7019230127334595,
    0.39622631669044495,
    0.3575417995452881,
    0.8110597729682922,
    0.6444442868232727,
    0.5148513317108154,
    0.4606059193611145,
    0.32124343514442444,
    0.5748986601829529
   ],
   "time": 10.295449106954038,
   "param": null
  },
  {
   "epoch": 136,
   "train_loss": 0.9448647499084473,
   "val_loss": 1.941116452217102,
   "acc": 54.94,
   "f1": [
    0.8144328594207764,
    0.6769229769706726,
    0.40641695261001587,
    0.30120471119880676,
    0.29473677277565,
    0.49305546283721924,
    0.6145250201225281,
    0.6236557960510254,
    0.7540981769561768,
    0.5837318897247314,
    0.40552979707717896,
    0.36458322405815125,
    0.5806450843811035,
    0.5425531268119812,
    0.438709557056427,
    0.46728962659835815,
    0.6666665077209473,
    0.7317072153091431,
    0.5061726570129395,
    0.43850257992744446,
    0.7745096683502197,
    0.6760562062263489,
    0.4766837954521179,
    0.7272725701332092,
    0.772486686706543,
    0.3942306339740753,
    0.5578945875167847,
    0.35714274644851685,
    0.5673075914382935,
    0.5504586100578308,
    0.5566036701202393,
    0.6153844594955444,
    0.5140186548233032,
    0.5217390656471252,
    0.5158370137214661,
    0.3653844892978668,
    0.5641024112701416,
    0.449799120426178,
    0.43428558111190796,
    0.6862744092941284,
    0.4170615077018738,
    0.775280773639679,
    0.5454543828964233,
    0.6081869602203369,
    0.3369564116001129,
    0.396135151386261,
    0.3253587782382965,
    0.5333331823348999,
    0.7452828288078308,
    0.702702522277832,
    0.368663489818573,
    0.561576247215271,
    0.5810053944587708,
    0.7319586277008057,
    0.6504853367805481,
    0.30392149090766907,
    0.7777776122093201,
    0.5841582417488098,
    0.6574072241783142,
    0.6594592928886414,
    0.8064514398574829,
    0.6702126860618591,
    0.549019455909729,
    0.5620913505554199,
    0.3046356737613678,
    0.3220337927341461,
    0.41284388303756714,
    0.4259258210659027,
    0.784946084022522,
    0.7150257229804993,
    0.4864863455295563,
    0.7373270392417908,
    0.27551010251045227,
    0.45976996421813965,
    0.419999897480011,
    0.8202245831489563,
    0.7843136787414551,
    0.5026736855506897,
    0.4170615077018738,
    0.5544553399085999,
    0.292307585477829,
    0.566523551940918,
    0.8541665077209473,
    0.5684208869934082,
    0.42982450127601624,
    0.5930231213569641,
    0.5964910984039307,
    0.5943773984909058,
    0.5624998807907104,
    0.6519335508346558,
    0.5798815488815308,
    0.5748030543327332,
    0.41628947854042053,
    0.38974347710609436,
    0.7822220325469971,
    0.6989246010780334,
    0.5872339010238647,
    0.4727271497249603,
    0.20645155012607574,
    0.6336632370948792
   ],
   "time": 10.72989432234317,
   "param": null
  },
  {
   "epoch": 137,
   "train_loss": 0.8858789801597595,
   "val_loss": 1.7614856958389282,
   "acc": 54.18,
   "f1": [
    0.7979796528816223,
    0.6304346323013306,
    0.3905324339866638,
    0.2887699604034424,
    0.327868789434433,
    0.4835163652896881,
    0.5775399804115295,
    0.6082472205162048,
    0.7199999094009399,
    0.6344084739685059,
    0.3352600038051605,
    0.34883710741996765,
    0.5829595327377319,
    0.4808742105960846,
    0.3924049437046051,
    0.494381844997406,
    0.6078430414199829,
    0.6944442987442017,
    0.5244443416595459,
    0.43749985098838806,
    0.722466766834259,
    0.6448596715927124,
    0.4924621880054474,
    0.6956519484519958,
    0.728155255317688,
    0.4466018080711365,
    0.5294116139411926,
    0.31088075041770935,
    0.6161136031150818,
    0.5476189255714417,
    0.5157893896102905,
    0.5443785786628723,
    0.5022420287132263,
    0.5196077227592468,
    0.4819276034832001,
    0.29319363832473755,
    0.5487803816795349,
    0.46808499097824097,
    0.42156851291656494,
    0.7346937656402588,
    0.4666665494441986,
    0.7329840660095215,
    0.3878325819969177,
    0.6282721161842346,
    0.23157887160778046,
    0.42452818155288696,
    0.3617020547389984,
    0.5528453588485718,
    0.7437184453010559,
    0.6590906977653503,
    0.2696628272533417,
    0.5779815316200256,
    0.5945944786071777,
    0.7875646352767944,
    0.6947367191314697,
    0.3068180978298187,
    0.79365074634552,
    0.5810053944587708,
    0.70588219165802,
    0.6057690978050232,
    0.776698887348175,
    0.6355138421058655,
    0.6395347118377686,
    0.5502644181251526,
    0.30409345030784607,
    0.34999990463256836,
    0.4052862524986267,
    0.4979918897151947,
    0.8301885724067688,
    0.710382342338562,
    0.6098653674125671,
    0.7488985657691956,
    0.23115570843219757,
    0.4565216302871704,
    0.35185176134109497,
    0.7431692481040955,
    0.7589284181594849,
    0.474226713180542,
    0.3985764682292938,
    0.5291004180908203,
    0.30651330947875977,
    0.5686272978782654,
    0.8314605355262756,
    0.5744680166244507,
    0.4577113389968872,
    0.6382977366447449,
    0.5654449462890625,
    0.6188339591026306,
    0.5357141494750977,
    0.5643563270568848,
    0.5989846587181091,
    0.6995072364807129,
    0.43564343452453613,
    0.38647329807281494,
    0.7540982961654663,
    0.5999998450279236,
    0.47619032859802246,
    0.43298959732055664,
    0.2983424663543701,
    0.5714284181594849
   ],
   "time": 10.527367829345167,
   "param": null
  },
  {
   "epoch": 138,
   "train_loss": 0.7823771834373474,
   "val_loss": 1.9046438932418823,
   "acc": 55.35,
   "f1": [
    0.796208381652832,
    0.635944664478302,
    0.3743841052055359,
    0.2842104732990265,
    0.3317534327507019,
    0.5932202339172363,
    0.6054052114486694,
    0.6666665077209473,
    0.7593581080436707,
    0.6274508833885193,
    0.3763439953327179,
    0.3369564116001129,
    0.663461446762085,
    0.5320196151733398,
    0.5029938817024231,
    0.49214646220207214,
    0.6486485004425049,
    0.7046630382537842,
    0.559139609336853,
    0.4749998450279236,
    0.7958113551139832,
    0.6968324184417725,
    0.5492226481437683,
    0.7263681292533875,
    0.7700533270835876,
    0.4792625606060028,
    0.4924621880054474,
    0.31538453698158264,
    0.6306304931640625,
    0.5483869910240173,
    0.524590015411377,
    0.5590060353279114,
    0.5752211213111877,
    0.5111110210418701,
    0.5161288380622864,
    0.3196720480918884,
    0.5338981747627258,
    0.49999988079071045,
    0.4042551815509796,
    0.7624307870864868,
    0.474226713180542,
    0.7872338891029358,
    0.5073169469833374,
    0.5645159482955933,
    0.30208322405815125,
    0.42528724670410156,
    0.2976189851760864,
    0.5746267437934875,
    0.7902437448501587,
    0.6820808053016663,
    0.29906532168388367,
    0.6046509742736816,
    0.5121949315071106,
    0.7826085686683655,
    0.6806281208992004,
    0.2983424663543701,
    0.7567564845085144,
    0.6499998569488525,
    0.6938773989677429,
    0.5502644181251526,
    0.7191009521484375,
    0.5773194432258606,
    0.5942855477333069,
    0.5487803816795349,
    0.35602086782455444,
    0.3184078335762024,
    0.45454537868499756,
    0.4692735970020294,
    0.7872338891029358,
    0.7123286128044128,
    0.6243385076522827,
    0.6808509230613708,
    0.2062779664993286,
    0.5048542022705078,
    0.31632643938064575,
    0.8021388649940491,
    0.8359786868095398,
    0.4519229531288147,
    0.4425530731678009,
    0.5119045972824097,
    0.3391002416610718,
    0.5899998545646667,
    0.8481673002243042,
    0.5207098722457886,
    0.41711217164993286,
    0.5764704942703247,
    0.5925924777984619,
    0.6601940989494324,
    0.5617020726203918,
    0.639593780040741,
    0.6122447848320007,
    0.657534122467041,
    0.4516127407550812,
    0.41176462173461914,
    0.8235291838645935,
    0.6206895112991333,
    0.5287355184555054,
    0.46792444586753845,
    0.3022221326828003,
    0.6171427369117737
   ],
   "time": 9.479165748693049,
   "param": null
  },
  {
   "epoch": 139,
   "train_loss": 0.8779168128967285,
   "val_loss": 1.9692851305007935,
   "acc": 56.71,
   "f1": [
    0.796208381652832,
    0.6524062752723694,
    0.46913567185401917,
    0.29677411913871765,
    0.35416656732559204,
    0.543859601020813,
    0.6243385076522827,
    0.6010361909866333,
    0.7777776122093201,
    0.616071343421936,
    0.3352600038051605,
    0.35978829860687256,
    0.6555553674697876,
    0.5486724376678467,
    0.5230767726898193,
    0.5092591643333435,
    0.6507176160812378,
    0.7319586277008057,
    0.4955751299858093,
    0.419999897480011,
    0.7627905607223511,
    0.6899562478065491,
    0.502564013004303,
    0.7282050251960754,
    0.763440728187561,
    0.4598929286003113,
    0.5680471658706665,
    0.33502528071403503,
    0.5936071872711182,
    0.6270268559455872,
    0.5549736618995667,
    0.6060605049133301,
    0.5410627126693726,
    0.5654449462890625,
    0.5410627126693726,
    0.28235283493995667,
    0.5227271318435669,
    0.5106382369995117,
    0.4463517963886261,
    0.7619046568870544,
    0.4924621880054474,
    0.7692306637763977,
    0.482758492231369,
    0.5731706023216248,
    0.31428563594818115,
    0.4195120930671692,
    0.40579700469970703,
    0.6159998774528503,
    0.7889906764030457,
    0.7191009521484375,
    0.3700786530971527,
    0.5833331942558289,
    0.552941083908081,
    0.7685183882713318,
    0.6636362671852112,
    0.28571420907974243,
    0.8076921701431274,
    0.5675674080848694,
    0.6871793866157532,
    0.5887095332145691,
    0.7904760241508484,
    0.6048778891563416,
    0.6808508634567261,
    0.5824174284934998,
    0.3088234066963196,
    0.3220337927341461,
    0.4382021129131317,
    0.4907405972480774,
    0.8585364818572998,
    0.6902653574943542,
    0.6236557960510254,
    0.7029701471328735,
    0.26086944341659546,
    0.4857141971588135,
    0.4145076870918274,
    0.7619045972824097,
    0.835820734500885,
    0.4607841968536377,
    0.43881845474243164,
    0.5789472460746765,
    0.3013697862625122,
    0.6270268559455872,
    0.8269229531288147,
    0.4903845191001892,
    0.48453593254089355,
    0.6559138894081116,
    0.5656563639640808,
    0.6761903762817383,
    0.6086955070495605,
    0.633165717124939,
    0.6480445265769958,
    0.6831682324409485,
    0.4519229531288147,
    0.3699420988559723,
    0.8199998736381531,
    0.639593780040741,
    0.5063289999961853,
    0.5533979535102844,
    0.31284910440444946,
    0.6181817054748535
   ],
   "time": 8.845134175382555,
   "param": null
  },
  {
   "epoch": 140,
   "train_loss": 0.7955926060676575,
   "val_loss": 1.9582163095474243,
   "acc": 52.6,
   "f1": [
    0.8341706395149231,
    0.653658390045166,
    0.3619908392429352,
    0.30555546283721924,
    0.3626372814178467,
    0.5363127589225769,
    0.602040708065033,
    0.6022725701332092,
    0.7337276935577393,
    0.6073297262191772,
    0.35294109582901,
    0.329670250415802,
    0.5917158722877502,
    0.5326085686683655,
    0.4472048580646515,
    0.5045870542526245,
    0.594594419002533,
    0.6528496146202087,
    0.45454534888267517,
    0.4204544126987457,
    0.8062825202941895,
    0.5981307029724121,
    0.5189871788024902,
    0.5029939413070679,
    0.7213113307952881,
    0.3999999165534973,
    0.4774192273616791,
    0.2922373414039612,
    0.5876776576042175,
    0.5312498211860657,
    0.4705880880355835,
    0.5037035942077637,
    0.5483869910240173,
    0.4916200041770935,
    0.43636354804039,
    0.34374991059303284,
    0.5728641748428345,
    0.4530385434627533,
    0.38194435834884644,
    0.6359830498695374,
    0.4433496594429016,
    0.7624307870864868,
    0.40579697489738464,
    0.5858584046363831,
    0.2788843810558319,
    0.38157883286476135,
    0.33962252736091614,
    0.5165561437606812,
    0.7619046568870544,
    0.6600984334945679,
    0.24761897325515747,
    0.6169153451919556,
    0.6171874403953552,
    0.7628865242004395,
    0.6475408673286438,
    0.2297871857881546,
    0.7567564845085144,
    0.4982205331325531,
    0.6826921701431274,
    0.5555554628372192,
    0.7452828288078308,
    0.6461536884307861,
    0.569696843624115,
    0.45814967155456543,
    0.34343424439430237,
    0.23602473735809326,
    0.41284388303756714,
    0.390243798494339,
    0.8054296970367432,
    0.6730768084526062,
    0.4774192273616791,
    0.6731706857681274,
    0.21705421805381775,
    0.4711109697818756,
    0.3760683238506317,
    0.742081344127655,
    0.8342244029045105,
    0.3407406508922577,
    0.4137929677963257,
    0.5828570127487183,
    0.23376615345478058,
    0.5862067937850952,
    0.8061222434043884,
    0.5120771527290344,
    0.42857131361961365,
    0.5566036701202393,
    0.5699480772018433,
    0.633165717124939,
    0.4461537003517151,
    0.5903612971305847,
    0.6206895112991333,
    0.7120417356491089,
    0.43243229389190674,
    0.3764704465866089,
    0.7425147891044617,
    0.5672725439071655,
    0.5436891913414001,
    0.46428558230400085,
    0.35748788714408875,
    0.5752211213111877
   ],
   "time": 9.095793017186224,
   "param": null
  },
  {
   "epoch": 141,
   "train_loss": 0.8229071497917175,
   "val_loss": 1.9697672128677368,
   "acc": 55.78,
   "f1": [
    0.7999998331069946,
    0.7291665077209473,
    0.3943660855293274,
    0.36269423365592957,
    0.36470577120780945,
    0.5863873362541199,
    0.5858584046363831,
    0.5933012366294861,
    0.7407405972480774,
    0.6091952323913574,
    0.30051806569099426,
    0.36815908551216125,
    0.620320737361908,
    0.5124998688697815,
    0.45631060004234314,
    0.542713463306427,
    0.6473986506462097,
    0.7559806704521179,
    0.4923075735569,
    0.38888880610466003,
    0.7881771922111511,
    0.5904058218002319,
    0.5071768760681152,
    0.6904760599136353,
    0.7628865242004395,
    0.4812833070755005,
    0.5026736855506897,
    0.31627896428108215,
    0.6161615252494812,
    0.6185566186904907,
    0.5098037719726562,
    0.5699998736381531,
    0.48648640513420105,
    0.5714284181594849,
    0.5699998736381531,
    0.28947362303733826,
    0.5340908169746399,
    0.4785274565219879,
    0.42342329025268555,
    0.725490152835846,
    0.4507041275501251,
    0.7653059959411621,
    0.5111110210418701,
    0.6358972787857056,
    0.3084576427936554,
    0.4380951225757599,
    0.23463678359985352,
    0.5981307029724121,
    0.7456139326095581,
    0.6994534134864807,
    0.35071080923080444,
    0.5689654350280762,
    0.657142698764801,
    0.7707315683364868,
    0.6636770367622375,
    0.25555548071861267,
    0.8159202337265015,
    0.5999999046325684,
    0.6956520080566406,
    0.6376810669898987,
    0.7684208750724792,
    0.5649716258049011,
    0.6229507327079773,
    0.590908944606781,
    0.3414632976055145,
    0.31067952513694763,
    0.4070795178413391,
    0.4579438269138336,
    0.8108106851577759,
    0.7149319648742676,
    0.5539904832839966,
    0.631578803062439,
    0.25352105498313904,
    0.5274723768234253,
    0.3522725999355316,
    0.7123286128044128,
    0.8333331942558289,
    0.49999988079071045,
    0.42857128381729126,
    0.5799998641014099,
    0.3278687596321106,
    0.5921786427497864,
    0.8512818813323975,
    0.5555554628372192,
    0.4293783903121948,
    0.6560845375061035,
    0.5555554032325745,
    0.6699506640434265,
    0.6585364937782288,
    0.6344084739685059,
    0.6334840059280396,
    0.7083331942558289,
    0.4931505620479584,
    0.3861384987831116,
    0.8044691681861877,
    0.6244724988937378,
    0.5918366312980652,
    0.4541831612586975,
    0.35135123133659363,
    0.635944664478302
   ],
   "time": 9.191800663247705,
   "param": null
  },
  {
   "epoch": 142,
   "train_loss": 0.8134971261024475,
   "val_loss": 2.152867555618286,
   "acc": 54.27,
   "f1": [
    0.820512592792511,
    0.6124400496482849,
    0.40490788221359253,
    0.3157894015312195,
    0.3317534327507019,
    0.5132741928100586,
    0.5876287817955017,
    0.6299998760223389,
    0.7173911929130554,
    0.6037734746932983,
    0.2954544425010681,
    0.3566878139972687,
    0.5779815316200256,
    0.5025123953819275,
    0.487046480178833,
    0.445652037858963,
    0.6027396321296692,
    0.6277371048927307,
    0.48927029967308044,
    0.41379299759864807,
    0.7897433638572693,
    0.6196077466011047,
    0.5054942965507507,
    0.6694913506507874,
    0.7586205005645752,
    0.39548009634017944,
    0.487499862909317,
    0.3151514232158661,
    0.624390184879303,
    0.5628740787506104,
    0.5581393837928772,
    0.4305554926395416,
    0.5268816351890564,
    0.5093631744384766,
    0.5217390060424805,
    0.27428561449050903,
    0.5249998569488525,
    0.4401912987232208,
    0.4315788447856903,
    0.756756603717804,
    0.43298953771591187,
    0.7564765214920044,
    0.46632111072540283,
    0.572916567325592,
    0.2944784462451935,
    0.4217686057090759,
    0.3394494354724884,
    0.5846152901649475,
    0.7204300165176392,
    0.7096772789955139,
    0.3152172863483429,
    0.5662099123001099,
    0.5863873362541199,
    0.7875646352767944,
    0.6442306041717529,
    0.2340424805879593,
    0.7932959794998169,
    0.6153844594955444,
    0.6878305077552795,
    0.5961536765098572,
    0.7834100127220154,
    0.6700506210327148,
    0.6113988757133484,
    0.45871543884277344,
    0.3351954519748688,
    0.3587442934513092,
    0.4474884569644928,
    0.49773746728897095,
    0.8202763199806213,
    0.6636362671852112,
    0.6107783317565918,
    0.7282050251960754,
    0.2658958435058594,
    0.48936155438423157,
    0.33789944648742676,
    0.6877826452255249,
    0.6546761989593506,
    0.42528724670410156,
    0.4459458291530609,
    0.5619046092033386,
    0.30337071418762207,
    0.48120296001434326,
    0.8432430028915405,
    0.5464479923248291,
    0.47715723514556885,
    0.5757573843002319,
    0.5829595327377319,
    0.6025103330612183,
    0.45112770795822144,
    0.5837318897247314,
    0.539215624332428,
    0.6634145379066467,
    0.4607841968536377,
    0.360248327255249,
    0.7385891079902649,
    0.6802029013633728,
    0.5439999103546143,
    0.5123152136802673,
    0.2872926890850067,
    0.6187844276428223
   ],
   "time": 9.471554663963616,
   "param": null
  },
  {
   "epoch": 143,
   "train_loss": 0.743952214717865,
   "val_loss": 1.8938586711883545,
   "acc": 56.96,
   "f1": [
    0.8020831942558289,
    0.6769229769706726,
    0.3726707398891449,
    0.30769219994544983,
    0.2838708758354187,
    0.6082472205162048,
    0.633333146572113,
    0.631578803062439,
    0.7551018595695496,
    0.6528496146202087,
    0.31884050369262695,
    0.31372538208961487,
    0.6396394968032837,
    0.5533979535102844,
    0.5465114712715149,
    0.5490195155143738,
    0.6028706431388855,
    0.7236180305480957,
    0.5431033372879028,
    0.43333321809768677,
    0.8186526298522949,
    0.622406542301178,
    0.49777767062187195,
    0.741463303565979,
    0.7593581080436707,
    0.44943806529045105,
    0.5578945875167847,
    0.3636362850666046,
    0.6267279982566833,
    0.6282721161842346,
    0.5673075914382935,
    0.5469387173652649,
    0.5684208869934082,
    0.5294116735458374,
    0.5641024112701416,
    0.31249991059303284,
    0.6011558771133423,
    0.4924621880054474,
    0.4158414602279663,
    0.7632849216461182,
    0.47222211956977844,
    0.7894735336303711,
    0.509316623210907,
    0.624390184879303,
    0.2697673439979553,
    0.43575406074523926,
    0.3169397711753845,
    0.6216214895248413,
    0.778846025466919,
    0.706976592540741,
    0.3999999463558197,
    0.5470084547996521,
    0.6282721161842346,
    0.7818180322647095,
    0.718893826007843,
    0.3076922297477722,
    0.8019322156906128,
    0.579439103603363,
    0.7150257229804993,
    0.6161136031150818,
    0.8095236420631409,
    0.6190475225448608,
    0.6559138894081116,
    0.5157893896102905,
    0.3599999248981476,
    0.2886596620082855,
    0.4622220993041992,
    0.47619035840034485,
    0.8324871063232422,
    0.7450978755950928,
    0.596684992313385,
    0.7499998211860657,
    0.27091625332832336,
    0.47916653752326965,
    0.3803679943084717,
    0.775280773639679,
    0.8309177160263062,
    0.4705881178379059,
    0.4308941662311554,
    0.559139609336853,
    0.34579432010650635,
    0.5948716402053833,
    0.8282826542854309,
    0.5319147706031799,
    0.46739116311073303,
    0.6118720173835754,
    0.6161615252494812,
    0.6347824931144714,
    0.6097559928894043,
    0.602040708065033,
    0.5888323187828064,
    0.696078360080719,
    0.48430484533309937,
