smart_augmentation/higher/res/benchmark/CIFAR100/log/RandAugment(N3-M0.17)-resnet18-200 epochs -2.json

{
 "Accuracy": 55.69,
 "Time": [
  10.305703380969353,
  0.6019744185919839,
  2596.2946979608387
 ],
 "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": 3,
  "M": 0.16666666666666666
 },
 "Log": [
  {
   "epoch": 0,
   "train_loss": 4.045781135559082,
   "val_loss": 4.0242815017700195,
   "acc": 9.91,
   "f1": [
    0.3111110329627991,
    0.1140684187412262,
    0.0,
    0.037037014961242676,
    0.0,
    0.07017537206411362,
    0.0,
    0.14790992438793182,
    0.0,
    0.03252029046416283,
    0.0,
    0.0,
    0.019512144848704338,
    0.0,
    0.030456800013780594,
    0.0,
    0.0,
    0.028168966993689537,
    0.04166661202907562,
    0.0,
    0.0,
    0.08759118616580963,
    0.0806451216340065,
    0.20231211185455322,
    0.12499993294477463,
    0.0,
    0.0,
    0.0,
    0.07179480791091919,
    0.0,
    0.18937638401985168,
    0.0,
    0.0,
    0.10328634828329086,
    0.0456620454788208,
    0.0,
    0.16289585828781128,
    0.08270671218633652,
    0.027971982955932617,
    0.0,
    0.04379557445645332,
    0.0,
    0.061538416892290115,
    0.0,
    0.011904710903763771,
    0.0,
    0.0,
    0.1707988679409027,
    0.10344821214675903,
    0.04999994859099388,
    0.02999994531273842,
    0.060150329023599625,
    0.242165207862854,
    0.0,
    0.18823520839214325,
    0.0,
    0.06236076354980469,
    0.03921567276120186,
    0.11299428343772888,
    0.016806693747639656,
    0.22664621472358704,
    0.019230758771300316,
    0.2140844315290451,
    0.015503838658332825,
    0.0504201278090477,
    0.01612899824976921,
    0.07954539358615875,
    0.06611566245555878,
    0.14010505378246307,
    0.02816896140575409,
    0.2949307858943939,
    0.18711014091968536,
    0.06010924652218819,
    0.2603549659252167,
    0.0,
    0.15208029747009277,
    0.21524657309055328,
    0.037036992609500885,
    0.0,
    0.0,
    0.0,
    0.0,
    0.30545443296432495,
    0.03896098956465721,
    0.0,
    0.01333328615874052,
    0.0666666105389595,
    0.0,
    0.018867909908294678,
    0.09004735201597214,
    0.05208327993750572,
    0.12317664176225662,
    0.03508768975734711,
    0.0,
    0.1395348310470581,
    0.07692301273345947,
    0.0,
    0.02631574124097824,
    0.06528185307979584,
    0.0813007652759552
   ],
   "time": 10.141473388299346,
   "param": null
  },
  {
   "epoch": 1,
   "train_loss": 3.827861785888672,
   "val_loss": 3.700256109237671,
   "acc": 14.24,
   "f1": [
    0.17521899938583374,
    0.20779214799404144,
    0.08780481666326523,
    0.12748998403549194,
    0.11167506128549576,
    0.16774186491966248,
    0.08196717500686646,
    0.13468009233474731,
    0.06369420886039734,
    0.11881185322999954,
    0.0,
    0.0,
    0.1461186707019806,
    0.03508768975734711,
    0.01639341004192829,
    0.1203702986240387,
    0.01851850003004074,
    0.20069198310375214,
    0.0,
    0.06896547973155975,
    0.0,
    0.060150329023599625,
    0.15116271376609802,
    0.29213473200798035,
    0.06557372957468033,
    0.11249993741512299,
    0.01639341004192829,
    0.0491802878677845,
    0.12658223509788513,
    0.04799995943903923,
    0.2443438321352005,
    0.12549012899398804,
    0.09523802250623703,
    0.18378373980522156,
    0.019801972433924675,
    0.0,
    0.1525423377752304,
    0.09090902656316757,
    0.09090902656316757,
    0.017391279339790344,
    0.0,
    0.06622510403394699,
    0.12056734412908554,
    0.18618616461753845,
    0.0,
    0.018867909908294678,
    0.05076136440038681,
    0.2517482042312622,
    0.15853653848171234,
    0.17218534648418427,
    0.0,
    0.15053758025169373,
    0.40485823154449463,
    0.18939390778541565,
    0.24999991059303284,
    0.05940588563680649,
    0.18897630274295807,
    0.06349202245473862,