    0.45197728276252747,
    0.8210524320602417,
    0.6739128828048706,
    0.5656563639640808,
    0.4811319410800934,
    0.32835814356803894,
    0.6391751170158386
   ],
   "time": 10.073279490694404,
   "param": null
  },
  {
   "epoch": 144,
   "train_loss": 0.9100395441055298,
   "val_loss": 1.9721200466156006,
   "acc": 55.47,
   "f1": [
    0.8217819929122925,
    0.6772485375404358,
    0.423912912607193,
    0.3999998867511749,
    0.37885454297065735,
    0.4944648742675781,
    0.6477271318435669,
    0.6528496146202087,
    0.7524750828742981,
    0.6350710391998291,
    0.3435581922531128,
    0.3800903856754303,
    0.6197181344032288,
    0.48888877034187317,
    0.4951455295085907,
    0.5161288380622864,
    0.5876776576042175,
    0.7647057771682739,
    0.5483869910240173,
    0.44067782163619995,
    0.746666431427002,
    0.6548671722412109,
    0.5445024967193604,
    0.6892654895782471,
    0.7659572958946228,
    0.38181808590888977,
    0.4727271497249603,
    0.3276835083961487,
    0.6350710391998291,
    0.504761815071106,
    0.4950493574142456,
    0.6018517017364502,
    0.4651161730289459,
    0.49999988079071045,
    0.46632111072540283,
    0.24719089269638062,
    0.49484527111053467,
    0.43181803822517395,
    0.43850257992744446,
    0.7448978424072266,
    0.43362823128700256,
    0.7872338891029358,
    0.47120407223701477,
    0.6210044622421265,
    0.2485874742269516,
    0.46511611342430115,
    0.32352930307388306,
    0.5828570127487183,
    0.7999998331069946,
    0.6813185214996338,
    0.3383083641529083,
    0.5767440795898438,
    0.6249998807907104,
    0.7692306637763977,
    0.6733667254447937,
    0.3003951609134674,
    0.8064514398574829,
    0.6153844594955444,
    0.7093595266342163,
    0.5821594595909119,
    0.7959181666374207,
    0.6553670763969421,
    0.644067645072937,
    0.5760868191719055,
    0.35483860969543457,
    0.3364485204219818,
    0.39330533146858215,
    0.44554442167282104,
    0.7837835550308228,
    0.669999897480011,
    0.619289219379425,
    0.698689877986908,
    0.2673266530036926,
    0.4969695806503296,
    0.3551400303840637,
    0.7802196741104126,
    0.7999998331069946,
    0.4573989808559418,
    0.48756206035614014,
    0.5730335712432861,
    0.27272719144821167,
    0.620320737361908,
    0.8465607166290283,
    0.5942855477333069,
    0.44559577107429504,
    0.642857015132904,
    0.539215624332428,
    0.5842695236206055,
    0.5548385381698608,
    0.6699506640434265,
    0.579710066318512,
    0.684491753578186,
    0.4916200041770935,
    0.33548372983932495,
    0.7777776718139648,
    0.6511626243591309,
    0.5098037719726562,
    0.4717947542667389,
    0.3389829695224762,
    0.6435642242431641
   ],
   "time": 10.371537464670837,
   "param": null
  },
  {
   "epoch": 145,
   "train_loss": 0.7843318581581116,
   "val_loss": 2.0162928104400635,
   "acc": 56.13,
   "f1": [
    0.847618818283081,
    0.6808508634567261,
    0.423912912607193,
    0.34905651211738586,
    0.3524228036403656,
    0.5437787175178528,
    0.5937498807907104,
    0.6632652282714844,
    0.7586205005645752,
    0.6915886998176575,
    0.3265305161476135,
    0.32335323095321655,
    0.6428569555282593,
    0.5207098722457886,
    0.43708598613739014,
    0.5213268995285034,
    0.6106193661689758,
    0.7142854928970337,
    0.5148513317108154,
    0.45121943950653076,
    0.7729466557502747,
    0.6147539615631104,
    0.5435895919799805,
    0.7074234485626221,
    0.7374299764633179,
    0.44943806529045105,
    0.5316454172134399,
    0.31914883852005005,
    0.6009388566017151,
    0.56043940782547,
    0.5116277933120728,
    0.5849055051803589,
    0.5102038979530334,
    0.5333331823348999,
    0.5517240166664124,
    0.24870456755161285,
    0.5446008443832397,
    0.49777767062187195,
    0.3999998867511749,
    0.7549017667770386,
    0.47393354773521423,
    0.8351646065711975,
    0.5502644181251526,
    0.6203702688217163,
    0.25870639085769653,
    0.3999998867511749,
    0.3726235330104828,
    0.6188339591026306,
    0.7373270392417908,
    0.7745096683502197,
    0.38674020767211914,
    0.5803107619285583,
    0.5837836861610413,
    0.7899998426437378,
    0.6633662581443787,
    0.2677823603153229,
    0.7636361122131348,
    0.6039602756500244,
    0.733333170413971,
    0.5913042426109314,
    0.7853401899337769,
    0.6404492855072021,
    0.6352940201759338,
    0.5325441956520081,
    0.3414633274078369,
    0.28426387906074524,
    0.41048023104667664,
    0.4260353744029999,
    0.8450702428817749,
    0.6635943651199341,
    0.5614033341407776,
    0.7336243391036987,
    0.2788843810558319,
    0.48167529702186584,
    0.4044942855834961,
    0.7513225674629211,
    0.8140701651573181,
    0.5168538093566895,
    0.42857131361961365,
    0.5310733318328857,
    0.3208555281162262,
    0.5821594595909119,
    0.8186526298522949,
    0.517646849155426,
    0.4606740176677704,
    0.631578803062439,
    0.5520831942558289,
    0.6829267144203186,
    0.5988698601722717,
    0.6831682324409485,
    0.6200872659683228,
    0.7173911929130554,
    0.502564013004303,
    0.43979042768478394,
    0.8035712242126465,
    0.6528496146202087,
    0.49746179580688477,
    0.4672130346298218,
    0.36123335361480713,
    0.631578803062439
   ],
   "time": 10.392956966534257,
   "param": null
  },
  {
   "epoch": 146,
   "train_loss": 0.6936255097389221,
   "val_loss": 1.9190800189971924,
   "acc": 55.1,
   "f1": [
    0.8037381172180176,
    0.6779659986495972,
    0.42253509163856506,
    0.3037973642349243,
    0.364531934261322,
    0.5728641748428345,
    0.6010927557945251,
    0.627906858921051,
    0.7199998497962952,
    0.6502462029457092,
    0.2576685845851898,
    0.3794870972633362,
    0.6267279982566833,
    0.5188678503036499,
    0.5189187526702881,
    0.48484838008880615,
    0.5866665840148926,
    0.706976592540741,
    0.43373486399650574,
    0.4629628360271454,
    0.7715734243392944,
    0.5294116735458374,
    0.5257141590118408,
    0.618867814540863,
    0.7513810992240906,
    0.4149376451969147,
    0.5193368792533875,
    0.23529404401779175,
    0.559321939945221,
    0.5310733318328857,
    0.48760321736335754,
    0.509090781211853,
    0.48039206862449646,
    0.5078123807907104,
    0.487046480178833,
    0.24277448654174805,
    0.5818180441856384,
    0.4311376214027405,
    0.38095226883888245,
    0.7403844594955444,
    0.48387083411216736,
    0.7748689651489258,
    0.510416567325592,
    0.6057690978050232,
    0.33918121457099915,
    0.4472048580646515,
    0.3636362552642822,
    0.6008967757225037,
    0.7263681292533875,
    0.6885244846343994,
    0.3428570628166199,
    0.5990337133407593,
    0.5414363145828247,
    0.7676765322685242,
    0.6826921701431274,
    0.29245272278785706,
    0.7830687165260315,
    0.5970147848129272,
    0.6984125375747681,
    0.5643152594566345,
    0.7777776718139648,
    0.6666665077209473,
    0.6557375192642212,
    0.5454543828964233,
    0.3578946590423584,
    0.30526304244995117,
    0.4549761712551117,
    0.4502616822719574,
    0.8055554032325745,
    0.6808509230613708,
    0.669999897480011,
    0.6903551816940308,
    0.22018341720104218,
    0.48587560653686523,
    0.36815908551216125,
    0.735293984413147,
    0.7433626651763916,
    0.45283007621765137,
    0.4607328474521637,
    0.5668447613716125,
    0.21999992430210114,
    0.5654449462890625,
    0.8333331942558289,
    0.5568180084228516,
    0.42285704612731934,
    0.6113988757133484,
    0.5816324949264526,
    0.6576575636863708,
    0.6075947880744934,
    0.6576575636863708,
    0.6124400496482849,
    0.7309643626213074,
    0.48809507489204407,
    0.32804223895072937,
    0.8461536765098572,
    0.6702126860618591,
    0.4942527115345001,
    0.46808499097824097,
    0.3587442934513092,
    0.5999998450279236
   ],
   "time": 9.199226792901754,
   "param": null
  },
  {
   "epoch": 147,
   "train_loss": 0.6082348227500916,
   "val_loss": 1.8336445093154907,
   "acc": 55.64,
   "f1": [
    0.8195120096206665,
    0.6918917894363403,
    0.42162150144577026,
    0.31901830434799194,
    0.362790584564209,
    0.5339365601539612,
    0.642857015132904,
    0.6354165077209473,
    0.7204300165176392,
    0.6889951229095459,
    0.36633655428886414,
    0.3448275029659271,
    0.6103284358978271,
    0.5283017754554749,
    0.4855490028858185,
    0.4924621880054474,
    0.5844747424125671,
    0.7150257229804993,
    0.4972374439239502,
    0.390243798494339,
    0.7450978755950928,
    0.6543776988983154,
    0.5139663219451904,
    0.7247704863548279,
    0.7337276935577393,
    0.5079363584518433,
    0.4777776598930359,
    0.39090898633003235,
    0.5925924181938171,
    0.5079363584518433,
    0.5164833664894104,
    0.5630251169204712,
    0.5555554032325745,
    0.518134593963623,
    0.5505616068840027,
    0.26046502590179443,
    0.6024094820022583,
    0.47761186957359314,
    0.3840578496456146,
    0.7439612150192261,
    0.44791656732559204,
    0.7738691568374634,
    0.5030673146247864,
    0.6298341155052185,
    0.2713567018508911,
    0.42682915925979614,
    0.3431371748447418,
    0.6073297262191772,
    0.7226889729499817,
    0.6744184494018555,
    0.28749987483024597,
    0.5737703442573547,
    0.653658390045166,
    0.7802196741104126,
    0.6947367191314697,
    0.3013697862625122,
    0.7510915398597717,
    0.5913042426109314,
    0.6468084454536438,
    0.5753422975540161,
    0.8018866777420044,
    0.574585497379303,
    0.6521738171577454,
    0.5549131631851196,
    0.34782594442367554,
    0.3139533996582031,
    0.40601494908332825,
    0.4919784665107727,
    0.849740743637085,
    0.7199999094009399,
    0.6276593804359436,
    0.7136148810386658,
    0.268292635679245,
    0.5108694434165955,
    0.35483860969543457,
    0.7333331108093262,
    0.7914437651634216,
    0.46874985098838806,
    0.4466018080711365,
    0.5818180441856384,
    0.26455017924308777,
    0.5892856121063232,
    0.83157879114151,
    0.556212842464447,
    0.4623654782772064,
    0.6066349744796753,
    0.5825241804122925,
    0.6431716680526733,
    0.6012268662452698,
    0.6354165077209473,
    0.6282721161842346,
    0.6666665077209473,
    0.4541061818599701,
    0.4210525155067444,
    0.8229663372039795,
    0.623255729675293,
    0.535353422164917,
    0.47540971636772156,
    0.33502528071403503,
    0.5978259444236755
   ],
   "time": 8.893464853055775,
   "param": null
  },
  {
   "epoch": 148,
   "train_loss": 0.7256700992584229,
   "val_loss": 2.0585241317749023,
   "acc": 54.66,
   "f1": [
    0.7762555480003357,
    0.6190475225448608,
    0.3771427571773529,
    0.31249991059303284,
    0.3314284682273865,
    0.5673075914382935,
    0.6242773532867432,
    0.6666665077209473,
    0.70588219165802,
    0.6071427464485168,
    0.336633563041687,
    0.3203882575035095,
    0.6255922317504883,
    0.5079363584518433,
    0.502923846244812,
    0.47577083110809326,
    0.6063828468322754,
    0.7298576831817627,
    0.5084744095802307,
    0.41176459193229675,
    0.7536230683326721,
    0.6493505239486694,
    0.5297296643257141,
    0.5887445211410522,
    0.7262568473815918,
    0.41884803771972656,
    0.4487178325653076,
    0.22471901774406433,
    0.5199998617172241,
    0.5408161878585815,
    0.4827585518360138,
    0.5327510237693787,
    0.548076868057251,
    0.5133689045906067,
    0.5303866267204285,
    0.30051806569099426,
    0.5476189255714417,
    0.4824119210243225,
    0.3984961211681366,
    0.7089946269989014,
    0.46586331725120544,
    0.7794870138168335,
    0.4999998211860657,
    0.5933012366294861,
    0.3351954519748688,
    0.3483870029449463,
    0.36065563559532166,
    0.6320345401763916,
    0.7741933465003967,
    0.7005648612976074,
    0.3406592309474945,
    0.568720281124115,
    0.5502644181251526,
    0.8037381172180176,
    0.7121950387954712,
    0.2547169029712677,
    0.7904760241508484,
    0.5312498807907104,
    0.6735749840736389,
    0.5740739107131958,
    0.7794870138168335,
    0.6519335508346558,
    0.6031745076179504,
    0.47572803497314453,
    0.33962252736091614,
    0.30366483330726624,
    0.41840997338294983,
    0.486772358417511,
    0.7927926778793335,
    0.6812225580215454,
    0.5512819290161133,
    0.6516852378845215,
    0.30769219994544983,
    0.4585364758968353,
    0.3276835083961487,
    0.7289717793464661,
    0.7478260397911072,
    0.47398826479911804,
    0.4099377691745758,
    0.5365852117538452,
    0.2681563198566437,
    0.5951218605041504,
    0.868292510509491,
    0.5360823273658752,
    0.46153831481933594,
    0.6270268559455872,
    0.5607475638389587,
    0.6542055010795593,
    0.5217390060424805,
    0.6010361909866333,
    0.5740739107131958,
    0.6880732178688049,
    0.4088396728038788,
    0.4177214205265045,
    0.8365382552146912,
    0.531745970249176,
    0.5999999046325684,
    0.5164833664894104,
    0.36633655428886414,
    0.5978259444236755
   ],
   "time": 8.98193798866123,
   "param": null
  },
  {
   "epoch": 149,
   "train_loss": 0.5990825295448303,
   "val_loss": 1.9974863529205322,
   "acc": 55.51,
   "f1": [
    0.8410254716873169,
    0.637362539768219,
    0.37804868817329407,
    0.35582810640335083,
    0.2983424663543701,
    0.5387753844261169,
    0.5700481534004211,
    0.6285713315010071,
    0.7121950387954712,
    0.6052630543708801,
    0.3286384046077728,
    0.3975153863430023,
    0.5826086401939392,
    0.5714284777641296,
    0.5026176571846008,
    0.42372873425483704,
    0.6372547745704651,
    0.7149319648742676,
    0.5022420287132263,
    0.4811319410800934,
    0.7668392062187195,
    0.6976743340492249,
    0.5685278177261353,
    0.7117116451263428,
    0.7486629486083984,
    0.4311925768852234,
    0.5333332419395447,
    0.3289472758769989,
    0.582914412021637,
    0.4884791076183319,
    0.5714284181594849,
    0.5345621109008789,
    0.5641024112701416,
    0.5394189953804016,
    0.47619035840034485,
    0.31818172335624695,
    0.5549131631851196,
    0.45132729411125183,
    0.425531804561615,
    0.6869564056396484,
    0.42857128381729126,
    0.7562187314033508,
    0.5454544425010681,
    0.5658535361289978,
    0.30909082293510437,
    0.41212108731269836,
    0.38341957330703735,
    0.528846025466919,
    0.7513225674629211,
    0.6596857309341431,
    0.3363635540008545,
    0.5990782380104065,
    0.596858561038971,
    0.7817257046699524,
    0.7076921463012695,
    0.2446807622909546,
    0.8020302057266235,
    0.5999999046325684,
    0.7191009521484375,
    0.5539904832839966,
    0.7999998331069946,
    0.574585497379303,
    0.659340500831604,
    0.49999988079071045,
    0.362790584564209,
    0.3599999248981476,
    0.36686381697654724,
    0.4347825050354004,
    0.8442208766937256,
    0.7087377309799194,
    0.6270268559455872,
    0.7272725701332092,
    0.35467973351478577,
    0.505154550075531,
    0.37768232822418213,
    0.7668392062187195,
    0.7927926778793335,
    0.46288198232650757,
    0.4260353744029999,
    0.5999999046325684,
    0.34554967284202576,
    0.5294116139411926,
    0.8426394462585449,
    0.5227271318435669,
    0.4574466943740845,
    0.6011558771133423,
    0.5283017754554749,
    0.5900381803512573,
    0.5581393837928772,
    0.5898616909980774,
    0.5373133420944214,
    0.6697673201560974,
    0.46601933240890503,
    0.3917524814605713,
    0.8235292434692383,
    0.6781607270240784,
    0.5619046092033386,
    0.5119998455047607,
    0.32941165566444397,
    0.5989846587181091
   ],
   "time": 9.613087689504027,
   "param": null
  },
  {
   "epoch": 150,
   "train_loss": 0.6881166696548462,
   "val_loss": 1.9348524808883667,
   "acc": 56.43,
   "f1": [
    0.8426394462585449,
    0.6564101576805115,
    0.4086019992828369,
    0.39999985694885254,
    0.38938042521476746,
    0.5454544425010681,
    0.6012268662452698,
    0.6703295111656189,
    0.7307690382003784,
    0.6729856729507446,
    0.37735840678215027,
    0.38135582208633423,
    0.5955554842948914,
    0.6082472205162048,
    0.4727271497249603,
    0.46808499097824097,
    0.6504853367805481,
    0.6833332180976868,
    0.517646849155426,
    0.4824119210243225,
    0.7641507983207703,
    0.742267906665802,
    0.5145629644393921,
    0.6900583505630493,
    0.7187498211860657,
    0.46874985098838806,
    0.5088756084442139,
    0.3121386468410492,
    0.590908944606781,
    0.5517240166664124,
    0.5700481534004211,
    0.5821594595909119,
    0.5205478072166443,
    0.5581393837928772,
    0.47715723514556885,
    0.3157893717288971,
    0.5572138428688049,
    0.4903845191001892,
    0.4339621663093567,
    0.7708331346511841,
    0.5319147706031799,
    0.7653059959411621,
    0.5022420287132263,
    0.5916665196418762,
    0.2751321792602539,
    0.4230768084526062,
    0.3050846755504608,
    0.5809522867202759,
    0.7572813630104065,
    0.6736840605735779,
    0.3714284896850586,
    0.6060605049133301,
    0.5824174284934998,
    0.7638189196586609,
    0.6666665077209473,
    0.2741934657096863,
    0.7846888303756714,
    0.6077346205711365,
    0.7647057771682739,
    0.5860464572906494,
    0.7559806704521179,
    0.6010927557945251,
    0.6344084739685059,
    0.5862067937850952,
    0.4410255253314972,
    0.3149605393409729,
    0.4466018080711365,
    0.4927534759044647,
    0.7999997735023499,
    0.7333331108093262,
    0.6336632370948792,
    0.7160492539405823,
    0.2972972095012665,
    0.5053762197494507,
    0.39778995513916016,
    0.7473682165145874,
    0.7981219291687012,
    0.44642844796180725,
    0.4491977095603943,
    0.5863873362541199,
    0.3300969898700714,
    0.5549736618995667,
    0.822222113609314,
    0.5357141494750977,
    0.45263150334358215,
    0.6162160634994507,
    0.6179773807525635,
    0.5976094603538513,
    0.5698322653770447,
    0.6947367191314697,
    0.5899998545646667,
    0.7135677337646484,
    0.44808733463287354,
    0.38596484065055847,
    0.7932487726211548,
    0.6146340370178223,
    0.5922329425811768,
    0.48309168219566345,
    0.35675665736198425,
    0.6413041353225708
   ],
   "time": 10.253745729103684,
   "param": null
  },
  {
   "epoch": 151,
   "train_loss": 0.6317906975746155,
   "val_loss": 1.844783067703247,
   "acc": 55.96,
   "f1": [
    0.8316829800605774,
    0.6521738171577454,
    0.3999998867511749,
    0.35897424817085266,
    0.3687942624092102,
    0.5588234066963196,
    0.6060604453086853,
    0.657142698764801,
    0.7403313517570496,
    0.6448596715927124,
    0.3139533996582031,
    0.34042540192604065,
    0.6504853367805481,
    0.5029938817024231,
    0.517646849155426,
    0.4710423946380615,
    0.633165717124939,
    0.6985644102096558,
    0.5666665434837341,
    0.4717947542667389,
    0.7684727907180786,
    0.679245114326477,
    0.48034927248954773,
    0.721153736114502,
    0.7599998116493225,
    0.4347825050354004,
    0.5193368792533875,
    0.34254133701324463,
    0.6600984334945679,
    0.5207098722457886,
    0.5599998831748962,
    0.5897434949874878,
    0.48453593254089355,
    0.5527637004852295,
    0.4508668780326843,
    0.238805890083313,
    0.5492226481437683,
    0.4646463394165039,
    0.4111110270023346,
    0.788888692855835,
    0.46874985098838806,
    0.7472525835037231,
    0.5026176571846008,
    0.5714284777641296,
    0.30526304244995117,
    0.35502949357032776,
    0.3383083641529083,
    0.577777624130249,
    0.7608693838119507,
    0.6956520080566406,
    0.32222211360931396,
    0.5727698802947998,
    0.6066349744796753,
    0.7850465774536133,
    0.7311826348304749,
    0.28695645928382874,
    0.8432430028915405,
    0.6310677528381348,
    0.7204300165176392,
    0.6103284358978271,
    0.7789472937583923,
    0.6382977366447449,
    0.6595743298530579,
    0.5258214473724365,
    0.39130425453186035,
    0.29107969999313354,
    0.44444435834884644,
    0.43956032395362854,
    0.8301885724067688,
    0.7399998903274536,
    0.6737966537475586,
    0.7368419766426086,
    0.2694299519062042,
    0.502282977104187,
    0.35897424817085266,
    0.8043477535247803,
    0.7844825983047485,
    0.445652037858963,
    0.45405393838882446,
    0.5741626024246216,
    0.2591361105442047,
    0.6220094561576843,
    0.8159202337265015,
    0.5485712885856628,
    0.49999988079071045,
    0.6129031181335449,
    0.5999998450279236,
    0.6124400496482849,
    0.555065929889679,
    0.633165717124939,
    0.5767440795898438,
    0.6969695687294006,
    0.4606059193611145,
    0.36458322405815125,
    0.7698743939399719,
    0.6733667254447937,
    0.5619046092033386,
    0.5209301114082336,
    0.31489354372024536,
    0.6703295111656189
   ],
   "time": 10.529774703085423,
   "param": null
  },
  {
   "epoch": 152,
   "train_loss": 0.6616119742393494,
   "val_loss": 2.143676519393921,
   "acc": 56.71,
   "f1": [
    0.8190473914146423,
    0.6806281208992004,
    0.4301074147224426,
    0.3586955666542053,
    0.3196346163749695,
    0.5641024708747864,
    0.644067645072937,
    0.6399998664855957,
    0.7236180305480957,
    0.6736840605735779,
    0.36470577120780945,
    0.3841806650161743,
    0.5645932555198669,
    0.5599998831748962,
    0.4342104196548462,
    0.5567008852958679,
    0.6560845375061035,
    0.7358488440513611,
    0.5621620416641235,
    0.4745761454105377,
    0.7958113551139832,
    0.6540283560752869,
    0.4949493706226349,
    0.7526880502700806,
    0.6896550059318542,
    0.511627733707428,
    0.572916567325592,
    0.3601531684398651,
    0.624390184879303,
    0.49999988079071045,
    0.5773194432258606,
    0.633165717124939,
    0.5258214473724365,
    0.5471696853637695,
    0.5691055655479431,
    0.28571417927742004,
    0.5649716258049011,
    0.48908287286758423,
    0.42687737941741943,
    0.7731956839561462,
    0.48205116391181946,
    0.765714168548584,
    0.47826072573661804,
    0.6120217442512512,
    0.3440859317779541,
    0.40796008706092834,
    0.39778995513916016,
    0.5510202646255493,
    0.7981219291687012,
    0.6914892196655273,
    0.345177561044693,
    0.5662099123001099,
    0.6175113916397095,
    0.7619046568870544,
    0.6635512709617615,
    0.3024389147758484,
    0.7533630728721619,
    0.5922329425811768,
    0.7096772789955139,
    0.5765764713287354,
    0.7999998331069946,
    0.5683058500289917,
    0.6214687824249268,
    0.5824174284934998,
    0.44791656732559204,
    0.32820504903793335,
    0.4095236659049988,
    0.4795917272567749,
    0.7982454895973206,
    0.7031961679458618,
    0.6170212030410767,
    0.742081344127655,
    0.32835814356803894,
    0.4999999403953552,
    0.38053086400032043,
    0.7512688636779785,
    0.7857141494750977,
    0.46534639596939087,
    0.48309168219566345,
    0.5814977288246155,
    0.30275216698646545,
    0.619289219379425,
    0.8324871063232422,
    0.5222928524017334,
    0.4210525155067444,
    0.6069650650024414,
    0.5806450843811035,
    0.6305417418479919,
    0.5882351994514465,
    0.6296295523643494,
    0.5686272978782654,
    0.6634145379066467,
    0.45810040831565857,
    0.41666656732559204,
    0.835820734500885,
    0.6878305077552795,
    0.5050503611564636,
    0.5221238136291504,
    0.3627450466156006,
    0.653465211391449
   ],
   "time": 10.42167517542839,
   "param": null
  },
  {
   "epoch": 153,
   "train_loss": 0.6583426594734192,
   "val_loss": 1.8237221240997314,
   "acc": 56.77,
   "f1": [
    0.8235292434692383,
    0.697435736656189,
    0.4756755530834198,
    0.33789944648742676,
    0.37614670395851135,
    0.5671641230583191,
    0.6349205374717712,
    0.5980390906333923,
    0.7227722406387329,
    0.6224488615989685,
    0.3557691276073456,
    0.39252325892448425,
    0.619289219379425,
    0.5899998545646667,
    0.4606740176677704,
    0.4951455295085907,
    0.6411482095718384,
    0.722222089767456,
    0.5978259444236755,
    0.4577113389968872,
    0.7938142418861389,
    0.6607141494750977,
    0.5505616068840027,
    0.7255812287330627,
    0.7319586277008057,
    0.4120170772075653,
    0.569696843624115,
    0.2674417495727539,
    0.6396394968032837,
    0.5624998807907104,
    0.572916567325592,
    0.566929042339325,
    0.5502644181251526,
    0.5541123747825623,
    0.520408034324646,
    0.26455017924308777,
    0.5592415928840637,
    0.5027931928634644,
    0.4262293577194214,
    0.7559806704521179,
    0.4495411515235901,
    0.7582416534423828,
    0.4954127371311188,
    0.582914412021637,
    0.34254133701324463,
    0.393063485622406,
    0.3874344527721405,
    0.5922329425811768,
    0.775119423866272,
    0.7263681292533875,
    0.3594468832015991,
    0.595959484577179,
    0.5863873362541199,
    0.7619045972824097,
    0.6903551816940308,
    0.2488478720188141,
    0.8404253721237183,
    0.5833332538604736,
    0.7659572958946228,
    0.5628139972686768,
    0.7878786325454712,
    0.525139570236206,
    0.6304346323013306,
    0.5257730484008789,
    0.40692633390426636,
    0.3316582143306732,
    0.4799998700618744,
    0.4204544126987457,
    0.7678569555282593,
    0.7395831346511841,
    0.6633662581443787,
    0.7065216302871704,
    0.2944161295890808,
    0.48034927248954773,
    0.3743841052055359,
    0.7676765322685242,
    0.772532045841217,
    0.49756085872650146,
    0.4640882611274719,
    0.5161288380622864,
    0.3211008310317993,
    0.5990337133407593,
    0.8586385846138,
    0.5895952582359314,
    0.45976996421813965,
    0.6774192452430725,
    0.5660375952720642,
    0.6101694107055664,
    0.6408838629722595,
    0.6633662581443787,
    0.6063828468322754,
    0.7236180305480957,
    0.4772725999355316,
    0.43956032395362854,
    0.8130839467048645,
    0.6700506210327148,
    0.5701355934143066,
    0.4881889224052429,
    0.33502528071403503,
    0.6382977366447449
   ],
   "time": 9.436543627642095,
   "param": null
  },
  {
   "epoch": 154,
   "train_loss": 0.6429360508918762,
   "val_loss": 2.018998146057129,
   "acc": 55.18,
   "f1": [
    0.8542711734771729,
    0.6464645266532898,
    0.432748407125473,
    0.29508185386657715,
    0.326315701007843,
    0.5017420649528503,
    0.5882351398468018,
    0.6349205374717712,
    0.7262568473815918,
    0.666666567325592,
    0.34883710741996765,
    0.3714284896850586,
    0.6103284358978271,
    0.5039998888969421,
    0.45348823070526123,
    0.4923075735569,
    0.662983238697052,
    0.7383176684379578,
    0.5108694434165955,
    0.45689642429351807,
    0.7916665077209473,
    0.6889951229095459,
    0.5217390656471252,
    0.6666665077209473,
    0.7336682677268982,
    0.4358973503112793,
    0.47798728942871094,
    0.30555546283721924,
    0.5700481534004211,
    0.5199998617172241,
    0.5434780716896057,
    0.4951455295085907,
    0.4864863455295563,
    0.4980236291885376,
    0.5208331942558289,
    0.19753079116344452,
    0.5783131122589111,
    0.4183672070503235,
    0.43555545806884766,
    0.7473682165145874,
    0.43835610151290894,
    0.735751211643219,
    0.5148513317108154,
    0.5599998831748962,
    0.220779150724411,
    0.4277455508708954,
    0.3399999141693115,
    0.5279186367988586,
    0.7589742541313171,
    0.6874998807907104,
    0.4108106791973114,
    0.5654449462890625,
    0.5870645046234131,
    0.7738691568374634,
    0.6766167879104614,
    0.2564101815223694,
    0.7342994213104248,
    0.6391751170158386,
    0.6399998664855957,
    0.559139609336853,
    0.7699113488197327,
    0.6178008913993835,
    0.6528496146202087,
    0.5074625611305237,
    0.41148313879966736,
    0.3300969898700714,
    0.42727261781692505,
    0.47222211956977844,
    0.8127852082252502,
    0.7042252421379089,
    0.6057141423225403,
    0.7118643522262573,
    0.28846150636672974,
    0.46632111072540283,
    0.36470577120780945,
    0.7738691568374634,
    0.8105725646018982,
    0.4918031394481659,
    0.39490434527397156,
    0.574585497379303,
    0.2890172600746155,
    0.5418717861175537,
    0.822334885597229,
    0.5543476939201355,
    0.43678146600723267,
    0.6063346862792969,
    0.5999998450279236,
    0.6443513035774231,
    0.6091952323913574,
    0.5509432554244995,
    0.5470851063728333,
    0.6767675280570984,
    0.4142010807991028,
    0.3627450466156006,
    0.8317755460739136,
    0.6513760089874268,
    0.5201792120933533,
    0.4957263767719269,
    0.3384614586830139,
    0.6321242451667786
   ],
   "time": 9.262384083122015,
   "param": null
  },
  {
   "epoch": 155,
   "train_loss": 0.5893688797950745,
   "val_loss": 1.8481035232543945,
   "acc": 56.97,
   "f1": [
    0.8421050906181335,
    0.6632652282714844,
    0.4022987186908722,
    0.39810416102409363,
    0.31818172335624695,
    0.5799998641014099,
    0.6041665077209473,
    0.6249998807907104,
    0.7708331346511841,
    0.6918917894363403,
    0.3157893717288971,
    0.37349388003349304,
    0.6310677528381348,
    0.5389220714569092,
    0.43333321809768677,
    0.5235601663589478,
    0.6598983407020569,
    0.7207205295562744,
    0.49999988079071045,
    0.49729716777801514,
    0.7708331346511841,
    0.639269232749939,
    0.5567008852958679,
    0.7214610576629639,
    0.7135677337646484,
    0.4476189613342285,
    0.5363127589225769,
    0.3535352647304535,
    0.6017698049545288,
    0.5824174284934998,
    0.5465837121009827,
    0.6039602756500244,
    0.5021275877952576,
    0.5445543527603149,
    0.5326085686683655,
    0.3152708411216736,
    0.5903612971305847,
    0.49999988079071045,
    0.42639580368995667,
    0.7853401899337769,
    0.497041255235672,
    0.7700533270835876,
    0.47368407249450684,
    0.6153844594955444,
    0.31764698028564453,
    0.4292236268520355,
    0.3540668785572052,
    0.6145831942558289,
    0.7920790910720825,
    0.7379677891731262,
    0.366812139749527,
    0.5765764713287354,
    0.6046510338783264,
    0.7894735336303711,
    0.6990289688110352,
    0.26519328355789185,
    0.8062825202941895,
    0.6120217442512512,
    0.7243241667747498,
    0.4939270317554474,
    0.8365382552146912,
    0.6540283560752869,
    0.6384975910186768,
    0.5108224153518677,
    0.36051490902900696,
    0.36458322405815125,
    0.4491977095603943,
    0.4593299925327301,
    0.837209165096283,
    0.7307690382003784,
    0.6267279982566833,
    0.7537687420845032,
    0.28571420907974243,
    0.5286343097686768,
    0.3593749403953552,
    0.7333331108093262,
    0.7741933465003967,
    0.5049503445625305,
    0.46391740441322327,
    0.5915491580963135,
    0.3474177420139313,
    0.5555554628372192,
    0.8449196219444275,
    0.5217389464378357,
    0.4812833070755005,
    0.6382977366447449,
    0.5846152901649475,
    0.666666567325592,
    0.6242773532867432,
    0.6478871703147888,
    0.5922329425811768,
    0.6944442987442017,
    0.47674402594566345,
    0.37563440203666687,
    0.8436017036437988,
    0.6603772640228271,
    0.5326631665229797,
    0.492890864610672,
    0.2674417495727539,
    0.6451612114906311
   ],
   "time": 9.041592808440328,
   "param": null
  },
  {
   "epoch": 156,
   "train_loss": 0.5232415199279785,
   "val_loss": 1.886448860168457,
   "acc": 57.08,
   "f1": [
    0.7981649041175842,
    0.6603772640228271,
    0.45810040831565857,
    0.39215680956840515,
    0.32978713512420654,
    0.5350876450538635,
    0.5999999046325684,
    0.6739128828048706,
    0.738461434841156,
    0.6051281094551086,
    0.3711339235305786,
    0.32558128237724304,
    0.6030149459838867,
    0.5549736618995667,
    0.4615383744239807,
    0.5507245063781738,
    0.6969695687294006,
    0.7539265155792236,
    0.525345504283905,
    0.5197739005088806,
    0.7939696907997131,
    0.6842103600502014,
    0.5411763787269592,
    0.742574155330658,
    0.7395831346511841,
    0.4688993990421295,
    0.5543476939201355,
    0.3474177420139313,
    0.6082947254180908,
    0.553672194480896,
    0.5666665434837341,
    0.6243385076522827,
    0.5388599634170532,
    0.596684992313385,
    0.47715723514556885,
    0.32258057594299316,
    0.5399999022483826,
    0.5523808598518372,
    0.46491214632987976,
    0.742574155330658,
    0.5279186367988586,
    0.755813717842102,
    0.5492226481437683,
    0.6145831942558289,
    0.3286384046077728,
    0.42162150144577026,
    0.314606636762619,
    0.5202310085296631,
    0.7981649041175842,
    0.7216493487358093,
    0.3157894015312195,
    0.5816324949264526,
    0.6306304931640625,
    0.7368419766426086,
    0.6634145379066467,
    0.2584269046783447,
    0.7850465774536133,
    0.5915491580963135,
    0.70588219165802,
    0.5549736618995667,
    0.817733883857727,
    0.6798028349876404,
    0.6270268559455872,
    0.5560973882675171,
    0.36792439222335815,
    0.31428563594818115,
    0.4140968322753906,
    0.45810040831565857,
    0.8169012069702148,
    0.7207205295562744,
    0.5443785786628723,
    0.7999998331069946,
    0.3070538640022278,
    0.4857141971588135,
    0.38497641682624817,
    0.7894735336303711,
    0.8137252926826477,
    0.44444435834884644,
    0.4380951225757599,
    0.5925924777984619,
    0.31034475564956665,
    0.6407765746116638,
    0.8512818813323975,
    0.5172412991523743,
    0.48387083411216736,
    0.6451612114906311,
    0.5595853924751282,
    0.6632652282714844,
    0.5978259444236755,
    0.684491753578186,
    0.6376810669898987,
    0.6857141852378845,
    0.5023695826530457,
    0.3793102502822876,
    0.8653844594955444,
    0.6834169626235962,
    0.5384615063667297,
    0.5070421695709229,
    0.3923443853855133,
    0.6018517017364502
   ],
   "time": 9.61149706505239,
   "param": null
  },
  {
   "epoch": 157,
   "train_loss": 0.5642611384391785,
   "val_loss": 1.8628571033477783,
   "acc": 57.0,
   "f1": [
    0.8410254716873169,
    0.6602869629859924,
    0.40677958726882935,
    0.327868789434433,
    0.3425924777984619,
    0.5589519143104553,
    0.5789473056793213,
    0.635944664478302,
    0.7135677337646484,
    0.6222221255302429,
    0.3373492956161499,
    0.37735840678215027,
    0.6600984334945679,
    0.563535749912262,
    0.45714277029037476,
    0.5388599634170532,
    0.6737966537475586,
    0.7499998807907104,
    0.5283017754554749,
    0.45810040831565857,
    0.8105260729789734,
    0.6274508237838745,
    0.5212765336036682,
    0.7248907089233398,
    0.7472525835037231,
    0.45918354392051697,
    0.547485888004303,
    0.3644443452358246,
    0.5936071872711182,
    0.524590015411377,
    0.5566036701202393,
    0.6082947254180908,
    0.529999852180481,
    0.5478259921073914,
    0.5435895919799805,
    0.3147207200527191,
    0.5402297377586365,
    0.5502644181251526,
    0.42477864027023315,
    0.727272629737854,
    0.5505616068840027,
    0.8131867051124573,
    0.49999988079071045,
    0.5953487157821655,
    0.25301194190979004,
    0.4292682111263275,
    0.29319363832473755,
    0.6081869602203369,
    0.7488149404525757,
    0.7177032232284546,
    0.4148934781551361,
    0.5612244009971619,
    0.6330273747444153,
    0.7783250212669373,
    0.6999998688697815,
    0.2934781610965729,
    0.7729466557502747,
    0.5925924777984619,
    0.7142854928970337,
    0.5714285373687744,
    0.7999997735023499,
    0.6568626165390015,
    0.6231154203414917,
    0.5670101642608643,
    0.3999998867511749,
    0.2890172600746155,
    0.44221094250679016,
    0.4319247901439667,
    0.8356806039810181,
    0.7586205005645752,
    0.6448085904121399,
    0.7342994213104248,
    0.28310492634773254,
    0.4753361940383911,
    0.3923443853855133,
    0.7897433638572693,
    0.8195120096206665,
    0.45248857140541077,
    0.42452818155288696,
    0.5533979535102844,
    0.33333322405815125,
    0.5899998545646667,
    0.8159202337265015,
    0.574585497379303,
    0.5357141494750977,
    0.6285713315010071,
    0.5940592885017395,
    0.6806281208992004,
    0.6010361909866333,
    0.6543776988983154,
    0.5789473056793213,
    0.6865670084953308,
    0.4787232577800751,
    0.38427940011024475,
    0.8481673002243042,
    0.6934671998023987,
    0.4819276034832001,
    0.5384615063667297,
    0.3265305161476135,
    0.6499998569488525
   ],
   "time": 10.829317352734506,
   "param": null
  },
  {
   "epoch": 158,
   "train_loss": 0.5690869688987732,
   "val_loss": 1.8586715459823608,
   "acc": 56.96,
   "f1": [
    0.7999998331069946,
    0.7173911929130554,
    0.4018263518810272,
    0.32835814356803894,
    0.3231440484523773,
    0.5726494193077087,
    0.6060604453086853,
    0.6631577014923096,
    0.7539265155792236,
    0.6633164882659912,
    0.31999990344047546,
    0.3707864284515381,
    0.6216214895248413,
    0.5263156294822693,
    0.49411749839782715,
    0.5454544425010681,
    0.6599999070167542,
    0.7012985944747925,
    0.5810053944587708,
    0.4324323236942291,
    0.7661689519882202,
    0.6637929677963257,
    0.5026176571846008,
    0.735751211643219,
    0.7684208750724792,
    0.48623839020729065,
    0.5333331823348999,
    0.3118278682231903,
    0.629441499710083,
    0.5595853924751282,
    0.5192306637763977,
    0.6238530874252319,
    0.5233643651008606,
    0.5566036701202393,
    0.5842695236206055,
    0.3231440484523773,
    0.6011558771133423,
    0.4886362552642822,
    0.41406238079071045,
    0.7272725701332092,
    0.4678361415863037,
    0.7872338891029358,
    0.5170730352401733,
    0.6413041353225708,
    0.3157893717288971,
    0.44705867767333984,
    0.33463025093078613,
    0.6178008913993835,
    0.7958113551139832,
    0.7391301989555359,
    0.33744847774505615,
    0.5714284777641296,
    0.6568626165390015,
    0.7846888303756714,
    0.725490152835846,
    0.2918454110622406,
    0.8526314496994019,
    0.629441499710083,
    0.7150257229804993,
    0.6161136031150818,
    0.7753303050994873,
    0.6598983407020569,
    0.5964910984039307,
    0.49773746728897095,
    0.41666656732559204,
    0.34224584698677063,
    0.43999987840652466,
    0.403755784034729,
    0.835820734500885,
    0.7099998593330383,
    0.575916051864624,
    0.7142855525016785,
    0.2966100871562958,
    0.434782475233078,
    0.3692306876182556,
    0.8020831942558289,
    0.7962961196899414,
    0.44444435834884644,
    0.4951455295085907,
    0.5775399804115295,
    0.26900574564933777,
    0.6278025507926941,
    0.8524587750434875,
    0.5497074723243713,
    0.4623654782772064,
    0.6305417418479919,
    0.5888323187828064,
    0.6764704585075378,
    0.6289306282997131,
    0.6540283560752869,
    0.6132074594497681,
    0.6930691599845886,
    0.48484835028648376,
    0.36464083194732666,
    0.8108106851577759,
    0.6633164882659912,
    0.5933012366294861,
    0.5208331942558289,
    0.329670250415802,
    0.6036034822463989
   ],
   "time": 10.435781639069319,
   "param": null
  },
  {
   "epoch": 159,
   "train_loss": 0.5590033531188965,
   "val_loss": 1.8248577117919922,
   "acc": 56.36,
   "f1": [
    0.794520378112793,
    0.6899998784065247,
    0.42452818155288696,
    0.319248765707016,
    0.34615373611450195,
    0.5470851063728333,
    0.6458331942558289,
    0.6185566186904907,
    0.7064219117164612,
    0.6120688319206238,
    0.29585790634155273,
    0.3764704465866089,
    0.6315788626670837,
    0.5360823273658752,
    0.4774192273616791,
    0.4916200041770935,
    0.6310677528381348,
    0.7336682677268982,
    0.49999988079071045,
    0.44311365485191345,
    0.7647057771682739,
    0.672645628452301,
    0.5185183882713318,
    0.7128711342811584,
    0.7570620179176331,
    0.4854367673397064,
    0.5465837121009827,
    0.3478259742259979,
    0.5632652044296265,
    0.5699480772018433,
    0.5302324295043945,
    0.5876776576042175,
    0.5416665077209473,
    0.5137613415718079,
    0.5268816351890564,
    0.2980768382549286,
    0.5798815488815308,
    0.5157893896102905,
    0.3803277909755707,
    0.7272725701332092,
    0.4230768084526062,
    0.7999998331069946,
    0.5061726570129395,
    0.6022725701332092,
    0.31155768036842346,
    0.4670657217502594,
    0.37614670395851135,
    0.6153844594955444,
    0.7981219291687012,
    0.7065216302871704,
    0.36559128761291504,
    0.5980390906333923,
    0.5799998641014099,
    0.7960197329521179,
    0.6721990704536438,
    0.29885047674179077,
    0.7722770571708679,
    0.6407765746116638,
    0.679245114326477,
    0.5398228764533997,
    0.7729466557502747,
    0.6301368474960327,
    0.6051281094551086,
    0.5317917466163635,
    0.41340771317481995,
    0.30120471119880676,
    0.4413144290447235,
    0.43428558111190796,
    0.8436017036437988,
    0.6995514035224915,
    0.6274508833885193,
    0.716157078742981,
    0.2769230008125305,
    0.4927534759044647,
    0.35978829860687256,
    0.7393363118171692,
    0.8571427464485168,
    0.432748407125473,
    0.46636757254600525,
    0.613756537437439,
    0.29896897077560425,
    0.5915491580963135,
    0.8542711734771729,
    0.5421684980392456,
    0.4670049846172333,
    0.6153844594955444,
    0.5660375952720642,
    0.6320753693580627,
    0.580644965171814,
    0.6499998569488525,
    0.5982142090797424,
    0.6880732178688049,
    0.42780739068984985,
    0.34523800015449524,