    0.14814810454845428,
    0.17293229699134827,
    0.45970138907432556,
    0.16981124877929688,
    0.0,
    0.0,
    0.046948306262493134,
    0.03478258103132248,
    0.0,
    0.0813007652759552,
    0.38095229864120483,
    0.3358207941055298,
    0.2127658873796463,
    0.35483860969543457,
    0.0886075422167778,
    0.20238088071346283,
    0.0,
    0.3465045094490051,
    0.29694315791130066,
    0.0,
    0.0428570993244648,
    0.06896545737981796,
    0.0,
    0.017241353169083595,
    0.17910441756248474,
    0.01694912277162075,
    0.02777773141860962,
    0.20168060064315796,
    0.14173223078250885,
    0.10300423204898834,
    0.0,
    0.1862744390964508,
    0.018867909908294678,
    0.28571420907974243,
    0.1101694256067276,
    0.0,
    0.16666661202907562,
    0.20064722001552582,
    0.06622510403394699,
    0.07729462534189224,
    0.07407405972480774,
    0.15602830052375793
   ],
   "time": 10.5605634059757,
   "param": null
  },
  {
   "epoch": 2,
   "train_loss": 3.5554325580596924,
   "val_loss": 3.161102056503296,
   "acc": 20.49,
   "f1": [
    0.4025973081588745,
    0.27306264638900757,
    0.05454542860388756,
    0.11483246088027954,
    0.07692302018404007,
    0.03508768975734711,
    0.13756607472896576,
    0.22834637761116028,
    0.19444438815116882,
    0.21782170236110687,
    0.1162789985537529,
    0.03738315775990486,
    0.04444439709186554,
    0.1734103411436081,
    0.10948902368545532,
    0.154929518699646,
    0.03773583099246025,
    0.28571420907974243,
    0.210526242852211,
    0.12068961560726166,
    0.09999995678663254,
    0.2526315450668335,
    0.19459453225135803,
    0.34782594442367554,
    0.345276802778244,
    0.19753079116344452,
    0.18784524500370026,
    0.18604643642902374,
    0.22784802317619324,
    0.20118334889411926,
    0.10389603674411774,
    0.12149526178836823,
    0.11965807527303696,
    0.22988496720790863,
    0.05970144271850586,
    0.10169485956430435,
    0.17460310459136963,
    0.018867909908294678,
    0.0813007652759552,
    0.13432830572128296,
    0.16580304503440857,
    0.3503648638725281,
    0.03448272496461868,
    0.15482230484485626,
    0.07207204401493073,
    0.09696962684392929,
    0.14392055571079254,
    0.38775497674942017,
    0.2525251507759094,
    0.12499994784593582,
    0.014388447627425194,
    0.016806693747639656,
    0.5037593245506287,
    0.348314493894577,
    0.3736262619495392,
    0.03252029046416283,
    0.26162785291671753,
    0.21126753091812134,
    0.2629481256008148,
    0.1107010543346405,
    0.6034481525421143,
    0.3157894015312195,
    0.40796008706092834,
    0.16806717216968536,
    0.08564227819442749,
    0.0,
    0.0,
    0.23076917231082916,
    0.5608464479446411,
    0.45128190517425537,
    0.28571420907974243,
    0.44303786754608154,
    0.0,
    0.25095051527023315,
    0.013071848079562187,
    0.46874985098838806,
    0.5233643651008606,
    0.019047604873776436,
    0.16143491864204407,
    0.16901402175426483,
    0.06802716106176376,
    0.16363632678985596,
    0.46825385093688965,
    0.22935770452022552,
    0.06703904271125793,
    0.2584269046783447,
    0.300429105758667,
    0.1657457947731018,
    0.021857870742678642,
    0.17959178984165192,
    0.0,
    0.30674833059310913,
    0.13978487253189087,
    0.08799994736909866,
    0.40485823154449463,
    0.343283474445343,
    0.19047611951828003,
    0.052980080246925354,
    0.11764698475599289,
    0.12280696630477905
   ],
   "time": 10.62018414400518,
   "param": null
  },
  {
   "epoch": 3,
   "train_loss": 3.343379497528076,
   "val_loss": 3.321789264678955,
   "acc": 21.47,
   "f1": [
    0.49006614089012146,
    0.33928561210632324,
    0.1240309551358223,
    0.04166661947965622,
    0.12935318052768707,
    0.018691571429371834,
    0.10593216866254807,