    0.8229663372039795,
    0.5819671154022217,
    0.5027931928634644,
    0.5048542022705078,
    0.30303019285202026,
    0.6699506640434265
   ],
   "time": 9.728135533630848,
   "param": null
  },
  {
   "epoch": 160,
   "train_loss": 0.5104532241821289,
   "val_loss": 1.587876558303833,
   "acc": 57.62,
   "f1": [
    0.8393780589103699,
    0.6798028349876404,
    0.4158414602279663,
    0.3468207120895386,
    0.3195875287055969,
    0.5951218605041504,
    0.6530610918998718,
    0.6666665077209473,
    0.7722770571708679,
    0.6596857309341431,
    0.31901830434799194,
    0.3369564116001129,
    0.6532661318778992,
    0.5232557058334351,
    0.4712642431259155,
    0.5538460612297058,
    0.6700506210327148,
    0.7599998116493225,
    0.5199998617172241,
    0.4910178482532501,
    0.7881771922111511,
    0.6916664838790894,
    0.5339804887771606,
    0.7346937656402588,
    0.7738691568374634,
    0.4946235418319702,
    0.5851062536239624,
    0.34482747316360474,
    0.6336632370948792,
    0.5561496019363403,
    0.572916567325592,
    0.6176469922065735,
    0.5286343097686768,
    0.5374448299407959,
    0.5139663219451904,
    0.29319363832473755,
    0.5531913042068481,
    0.5434780716896057,
    0.46351921558380127,
    0.7757007479667664,
    0.4886362552642822,
    0.7564765214920044,
    0.4973543584346771,
    0.6499998569488525,
    0.3316582143306732,
    0.4918031394481659,
    0.36529669165611267,
    0.6415093541145325,
    0.7699528932571411,
    0.6944442987442017,
    0.3317534327507019,
    0.5858584046363831,
    0.6320753693580627,
    0.7572813630104065,
    0.6896550059318542,
    0.29213473200798035,
    0.7830187082290649,
    0.6299998760223389,
    0.7005074620246887,
    0.5882351994514465,
    0.7958113551139832,
    0.613065242767334,
    0.6170212030410767,
    0.525345504283905,
    0.40217384696006775,
    0.32352936267852783,
    0.42452818155288696,
    0.40552979707717896,
    0.8186044692993164,
    0.7614211440086365,
    0.6296295523643494,
    0.6871793866157532,
    0.2723003923892975,
    0.48598119616508484,
    0.37130793929100037,
    0.7794870138168335,
    0.8235292434692383,
    0.49999988079071045,
    0.43523305654525757,
    0.5645932555198669,
    0.32128506898880005,
    0.5955054759979248,
    0.8247420191764832,
    0.5581393837928772,
    0.5310733318328857,
    0.6666664481163025,
    0.6161615252494812,
    0.6763284206390381,
    0.6249998807907104,
    0.7106597423553467,
    0.5938863754272461,
    0.7150257229804993,
    0.47513800859451294,
    0.3775508999824524,
    0.8543688058853149,
    0.6826921701431274,
    0.5668447613716125,
    0.48305076360702515,
    0.34615373611450195,
    0.6325579881668091
   ],
   "time": 9.39373454451561,
   "param": null
  },
  {
   "epoch": 161,
   "train_loss": 0.5446938872337341,
   "val_loss": 2.033313274383545,
   "acc": 56.76,
   "f1": [
    0.8457710146903992,
    0.678413987159729,
    0.4315788447856903,
    0.32941165566444397,
    0.3478260338306427,
    0.5803107619285583,
    0.6138612627983093,
    0.6338796615600586,
    0.6981130838394165,
    0.6404492855072021,
    0.3144652843475342,
    0.3756905198097229,
    0.6378377079963684,
    0.5164833664894104,
    0.4678361415863037,
    0.4808742105960846,
    0.6421051621437073,
    0.7005074620246887,
    0.5294116139411926,
    0.4745761454105377,
    0.7894735336303711,
    0.7090908288955688,
    0.539215624332428,
    0.7210299372673035,
    0.7499998807907104,
    0.5208331942558289,
    0.5513511896133423,
    0.3505975306034088,
    0.5612244009971619,
    0.5806450843811035,
    0.5545453429222107,
    0.5989846587181091,
    0.5321099162101746,
    0.5699480772018433,
    0.5463413596153259,
    0.3383083641529083,
    0.57297283411026,
    0.5230767726898193,
    0.3923075795173645,
    0.7452828288078308,
    0.5026736855506897,
    0.7650271654129028,
    0.502282977104187,
    0.5916665196418762,
    0.3148147463798523,
    0.47619032859802246,
    0.3904760777950287,
    0.5612244009971619,
    0.7738691568374634,
    0.6952788233757019,
    0.3540668785572052,
    0.5940592885017395,
    0.5700933337211609,
    0.7813951373100281,
    0.7052630186080933,
    0.2745097279548645,
    0.7906975150108337,
    0.6526314616203308,
    0.6666665077209473,
    0.5961536765098572,
    0.7692306041717529,
    0.6048778891563416,
    0.6249998807907104,
    0.4954127371311188,
    0.41314542293548584,
    0.28571417927742004,
    0.43243229389190674,
    0.4205606281757355,
    0.8490564227104187,
    0.7486629486083984,
    0.6666665077209473,
    0.729999840259552,
    0.2931033670902252,
    0.48387083411216736,
    0.34374991059303284,
    0.747572660446167,
    0.8333331942558289,
    0.5099998712539673,
    0.43999987840652466,
    0.5670101642608643,
    0.3314915895462036,
    0.619999885559082,
    0.8393780589103699,
    0.5476189255714417,
    0.4939757287502289,
    0.6188339591026306,
    0.6222221255302429,
    0.6871793866157532,
    0.574585497379303,
    0.6696831583976746,
    0.6095237135887146,
    0.6635069251060486,
    0.4408600926399231,
    0.3838382363319397,
    0.7931032776832581,
    0.6899998784065247,
    0.5045044422149658,
    0.4930231273174286,
    0.31249991059303284,
    0.6417111158370972
   ],
   "time": 9.276958961039782,
   "param": null
  },
  {
   "epoch": 162,
   "train_loss": 0.6055178642272949,
   "val_loss": 1.96922767162323,
   "acc": 57.51,
   "f1": [
    0.8399998545646667,
    0.7142855525016785,
    0.41284388303756714,
    0.35416656732559204,
    0.3584904372692108,
    0.5531913638114929,
    0.6464645266532898,
    0.6467660069465637,
    0.7263157367706299,
    0.679245114326477,
    0.38502663373947144,
    0.3414633274078369,
    0.6633164882659912,
    0.5027320981025696,
    0.5227271318435669,
    0.5381165146827698,
    0.6699506640434265,
    0.7238093614578247,
    0.518134593963623,
    0.5312498211860657,
    0.7609753608703613,
    0.6926827430725098,
    0.5252523422241211,
    0.7596151828765869,
    0.742857038974762,
    0.47933873534202576,
    0.5964910984039307,
    0.40206170082092285,
    0.6321242451667786,
    0.5862067937850952,
    0.5388599634170532,
    0.6037734746932983,
    0.5510202646255493,
    0.5454544425010681,
    0.48430484533309937,
    0.31088075041770935,
    0.5507245063781738,
    0.507771909236908,
    0.4489794969558716,
    0.7549017667770386,
    0.4924621880054474,
    0.8021388649940491,
    0.5380709171295166,
    0.59227454662323,
    0.30999991297721863,
    0.43956032395362854,
    0.3627450466156006,
    0.5543476939201355,
    0.7636361122131348,
    0.6994534134864807,
    0.31746023893356323,
    0.6041665077209473,
    0.6074764728546143,
    0.7920790910720825,
    0.6794257164001465,
    0.25490185618400574,
    0.8217819929122925,
    0.6486485004425049,
    0.7309643626213074,
    0.5888323187828064,
    0.7715734243392944,
    0.6666665077209473,
    0.6387433409690857,
    0.5145629644393921,
    0.3917524814605713,
    0.3232322335243225,
    0.4824119210243225,
    0.44444429874420166,
    0.8490564227104187,
    0.7305934429168701,
    0.6222221255302429,
    0.7614678144454956,
    0.29951682686805725,
    0.5050503611564636,
    0.41414129734039307,
    0.784946084022522,
    0.8325356841087341,
    0.5050503611564636,
    0.4731181561946869,
    0.5918366312980652,
    0.3418802320957184,
    0.5714284181594849,
    0.8465607166290283,
    0.5348835587501526,
    0.47513800859451294,
    0.6276593804359436,
    0.5937498807907104,
    0.5689654350280762,
    0.5847951769828796,
    0.6095237135887146,
    0.5853657722473145,
    0.6666665077209473,
    0.48756206035614014,
    0.4387753903865814,
    0.7844825983047485,
    0.6700506210327148,
    0.5482232570648193,
    0.502282977104187,
    0.37735840678215027,
    0.6526314616203308
   ],
   "time": 9.556765913963318,
   "param": null
  },
  {
   "epoch": 163,
   "train_loss": 0.4939980208873749,
   "val_loss": 1.82767653465271,
   "acc": 56.98,
   "f1": [
    0.7665197253227234,
    0.7373736500740051,
    0.43678146600723267,
    0.35714274644851685,
    0.39252325892448425,
    0.5463916063308716,
    0.6524062752723694,
    0.6051281094551086,
    0.7513810992240906,
    0.6234816312789917,
    0.327868789434433,
    0.3285022974014282,
    0.6140349507331848,
    0.5492226481437683,
    0.5031445622444153,
    0.5445024967193604,
    0.6255505681037903,
    0.742574155330658,
    0.5464479923248291,
    0.48387083411216736,
    0.7677723169326782,
    0.6808509230613708,
    0.5368419289588928,
    0.7046630382537842,
    0.7182319164276123,
    0.5116277933120728,
    0.5868262648582458,
    0.4059404730796814,
    0.587719202041626,
    0.5531913042068481,
    0.5523808598518372,
    0.5242717266082764,
    0.57297283411026,
    0.5196077227592468,
    0.48205116391181946,
    0.33802807331085205,
    0.5539904832839966,
    0.5023254752159119,
    0.4976957440376282,
    0.7661689519882202,
    0.47393354773521423,
    0.7812498211860657,
    0.5599998831748962,
    0.6562498807907104,
    0.320441871881485,
    0.40935659408569336,
    0.3744291365146637,
    0.5462961196899414,
    0.7661689519882202,
    0.6931816935539246,
    0.3414633274078369,
    0.5990337133407593,
    0.5773194432258606,
    0.7699998021125793,
    0.725490152835846,
    0.306122362613678,
    0.7677723169326782,
    0.6216214895248413,
    0.6857141852378845,
    0.6039602756500244,
    0.7745096683502197,
    0.6524062752723694,
    0.6187844276428223,
    0.539215624332428,
    0.37125736474990845,
    0.28999990224838257,
    0.47008538246154785,
    0.45714274048805237,
    0.8246443271636963,
    0.6849313974380493,
    0.6091952323913574,
    0.7124462127685547,
    0.2843136191368103,
    0.48039206862449646,
    0.3653844892978668,
    0.7389161586761475,
    0.796116292476654,
    0.502564013004303,
    0.4634144902229309,
    0.5930231213569641,
    0.3517586886882782,
    0.5955554842948914,
    0.8481673002243042,
    0.5795453190803528,
    0.49710968136787415,
    0.6341462135314941,
    0.5497629642486572,
    0.5703123807907104,
    0.5499998331069946,
    0.653658390045166,
    0.6197181344032288,
    0.6999998688697815,
    0.44444429874420166,
    0.39153432846069336,
    0.7946426868438721,
    0.666666567325592,
    0.5388126373291016,
    0.49999988079071045,
    0.3135133981704712,
    0.659340500831604
   ],
   "time": 10.109079372137785,
   "param": null
  },
  {
   "epoch": 164,
   "train_loss": 0.5777407288551331,
   "val_loss": 1.753294587135315,
   "acc": 56.49,
   "f1": [
    0.8167537450790405,
    0.7064219117164612,
    0.45348823070526123,
    0.3315507173538208,
    0.36269423365592957,
    0.5820105075836182,
    0.5627704858779907,
    0.6666665077209473,
    0.7177032232284546,
    0.6424240469932556,
    0.32558128237724304,
    0.40191373229026794,
    0.6413041353225708,
    0.5483869910240173,
    0.4942527115345001,
    0.5026736855506897,
    0.6304346323013306,
    0.6810809373855591,
    0.49999988079071045,
    0.46540868282318115,
    0.7958113551139832,
    0.6754384636878967,
    0.5148513317108154,
    0.6935482621192932,
    0.7715734243392944,
    0.5113635063171387,
    0.5492226481437683,
    0.35344812273979187,
    0.5894736051559448,
    0.5376343131065369,
    0.5221673846244812,
    0.5820105075836182,
    0.5181816816329956,
    0.511627733707428,
    0.5094338655471802,
    0.28272244334220886,
    0.5549736618995667,
    0.4923075735569,
    0.40178558230400085,
    0.7358488440513611,
    0.5454543828964233,
    0.8020302057266235,
    0.5050503611564636,
    0.6336632370948792,
    0.28318578004837036,
    0.44036686420440674,
    0.3578946590423584,
    0.5820105075836182,
    0.7249999046325684,
    0.7058822512626648,
    0.35714274644851685,
    0.6249998807907104,
    0.6350710391998291,
    0.7843136787414551,
    0.6638653874397278,
    0.2617800235748291,
    0.8514849543571472,
    0.6051281094551086,
    0.6914892196655273,
    0.6282721161842346,
    0.7407405972480774,
    0.6183573603630066,
    0.6421051621437073,
    0.5208331942558289,
    0.4145076870918274,
    0.33333325386047363,
    0.439655065536499,
    0.4242422580718994,
    0.8076921701431274,
    0.7307690382003784,
    0.6111109852790833,
    0.6853931546211243,
    0.3003951609134674,
    0.47524741291999817,
    0.37096765637397766,
    0.7272725701332092,
    0.8526314496994019,
    0.4799998700618744,
    0.4646463394165039,
    0.5825241804122925,
    0.3408070504665375,
    0.572916567325592,
    0.8374382257461548,
    0.5608464479446411,
    0.5348835587501526,
    0.6769229769706726,
    0.5686272978782654,
    0.6918917894363403,
    0.577777624130249,
    0.6732671856880188,
    0.5739129781723022,
    0.657142698764801,
    0.4766353964805603,
    0.38647329807281494,
    0.808988630771637,
    0.6320753693580627,
    0.5523808598518372,
    0.46413490176200867,
    0.3444443643093109,
    0.6305417418479919
   ],
   "time": 10.323977468535304,
   "param": null
  },
  {
   "epoch": 165,
   "train_loss": 0.4152873754501343,
   "val_loss": 1.9074209928512573,
   "acc": 57.48,
   "f1": [
    0.8446600437164307,
    0.6824643611907959,
    0.40659332275390625,
    0.3555554449558258,
    0.3696681261062622,
    0.5680932998657227,
    0.6243385076522827,
    0.625640869140625,
    0.7434553503990173,
    0.6702701449394226,
    0.36871495842933655,
    0.3444443643093109,
    0.6507176160812378,
    0.5393257141113281,
    0.487499862909317,
    0.5172412991523743,
    0.6559138894081116,
    0.7264149188995361,
    0.5529952645301819,
    0.48936155438423157,
    0.762376070022583,
    0.6909089088439941,
    0.5317917466163635,
    0.7173911929130554,
    0.7439612150192261,
    0.48309168219566345,
    0.5139663219451904,
    0.3964756429195404,
    0.6255922317504883,
    0.5649716258049011,
    0.5612244009971619,
    0.5767440795898438,
    0.5507245063781738,
    0.5754715800285339,
    0.45631060004234314,
    0.309859037399292,
    0.5513511896133423,
    0.5049503445625305,
    0.43265292048454285,
    0.7777776122093201,
    0.5027320981025696,
    0.7593581080436707,
    0.4999998211860657,
    0.6408838629722595,
    0.34123215079307556,
    0.46376800537109375,
    0.39999985694885254,
    0.5789472460746765,
    0.7821780443191528,
    0.7263681292533875,
    0.3669723868370056,
    0.5771142840385437,
    0.6454544067382812,
    0.7902437448501587,
    0.7203789353370667,
    0.2798353135585785,
    0.8115940690040588,
    0.6557375192642212,
    0.7065216302871704,
    0.5714284777641296,
    0.7906975150108337,
    0.6701029539108276,
    0.6597937345504761,
    0.4827585518360138,
    0.3804876506328583,
    0.3723403513431549,
    0.46999987959861755,
    0.41964274644851685,
    0.8224297761917114,
    0.735293984413147,
    0.6428569555282593,
    0.7433626651763916,
    0.2795697748661041,
    0.48076915740966797,
    0.334727942943573,
    0.7162789106369019,
    0.8113206028938293,
    0.529999852180481,
    0.45544540882110596,
    0.609625518321991,
    0.3428570628166199,
    0.589371919631958,
    0.8279567956924438,
    0.556212842464447,
    0.5086703896522522,
    0.6066349744796753,
    0.6054052114486694,
    0.6666665077209473,
    0.6380366683006287,
    0.6798028349876404,
    0.5963301062583923,
    0.6603772640228271,
    0.45714274048805237,
    0.3783782720565796,
    0.8316829800605774,
    0.6473428606987,
    0.5754715800285339,
    0.535353422164917,
    0.30769217014312744,
    0.635944664478302
   ],
   "time": 10.850027712993324,
   "param": null
  },
  {
   "epoch": 166,
   "train_loss": 0.514401912689209,
   "val_loss": 1.935762643814087,
   "acc": 57.64,
   "f1": [
    0.8110597729682922,
    0.7290639281272888,
    0.41340771317481995,
    0.33333322405815125,
    0.4215245544910431,
    0.5299144387245178,
    0.6136362552642822,
    0.6699506640434265,
    0.7058822512626648,
    0.679245114326477,
    0.36269423365592957,
    0.3208555281162262,
    0.6046510338783264,
    0.5833332538604736,
    0.4819276034832001,
    0.5090908408164978,
    0.6632122993469238,
    0.7037035822868347,
    0.5312498211860657,
    0.4607328474521637,
    0.7692306041717529,
    0.6810343265533447,
    0.5164833664894104,
    0.7512193918228149,
    0.7783782482147217,
    0.44444435834884644,
    0.5476189255714417,
    0.3523808717727661,
    0.6325579881668091,
    0.552941083908081,
    0.5510202646255493,
    0.5483869910240173,
    0.5555554032325745,
    0.5495494604110718,
    0.5084744095802307,
    0.2658958435058594,
    0.5454543828964233,
    0.4615383446216583,
    0.4253392219543457,
    0.7794870138168335,
    0.4777776598930359,
    0.8087430000305176,
    0.5079363584518433,
    0.6421051621437073,
    0.32558128237724304,
    0.4973543584346771,
    0.41071420907974243,
    0.5901637673377991,
    0.7596151828765869,
    0.7282606959342957,
    0.4093022048473358,
    0.5940592885017395,
    0.6610168218612671,
    0.775119423866272,
    0.7052630186080933,
    0.25510191917419434,
    0.8121825456619263,
    0.6806281208992004,
    0.6989246010780334,
    0.6074764728546143,
    0.7904760241508484,
    0.6458331942558289,
    0.6224488615989685,
    0.559139609336853,
    0.3636362850666046,
    0.3365383446216583,
    0.47115376591682434,
    0.48936155438423157,
    0.8195120096206665,
    0.7019230127334595,
    0.6170212030410767,
    0.7570091485977173,
    0.29896897077560425,
    0.4780486822128296,
    0.37499988079071045,
    0.7272725701332092,
    0.8148146271705627,
    0.5380709171295166,
    0.47321414947509766,
    0.5990337133407593,
    0.30303022265434265,
    0.5865383148193359,
    0.8510636687278748,
    0.5432096719741821,
    0.5273630023002625,
    0.6195651292800903,
    0.6031745076179504,
    0.6515835523605347,
    0.612716555595398,
    0.6763284206390381,
    0.6132074594497681,
    0.672810971736908,
    0.47572803497314453,
    0.40659332275390625,
    0.8193830847740173,
    0.6910993456840515,
    0.522222101688385,
    0.5596328973770142,
    0.30857133865356445,
    0.6116504073143005
   ],
   "time": 10.986101724207401,
   "param": null
  },
  {
   "epoch": 167,
   "train_loss": 0.48715054988861084,
   "val_loss": 1.7176543474197388,
   "acc": 57.69,
   "f1": [
    0.8190473914146423,
    0.6923075318336487,
    0.42708319425582886,
    0.3563217520713806,
    0.4052862524986267,
    0.5478259921073914,
    0.629441499710083,
    0.6368157267570496,
    0.728155255317688,
    0.6382977366447449,
    0.33333325386047363,
    0.3478259742259979,
    0.6262625455856323,
    0.594594419002533,
    0.48587560653686523,
    0.48888880014419556,
    0.6354165077209473,
    0.7383176684379578,
    0.5714284777641296,
    0.5052630305290222,
    0.8061222434043884,
    0.7004607319831848,
    0.5654449462890625,
    0.7762555480003357,
    0.7812498211860657,
    0.4491977095603943,
    0.5172412991523743,
    0.39603951573371887,
    0.6113988757133484,
    0.5999999046325684,
    0.5445543527603149,
    0.6009388566017151,
    0.5473682880401611,
    0.548076868057251,
    0.4907405972480774,
    0.29665064811706543,
    0.5578945875167847,
    0.5154638290405273,
    0.44559577107429504,
    0.7765957117080688,
    0.4947367310523987,
    0.8021388649940491,
    0.5145629644393921,
    0.5919281840324402,
    0.3260868787765503,
    0.45555540919303894,
    0.37499991059303284,
    0.5851062536239624,
    0.742857038974762,
    0.7174886465072632,
    0.36458322405815125,
    0.5757573843002319,
    0.6268655061721802,
    0.7757007479667664,
    0.6865670084953308,
    0.22115376591682434,
    0.8118810057640076,
    0.6632122993469238,
    0.688171923160553,
    0.6190475225448608,
    0.8058250546455383,
    0.5999999046325684,
    0.6633662581443787,
    0.548076868057251,
    0.35443025827407837,
    0.3248729705810547,
    0.45132729411125183,
    0.44210511445999146,
    0.8691586852073669,
    0.7142855525016785,
    0.631578803062439,
    0.7407405972480774,
    0.2731706500053406,
    0.47368407249450684,
    0.4021162986755371,
    0.7755100131034851,
    0.7911109328269958,
    0.506912350654602,
    0.44239622354507446,
    0.5592415928840637,
    0.3707316219806671,
    0.645502507686615,
    0.8704661726951599,
    0.5780345797538757,
    0.4824119210243225,
    0.6378377079963684,
    0.6051281094551086,
    0.6122447848320007,
    0.6086955666542053,
    0.6666665077209473,
    0.6422017216682434,
    0.6697673201560974,
    0.49999988079071045,
    0.36018943786621094,
    0.8390242457389832,
    0.6600984334945679,
    0.5658535361289978,
    0.5169490575790405,
    0.3542855978012085,
    0.6464645266532898
   ],
   "time": 10.928451241925359,
   "param": null
  },
  {
   "epoch": 168,
   "train_loss": 0.46403637528419495,
   "val_loss": 1.7663335800170898,
   "acc": 57.87,
   "f1": [
    0.8365382552146912,
    0.7053138613700867,
    0.4692735970020294,
    0.3894736170768738,
    0.366812139749527,
    0.5764191746711731,
    0.6378377079963684,
    0.6435642242431641,
    0.7187498211860657,
    0.6368157267570496,
    0.29885047674179077,
    0.3169397711753845,
    0.6274508833885193,
    0.5056177973747253,
    0.5028570294380188,
    0.5668447613716125,
    0.653465211391449,
    0.7199999094009399,
    0.5652172565460205,
    0.46808499097824097,
    0.747572660446167,
    0.610293984413147,
    0.5268816351890564,
    0.7582937479019165,
    0.8043477535247803,
    0.4096384644508362,
    0.5538460612297058,
    0.3999998867511749,
    0.6350710391998291,
    0.5697672963142395,
    0.5087717771530151,
    0.622641384601593,
    0.6145831942558289,
    0.5656563639640808,
    0.518134593963623,
    0.2976743280887604,
    0.5913977026939392,
    0.5370368957519531,
    0.40350866317749023,
    0.7708331346511841,
    0.5164833664894104,
    0.8066297173500061,
    0.4924621880054474,
    0.6176469922065735,
    0.2824857831001282,
    0.4509802758693695,
    0.37962955236434937,
    0.6291078925132751,
    0.775119423866272,
    0.7262568473815918,
    0.40206170082092285,
    0.6368157267570496,
    0.6183573603630066,
    0.7939696907997131,
    0.6956520080566406,
    0.2545453906059265,
    0.822334885597229,
    0.631578803062439,
    0.7551018595695496,
    0.6074764728546143,
    0.7938142418861389,
    0.639593780040741,
    0.6486485004425049,
    0.5142855644226074,
    0.4081631302833557,
    0.3557691276073456,
    0.4593299925327301,
    0.48756206035614014,
    0.8186044692993164,
    0.7305934429168701,
    0.6299998760223389,
    0.7255812287330627,
    0.2976743280887604,
    0.4516127407550812,
    0.39999985694885254,
    0.7499999403953552,
    0.8390242457389832,
    0.4530385434627533,
    0.4873095452785492,
    0.5728641748428345,
    0.2955664098262787,
    0.5882351398468018,
    0.8645831346511841,
    0.5764704942703247,
    0.5263156294822693,
    0.620320737361908,
    0.5753422975540161,
    0.6697246432304382,
    0.6349205374717712,
    0.6599999070167542,
    0.6019416451454163,
    0.679245114326477,
    0.4725273549556732,
    0.4179103374481201,
    0.8333331942558289,
    0.6729856729507446,
    0.5894736051559448,
    0.48387086391448975,
    0.35483860969543457,
    0.6737966537475586
   ],
   "time": 10.14439416769892,
   "param": null
  },
  {
   "epoch": 169,
   "train_loss": 0.5099815130233765,
   "val_loss": 1.6579118967056274,
   "acc": 57.63,
   "f1": [
    0.8269229531288147,
    0.6995072364807129,
    0.44036686420440674,
    0.36470577120780945,
    0.4192138612270355,
    0.528846025466919,
    0.685082733631134,
    0.6486485004425049,
    0.6757989525794983,
    0.653465211391449,
    0.35675665736198425,
    0.3316582143306732,
    0.6238530874252319,
    0.559139609336853,
    0.5030673146247864,
    0.5482232570648193,
    0.683937668800354,
    0.7192116975784302,
    0.5680471658706665,
    0.4745761454105377,
    0.7878786325454712,
    0.6493505239486694,
    0.5502644181251526,
    0.7592591643333435,
    0.736263632774353,
    0.46874985098838806,
    0.5685278177261353,
    0.38181808590888977,
    0.5929647088050842,
    0.5257141590118408,
    0.5592415928840637,
    0.62135910987854,
    0.5306121110916138,
    0.5454543828964233,
    0.5050503611564636,
    0.25961530208587646,
    0.6243385076522827,
    0.5046727657318115,
    0.41176462173461914,
    0.7938142418861389,
    0.5157893896102905,
    0.8066297173500061,
    0.5252523422241211,
    0.6399998664855957,
    0.30999991297721863,
    0.43298953771591187,
    0.3823528587818146,
    0.6055043935775757,
    0.7476633787155151,
    0.7083331942558289,
    0.35294109582901,
    0.6274508833885193,
    0.6224488615989685,
    0.7641507983207703,
    0.7164177894592285,
    0.31050220131874084,
    0.7889906764030457,
    0.6282721161842346,
    0.7395831346511841,
    0.5727698802947998,
    0.8181816339492798,
    0.6502462029457092,
    0.6802029013633728,
    0.5742572546005249,
    0.3957218527793884,
    0.2824857831001282,
    0.44444435834884644,
    0.44444429874420166,
    0.8699997663497925,
    0.7247704863548279,
    0.6526314616203308,
    0.7297295928001404,
    0.31535258889198303,
    0.47572803497314453,
    0.3827749788761139,
    0.7661689519882202,
    0.8043477535247803,
    0.5212765336036682,
    0.4675323963165283,
    0.5684208869934082,
    0.29787224531173706,
    0.592920184135437,
    0.8512818813323975,
    0.5310733318328857,
    0.505154550075531,
    0.6557375192642212,
    0.575916051864624,
    0.6699027419090271,
    0.5806450843811035,
    0.6603772640228271,
    0.5700933337211609,
    0.6796115040779114,
    0.4910178482532501,
    0.4042551815509796,
    0.8396224975585938,
    0.6914892196655273,
    0.494381844997406,
    0.5258214473724365,
    0.33333322405815125,
    0.6666665077209473
   ],
   "time": 10.239791852422059,
   "param": null
  },
  {
   "epoch": 170,
   "train_loss": 0.47856637835502625,
   "val_loss": 2.1072638034820557,
   "acc": 57.02,
   "f1": [
    0.7889906764030457,
    0.7462685704231262,
    0.40624988079071045,
    0.37894728779792786,
    0.33816415071487427,
    0.5662099123001099,
    0.6113988757133484,
    0.6424869298934937,
    0.7340423464775085,
    0.6040815114974976,
    0.3440859317779541,
    0.3350784480571747,
    0.5999999046325684,
    0.5380114912986755,
    0.45859864354133606,
    0.5274723768234253,
    0.6106193661689758,
    0.7214610576629639,
    0.5380709171295166,
    0.4855490028858185,
    0.7454543113708496,
    0.6307052373886108,
    0.5291004180908203,
    0.638554036617279,
    0.7839194536209106,
    0.44976064562797546,
    0.5465114712715149,
    0.4108106791973114,
    0.5769229531288147,
    0.5917158722877502,
    0.5396823883056641,
    0.6069650650024414,
    0.5492226481437683,
    0.5922329425811768,
    0.5373133420944214,
    0.2793295085430145,
    0.6145250201225281,
    0.5048542022705078,
    0.4343433380126953,
    0.7922703623771667,
    0.48076915740966797,
    0.7891891002655029,
    0.507771909236908,
    0.6594592928886414,
    0.28571417927742004,
    0.4756755530834198,
    0.3874344527721405,
    0.6074764728546143,
    0.7434553503990173,
    0.6820808053016663,
    0.35121941566467285,
    0.5675674080848694,
    0.6060605049133301,
    0.776698887348175,
    0.721153736114502,
    0.28193822503089905,
    0.7817257046699524,
    0.6282721161842346,
    0.7403313517570496,
    0.5948274731636047,
    0.7342994213104248,
    0.6153844594955444,
    0.6633164882659912,
    0.5405403971672058,
    0.3468207120895386,
    0.3121950626373291,
    0.4433496594429016,
    0.445652037858963,
    0.8246443271636963,
    0.7562187314033508,
    0.649484395980835,
    0.7190080881118774,
    0.2843136191368103,
    0.46728962659835815,
    0.40579700469970703,
    0.7659572958946228,
    0.8151656985282898,
    0.5024153590202332,
    0.4914284646511078,
    0.5463413596153259,
    0.3117869794368744,
    0.554216742515564,
    0.8556148409843445,
    0.5464479923248291,
    0.5494503974914551,
    0.6424869298934937,
    0.5906734466552734,
    0.5999999642372131,
    0.6265058517456055,
    0.6499998569488525,
    0.5999999046325684,
    0.680412232875824,
    0.4923075735569,
    0.4022345542907715,
    0.7479673027992249,
    0.6403939127922058,
    0.5435895919799805,
    0.5339804887771606,
    0.37999987602233887,
    0.5999999046325684
   ],
   "time": 10.09657440148294,
   "param": null
  },
  {
   "epoch": 171,
   "train_loss": 0.4670279920101166,
   "val_loss": 1.744710922241211,
   "acc": 57.79,
   "f1": [
    0.8457710146903992,
    0.7272725701332092,
    0.4454975128173828,
    0.3111110329627991,
    0.4056602716445923,
    0.5826086401939392,
    0.6338796615600586,
    0.6808508634567261,
    0.732673168182373,
    0.6347824931144714,
    0.36046499013900757,
    0.33333325386047363,
    0.6288208365440369,
    0.5869563817977905,
    0.487499862909317,
    0.525345504283905,
    0.653465211391449,
    0.6956520080566406,
    0.5699480772018433,
    0.45054933428764343,
    0.7707315683364868,
    0.6477731466293335,
    0.5445024967193604,
    0.7486629486083984,
    0.7684208750724792,
    0.4387753903865814,
    0.535519003868103,
    0.34343424439430237,
    0.5511109828948975,
    0.5666665434837341,
    0.5488370656967163,
    0.5762710571289062,
    0.5212765336036682,
    0.572916567325592,
    0.48837196826934814,
    0.2976743280887604,
    0.6198828816413879,
    0.5074625611305237,
    0.4577113389968872,
    0.8292681574821472,
    0.5217389464378357,
    0.7894735336303711,
    0.5436891913414001,
    0.6321242451667786,
    0.30303022265434265,
    0.4692735970020294,
    0.38738730549812317,
    0.619999885559082,
    0.747572660446167,
    0.696132481098175,
    0.36893191933631897,
    0.6019416451454163,
    0.6442306041717529,
    0.8056870102882385,
    0.707547128200531,
    0.28571417927742004,
    0.8163263201713562,
    0.6354165077209473,
    0.7322402596473694,
    0.6094419956207275,
    0.7614211440086365,
    0.6530610918998718,
    0.6483515501022339,
    0.526829183101654,
    0.3707864284515381,
    0.31372541189193726,
    0.44554442167282104,
    0.4516127407550812,
    0.8725488185882568,
    0.7393363118171692,
    0.6185566186904907,
    0.7296136021614075,
    0.29126206040382385,
    0.47572803497314453,
    0.44230756163597107,
    0.7835050225257874,
    0.8252425789833069,
    0.5024629235267639,
    0.44554442167282104,
    0.5989303588867188,
    0.3362830877304077,
    0.6017698049545288,
    0.8465607166290283,
    0.5664739012718201,
    0.5028570294380188,
    0.6378377079963684,
    0.6162160634994507,
    0.6060605049133301,
    0.6374998688697815,
    0.6532661318778992,
    0.5658535361289978,
    0.7058822512626648,
    0.5531913042068481,
    0.4044942855834961,
    0.7982454895973206,
    0.6418603658676147,
    0.5402297377586365,
    0.5181816816329956,
    0.34862375259399414,
    0.6470587849617004
   ],
   "time": 10.546932559460402,
   "param": null
  },
  {
   "epoch": 172,
   "train_loss": 0.4246107041835785,
   "val_loss": 1.8060364723205566,
   "acc": 58.19,
   "f1": [
    0.8325356841087341,
    0.7434553503990173,
    0.43564343452453613,
    0.36904752254486084,
    0.38775497674942017,
    0.5769229531288147,
    0.631578803062439,
    0.6206895112991333,
    0.772486686706543,
    0.6461536884307861,
    0.3440859317779541,
    0.3703702688217163,
    0.6268655061721802,
    0.5608464479446411,
    0.5257141590118408,
    0.5333331823348999,
    0.6774192452430725,
    0.7199999094009399,
    0.575916051864624,
    0.48837196826934814,
    0.7632849216461182,
    0.7142855525016785,
    0.5303866267204285,
    0.7729466557502747,
    0.7741934061050415,
    0.4976075291633606,
    0.5869563817977905,
    0.3714284896850586,
    0.6018517017364502,
    0.5810053944587708,
    0.5312498211860657,
    0.5922329425811768,
    0.5333331823348999,
    0.5465114712715149,
    0.5240640044212341,
    0.2944161295890808,
    0.612716555595398,
    0.5045044422149658,
    0.4200912117958069,
    0.7772510051727295,
    0.5405403971672058,
    0.7894735336303711,
    0.5130888819694519,
    0.6132074594497681,
    0.3362830877304077,
    0.4352940320968628,
    0.36714968085289,
    0.5654449462890625,
    0.7579907178878784,
    0.738461434841156,
    0.3361343741416931,
    0.6037734746932983,
    0.6082472205162048,
    0.7609753608703613,
    0.6968324184417725,
    0.23115570843219757,
    0.8415840268135071,
    0.6354165077209473,
    0.7135677337646484,
    0.6305417418479919,
    0.7902437448501587,
    0.6502462029457092,
    0.6321242451667786,
    0.5488370656967163,
    0.37563440203666687,
    0.3316582143306732,
    0.4426228404045105,
    0.47619035840034485,
    0.847618818283081,
    0.7547168731689453,
    0.6210525035858154,
    0.778846025466919,
    0.278026819229126,
    0.5529952645301819,
    0.4056602716445923,
    0.7959181666374207,
    0.8717947006225586,
    0.4999998211860657,
    0.4688993990421295,
    0.6304346323013306,
    0.3253587782382965,
    0.5981307029724121,
    0.8478258848190308,
    0.5568180084228516,
    0.5476189255714417,
    0.5980390906333923,
    0.5911328792572021,
    0.6729856729507446,
    0.635837972164154,
    0.6871793866157532,
    0.5904760956764221,
    0.6990289688110352,
    0.4692735970020294,
    0.3636362552642822,
    0.8195120096206665,
    0.666666567325592,
    0.5688887238502502,
    0.506912350654602,
    0.3775508999824524,
    0.6666665077209473
   ],
   "time": 10.787693969905376,
   "param": null
  },
  {
   "epoch": 173,
   "train_loss": 0.47772878408432007,
   "val_loss": 1.8320047855377197,
   "acc": 58.49,
   "f1": [
    0.8186044692993164,
    0.727272629737854,
    0.4666665494441986,
    0.38709667325019836,
    0.40624988079071045,
    0.6044443249702454,
    0.6291078925132751,
    0.6524062752723694,
    0.7291665077209473,
    0.6666665077209473,
    0.3699999153614044,
    0.36842095851898193,
    0.6126124858856201,
    0.57297283411026,
    0.5421684980392456,
    0.5775399804115295,
    0.631578803062439,
    0.7263157367706299,
    0.5786800384521484,
    0.5168538093566895,
    0.7920790910720825,
    0.6299211382865906,
    0.5527637004852295,
    0.7605632543563843,
    0.7709495425224304,
    0.4659089744091034,
    0.5608464479446411,
    0.36448585987091064,
    0.5840706825256348,
    0.5869563817977905,
    0.5686272978782654,
    0.5911328792572021,
    0.5670101642608643,
    0.53465336561203,
    0.5531913042068481,
    0.2795697748661041,
    0.6249998807907104,
    0.49777767062187195,
    0.4594593644142151,
    0.8082899451255798,
    0.47513800859451294,
    0.7956987619400024,
    0.5054942965507507,
    0.6321242451667786,
    0.3195875287055969,
    0.4343433380126953,
    0.38461530208587646,
    0.6168223023414612,
    0.7579907178878784,
    0.7156862020492554,
    0.367346853017807,
    0.6009388566017151,
    0.6046510338783264,
    0.7843136787414551,
    0.7247704863548279,
    0.3133639991283417,
    0.8173075318336487,
    0.6231154203414917,
    0.7234041690826416,
    0.6082947254180908,
    0.7899998426437378,
    0.629441499710083,
    0.633333146572113,
    0.5882351994514465,
    0.3666665554046631,
    0.3139533996582031,
    0.46728962659835815,
    0.48039206862449646,
    0.8405795097351074,
    0.7669901251792908,
    0.6010927557945251,
    0.7649767994880676,
    0.2786068916320801,
    0.535353422164917,
    0.39252325892448425,
    0.7857141494750977,
    0.8586385846138,
    0.48076915740966797,
    0.49773746728897095,
    0.6262625455856323,
    0.3206750154495239,
    0.5674417018890381,
    0.8426394462585449,
    0.5402297377586365,
    0.5168538093566895,
    0.6368157267570496,
    0.589371919631958,
    0.6697673201560974,
    0.6354165077209473,
    0.6336632370948792,
    0.6036034822463989,
    0.6697673201560974,
    0.4780486822128296,
    0.39215680956840515,
    0.8436017036437988,
    0.6857141852378845,
    0.5263156294822693,
    0.5315313935279846,
    0.37185919284820557,
    0.6666665077209473
   ],
   "time": 10.822943773120642,
   "param": null
  },
  {
   "epoch": 174,
   "train_loss": 0.44817861914634705,
   "val_loss": 1.8849833011627197,
   "acc": 58.24,
   "f1": [
    0.8309177160263062,
    0.7411166429519653,
    0.4232803285121918,
    0.4226802885532379,
    0.4123710095882416,
    0.6036034822463989,
    0.5934064984321594,
    0.6699506640434265,
    0.7526880502700806,
    0.6249998807907104,
    0.3487178385257721,
    0.35483860969543457,
    0.6216214895248413,
    0.572916567325592,
    0.46913567185401917,
    0.5158370137214661,
    0.6310677528381348,
    0.7090908288955688,
    0.5658535361289978,
    0.48421040177345276,
    0.7641507983207703,
    0.6486485004425049,
    0.5599998831748962,
    0.7393363118171692,
    0.8082899451255798,
    0.4487804174423218,
    0.5780345797538757,
    0.33333322405815125,
    0.5982142090797424,
    0.5683058500289917,
    0.5402842164039612,
    0.5726140141487122,
    0.5937498807907104,
    0.563380241394043,
    0.5263156890869141,
    0.25688064098358154,
    0.6195651292800903,
    0.506912350654602,
    0.452830046415329,
    0.7722770571708679,
    0.5154638290405273,
    0.8152172565460205,
    0.5333331823348999,
    0.6473428606987,
    0.30270257592201233,
    0.393063485622406,
    0.37004393339157104,
    0.5728641748428345,
    0.7677723169326782,
    0.6857141256332397,
    0.4083768427371979,
    0.62135910987854,
    0.6086955666542053,
    0.7920790910720825,
    0.742574155330658,
    0.29896897077560425,
    0.8316829800605774,
    0.6458331942558289,
    0.6871793866157532,
    0.5936071872711182,
    0.7922703623771667,
    0.6187844276428223,
    0.6703295111656189,
    0.5621620416641235,
    0.3763439953327179,
    0.3387977182865143,
    0.44036686420440674,
    0.46486473083496094,
    0.8799998164176941,
    0.7298576831817627,
    0.6217615604400635,
    0.7327585220336914,
    0.33333322405815125,
    0.5099998712539673,
    0.44670039415359497,
    0.7450978755950928,
    0.7924526929855347,
    0.5157893896102905,
    0.49484527111053467,
    0.6270268559455872,
    0.33802807331085205,
    0.5663716197013855,
    0.8437498211860657,
    0.5232557058334351,
    0.5027320981025696,
    0.6470587849617004,
    0.6051281094551086,
    0.6272726058959961,
    0.635837972164154,
    0.6697673201560974,
    0.5915491580963135,
    0.6732671856880188,
    0.5189187526702881,
    0.4069766402244568,
    0.7551865577697754,
    0.6763284206390381,
    0.561576247215271,
    0.5167463421821594,
    0.35714274644851685,
    0.6853931546211243
   ],
   "time": 10.018729045055807,
   "param": null
  },
  {
   "epoch": 175,
   "train_loss": 0.4011577367782593,
   "val_loss": 1.8746391534805298,
   "acc": 58.06,
   "f1": [
    0.8415840268135071,
    0.7192116975784302,
    0.43564343452453613,
    0.39130425453186035,
    0.36842095851898193,
    0.5147057771682739,
    0.6310158967971802,
    0.649484395980835,
    0.7599998116493225,
    0.6548671722412109,
    0.3267325758934021,
    0.34254133701324463,
    0.6175113916397095,
    0.5846152901649475,
    0.5058822631835938,
    0.5142855644226074,
    0.62135910987854,
    0.6837605237960815,
    0.5608464479446411,
    0.45595842599868774,
    0.7348835468292236,
    0.7035174369812012,
    0.5490195155143738,
    0.6702126860618591,
    0.8041235208511353,
    0.4405285120010376,
    0.5280897617340088,
    0.3555554449558258,
    0.5765764713287354,
    0.6041665077209473,
    0.5418717861175537,
    0.6052630543708801,
    0.5870645046234131,
    0.6010361909866333,
    0.507771909236908,
    0.2901553809642792,
    0.5730335712432861,
    0.4924621880054474,
    0.47004595398902893,
    0.7979796528816223,
    0.4927534759044647,
    0.7734804749488831,
    0.5418717861175537,
    0.6502462029457092,
    0.38341957330703735,
    0.45405393838882446,
    0.42253509163856506,
    0.5608464479446411,
    0.7661689519882202,
    0.7171715497970581,
    0.36633655428886414,
    0.6103284358978271,
    0.6220094561576843,
    0.7714284658432007,
    0.7450978755950928,
    0.309278279542923,
    0.8410254716873169,
    0.631578803062439,
    0.727272629737854,
    0.5894736051559448,
    0.7846888303756714,
    0.6321242451667786,
    0.6595743298530579,
    0.5595853924751282,
    0.3703702688217163,
    0.3287670314311981,
    0.4729062616825104,
    0.4744184911251068,
    0.8246443271636963,
    0.735293984413147,
    0.6451612114906311,
    0.7078188061714172,
    0.29473677277565,
    0.5099998712539673,
    0.3838382363319397,
    0.79365074634552,
    0.7963799238204956,
    0.49261072278022766,
    0.4766837954521179,
    0.6292133331298828,
    0.2944161295890808,
    0.6274508833885193,
    0.8556148409843445,
    0.5617976188659668,
    0.49999988079071045,
    0.6069650650024414,
    0.6091369390487671,
    0.6637553572654724,
    0.6227543354034424,
    0.6599999070167542,
    0.6099998950958252,
    0.6697673201560974,
    0.4972374439239502,
    0.3756905198097229,
    0.7963799238204956,
    0.6732671856880188,
    0.5517240166664124,