    0.16593880951404572,
    0.03603601083159447,
    0.29850736260414124,
    0.07339446991682053,
    0.12068960070610046,
    0.12244893610477448,
    0.19931264221668243,
    0.11888106912374496,
    0.19157081842422485,
    0.1864406168460846,
    0.362499862909317,
    0.2681158781051636,
    0.20224712789058685,
    0.3211677670478821,
    0.2708803415298462,
    0.18589738011360168,
    0.20312491059303284,
    0.16806717216968536,
    0.24342100322246552,
    0.15920390188694,
    0.23255807161331177,
    0.24060142040252686,
    0.1219511553645134,
    0.2215908318758011,
    0.17931029200553894,
    0.15384608507156372,
    0.34736835956573486,
    0.10471197962760925,
    0.046511583030223846,
    0.19626161456108093,
    0.1958041489124298,
    0.052631545811891556,
    0.26666656136512756,
    0.20155030488967896,
    0.3764704465866089,
    0.06711404025554657,
    0.10596020519733429,
    0.05128201097249985,
    0.16091948747634888,
    0.0701754093170166,
    0.3473052978515625,
    0.1932772696018219,
    0.26666656136512756,
    0.018691571429371834,
    0.07633582502603531,
    0.5714284777641296,
    0.4303796589374542,
    0.4148934781551361,
    0.0,
    0.4192138612270355,
    0.24186037480831146,
    0.2475246638059616,
    0.22748807072639465,
    0.6395347118377686,
    0.3409090042114258,
    0.370656281709671,
    0.24299058318138123,
    0.03738315775990486,
    0.019047604873776436,
    0.11392398923635483,
    0.09333327412605286,
    0.5549131631851196,
    0.323943555355072,
    0.24999991059303284,
    0.48437491059303284,
    0.0,
    0.24355965852737427,
    0.09565211087465286,
    0.4787232577800751,
    0.5308640599250793,
    0.08450698107481003,
    0.13194438815116882,
    0.09999994188547134,
    0.0,
    0.1325300633907318,
    0.3553008437156677,
    0.05555552989244461,
    0.08333329111337662,
    0.2816900610923767,
    0.2482757866382599,
    0.1052631139755249,
    0.08141589909791946,
    0.2268906980752945,
    0.06201545521616936,
    0.3364485204219818,
    0.05454542860388756,
    0.1454544961452484,
    0.5227271318435669,
    0.1639343649148941,
    0.10344822704792023,
    0.07407403737306595,
    0.08870962262153625,
    0.054054029285907745
   ],
   "time": 9.999256944283843,
   "param": null
  },
  {
   "epoch": 4,
   "train_loss": 3.3248982429504395,
   "val_loss": 3.2074966430664062,
   "acc": 24.41,
   "f1": [
    0.5106382369995117,
    0.35532984137535095,
    0.15476183593273163,
    0.1494252234697342,
    0.14563101530075073,
    0.15981730818748474,
    0.07142854481935501,
    0.24999992549419403,
    0.2173912227153778,
    0.4108106791973114,
    0.16216209530830383,
    0.03809521719813347,
    0.20749275386333466,
    0.10909084975719452,
    0.06249995529651642,
    0.11155372112989426,
    0.2658226788043976,
    0.30248305201530457,
    0.038834936916828156,
    0.14285708963871002,
    0.24679483473300934,
    0.36514514684677124,
    0.21343867480754852,
    0.3272726535797119,
    0.3046356737613678,
    0.18333326280117035,
    0.19444438815116882,
    0.12698405981063843,
    0.2878786623477936,
    0.2702701687812805,
    0.3424123525619507,
    0.16774186491966248,
    0.2173912525177002,
    0.2820512056350708,
    0.18181811273097992,
    0.21463409066200256,
    0.21468918025493622,
    0.10703360289335251,
    0.10071936994791031,
    0.2941175401210785,
    0.17187494039535522,
    0.4646463394165039,
    0.06611566245555878,
    0.2559523284435272,
    0.03921567276120186,
    0.09356718510389328,
    0.2048192024230957,
    0.3533332645893097,
    0.4432430863380432,
    0.28571420907974243,
    0.0,
    0.18656711280345917,
    0.5015872120857239,
    0.4766837954521179,
    0.41840997338294983,
    0.0,
    0.4052862524986267,
    0.238805890083313,
    0.23863628506660461,
    0.1548386514186859,
    0.48044684529304504,