    0.522612988948822,
    0.39215680956840515,
    0.6299998760223389
   ],
   "time": 9.644581659696996,
   "param": null
  },
  {
   "epoch": 176,
   "train_loss": 0.3575644791126251,
   "val_loss": 1.98140287399292,
   "acc": 58.93,
   "f1": [
    0.8217819929122925,
    0.72251296043396,
    0.46632111072540283,
    0.4210525155067444,
    0.4102562665939331,
    0.6507176160812378,
    0.6363635063171387,
    0.6632652282714844,
    0.7219511270523071,
    0.6630433797836304,
    0.382978618144989,
    0.3350784480571747,
    0.6633662581443787,
    0.5595853924751282,
    0.5207098722457886,
    0.5816324949264526,
    0.6565654873847961,
    0.7389161586761475,
    0.5492226481437683,
    0.4727271497249603,
    0.798029363155365,
    0.6949151158332825,
    0.5252523422241211,
    0.7657655477523804,
    0.7868850827217102,
    0.47368407249450684,
    0.5517240166664124,
    0.3482586145401001,
    0.6285713315010071,
    0.5806450843811035,
    0.5258619785308838,
    0.5913042426109314,
    0.5970147848129272,
    0.5099998712539673,
    0.5435895919799805,
    0.2621358335018158,
    0.6145250201225281,
    0.520408034324646,
    0.4330707788467407,
    0.7761192321777344,
    0.5408161878585815,
    0.7872338891029358,
    0.535519003868103,
    0.6476188898086548,
    0.299465149641037,
    0.4598929286003113,
    0.37614670395851135,
    0.6399998664855957,
    0.766355037689209,
    0.7549017667770386,
    0.37209296226501465,
    0.5990782380104065,
    0.6380951404571533,
    0.786729633808136,
    0.7368419766426086,
    0.31279608607292175,
    0.7981219291687012,
    0.6403939127922058,
    0.735751211643219,
    0.5700481534004211,
    0.8039213418960571,
    0.6633164882659912,
    0.6984125375747681,
    0.5670101642608643,
    0.4059404730796814,
    0.31088075041770935,
    0.4476189613342285,
    0.41269823908805847,
    0.847618818283081,
    0.7547168731689453,
    0.6417111158370972,
    0.7464112639427185,
    0.31155768036842346,
    0.5294116735458374,
    0.4095236659049988,
    0.7878786325454712,
    0.8629439473152161,
    0.4717947542667389,
    0.4899998903274536,
    0.5999999046325684,
    0.32160791754722595,
    0.6057690978050232,
    0.8527917265892029,
    0.5730335712432861,
    0.5088756084442139,
    0.629441499710083,
    0.6138612627983093,
    0.6759257912635803,
    0.5975608825683594,
    0.6761903762817383,
    0.5922329425811768,
    0.721153736114502,
    0.522612988948822,
    0.3794870972633362,
    0.8457710146903992,
    0.6376810669898987,
    0.5742572546005249,
    0.520408034324646,
    0.38497641682624817,
    0.6565654873847961
   ],
   "time": 9.089069411158562,
   "param": null
  },
  {
   "epoch": 177,
   "train_loss": 0.37889039516448975,
   "val_loss": 1.8942441940307617,
   "acc": 58.51,
   "f1": [
    0.8285712599754333,
    0.7171715497970581,
    0.4361701011657715,
    0.37696322798728943,
    0.43523305654525757,
    0.5726494193077087,
    0.6448085904121399,
    0.6834169626235962,
    0.7564765214920044,
    0.6565654873847961,
    0.35714274644851685,
    0.3654821515083313,
    0.6380951404571533,
    0.5483869910240173,
    0.5121949315071106,
    0.5445543527603149,
    0.6403939127922058,
    0.7162789106369019,
    0.5760868191719055,
    0.4678361415863037,
    0.7843136787414551,
    0.6874998211860657,
    0.5425531268119812,
    0.7614678144454956,
    0.7999997735023499,
    0.43925222754478455,
    0.5573769211769104,
    0.36269423365592957,
    0.5911328792572021,
    0.5520831942558289,
    0.5454544425010681,
    0.5477177500724792,
    0.5876287817955017,
    0.5567008852958679,
    0.49999988079071045,
    0.2870812714099884,
    0.5899998545646667,
    0.5074625611305237,
    0.43404245376586914,
    0.7777776122093201,
    0.5297296643257141,
    0.804232656955719,
    0.5133689045906067,
    0.6467660069465637,
    0.3402060866355896,
    0.45405393838882446,
    0.36842095851898193,
    0.5913977026939392,
    0.7488149404525757,
    0.7253884673118591,
    0.35714274644851685,
    0.6267279982566833,
    0.6425337791442871,
    0.7918779850006104,
    0.7123286128044128,
    0.2786068916320801,
    0.8426394462585449,
    0.639593780040741,
    0.7164177894592285,
    0.5961536765098572,
    0.7941174507141113,
    0.6299998760223389,
    0.6813185214996338,
    0.5757573843002319,
    0.40191373229026794,
    0.2944161295890808,
    0.47619035840034485,
    0.5024153590202332,
    0.8529410362243652,
    0.7400879263877869,
    0.6387433409690857,
    0.7289717793464661,
    0.2980768382549286,
    0.5177663564682007,
    0.4299064576625824,
    0.7729466557502747,
    0.8341230750083923,
    0.5240640044212341,
    0.49214646220207214,
    0.6073297262191772,
    0.30392149090766907,
    0.5882351398468018,
    0.8481673002243042,
    0.5317917466163635,
    0.49999988079071045,
    0.6249998807907104,
    0.602040708065033,
    0.6607141494750977,
    0.6190474629402161,
    0.6411482095718384,
    0.5769229531288147,
    0.7128711342811584,
    0.5312498211860657,
    0.38974347710609436,
    0.7927926778793335,
    0.6930691599845886,
    0.5876287817955017,
    0.5164318084716797,
    0.3654821515083313,
    0.6632652282714844
   ],
   "time": 9.771781495772302,
   "param": null
  },
  {
   "epoch": 178,
   "train_loss": 0.38491448760032654,
   "val_loss": 1.9845809936523438,
   "acc": 58.76,
   "f1": [
    0.8349512815475464,
    0.7244896292686462,
    0.45976996421813965,
    0.4158414602279663,
    0.40191373229026794,
    0.6175113916397095,
    0.6153844594955444,
    0.6633164882659912,
    0.7128711342811584,
    0.6732671856880188,
    0.35675665736198425,
    0.3838382363319397,
    0.6700506210327148,
    0.5560973882675171,
    0.5146197080612183,
    0.53465336561203,
    0.6806281208992004,
    0.7437184453010559,
    0.5555554628372192,
    0.4712642431259155,
    0.8059700727462769,
    0.6756755113601685,
    0.5527637004852295,
    0.7454543113708496,
    0.7978722453117371,
    0.44670039415359497,
    0.5268816351890564,
    0.3269230127334595,
    0.6244342923164368,
    0.5685278177261353,
    0.5315313935279846,
    0.5982905030250549,
    0.5685278177261353,
    0.5381165146827698,
    0.5212765336036682,
    0.2762430012226105,
    0.613756537437439,
    0.5628139972686768,
    0.48484838008880615,
    0.7918779850006104,
    0.5549131631851196,
    0.797814130783081,
    0.5102038979530334,
    0.6355138421058655,
    0.3232322335243225,
    0.45054933428764343,
    0.40206170082092285,
    0.6069650650024414,
    0.7488149404525757,
    0.7411166429519653,
    0.3711339235305786,
    0.6220094561576843,
    0.6376810669898987,
    0.7980766892433167,
    0.721153736114502,
    0.3043477535247803,
    0.8442208766937256,
    0.613065242767334,
    0.7391301989555359,
    0.5673075914382935,
    0.8019322156906128,
    0.6599999070167542,
    0.6354165077209473,
    0.5876287817955017,
    0.40975597500801086,
    0.326315701007843,
    0.43720918893814087,
    0.4694834351539612,
    0.8669949173927307,
    0.7255812287330627,
    0.644067645072937,
    0.7289717793464661,
    0.2999999225139618,
    0.5240640044212341,
    0.3999999165534973,
    0.7875646352767944,
    0.8292681574821472,
    0.4949493706226349,
    0.4949493706226349,
    0.6124400496482849,
    0.3470318615436554,
    0.5953487157821655,
    0.8367345333099365,
    0.5681816935539246,
    0.5054942965507507,
    0.6086955666542053,
    0.5870645046234131,
    0.6760562062263489,
    0.6206895709037781,
    0.6545453667640686,
    0.5671641230583191,
    0.6763284206390381,
    0.4947367310523987,
    0.3609755337238312,
    0.8207545876502991,
    0.6734693050384521,
    0.5853657722473145,
    0.5463413596153259,
    0.3743841052055359,
    0.6599999070167542
   ],
   "time": 9.869382362812757,
   "param": null
  },
  {
   "epoch": 179,
   "train_loss": 0.35237395763397217,
   "val_loss": 1.8884927034378052,
   "acc": 58.27,
   "f1": [
    0.8252425789833069,
    0.7142855525016785,
    0.43093910813331604,
    0.3478259742259979,
    0.3923443853855133,
    0.5826086401939392,
    0.6564101576805115,
    0.6735749840736389,
    0.7525771856307983,
    0.6350710391998291,
    0.3692306876182556,
    0.3482586145401001,
    0.6057690978050232,
    0.5347592234611511,
    0.4624998867511749,
    0.5306121110916138,
    0.6407765746116638,
    0.729999840259552,
    0.5812807083129883,
    0.4320986270904541,
    0.7843136787414551,
    0.6754384636878967,
    0.5405403971672058,
    0.7821780443191528,
    0.8196719884872437,
    0.4410255253314972,
    0.5303866267204285,
    0.3517586886882782,
    0.6272726058959961,
    0.5929647088050842,
    0.5151513814926147,
    0.5702126026153564,
    0.5743588209152222,
    0.5538460612297058,
    0.5148513317108154,
    0.27884605526924133,
    0.5698322653770447,
    0.5090908408164978,
    0.46363624930381775,
    0.7960197329521179,
    0.5312498211860657,
    0.8064514398574829,
    0.5363127589225769,
    0.639593780040741,
    0.36180898547172546,
    0.4678361415863037,
    0.39583319425582886,
    0.5999999046325684,
    0.7677723169326782,
    0.7182319164276123,
    0.35748788714408875,
    0.6017698049545288,
    0.6511626243591309,
    0.8137252926826477,
    0.7264572381973267,
    0.280373752117157,
    0.8137252926826477,
    0.6176469922065735,
    0.7157893776893616,
    0.5915491580963135,
    0.775119423866272,
    0.6078430414199829,
    0.6810809373855591,
    0.594594419002533,
    0.37125736474990845,
    0.27884605526924133,
    0.4593299925327301,
    0.44444429874420166,
    0.847618818283081,
    0.7363634705543518,
    0.6382977366447449,
    0.7511736154556274,
    0.2775118350982666,
    0.4903845191001892,
    0.40384599566459656,
    0.7979272603988647,
    0.8585857152938843,
    0.4905658960342407,
    0.5024153590202332,
    0.602040708065033,
    0.3234041631221771,
    0.5953487157821655,
    0.8421051502227783,
    0.5384613871574402,
    0.5139663219451904,
    0.6310158967971802,
    0.619289219379425,
    0.6635512709617615,
    0.6309522390365601,
    0.6601940989494324,
    0.5999999046325684,
    0.6729856729507446,
    0.5279186367988586,
    0.38888877630233765,
    0.8262909054756165,
    0.6760562062263489,
    0.5499998927116394,
    0.5529952645301819,
    0.3487178385257721,
    0.6633164882659912
   ],
   "time": 10.121047697030008,
   "param": null
  },
  {
   "epoch": 180,
   "train_loss": 0.47218164801597595,
   "val_loss": 1.874350666999817,
   "acc": 58.63,
   "f1": [
    0.8472905158996582,
    0.7121950387954712,
    0.4615383446216583,
    0.35714274644851685,
    0.37681150436401367,
    0.6019416451454163,
    0.6185566186904907,
    0.669999897480011,
    0.7309643626213074,
    0.6526314616203308,
    0.3675675094127655,
    0.3578946590423584,
    0.633165717124939,
    0.575916051864624,
    0.5111110210418701,
    0.5517240166664124,
    0.645502507686615,
    0.7244896292686462,
    0.5771142840385437,
    0.4790417551994324,
    0.7878786325454712,
    0.6923075914382935,
    0.5347592234611511,
    0.7599998116493225,
    0.7853401899337769,
    0.45685264468193054,
    0.5824174284934998,
    0.41441428661346436,
    0.6274508833885193,
    0.609625518321991,
    0.5365853309631348,
    0.6305417418479919,
    0.5918366312980652,
    0.5670101642608643,
    0.5314008593559265,
    0.29850736260414124,
    0.579234778881073,
    0.4976075291633606,
    0.4566209018230438,
    0.7979796528816223,
    0.5434780716896057,
    0.8064514398574829,
    0.5549736618995667,
    0.6428569555282593,
    0.3367346227169037,
    0.43298953771591187,
    0.3999999165534973,
    0.639593780040741,
    0.7363634705543518,
    0.7373736500740051,
    0.3551400303840637,
    0.6103284358978271,
    0.6538460850715637,
    0.7939696907997131,
    0.7207205295562744,
    0.3024389147758484,
    0.8018431067466736,
    0.6417111158370972,
    0.7120417356491089,
    0.5840706825256348,
    0.8217819929122925,
    0.6206895112991333,
    0.6557375192642212,
    0.5970147848129272,
    0.3692306876182556,
    0.3121950626373291,
    0.45161277055740356,
    0.4607841968536377,
    0.8599032163619995,
    0.7358488440513611,
    0.6403939127922058,
    0.7342994213104248,
    0.2843136191368103,
    0.47715723514556885,
    0.39252325892448425,
    0.7938142418861389,
    0.8699997663497925,
    0.47619038820266724,
    0.4622220993041992,
    0.6039602756500244,
    0.3274335563182831,
    0.568720281124115,
    0.8601034283638,
    0.5654449462890625,
    0.5371427536010742,
    0.6521738171577454,
    0.6249998807907104,
    0.679245114326477,
    0.6338796615600586,
    0.6565654873847961,
    0.5844747424125671,
    0.6926827430725098,
    0.4916200041770935,
    0.3885713219642639,
    0.822334885597229,
    0.6336632370948792,
    0.5520831942558289,
    0.5488370656967163,
    0.34972667694091797,
    0.653465211391449
   ],
   "time": 10.216157611459494,
   "param": null
  },
  {
   "epoch": 181,
   "train_loss": 0.34422236680984497,
   "val_loss": 1.7015150785446167,
   "acc": 58.69,
   "f1": [
    0.8514849543571472,
    0.7192116975784302,
    0.4502616822719574,
    0.37894728779792786,
    0.3999998867511749,
    0.5787232518196106,
    0.6321242451667786,
    0.6470587849617004,
    0.7319586277008057,
    0.653465211391449,
    0.3510637581348419,
    0.35897424817085266,
    0.6285713315010071,
    0.563535749912262,
    0.49999988079071045,
    0.5273630023002625,
    0.6702126860618591,
    0.7164177894592285,
    0.572916567325592,
    0.5027320981025696,
    0.7960197329521179,
    0.6814157962799072,
    0.5312498211860657,
    0.741783857345581,
    0.7958113551139832,
    0.445652037858963,
    0.553672194480896,
    0.39215680956840515,
    0.6249998807907104,
    0.5824174284934998,
    0.5120771527290344,
    0.6285713315010071,
    0.5773194432258606,
    0.5595853924751282,
    0.535353422164917,
    0.2944161295890808,
    0.594594419002533,
    0.4854367673397064,
    0.4824560582637787,
    0.7817257046699524,
    0.5714284777641296,
    0.7934780716896057,
    0.518134593963623,
    0.635944664478302,
    0.3232322335243225,
    0.43979042768478394,
    0.3899998664855957,
    0.6197181344032288,
    0.7605632543563843,
    0.7461138963699341,
    0.3402060866355896,
    0.623255729675293,
    0.6116504073143005,
    0.8137252926826477,
    0.7169809341430664,
    0.2959640622138977,
    0.8282826542854309,
    0.6596857309341431,
    0.7234041690826416,
    0.5675674080848694,
    0.8078815937042236,
    0.6435642242431641,
    0.6702701449394226,
    0.5876287817955017,
    0.39153432846069336,
    0.34615373611450195,
    0.4688993990421295,
    0.4549761712551117,
    0.8695650100708008,
    0.7373270392417908,
    0.6358972787857056,
    0.741783857345581,
    0.2736841142177582,
    0.5120771527290344,
    0.40384599566459656,
    0.7692306637763977,
    0.8686867356300354,
    0.5388599634170532,
    0.4744184911251068,
    0.5999999046325684,
    0.3234041631221771,
    0.6111109852790833,
    0.8556699156761169,
    0.5524860620498657,
    0.4972374439239502,
    0.6530610918998718,
    0.6249998807907104,
    0.6790696382522583,
    0.5999998450279236,
    0.6633164882659912,
    0.6161136031150818,
    0.6761903762817383,
    0.5084744095802307,
    0.3979056477546692,
    0.8133969902992249,
    0.6634145379066467,
    0.5416665077209473,
    0.5479451417922974,
    0.35714274644851685,
    0.6597937345504761
   ],
   "time": 10.14518802240491,
   "param": null
  },
  {
   "epoch": 182,
   "train_loss": 0.38448476791381836,
   "val_loss": 1.8518458604812622,
   "acc": 58.72,
   "f1": [
    0.7999998331069946,
    0.7135677337646484,
    0.45197728276252747,
    0.3617020547389984,
    0.4042551815509796,
    0.5982142090797424,
    0.579710066318512,
    0.6315788626670837,
    0.7399998903274536,
    0.6567163467407227,
    0.36065563559532166,
    0.38251355290412903,
    0.6267279982566833,
    0.5837836861610413,
    0.5028570294380188,
    0.5482232570648193,
    0.6564101576805115,
    0.7142855525016785,
    0.5517240166664124,
    0.48314592242240906,
    0.7821780443191528,
    0.6666665077209473,
    0.5268816351890564,
    0.7264572381973267,
    0.8105260729789734,
    0.47572803497314453,
    0.5730335712432861,
    0.3923443853855133,
    0.624390184879303,
    0.5901637673377991,
    0.5242717266082764,
    0.6036034822463989,
    0.6063828468322754,
    0.5603863000869751,
    0.5380709171295166,
    0.29743579030036926,
    0.5925924777984619,
    0.5050503611564636,
    0.4873095452785492,
    0.7843136787414551,
    0.5405403971672058,
    0.7955800294876099,
    0.5257730484008789,
    0.62135910987854,
    0.3184078335762024,
    0.45901623368263245,
    0.3654821515083313,
    0.5685278177261353,
    0.7431191205978394,
    0.7187498211860657,
    0.36714968085289,
    0.6346153020858765,
    0.633165717124939,
    0.7860695123672485,
    0.7239817380905151,
    0.27999991178512573,
    0.8431370854377747,
    0.6231154203414917,
    0.7329840660095215,
    0.5961536765098572,
    0.7942582368850708,
    0.6435642242431641,
    0.6564101576805115,
    0.5560973882675171,
    0.39795905351638794,
    0.32352936267852783,
    0.4533332288265228,
    0.46391740441322327,
    0.8518517017364502,
    0.7523808479309082,
    0.6559138894081116,
    0.7699998021125793,
    0.2922373414039612,
    0.4734298884868622,
    0.4019606411457062,
    0.7916665077209473,
    0.8380950689315796,
    0.5192306637763977,
    0.48484835028648376,
    0.6091369390487671,
    0.34343424439430237,
    0.6082947254180908,
    0.8645831346511841,
    0.5666665434837341,
    0.5202310085296631,
    0.6530610918998718,
    0.5929647088050842,
    0.6666665077209473,
    0.6309522390365601,
    0.6473428606987,
    0.6027396321296692,
    0.6698563694953918,
    0.5026736855506897,
    0.3934425115585327,
    0.8294929265975952,
    0.6600984334945679,
    0.5990782380104065,
    0.5395347476005554,
    0.3402060866355896,
    0.6596857309341431
   ],
   "time": 9.68983951676637,
   "param": null
  },
  {
   "epoch": 183,
   "train_loss": 0.35335251688957214,
   "val_loss": 1.9946829080581665,
   "acc": 58.66,
   "f1": [
    0.8301885724067688,
    0.7115383744239807,
    0.43678146600723267,
    0.35532984137535095,
    0.39449530839920044,
    0.5957446098327637,
    0.6354165077209473,
    0.6432158946990967,
    0.738461434841156,
    0.6461536884307861,
    0.34224584698677063,
    0.3885713219642639,
    0.6181817054748535,
    0.5888887047767639,
    0.4855490028858185,
    0.575916051864624,
    0.6885244846343994,
    0.7219511270523071,
    0.5728154182434082,
    0.5028570294380188,
    0.7738691568374634,
    0.6929823160171509,
    0.5177663564682007,
    0.7570091485977173,
    0.7765957117080688,
    0.45320188999176025,
    0.5164833664894104,
    0.3942306339740753,
    0.6285713315010071,
    0.5699480772018433,
    0.5454543828964233,
    0.5999999642372131,
    0.5858584046363831,
    0.5865383148193359,
    0.5074625611305237,
    0.2765956223011017,
    0.5698322653770447,
    0.5049503445625305,
    0.45581385493278503,
    0.7979796528816223,
    0.5384613871574402,
    0.7868850827217102,
    0.5273630023002625,
    0.6268655061721802,
    0.30526304244995117,
    0.45054933428764343,
    0.38144323229789734,
    0.6146787405014038,
    0.7536230683326721,
    0.735751211643219,
    0.4081631302833557,
    0.6132074594497681,
    0.6116504073143005,
    0.8039213418960571,
    0.7058822512626648,
    0.29906532168388367,
    0.8212559223175049,
    0.645502507686615,
    0.7329840660095215,
    0.5882351994514465,
    0.776698887348175,
    0.653465211391449,
    0.6451612114906311,
    0.5608464479446411,
    0.3809523284435272,
    0.33333325386047363,
    0.4594593644142151,
    0.45685264468193054,
    0.8504670858383179,
    0.7582937479019165,
    0.6236557960510254,
    0.7684727907180786,
    0.2705313265323639,
    0.4744184911251068,
    0.41314542293548584,
    0.7731956839561462,
    0.8421050906181335,
    0.4905658960342407,
    0.47846877574920654,
    0.6048778891563416,
    0.33333322405815125,
    0.6082947254180908,
    0.8659791350364685,
    0.5714284777641296,
    0.5287355184555054,
    0.6596857309341431,
    0.5989846587181091,
    0.6666665077209473,
    0.6077346205711365,
    0.6568626165390015,
    0.5841582417488098,
    0.6919430494308472,
    0.507771909236908,
    0.3798881769180298,
    0.8387095332145691,
    0.6868685483932495,
    0.5961536765098572,
    0.5281383991241455,
    0.3409090042114258,