    0.20689646899700165,
    0.36585354804992676,
    0.19999991357326508,
    0.037037014961242676,
    0.01941746659576893,
    0.06249995529651642,
    0.09259255975484848,
    0.5340908169746399,
    0.45161277055740356,
    0.3351954519748688,
    0.4485980272293091,
    0.14689259231090546,
    0.35443025827407837,
    0.11688306927680969,
    0.43720918893814087,
    0.5022025108337402,
    0.10687018185853958,
    0.05357140302658081,
    0.05172409862279892,
    0.0,
    0.19081267714500427,
    0.5185183882713318,
    0.09032251685857773,
    0.10624995082616806,
    0.2535884380340576,
    0.24489788711071014,
    0.336633563041687,
    0.01785712130367756,
    0.22988499701023102,
    0.03149602562189102,
    0.3387977182865143,
    0.21714277565479279,
    0.11023616790771484,
    0.45197734236717224,
    0.3216782510280609,
    0.11475405097007751,
    0.13114747405052185,
    0.052173878997564316,
    0.05825240537524223
   ],
   "time": 10.106726512312889,
   "param": null
  },
  {
   "epoch": 5,
   "train_loss": 3.0498621463775635,
   "val_loss": 3.1806774139404297,
   "acc": 23.0,
   "f1": [
    0.5243901014328003,
    0.3370785713195801,
    0.07407403737306595,
    0.09090903401374817,
    0.05607474222779274,
    0.15309444069862366,
    0.1558440923690796,
    0.2376236915588379,
    0.22033889591693878,
    0.2591361105442047,
    0.0,
    0.10344821214675903,
    0.2389935851097107,
    0.1544714868068695,
    0.1100916787981987,
    0.06993001699447632,
    0.16714692115783691,
    0.38036805391311646,
    0.10084028542041779,
    0.1391303837299347,
    0.4234527051448822,
    0.37860071659088135,
    0.22818784415721893,
    0.14285708963871002,
    0.2131146788597107,
    0.1290321946144104,
    0.11570242792367935,
    0.05714283511042595,
    0.432748407125473,
    0.29896897077560425,
    0.23255807161331177,
    0.18336883187294006,
    0.17391298711299896,
    0.20463314652442932,
    0.08695648610591888,
    0.10071936994791031,
    0.07476632297039032,
    0.21296289563179016,
    0.08928567916154861,
    0.2992125153541565,
    0.22510816156864166,
    0.4768211245536804,
    0.15135130286216736,
    0.1722487509250641,
    0.0,
    0.03669722378253937,
    0.052631545811891556,
    0.4666665494441986,
    0.47619035840034485,
    0.31764698028564453,
    0.0,
    0.19164612889289856,
    0.238805890083313,
    0.25806447863578796,
    0.43902426958084106,
    0.0,
    0.36551716923713684,
    0.14062495529651642,
    0.2556390166282654,
    0.24113468825817108,
    0.5061726570129395,
    0.4177214205265045,
    0.3272726535797119,
    0.28220847249031067,
    0.06896546483039856,
    0.12676051259040833,
    0.12698407471179962,
    0.10344822704792023,
    0.5769229531288147,
    0.3831416666507721,
    0.12727268040180206,
    0.1415928602218628,
    0.019230758771300316,
    0.31914883852005005,
    0.019801972433924675,
    0.5202310085296631,
    0.4317459464073181,
    0.018017996102571487,
    0.07476632297039032,
    0.23728805780410767,
    0.07142851501703262,
    0.2452106475830078,
    0.37533506751060486,
    0.15555550158023834,
    0.1576354056596756,
    0.2692306637763977,
    0.255143940448761,
    0.269938588142395,
    0.11111105233430862,
    0.22727267444133759,
    0.17518241703510284,
    0.26388877630233765,
    0.20338976383209229,
    0.17142851650714874,
    0.19401443004608154,
    0.15384609997272491,
    0.22988496720790863,
    0.1951219141483307,
    0.1365852952003479,
    0.15517237782478333
   ],
   "time": 10.027810718864202,
   "param": null
  },
  {
   "epoch": 6,
   "train_loss": 2.9578895568847656,
   "val_loss": 2.916393280029297,
   "acc": 27.1,
   "f1": [
    0.4999998211860657,
    0.32635971903800964,
    0.20091316103935242,
    0.03809521719813347,
    0.05882347747683525,
    0.24836592376232147,
    0.23853203654289246,
    0.2761903405189514,
    0.22641503810882568,
    0.4578312039375305,
    0.19108274579048157,
    0.1240309551358223,
    0.2944784462451935,
    0.24844713509082794,
    0.19298243522644043,
    0.11764701455831528,
    0.3316582143306732,
    0.03669722378253937,
    0.13445372879505157,
    0.26666656136512756,
    0.6298341155052185,
    0.43542423844337463,
    0.2820512056350708,
    0.12612608075141907,
    0.43298953771591187,
    0.12280696630477905,
    0.2054053246974945,
    0.21221861243247986,
    0.3939392566680908,
    0.30303022265434265,
    0.33519548177719116,
    0.30939218401908875,
    0.32978713512420654,
    0.3111110031604767,
    0.017699090763926506,
    0.19095470011234283,
    0.24413138628005981,
    0.16593880951404572,
    0.07352935522794724,
    0.3957218527793884,
    0.28235283493995667,
    0.5549131631851196,
    0.0773480087518692,
    0.14659680426120758,
    0.06956518441438675,
    0.12398917973041534,
    0.2736841142177582,
    0.41975298523902893,
    0.3083699941635132,
    0.31541210412979126,
    0.0,
    0.1891891211271286,
    0.5436891913414001,
    0.4191615581512451,
    0.4307691156864166,
    0.04545450210571289,
    0.4541061818599701,
    0.32432422041893005,
    0.3117869794368744,
    0.1694914698600769,
    0.5174823999404907,
    0.3908045291900635,
    0.3849371671676636,
    0.21582727134227753,
    0.08187128603458405,
    0.0,
    0.21118006110191345,
    0.2191779911518097,
    0.5695362091064453,
    0.4210525155067444,
    0.3981480300426483,
    0.4022987186908722,
    0.08333329111337662,
    0.18439710140228271,
    0.12499994784593582,
    0.47524744272232056,
    0.4525546431541443,
    0.037037014961242676,
    0.16438351571559906,
    0.21126753091812134,
    0.017241353169083595,
    0.24705873429775238,
    0.28315410017967224,
    0.2697673439979553,
    0.22988496720790863,
    0.38647329807281494,
    0.4019606411457062,
    0.38251355290412903,
    0.12410985678434372,
    0.19480513036251068,
    0.179775208234787,
    0.4487804174423218,
    0.1398600935935974,
    0.07874010503292084,
    0.6321837902069092,
    0.3837208151817322,
    0.0,
    0.26540276408195496,
    0.15873010456562042,
    0.33492809534072876
   ],
   "time": 10.668980929069221,
   "param": null
  },
  {
   "epoch": 7,
   "train_loss": 2.856754779815674,
   "val_loss": 2.777695417404175,
   "acc": 31.32,
   "f1": [
    0.5363982915878296,
    0.3643723726272583,
    0.1395348310470581,
    0.18978095054626465,
    0.12307687103748322,
    0.3111110329627991,
    0.3362830877304077,
    0.2773721516132355,
    0.2881355285644531,
    0.4266665279865265,
    0.28464412689208984,
    0.17721512913703918,
    0.28571420907974243,
    0.31908828020095825,
    0.2574256360530853,
    0.15686267614364624,
    0.37735840678215027,
    0.3661970794200897,
    0.24999992549419403,
    0.2999999225139618,
    0.5211266875267029,
    0.41379305720329285,
    0.3043477237224579,
    0.4593299925327301,
    0.4918031394481659,
    0.2556390166282654,
    0.23030294477939606,
    0.21305835247039795,
    0.4905658960342407,
    0.3066665530204773,
    0.2933332622051239,
    0.34883710741996765,
    0.33466124534606934,
    0.3764704465866089,
    0.15748025476932526,
    0.19999994337558746,
    0.2774565517902374,
    0.20645155012607574,
    0.19047611951828003,
    0.3867923319339752,
    0.33576634526252747,
    0.549019455909729,
    0.1971830427646637,
    0.27317070960998535,
    0.037037014961242676,
    0.14754094183444977,
    0.18404902517795563,
    0.3921567499637604,
    0.4466018080711365,
    0.33583956956863403,
    0.018867909908294678,
    0.24409443140029907,
    0.5384613871574402,
    0.44970402121543884,
    0.46616533398628235,
    0.017543835565447807,
    0.48510628938674927,
    0.3315507173538208,
    0.33027511835098267,