    0.6774192452430725
   ],
   "time": 9.269677301868796,
   "param": null
  },
  {
   "epoch": 184,
   "train_loss": 0.3672489821910858,
   "val_loss": 1.751414179801941,
   "acc": 58.95,
   "f1": [
    0.8571427464485168,
    0.6896550059318542,
    0.48387083411216736,
    0.37158459424972534,
    0.4019606411457062,
    0.616071343421936,
    0.6451612114906311,
    0.6568626165390015,
    0.7199999094009399,
    0.6737966537475586,
    0.3703702688217163,
    0.3617020547389984,
    0.6540283560752869,
    0.5882351994514465,
    0.4733726978302002,
    0.5418717861175537,
    0.6966290473937988,
    0.7053138613700867,
    0.5463916063308716,
    0.45901623368263245,
    0.7960197329521179,
    0.6666665077209473,
    0.5284972786903381,
    0.7547168731689453,
    0.7772018909454346,
    0.44670039415359497,
    0.5586591362953186,
    0.37614670395851135,
    0.5825241804122925,
    0.5670101642608643,
    0.5463413596153259,
    0.6175113916397095,
    0.5670101642608643,
    0.5865383148193359,
    0.48167529702186584,
    0.2797926664352417,
    0.5806450843811035,
    0.510416567325592,
    0.4529913365840912,
    0.7821780443191528,
    0.5333331823348999,
    0.797814130783081,
    0.5188678503036499,
    0.6336632370948792,
    0.33502528071403503,
    0.47368407249450684,
    0.3899998664855957,
    0.6146340370178223,
    0.7547168731689453,
    0.7461138963699341,
    0.36082467436790466,
    0.6197181344032288,
    0.6124400496482849,
    0.7920790910720825,
    0.732673168182373,
    0.2955664098262787,
    0.8431370854377747,
    0.6594592928886414,
    0.7291665077209473,
    0.6009388566017151,
    0.7884613275527954,
    0.6461536884307861,
    0.6528496146202087,
    0.5527637004852295,
    0.390243798494339,
    0.35897424817085266,
    0.4705880880355835,
    0.4824119210243225,
    0.8653844594955444,
    0.776698887348175,
    0.6528496146202087,
    0.7655500173568726,
    0.27999991178512573,
    0.5314008593559265,
    0.4072396755218506,
    0.7794870138168335,
    0.8499998450279236,
    0.5242717266082764,
    0.47963786125183105,
    0.6060605049133301,
    0.3286384046077728,
    0.6291078925132751,
    0.8541665077209473,
    0.5869563817977905,
    0.5294116139411926,
    0.6326529383659363,
    0.6051281094551086,
    0.6607928276062012,
    0.6559138894081116,
    0.6476188898086548,
    0.6350710391998291,
    0.7156862020492554,
    0.5053762197494507,
    0.38502663373947144,
    0.8246443271636963,
    0.6732671856880188,
    0.6176469922065735,
    0.511415421962738,
    0.3179486393928528,
    0.6736840605735779
   ],
   "time": 9.544894908554852,
   "param": null
  },
  {
   "epoch": 185,
   "train_loss": 0.3606829047203064,
   "val_loss": 1.628466248512268,
   "acc": 59.2,
   "f1": [
    0.8415840268135071,
    0.7064675688743591,
    0.46938762068748474,
    0.37499991059303284,
    0.3926939368247986,
    0.5990782380104065,
    0.631578803062439,
    0.6504853367805481,
    0.7263157367706299,
    0.6701569557189941,
    0.34972667694091797,
    0.3469386696815491,
    0.6504853367805481,
    0.5775399804115295,
    0.5142855644226074,
    0.5603863000869751,
    0.6701569557189941,
    0.7638189196586609,
    0.5806450843811035,
    0.4772725999355316,
    0.8019800782203674,
    0.6999998688697815,
    0.5368419289588928,
    0.7522122263908386,
    0.7872338891029358,
    0.4897957742214203,
    0.574585497379303,
    0.40384599566459656,
    0.6086955666542053,
    0.5856351852416992,
    0.5673075914382935,
    0.6376810669898987,
    0.5771142840385437,
    0.5698922872543335,
    0.507771909236908,
    0.2718445658683777,
    0.6030149459838867,
    0.5071768760681152,
    0.4504503309726715,
    0.762376070022583,
    0.5368419289588928,
    0.8087430000305176,
    0.5196077227592468,
    0.624390184879303,
    0.3431371748447418,
    0.4338623583316803,
    0.4162435233592987,
    0.6261681318283081,
    0.7678569555282593,
    0.732673168182373,
    0.35820886492729187,
    0.6285713315010071,
    0.6206895112991333,
    0.8118810057640076,
    0.728155255317688,
    0.2745097279548645,
    0.8527917265892029,
    0.6231154203414917,
    0.7272725701332092,
    0.6124400496482849,
    0.7941174507141113,
    0.6358972787857056,
    0.6735749840736389,
    0.5999999046325684,
    0.3894736170768738,
    0.3272726535797119,
    0.46017688512802124,
    0.4788731336593628,
    0.8803826570510864,
    0.7605632543563843,
    0.6562498807907104,
    0.7551018595695496,
    0.281406968832016,
    0.5658535361289978,
    0.403755784034729,
    0.7853401899337769,
    0.8529410362243652,
    0.535353422164917,
    0.4622640609741211,
    0.6145831942558289,
    0.3394494354724884,
    0.6368157267570496,
    0.8631577491760254,
    0.5524860620498657,
    0.5113635063171387,
    0.659340500831604,
    0.6153844594955444,
    0.6604650020599365,
    0.6129031181335449,
    0.6766167879104614,
    0.623255729675293,
    0.6956520080566406,
    0.49999988079071045,
    0.413043349981308,
    0.8130839467048645,
    0.6896550059318542,
    0.5728641748428345,
    0.517857015132904,
    0.3399999141693115,
    0.6831682324409485
   ],
   "time": 9.746356025338173,
   "param": null
  },
  {
   "epoch": 186,
   "train_loss": 0.3273460566997528,
   "val_loss": 1.8142070770263672,
   "acc": 58.68,
   "f1": [
    0.8431370854377747,
    0.7099998593330383,
    0.44559577107429504,
    0.3936169147491455,
    0.39473670721054077,
    0.6113536357879639,
    0.631578803062439,
    0.6403939127922058,
    0.7253884673118591,
    0.6633164882659912,
    0.3487178385257721,
    0.3578946590423584,
    0.6411482095718384,
    0.5668447613716125,
    0.4861876964569092,
    0.5510202646255493,
    0.6666665077209473,
    0.7358488440513611,
    0.5654449462890625,
    0.45976996421813965,
    0.7783250212669373,
    0.6577776670455933,
    0.5102038979530334,
    0.7488582730293274,
    0.7812498211860657,
    0.44554442167282104,
    0.5568180084228516,
    0.3899998664855957,
    0.6066349744796753,
    0.5388599634170532,
    0.5533979535102844,
    0.616071343421936,
    0.5588234066963196,
    0.5803107619285583,
    0.5027931928634644,
    0.2727271616458893,
    0.5882351994514465,
    0.4924621880054474,
    0.46636757254600525,
    0.7839194536209106,
    0.5235601663589478,
    0.7934780716896057,
    0.5454543828964233,
    0.6237622499465942,
    0.3179486393928528,
    0.4632767140865326,
    0.4137929677963257,
    0.6206895112991333,
    0.7804876565933228,
    0.7363182306289673,
    0.3775508999824524,
    0.6346153020858765,
    0.6206895112991333,
    0.7878786325454712,
    0.7439612150192261,
    0.281406968832016,
    0.8199998736381531,
    0.6424869298934937,
    0.7329840660095215,
    0.6124400496482849,
    0.7826085686683655,
    0.6206895112991333,
    0.6632122993469238,
    0.5583755373954773,
    0.3999998867511749,
    0.3402060866355896,
    0.4651161730289459,
    0.44230756163597107,
    0.8679243922233582,
    0.7454543113708496,
    0.6702126860618591,
    0.7464112639427185,
    0.28019312024116516,
    0.5273630023002625,
    0.38888880610466003,
    0.7897433638572693,
    0.8461536765098572,
    0.4824119210243225,
    0.4780486822128296,
    0.613756537437439,
    0.33497530221939087,
    0.6237622499465942,
    0.8481673002243042,
    0.5760868191719055,
    0.5232557058334351,
    0.6391751170158386,
    0.5989846587181091,
    0.6547083854675293,
    0.6321837902069092,
    0.6499998569488525,
    0.5972849726676941,
    0.6915886998176575,
    0.5291004180908203,
    0.37894728779792786,
    0.8219176530838013,
    0.6448596715927124,
    0.5882351994514465,
    0.5273630023002625,
    0.37433144450187683,
    0.6407765746116638
   ],
   "time": 9.676006647758186,
   "param": null
  },
  {
   "epoch": 187,
   "train_loss": 0.25701218843460083,
   "val_loss": 1.6623830795288086,
   "acc": 58.96,
   "f1": [
    0.8487803936004639,
    0.7236180305480957,
    0.46391740441322327,
    0.37696322798728943,
    0.38914018869400024,
    0.6388887763023376,
    0.6354165077209473,
    0.6249998807907104,
    0.7179486155509949,
    0.639593780040741,
    0.32820504903793335,
    0.3756905198097229,
    0.6407765746116638,
    0.5934064984321594,
    0.4787232577800751,
    0.5268816351890564,
    0.6666665077209473,
    0.7437184453010559,
    0.5670101642608643,
    0.47619035840034485,
    0.8019800782203674,
    0.6872245073318481,
    0.49999988079071045,
    0.7592591643333435,
    0.7830687165260315,
    0.46999987959861755,
    0.5632182359695435,
    0.41346144676208496,
    0.6103284358978271,
    0.5869563817977905,
    0.5507245063781738,
    0.6133331656455994,
    0.6105261445045471,
    0.5714284777641296,
    0.5235601663589478,
    0.29787227511405945,
    0.6111109852790833,
    0.5099998712539673,
    0.4766353964805603,
    0.7783250212669373,
    0.5396823883056641,
    0.8043477535247803,
    0.520408034324646,
    0.6108372807502747,
    0.32124343514442444,
    0.4725273549556732,
    0.36633655428886414,
    0.6255922317504883,
    0.7772510051727295,
    0.7309643626213074,
    0.3775508999824524,
    0.6082947254180908,
    0.6341462135314941,
    0.7745096683502197,
    0.7162789106369019,
    0.25510191917419434,
    0.8349512815475464,
    0.6169153451919556,
    0.7311826348304749,
    0.6074764728546143,
    0.7960197329521179,
    0.633165717124939,
    0.6632652282714844,
    0.575916051864624,
    0.40206170082092285,
    0.331707239151001,
    0.46428558230400085,
    0.4507041275501251,
    0.8256879448890686,
    0.753488302230835,
    0.6874998807907104,
    0.7512193918228149,
    0.28971952199935913,
    0.5294116735458374,
    0.3999998867511749,
    0.7878786325454712,
    0.8640775084495544,
    0.4780486822128296,
    0.46829259395599365,
    0.5899998545646667,
    0.3286384046077728,
    0.6161136031150818,
    0.8629439473152161,
    0.596684992313385,
    0.556212842464447,
    0.6224488615989685,
    0.602040708065033,
    0.6759257912635803,
    0.6107783317565918,
    0.6632652282714844,
    0.6220094561576843,
    0.6999998688697815,
    0.5154638290405273,
    0.3939392864704132,
    0.8405795097351074,
    0.6507176160812378,
    0.5825241804122925,
    0.5454544425010681,
    0.35416656732559204,
    0.6802029013633728
   ],
   "time": 8.85846757516265,
   "param": null
  },
  {
   "epoch": 188,
   "train_loss": 0.3068058490753174,
   "val_loss": 1.7003098726272583,
   "acc": 58.97,
   "f1": [
    0.8487803936004639,
    0.7236180305480957,
    0.4408600926399231,
    0.39999985694885254,
    0.3999998867511749,
    0.6355138421058655,
    0.631578803062439,
    0.6467660069465637,
    0.72251296043396,
    0.6874998807907104,
    0.33333325386047363,
    0.3809523284435272,
    0.6476188898086548,
    0.602040708065033,
    0.4799998700618744,
    0.5380709171295166,
    0.6701029539108276,
    0.735293984413147,
    0.5683058500289917,
    0.491227924823761,
    0.7821780443191528,
    0.6695277690887451,
    0.5199998617172241,
    0.7383176684379578,
    0.7958113551139832,
    0.4630540609359741,
    0.5614033341407776,
    0.36792439222335815,
    0.6325579881668091,
    0.594594419002533,
    0.5495494604110718,
    0.6181817054748535,
    0.5820105075836182,
    0.5714284777641296,
    0.5208331942558289,
    0.2955664098262787,
    0.5957446098327637,
    0.49746179580688477,
    0.447368323802948,
    0.7899998426437378,
    0.5326085686683655,
    0.8111109137535095,
    0.5196077227592468,
    0.6078430414199829,
    0.3316061198711395,
    0.45810040831565857,
    0.3980098366737366,
    0.6509432196617126,
    0.7720928192138672,
    0.7512688636779785,
    0.3469386696815491,
    0.6255922317504883,
    0.6372547745704651,
    0.7821780443191528,
    0.7464112639427185,
    0.29268285632133484,
    0.8252425789833069,
    0.645502507686615,
    0.7473682165145874,
    0.622641384601593,
    0.798029363155365,
    0.6262625455856323,
    0.6597937345504761,
    0.5670101642608643,
    0.4077668786048889,
    0.3402060866355896,
    0.4484303891658783,
    0.47715723514556885,
    0.8490564227104187,
    0.7363634705543518,
    0.6631577014923096,
    0.7289717793464661,
    0.28571417927742004,
    0.5074625611305237,
    0.3831774890422821,
    0.7817257046699524,
    0.8514849543571472,
    0.4976075291633606,
    0.47393354773521423,
    0.5929647088050842,
    0.323809415102005,
    0.6069650650024414,
    0.8673468232154846,
    0.5856351852416992,
    0.517646849155426,
    0.645502507686615,
    0.6145831942558289,
    0.672810971736908,
    0.6091952323913574,
    0.6633662581443787,
    0.6063346862792969,
    0.7024388909339905,
    0.5189187526702881,
    0.40206170082092285,
    0.837209165096283,
    0.6603772640228271,
    0.5786800384521484,
    0.5167463421821594,
    0.34920626878738403,
    0.6432158946990967
   ],
   "time": 9.007640779018402,
   "param": null
  },
  {
   "epoch": 189,
   "train_loss": 0.2518441677093506,
   "val_loss": 1.7153264284133911,
   "acc": 58.76,
   "f1": [
    0.8557212948799133,
    0.7135677337646484,
    0.4432430863380432,
    0.38251355290412903,
    0.38181808590888977,
    0.6194689869880676,
    0.6249998807907104,
    0.6632652282714844,
    0.7263157367706299,
    0.6767675280570984,
    0.327868789434433,
    0.35897424817085266,
    0.6325579881668091,
    0.5714284777641296,
    0.47953203320503235,
    0.5520831942558289,
    0.6597937345504761,
    0.742574155330658,
    0.5684208869934082,
    0.4772725999355316,
    0.7881771922111511,
    0.666666567325592,
    0.4899998903274536,
    0.7511736154556274,
    0.7938142418861389,
    0.4705880880355835,
    0.5617976188659668,
    0.38862547278404236,
    0.6285713315010071,
    0.5869563817977905,
    0.5545453429222107,
    0.6018517017364502,
    0.5771142840385437,
    0.5435895919799805,
    0.5240640044212341,
    0.27999991178512573,
    0.5824174284934998,
    0.5199998617172241,
    0.4405285120010376,
    0.7881771922111511,
    0.5326085686683655,
    0.8087430000305176,
    0.49756085872650146,
    0.6231154203414917,
    0.34736835956573486,
    0.4615383446216583,
    0.39215680956840515,
    0.6190475225448608,
    0.7614678144454956,
    0.7643977999687195,
    0.3495144844055176,
    0.6082947254180908,
    0.6206895112991333,
    0.7920790910720825,
    0.7439612150192261,
    0.29268285632133484,
    0.8292681574821472,
    0.6458331942558289,
    0.7368419766426086,
    0.6132074594497681,
    0.8039213418960571,
    0.619289219379425,
    0.6918917894363403,
    0.5743588209152222,
    0.3917524814605713,
    0.32820504903793335,
    0.4688993990421295,
    0.47474732995033264,
    0.8544599413871765,
    0.7431191205978394,
    0.649214506149292,
    0.7547168731689453,
    0.30456843972206116,
    0.4975123405456543,
    0.3981480300426483,
    0.7692306637763977,
    0.8599998354911804,
    0.4976075291633606,
    0.4694834351539612,
    0.5899998545646667,
    0.34123215079307556,
    0.5904760956764221,
    0.8749998807907104,
    0.56043940782547,
    0.49999988079071045,
    0.6432158946990967,
    0.6282721161842346,
    0.6756755113601685,
    0.5942855477333069,
    0.6599999070167542,
    0.6074764728546143,
    0.6889951229095459,
    0.5263156890869141,
    0.3934425115585327,
    0.8224297761917114,
    0.6729856729507446,
    0.5812807083129883,
    0.5045044422149658,
    0.34374991059303284,
    0.6464645266532898
   ],
   "time": 9.28335845656693,
   "param": null
  },
  {
   "epoch": 190,
   "train_loss": 0.2685180902481079,
   "val_loss": 1.6560101509094238,
   "acc": 59.07,
   "f1": [
    0.8333331942558289,
    0.7058822512626648,
    0.446808397769928,
    0.39784935116767883,
    0.4072396755218506,
    0.6167399883270264,
    0.6282721161842346,
    0.666666567325592,
    0.7120417356491089,
    0.6903551816940308,
    0.3351350426673889,
    0.35051536560058594,
    0.6407765746116638,
    0.5882351994514465,
    0.47674402594566345,
    0.5463916063308716,
    0.6631577014923096,
    0.742574155330658,
    0.5820105075836182,
    0.4914284646511078,
    0.776698887348175,
    0.6637929677963257,
    0.5076140761375427,
    0.7441859841346741,
    0.7938142418861389,
    0.4507041275501251,
    0.5632182359695435,
    0.4095236659049988,
    0.6066349744796753,
    0.5824174284934998,
    0.568720281124115,
    0.6210044622421265,
    0.6010361909866333,
    0.5846152901649475,
    0.5099998712539673,
    0.28999990224838257,
    0.5989303588867188,
    0.5050503611564636,
    0.4566209018230438,
    0.7722770571708679,
    0.5414363145828247,
    0.8021976351737976,
    0.5358850359916687,
    0.6206895112991333,
    0.35714274644851685,
    0.43575406074523926,
    0.4077668786048889,
    0.6320753693580627,
    0.7627905607223511,
    0.7407405972480774,
    0.3469386696815491,
    0.6103284358978271,
    0.6220094561576843,
    0.7881771922111511,
    0.747572660446167,
    0.29268285632133484,
    0.8292681574821472,
    0.6421051621437073,
    0.7407405972480774,
    0.6048778891563416,
    0.7980766892433167,
    0.6428569555282593,
    0.6666665077209473,
    0.5628139972686768,
    0.4041449725627899,
    0.3300969898700714,
    0.4651161730289459,
    0.4824119210243225,
    0.8625590801239014,
    0.7499998211860657,
    0.6595743298530579,
    0.7512193918228149,
    0.30392149090766907,
    0.526829183101654,
    0.3853210210800171,
    0.7731956839561462,
    0.8656715154647827,
    0.4950493574142456,
    0.467661589384079,
    0.5980390906333923,
    0.3285022974014282,
    0.6066349744796753,
    0.8601034283638,
    0.577777624130249,
    0.5084744095802307,
    0.6424869298934937,
    0.6210525035858154,
    0.6785712838172913,
    0.603351891040802,
    0.6699027419090271,
    0.6203702688217163,
    0.7149757146835327,
    0.5079363584518433,
    0.3936169147491455,
    0.8279068470001221,
    0.6829267144203186,
    0.5999999046325684,
    0.5327101349830627,
    0.3469386696815491,
    0.6565654873847961
   ],
   "time": 10.38851027470082,
   "param": null
  },
  {
   "epoch": 191,
   "train_loss": 0.3956966996192932,
   "val_loss": 1.8775776624679565,
   "acc": 58.91,
   "f1": [
    0.8333331942558289,
    0.7263681292533875,
    0.4491977095603943,
    0.3809523284435272,
    0.3981899321079254,
    0.6086955070495605,
    0.631578803062439,
    0.6701029539108276,
    0.7234041690826416,
    0.6868685483932495,
    0.32222211360931396,
    0.3350784480571747,
    0.6320753693580627,
    0.5743588209152222,
    0.46428558230400085,
    0.5567008852958679,
    0.6461536884307861,
    0.7562187314033508,
    0.5789472460746765,
    0.4615383446216583,
    0.7745096683502197,
    0.6638296246528625,
    0.49746179580688477,
    0.7572813630104065,
    0.7812498211860657,
    0.4541061818599701,
    0.5810053944587708,
    0.364531934261322,
    0.6175113916397095,
    0.5698922872543335,
    0.5673075914382935,
    0.5963301062583923,
    0.6041665077209473,
    0.5399999022483826,
    0.5208331942558289,
    0.27722764015197754,
    0.5714284777641296,
    0.5071768760681152,
    0.44642844796180725,
    0.7839194536209106,
    0.5157893896102905,
    0.8043477535247803,
    0.5125626921653748,
    0.6274508833885193,
    0.3387977182865143,
    0.4431816637516022,
    0.38578668236732483,
    0.6255922317504883,
    0.7677723169326782,
    0.7234041690826416,
    0.3482586145401001,
    0.6168223023414612,
    0.6138612627983093,
    0.7881771922111511,
    0.7499997615814209,
    0.29107969999313354,
    0.8431370854377747,
    0.6321242451667786,
    0.7329840660095215,
    0.6057690978050232,
    0.8058250546455383,
    0.6326529383659363,
    0.6772485375404358,
    0.5894736051559448,
    0.4198893904685974,
    0.3203882575035095,
    0.45871543884277344,
    0.467661589384079,
    0.8653844594955444,
    0.7677723169326782,
    0.645502507686615,
    0.7570091485977173,
    0.30392149090766907,
    0.5497629642486572,
    0.4112148582935333,
    0.7575755715370178,
    0.8446600437164307,
    0.5221673846244812,
    0.48039206862449646,
    0.619289219379425,
    0.3587442934513092,
    0.6074764728546143,
    0.8645831346511841,
    0.5543476939201355,
    0.5113635063171387,
    0.649484395980835,
    0.6210525035858154,
    0.660633385181427,
    0.6145250201225281,
    0.6699027419090271,
    0.6103284358978271,
    0.721153736114502,
    0.5026176571846008,
    0.39106133580207825,
    0.8177775740623474,
    0.6896550059318542,
    0.6169153451919556,
    0.5185183882713318,
    0.367346853017807,
    0.6597937345504761
   ],
   "time": 10.604779525659978,