    0.29464277625083923,
    0.6163520216941833,
    0.4727271497249603,
    0.45226117968559265,
    0.32307684421539307,
    0.11814339458942413,
    0.12499994784593582,
    0.25301194190979004,
    0.2909089922904968,
    0.70588219165802,
    0.4154588282108307,
    0.2556390166282654,
    0.45054933428764343,
    0.09950242191553116,
    0.3117646276950836,
    0.18292675912380219,
    0.3779526948928833,
    0.543352484703064,
    0.052173878997564316,
    0.1858406364917755,
    0.2739725112915039,
    0.0,
    0.12121206521987915,
    0.5915491580963135,
    0.28402355313301086,
    0.2121211439371109,
    0.43523305654525757,
    0.32697543501853943,
    0.4123710095882416,
    0.11475405097007751,
    0.2822822332382202,
    0.19047614932060242,
    0.41148313879966736,
    0.24210518598556519,
    0.14906825125217438,
    0.6666665077209473,
    0.3068782687187195,
    0.19696961343288422,
    0.14705875515937805,
    0.17021271586418152,
    0.23129244148731232
   ],
   "time": 10.936321824789047,
   "param": null
  },
  {
   "epoch": 8,
   "train_loss": 2.8328864574432373,
   "val_loss": 4.455962181091309,
   "acc": 15.52,
   "f1": [
    0.45714274048805237,
    0.15517237782478333,
    0.0,
    0.0759493038058281,
    0.0,
    0.11783958226442337,
    0.1694914698600769,
    0.03921567276120186,
    0.19847320020198822,
    0.11818179488182068,
    0.10084028542041779,
    0.03738315775990486,
    0.1711711287498474,
    0.10891082137823105,
    0.18840573728084564,
    0.04109584540128708,
    0.12114986777305603,
    0.26959243416786194,
    0.19259251654148102,
    0.19289332628250122,
    0.1818181723356247,
    0.23602473735809326,
    0.24836592376232147,
    0.0,
    0.16528919339179993,
    0.07865162193775177,
    0.019801972433924675,
    0.05825240537524223,
    0.23622041940689087,
    0.12598420679569244,
    0.1694914698600769,
    0.1255604773759842,
    0.11111106723546982,
    0.1759081780910492,
    0.07352935522794724,
    0.0,
    0.0,
    0.12537308037281036,
    0.0,
    0.3152708411216736,
    0.20689648389816284,
    0.3307085335254669,
    0.019801972433924675,
    0.10447756201028824,
    0.03773583099246025,
    0.05714283511042595,
    0.14634139835834503,
    0.14414408802986145,
    0.38666656613349915,
    0.038834936916828156,
    0.0,
    0.1951218694448471,
    0.28571417927742004,
    0.13675208389759064,
    0.31724128127098083,
    0.019230758771300316,
    0.3692306578159332,
    0.11111104488372803,
    0.23129244148731232,
    0.0754716694355011,
    0.5034012794494629,
    0.19999992847442627,
    0.2878786623477936,
    0.09433959424495697,
    0.018867909908294678,
    0.05084741488099098,
    0.11538457125425339,
    0.056603748351335526,
    0.32558128237724304,
    0.37209296226501465,
    0.03846152126789093,
    0.23255807161331177,
    0.0,
    0.23188398778438568,
    0.05504584312438965,
    0.42528724670410156,
    0.3478260040283203,
    0.0,
    0.03773583099246025,
    0.11347512155771255,
    0.018867909908294678,
    0.07881767302751541,
    0.5696201324462891,
    0.21463409066200256,
    0.10404621064662933,
    0.25396817922592163,
    0.22556383907794952,
    0.08755757659673691,
    0.019230758771300316,
    0.12345672398805618,
    0.03921567276120186,
    0.3453236222267151,
    0.09230764210224152,
    0.05454542860388756,
    0.12753620743751526,
    0.28571417927742004,
    0.08823523670434952,
    0.06349202245473862,
    0.07142851501703262,
    0.161290243268013
   ],
   "time": 9.921452812850475,
   "param": null
  },
  {
   "epoch": 9,
   "train_loss": 2.8722140789031982,
   "val_loss": 2.6658811569213867,
   "acc": 33.92,
   "f1": [
    0.5569619536399841,
    0.4469272196292877,
    0.2262442708015442,
    0.03571426123380661,
    0.13173647224903107,
    0.2160664051771164,
    0.3265305161476135,
    0.2547769844532013,
    0.3555554449558258,
    0.4710423946380615,
    0.24539868533611298,
    0.15609751641750336,
    0.3783782124519348,
    0.2054053246974945,
    0.24999994039535522,
    0.2305629551410675,
    0.40764322876930237,
    0.46204617619514465,
    0.36464083194732666,
    0.259109228849411,
    0.5588233470916748,
    0.37614670395851135,
    0.2558138370513916,
    0.44444435834884644,
    0.4674328565597534,
    0.280373752117157,
    0.33492809534072876,
    0.1931033730506897,
    0.5388599634170532,
    0.39805811643600464,
    0.18320602178573608,
    0.2957197427749634,
    0.3694266378879547,
    0.35675665736198425,
    0.22222214937210083,
    0.10666660219430923,
    0.268292635679245,
    0.1240309551358223,
    0.17525766789913177,
    0.40329205989837646,
    0.3575417995452881,
    0.5352111458778381,
    0.12612608075141907,
    0.27272719144821167,
    0.1451612412929535,
    0.1914892941713333,
    0.22933329641819,
    0.39097732305526733,
    0.5686272978782654,
    0.4545453190803528,
    0.017543835565447807,
    0.16923071444034576,
    0.6249998807907104,
    0.5632652044296265,
    0.45138877630233765,
    0.0,
    0.5714284181594849,
    0.32075464725494385,
    0.4277455508708954,
    0.28749987483024597,
    0.6637553572654724,
    0.4799998700618744,
    0.4242422878742218,
    0.2519684433937073,
    0.11111105233430862,
    0.12612608075141907,
    0.27428561449050903,
    0.2807016372680664,
    0.6785712838172913,
    0.44210517406463623,
    0.41711217164993286,
    0.52961665391922,
    0.08888883143663406,
    0.3517586886882782,
    0.10937494784593582,
    0.41758236289024353,
    0.6120688319206238,
    0.08771926164627075,
    0.14772720634937286,
    0.39778995513916016,
    0.0,
    0.2614377737045288,
    0.5465837121009827,
    0.236453115940094,
    0.2105262279510498,
    0.48510628938674927,
    0.360248327255249,
    0.4045800566673279,
    0.14173223078250885,
    0.396135151386261,
    0.25165554881095886,
    0.4402983784675598,
    0.13259662687778473,
    0.21333324909210205,
    0.5683452486991882,
    0.4013604521751404,
    0.35483860969543457,
    0.2758619785308838,
    0.1302931159734726,
    0.29694315791130066
   ],
   "time": 9.353922309353948,
   "param": null
  },
  {
   "epoch": 10,
   "train_loss": 2.733600616455078,
   "val_loss": 2.9155757427215576,
   "acc": 29.1,
   "f1": [
    0.590908944606781,
    0.35955044627189636,
    0.17391295731067657,
    0.19999991357326508,
    0.01851850003004074,
    0.2470587193965912,
    0.23188398778438568,
    0.31055888533592224,
    0.3249998986721039,
    0.447368323802948,
    0.16783210635185242,
    0.152671679854393,
    0.28571420907974243,
    0.24113468825817108,
    0.19047611951828003,
    0.018867909908294678,
    0.4100417494773865,
    0.30158719420433044,
    0.2086513489484787,
    0.23021577298641205,
    0.5124998688697815,
    0.5084744691848755,
    0.28571420907974243,
    0.05607474222779274,
    0.4485980272293091,
    0.2723734676837921,
    0.256410151720047,
    0.12252248823642731,
    0.37333324551582336,
    0.2635658085346222,
    0.2737429738044739,
    0.15126045048236847,
    0.28571417927742004,
    0.25185176730155945,
    0.127999946475029,
    0.03809521719813347,
    0.05714283511042595,
    0.18064509332180023,
    0.22929933667182922,
    0.30409348011016846,
    0.27272722125053406,
    0.3522726595401764,
    0.18518511950969696,
    0.18333324790000916,
    0.08974353224039078,
    0.11320748925209045,
    0.21582727134227753,
    0.44670039415359497,
    0.4401543438434601,
    0.3529410660266876,
    0.057692285627126694,
    0.29007622599601746,
    0.4947367310523987,
    0.5666665434837341,
    0.45918354392051697,
    0.07619042694568634,
    0.4621847867965698,
    0.308942973613739,
    0.34862375259399414,
    0.2593856155872345,