   "param": null
  },
  {
   "epoch": 192,
   "train_loss": 0.3275206983089447,
   "val_loss": 1.955965280532837,
   "acc": 59.19,
   "f1": [
    0.8431370854377747,
    0.7053138613700867,
    0.45263150334358215,
    0.3820223808288574,
    0.39631327986717224,
    0.6222221255302429,
    0.6382977366447449,
    0.653658390045166,
    0.7368419766426086,
    0.6834169626235962,
    0.35978829860687256,
    0.36458322405815125,
    0.6249998807907104,
    0.5858584046363831,
    0.48314592242240906,
    0.5418717861175537,
    0.6918917894363403,
    0.7487682700157166,
    0.5599998831748962,
    0.4632767140865326,
    0.7920790910720825,
    0.6814157962799072,
    0.5154638290405273,
    0.7692306041717529,
    0.7999997735023499,
    0.46829259395599365,
    0.543352484703064,
    0.4018690288066864,
    0.6103284358978271,
    0.5775399804115295,
    0.5588234066963196,
    0.6098653674125671,
    0.5833332538604736,
    0.5789472460746765,
    0.5154638290405273,
    0.2745097279548645,
    0.5803107619285583,
    0.48076915740966797,
    0.4495411515235901,
    0.7959181666374207,
    0.5434780716896057,
    0.8087430000305176,
    0.5373133420944214,
    0.6108372807502747,
    0.3523315489292145,
    0.43575406074523926,
    0.38775497674942017,
    0.6341462135314941,
    0.778846025466919,
    0.742267906665802,
    0.36190465092658997,
    0.6285713315010071,
    0.6439023613929749,
    0.7783250212669373,
    0.7488149404525757,
    0.28712859749794006,
    0.8349512815475464,
    0.6354165077209473,
    0.7368419766426086,
    0.6161136031150818,
    0.7941174507141113,
    0.633165717124939,
    0.6806281208992004,
    0.5833332538604736,
    0.3917524814605713,
    0.331707239151001,
    0.4566209018230438,
    0.45226117968559265,
    0.8544599413871765,
    0.7570091485977173,
    0.6772485375404358,
    0.776698887348175,
    0.30456843972206116,
    0.5238093733787537,
    0.4090907871723175,
    0.7699998021125793,
    0.847618818283081,
    0.5049503445625305,
    0.47393354773521423,
    0.5929647088050842,
    0.3441859781742096,
    0.6095237135887146,
    0.8645831346511841,
    0.5869563817977905,
    0.5202310085296631,
    0.6387433409690857,
    0.6249998807907104,
    0.6697673201560974,
    0.6057141423225403,
    0.6796115040779114,
    0.6066349744796753,
    0.7156862020492554,
    0.5312498211860657,
    0.39784935116767883,
    0.8411213159561157,
    0.6896550059318542,
    0.6060605049133301,
    0.5258214473724365,
    0.3469386696815491,
    0.6499998569488525
   ],
   "time": 9.746762685477734,
   "param": null
  },
  {
   "epoch": 193,
   "train_loss": 0.32350119948387146,
   "val_loss": 1.6630243062973022,
   "acc": 59.22,
   "f1": [
    0.8571427464485168,
    0.704761803150177,
    0.4550263583660126,
    0.37288129329681396,
    0.40740731358528137,
    0.6167399883270264,
    0.6210525035858154,
    0.6700506210327148,
    0.7319586277008057,
    0.680412232875824,
    0.327868789434433,
    0.3636362552642822,
    0.6285713315010071,
    0.5894736051559448,
    0.47190994024276733,
    0.5555554032325745,
    0.6885244846343994,
    0.732673168182373,
    0.5757573843002319,
    0.43956032395362854,
    0.7821780443191528,
    0.6694913506507874,
    0.5050503611564636,
    0.7714284658432007,
    0.8020831942558289,
    0.4729062616825104,
    0.525139570236206,
    0.39449530839920044,
    0.6261681318283081,
    0.5714284777641296,
    0.5645932555198669,
    0.6037734746932983,
    0.5685278177261353,
    0.5888323187828064,
    0.5130888819694519,
    0.2980768382549286,
    0.5863873362541199,
    0.5048542022705078,
    0.4484303891658783,
    0.7878786325454712,
    0.5326085686683655,
    0.8176794052124023,
    0.5074625611305237,
    0.6231154203414917,
    0.35602086782455444,
    0.42857128381729126,
    0.38775497674942017,
    0.6310677528381348,
    0.7830187082290649,
    0.7525771856307983,
    0.3478260338306427,
    0.622641384601593,
    0.6341462135314941,
    0.7821780443191528,
    0.7523808479309082,
    0.31372541189193726,
    0.8309177160263062,
    0.649214506149292,
    0.7311826348304749,
    0.6197181344032288,
    0.8137252926826477,
    0.6326529383659363,
    0.6666665077209473,
    0.5803107619285583,
    0.4083768427371979,
    0.336633563041687,
    0.4651161730289459,
    0.4824119210243225,
    0.8625590801239014,
    0.7488582730293274,
    0.6631577014923096,
    0.7655500173568726,
    0.32160791754722595,
    0.5370368957519531,
    0.41818171739578247,
    0.7817257046699524,
    0.8514849543571472,
    0.47524741291999817,
    0.4688993990421295,
    0.6108372807502747,
    0.33333322405815125,
    0.6132074594497681,
    0.8601034283638,
    0.5934064984321594,
    0.5317917466163635,
    0.6354165077209473,
    0.6145831942558289,
    0.6547083854675293,
    0.590908944606781,
    0.6829267144203186,
    0.6161136031150818,
    0.728155255317688,
    0.510416567325592,
    0.39784935116767883,
    0.8356806039810181,
    0.6829267144203186,
    0.6231154203414917,
    0.511415421962738,
    0.3510637581348419,
    0.6530610918998718
   ],
   "time": 9.605368740856647,
   "param": null
  },
  {
   "epoch": 194,
   "train_loss": 0.309698224067688,
   "val_loss": 1.8206431865692139,
   "acc": 59.25,
   "f1": [
    0.8390242457389832,
    0.7087377309799194,
    0.4550263583660126,
    0.39106133580207825,
    0.3999998867511749,
    0.6167399883270264,
    0.6105261445045471,
    0.6633662581443787,
    0.7434553503990173,
    0.680412232875824,
    0.3529410660266876,
    0.36559128761291504,
    0.6285713315010071,
    0.5820105075836182,
    0.4745761454105377,
    0.5599998831748962,
    0.6813185214996338,
    0.7184464335441589,
    0.5803107619285583,
    0.45555540919303894,
    0.7821780443191528,
    0.6781114935874939,
    0.518134593963623,
    0.7714284658432007,
    0.814814567565918,
    0.46153831481933594,
    0.5485712885856628,
    0.37499985098838806,
    0.6168223023414612,
    0.5714284777641296,
    0.5507245063781738,
    0.6216214895248413,
    0.582914412021637,
    0.5940592885017395,
    0.5157893896102905,
    0.3024389147758484,
    0.5894736051559448,
    0.5096152424812317,
    0.44642844796180725,
    0.7918779850006104,
    0.5494503974914551,
    0.8066297173500061,
    0.5050503611564636,
    0.6231154203414917,
    0.35483860969543457,
    0.44444432854652405,
    0.3775508999824524,
    0.6341462135314941,
    0.7864076495170593,
    0.7564765214920044,
    0.3495144844055176,
    0.6197181344032288,
    0.6442306041717529,
    0.7821780443191528,
    0.7358488440513611,
    0.2941175699234009,
    0.8487803936004639,
    0.6424869298934937,
    0.7340423464775085,
    0.6285713315010071,
    0.8097559213638306,
    0.6432158946990967,
    0.6599999070167542,
    0.575916051864624,
    0.4083768427371979,
    0.35121941566467285,
    0.4629628360271454,
    0.46938762068748474,
    0.8666665554046631,
    0.753488302230835,
    0.6666665077209473,
    0.776698887348175,
    0.30621999502182007,
    0.5283017754554749,
    0.41628947854042053,
    0.7738691568374634,
    0.8405795097351074,
    0.4924621880054474,
    0.4857141971588135,
    0.5970147848129272,
    0.35071080923080444,
    0.5963301062583923,
    0.8601034283638,
    0.5856351852416992,
    0.5086703896522522,
    0.649214506149292,
    0.613756537437439,
    0.6547083854675293,
    0.5875704884529114,
    0.6761903762817383,
    0.6095237135887146,
    0.7246376276016235,
    0.4999998211860657,
    0.4108106791973114,
    0.8279068470001221,
    0.696517288684845,
    0.6138612627983093,
    0.5140186548233032,
    0.34554967284202576,
    0.6499998569488525
   ],
   "time": 8.880146090872586,
   "param": null
  },
  {
   "epoch": 195,
   "train_loss": 0.3858400285243988,
   "val_loss": 1.7935909032821655,
   "acc": 59.14,
   "f1": [
    0.8374382257461548,
    0.7236180305480957,
    0.4491977095603943,
    0.4022987186908722,
    0.3999998867511749,
    0.6071427464485168,
    0.6344084739685059,
    0.6599999070167542,
    0.7319586277008057,
    0.666666567325592,
    0.33333325386047363,
    0.37433144450187683,
    0.6255922317504883,
    0.5863873362541199,
    0.4772725999355316,
    0.5454543828964233,
    0.6842104196548462,
    0.735293984413147,
    0.5656563639640808,
    0.45054933428764343,
    0.776698887348175,
    0.6842103600502014,
    0.518134593963623,
    0.7641507983207703,
    0.7938142418861389,
    0.46153831481933594,
    0.5465114712715149,
    0.3714284896850586,
    0.6325579881668091,
    0.5837836861610413,
    0.5471696853637695,
    0.6063346862792969,
    0.596858561038971,
    0.5756096839904785,
    0.5319147706031799,
    0.28571417927742004,
    0.5894736051559448,
    0.5074625611305237,
    0.45871543884277344,
    0.7799997925758362,
    0.5326085686683655,
    0.8021976351737976,
    0.5049503445625305,
    0.6169153451919556,
    0.35602086782455444,
    0.44198882579803467,
    0.38541653752326965,
    0.6183573603630066,
    0.778846025466919,
    0.7487177848815918,
    0.35820886492729187,
    0.6103284358978271,
    0.624390184879303,
    0.7899998426437378,
    0.7314813137054443,
    0.2944161295890808,
    0.8415840268135071,
    0.649214506149292,
    0.7379677891731262,
    0.6116504073143005,
    0.8115940690040588,
    0.6368157267570496,
    0.6769229769706726,
    0.5803107619285583,
    0.39195966720581055,
    0.33497530221939087,
    0.4651161730289459,
    0.4924621880054474,
    0.8465114831924438,
    0.7557602524757385,
    0.6666665077209473,
    0.7692306041717529,
    0.29268285632133484,
    0.5209301114082336,
    0.41474640369415283,
    0.7938142418861389,
    0.8487803936004639,
    0.4951455295085907,
    0.47846877574920654,
    0.5837318897247314,
    0.37209296226501465,
    0.5971562266349792,
    0.8586385846138,
    0.574585497379303,
    0.5232557058334351,
    0.6528496146202087,
    0.6051281094551086,
    0.660633385181427,
    0.6091952323913574,
    0.6730768084526062,
    0.6296295523643494,
    0.7184464335441589,
    0.4919784665107727,
    0.3934425115585327,
    0.8356806039810181,
    0.6930691599845886,
    0.6078430414199829,
    0.506912350654602,
    0.3419688045978546,
    0.6567163467407227
   ],
   "time": 9.730112180113792,
   "param": null
  },
  {
   "epoch": 196,
   "train_loss": 0.272485613822937,
   "val_loss": 1.9039045572280884,
   "acc": 59.0,
   "f1": [
    0.8431370854377747,
    0.7156862020492554,
    0.44444429874420166,
    0.40677958726882935,
    0.3999998867511749,
    0.6071427464485168,
    0.6236557960510254,
    0.6700506210327148,
    0.7368419766426086,
    0.666666567325592,
    0.3529410660266876,
    0.3703702688217163,
    0.6315788626670837,
    0.5624998807907104,
    0.4692735970020294,
    0.5454543828964233,
    0.6596857309341431,
    0.7389161586761475,
    0.5699480772018433,
    0.4632767140865326,
    0.7843136787414551,
    0.6839826703071594,
    0.518134593963623,
    0.7641507983207703,
    0.8020831942558289,
    0.452830046415329,
    0.5517240166664124,
    0.3827749788761139,
    0.6267279982566833,
    0.5806450843811035,
    0.5471696853637695,
    0.6055043935775757,
    0.5786800384521484,
    0.5799998641014099,
    0.5108694434165955,
    0.28712859749794006,
    0.5925924777984619,
    0.49756085872650146,
    0.44444432854652405,
    0.7839194536209106,
    0.5268816351890564,
    0.8043477535247803,
    0.5102038979530334,
    0.619999885559082,
    0.34736835956573486,
    0.44198882579803467,
    0.38541653752326965,
    0.6315788626670837,
    0.7846888303756714,
    0.7448978424072266,
    0.33333322405815125,
    0.6103284358978271,
    0.624390184879303,
    0.7745096683502197,
    0.7368419766426086,
    0.28855711221694946,
    0.8333331942558289,
    0.6461536884307861,
    0.7368419766426086,
    0.6249998807907104,
    0.8019322156906128,
    0.633165717124939,
    0.6701029539108276,
    0.5846152901649475,
    0.38974347710609436,
    0.3414633274078369,
    0.4694834351539612,
    0.47715723514556885,
    0.8584904670715332,
    0.7557602524757385,
    0.6666665077209473,
    0.7692306041717529,
    0.31372541189193726,
    0.5196077227592468,
    0.41818171739578247,
    0.7857141494750977,
    0.8543688058853149,
    0.48039206862449646,
    0.47572803497314453,
    0.6039602756500244,
    0.3474177420139313,
    0.5971562266349792,
    0.8541665077209473,
    0.5666665434837341,
    0.517646849155426,
    0.6262625455856323,
    0.6082472205162048,
    0.6488887667655945,
    0.6067414879798889,
    0.6699506640434265,
    0.6190475225448608,
    0.7121950387954712,
    0.5157893896102905,
    0.3934425115585327,
    0.8333331942558289,
    0.696517288684845,
    0.6108372807502747,
    0.5188678503036499,
    0.345177561044693,
    0.6467660069465637
   ],
   "time": 9.851838779635727,
   "param": null
  },
  {
   "epoch": 197,
   "train_loss": 0.26431092619895935,
   "val_loss": 1.842578411102295,
   "acc": 59.21,
   "f1": [
    0.8390242457389832,
    0.7164177894592285,
    0.4574466943740845,
    0.38502663373947144,
    0.4093022048473358,
    0.6222221255302429,
    0.6105261445045471,
    0.6600984334945679,
    0.7499998807907104,
    0.680412232875824,
    0.36956506967544556,
    0.36842095851898193,
    0.6310677528381348,
    0.5820105075836182,
    0.4916200041770935,
    0.5499998927116394,
    0.6631577014923096,
    0.7263681292533875,
    0.5925924777984619,
    0.45714274048805237,
    0.7881771922111511,
    0.6837605237960815,
    0.502564013004303,
    0.7641507983207703,
    0.8105260729789734,
    0.4705880880355835,
    0.5714284777641296,
    0.396135151386261,
    0.6261681318283081,
    0.5837836861610413,
    0.5428570508956909,
    0.5953487157821655,
    0.5714284777641296,
    0.5757573843002319,
    0.510416567325592,
    0.30331745743751526,
    0.5789472460746765,
    0.4878047704696655,
    0.4545453190803528,
    0.7799997925758362,
    0.5326085686683655,
    0.8087430000305176,
    0.49746179580688477,
    0.6066349744796753,
    0.35051536560058594,
    0.4666665494441986,
    0.3775508999824524,
    0.6310677528381348,
    0.7846888303756714,
    0.7411166429519653,
    0.34123215079307556,
    0.6161136031150818,
    0.6372547745704651,
    0.7920790910720825,
    0.7476633787155151,
    0.3024389147758484,
    0.8390242457389832,
    0.649214506149292,
    0.7407405972480774,
    0.6255922317504883,
    0.8039213418960571,
    0.6262625455856323,
    0.6874998807907104,
    0.5820105075836182,
    0.3939392864704132,
    0.3402060866355896,
    0.4651161730289459,
    0.47236168384552,
    0.8544599413871765,
    0.7522933483123779,
    0.6596857309341431,
    0.7632849216461182,
    0.31067952513694763,
    0.5170730352401733,
    0.4239630401134491,
    0.7897433638572693,
    0.8529410362243652,
    0.5192306637763977,
    0.4734298884868622,
    0.5980390906333923,
    0.3286384046077728,
    0.6057690978050232,
    0.8691098093986511,
    0.5856351852416992,
    0.5086703896522522,
    0.6358972787857056,
    0.6185566186904907,
    0.6636770367622375,
    0.5977010130882263,
    0.6831682324409485,
    0.6066349744796753,
    0.7184464335441589,
    0.5240640044212341,
    0.4021162986755371,
    0.8356806039810181,
    0.6930691599845886,
    0.5970147848129272,
    0.5090908408164978,
    0.3487178385257721,
    0.6532661318778992
   ],
   "time": 10.217779052443802,
   "param": null
  },
  {
   "epoch": 198,
   "train_loss": 0.2834368646144867,
   "val_loss": 1.8699973821640015,
   "acc": 59.27,
   "f1": [
    0.8431370854377747,
    0.7156862020492554,
    0.4550263583660126,
    0.38674020767211914,
    0.3981480300426483,
    0.6222221255302429,
    0.6243385076522827,
    0.6733667254447937,
    0.7434553503990173,
    0.6734693050384521,
    0.34972667694091797,
    0.36842095851898193,
    0.6315788626670837,
    0.572916567325592,
    0.48314592242240906,
    0.5572138428688049,
    0.6774192452430725,
    0.7336682677268982,
    0.5786800384521484,
    0.45714274048805237,
    0.7881771922111511,
    0.6781114935874939,
    0.518134593963623,
    0.7641507983207703,
    0.8020831942558289,
    0.46601933240890503,
    0.5762709975242615,
    0.3923443853855133,
    0.6197181344032288,
    0.5837836861610413,
    0.5402842164039612,
    0.5999999046325684,
    0.5846152901649475,
    0.582914412021637,
    0.5157893896102905,
    0.30097079277038574,
    0.5925924777984619,
    0.5170730352401733,
    0.44347813725471497,
    0.7878786325454712,
    0.5297296643257141,
    0.8087430000305176,
    0.49999988079071045,
    0.6176469922065735,
    0.34736835956573486,
    0.4640882611274719,
    0.37563440203666687,
    0.6206895112991333,
    0.7846888303756714,
    0.7448978424072266,
    0.35185176134109497,
    0.6168223023414612,
    0.6310677528381348,
    0.7821780443191528,
    0.741783857345581,
    0.28712859749794006,
    0.8431370854377747,
    0.629441499710083,
    0.7407405972480774,
    0.6255922317504883,
    0.8058250546455383,
    0.633165717124939,
    0.6700506210327148,
    0.5803107619285583,
    0.4041449725627899,
    0.3299999237060547,
    0.47169798612594604,
    0.4795917272567749,
    0.8625590801239014,
    0.7592591643333435,
    0.6666665077209473,
    0.7632849216461182,
    0.32160791754722595,
    0.5073169469833374,
    0.4200912117958069,
    0.7897433638572693,
    0.8543688058853149,
    0.48803818225860596,
    0.48076915740966797,
    0.6099998950958252,
    0.34579432010650635,
    0.6095237135887146,
    0.8601034283638,
    0.577777624130249,
    0.5086703896522522,
    0.6421051621437073,
    0.6145831942558289,
    0.666666567325592,
    0.6091952323913574,
    0.6862744092941284,
    0.6291078925132751,
    0.728155255317688,
    0.5052630305290222,
    0.38709667325019836,
    0.837209165096283,
    0.6930691599845886,
    0.6122447848320007,
    0.5137613415718079,
    0.3402060866355896,
    0.6499998569488525
   ],
   "time": 10.460334840230644,
   "param": null
  },
  {
   "epoch": 199,
   "train_loss": 0.3461191654205322,
   "val_loss": 1.819446325302124,
   "acc": 59.28,
   "f1": [
    0.8415840268135071,
    0.7058822512626648,
    0.43979042768478394,
    0.3999998867511749,
    0.4018263518810272,
    0.616071343421936,
    0.6243385076522827,
    0.6502462029457092,
    0.7499998807907104,
    0.6734693050384521,
    0.3586955666542053,
    0.3703702688217163,
    0.6346153020858765,
    0.575916051864624,
    0.48314592242240906,
    0.5583755373954773,
    0.6772485375404358,
    0.7363182306289673,
    0.5863873362541199,
    0.4745761454105377,
    0.7843136787414551,
    0.6724889278411865,
    0.5130888819694519,
    0.7655500173568726,
    0.7979272603988647,
    0.46376800537109375,
    0.5681816935539246,
    0.3904760777950287,
    0.6355138421058655,
    0.5837836861610413,
    0.5523808598518372,
    0.6018517017364502,
    0.5643563270568848,
    0.5888323187828064,
    0.5130888819694519,
    0.29702961444854736,
    0.5882351994514465,
    0.504761815071106,
    0.4493390619754791,
    0.7839194536209106,
    0.5297296643257141,
    0.8043477535247803,
    0.49999988079071045,
    0.6108372807502747,
    0.35416656732559204,
    0.4615383446216583,
    0.39603951573371887,
    0.6341462135314941,
    0.7809522151947021,
    0.7411166429519653,
    0.33492809534072876,
    0.6249998807907104,
    0.6403939127922058,
    0.7821780443191528,
    0.7547168731689453,
    0.29850736260414124,
    0.8472905158996582,
    0.6424869298934937,
    0.7407405972480774,
    0.622641384601593,
    0.8058250546455383,
    0.6268655061721802,
    0.6736840605735779,
    0.5803107619285583,
    0.3917524814605713,
    0.3316582143306732,
    0.46082934737205505,
    0.4897957742214203,
    0.8625590801239014,
    0.7557602524757385,
    0.6631577014923096,
    0.7714284658432007,
    0.2955664098262787,
    0.5320196151733398,
    0.4125559628009796,
    0.7897433638572693,
    0.8529410362243652,
    0.5071768760681152,
    0.48309168219566345,
    0.6039602756500244,
    0.3428570628166199,
    0.5953487157821655,
    0.8691098093986511,
    0.579234778881073,
    0.5086703896522522,
    0.6326529383659363,
    0.6185566186904907,
    0.6756755113601685,
    0.6067414879798889,
    0.6766167879104614,
    0.6238530874252319,
    0.7184464335441589,
    0.5133689045906067,
    0.3934425115585327,
    0.8411213159561157,
    0.6930691599845886,
    0.5989846587181091,
    0.5209301114082336,
    0.3419688045978546,
    0.6499998569488525
   ],
   "time": 10.722153239883482,
   "param": null
  }
 ]
}