    0.5102639198303223,
    0.48309168219566345,
    0.3820223808288574,
    0.3199998736381531,
    0.03669722378253937,
    0.017699090763926506,
    0.11570242792367935,
    0.10218973457813263,
    0.6146787405014038,
    0.4062499403953552,
    0.4516127407550812,
    0.35576918721199036,
    0.13502103090286255,
    0.29864245653152466,
    0.11904755234718323,
    0.575916051864624,
    0.5333331823348999,
    0.1798941045999527,
    0.1722487509250641,
    0.30208322405815125,
    0.0,
    0.23414628207683563,
    0.619289219379425,
    0.2933332622051239,
    0.26315781474113464,
    0.40148690342903137,
    0.27118635177612305,
    0.3999998867511749,
    0.2117646485567093,
    0.24418595433235168,
    0.18581077456474304,
    0.333333283662796,
    0.057692285627126694,
    0.1194029375910759,
    0.5714284181594849,
    0.2888888418674469,
    0.18181811273097992,
    0.18461529910564423,
    0.0,
    0.3225805461406708
   ],
   "time": 9.314273602329195,
   "param": null
  },
  {
   "epoch": 11,
   "train_loss": 2.679391622543335,
   "val_loss": 3.021599531173706,
   "acc": 28.36,
   "f1": [
    0.5024629235267639,
    0.46913570165634155,
    0.15789467096328735,
    0.09999995678663254,
    0.03508768975734711,
    0.2702701687812805,
    0.23441390693187714,
    0.3209875524044037,
    0.40540534257888794,
    0.35658904910087585,
    0.2658226788043976,
    0.05309731885790825,
    0.25396817922592163,
    0.21848730742931366,
    0.22535204887390137,
    0.05309731885790825,
    0.2682925760746002,
    0.1709401160478592,
    0.36714968085289,
    0.05607474222779274,
    0.48888877034187317,
    0.4766353964805603,
    0.2987011969089508,
    0.31944435834884644,
    0.4347825050354004,
    0.14285707473754883,
    0.22878222167491913,
    0.2036363184452057,
    0.47435885667800903,
    0.31279608607292175,
    0.33333319425582886,
    0.22972965240478516,
    0.3793102502822876,
    0.3272726535797119,
    0.07999995350837708,
    0.21296289563179016,
    0.13432830572128296,
    0.17857137322425842,
    0.19548864662647247,
    0.09340250492095947,
    0.3676469624042511,
    0.5092591643333435,
    0.19047611951828003,
    0.14864858984947205,
    0.1325300633907318,
    0.10122160613536835,
    0.210526242852211,
    0.4919784665107727,
    0.5423727631568909,
    0.36526939272880554,
    0.03252029046416283,
    0.2948717176914215,
    0.2033897489309311,
    0.4011298418045044,
    0.5132741928100586,
    0.0,
    0.5031445622444153,
    0.31932762265205383,
    0.23529404401779175,
    0.3367696702480316,
    0.7246376276016235,
    0.34246566891670227,
    0.4262293875217438,
    0.280373752117157,
    0.13836471736431122,
    0.1415928602218628,
    0.21705420315265656,
    0.24427475035190582,
    0.6113206744194031,
    0.5399999022483826,
    0.18032778799533844,
    0.6206895112991333,
    0.09859149903059006,
    0.3765689730644226,
    0.1494661271572113,
    0.4594593644142151,
    0.6666665077209473,
    0.1924685686826706,
    0.08906877040863037,
    0.26415085792541504,
    0.029850704595446587,
    0.24060142040252686,
    0.5663716197013855,
    0.28260859847068787,
    0.11965807527303696,
    0.44444435834884644,
    0.294573575258255,
    0.45283007621765137,
    0.16666659712791443,
    0.21848730742931366,
    0.27715346217155457,
    0.4102562963962555,
    0.05882347747683525,
    0.19999991357326508,
    0.26890748739242554,
    0.4230768084526062,
    0.11965807527303696,
    0.08849553763866425,
    0.16216211020946503,
    0.28504666686058044
   ],
   "time": 9.48555854987353,
   "param": null
  },
  {
   "epoch": 12,
   "train_loss": 2.6304845809936523,
   "val_loss": 2.676645517349243,
   "acc": 34.84,
   "f1": [
    0.6808508634567261,
    0.4552844762802124,
    0.1129031702876091,
    0.21705420315265656,
    0.16071423888206482,
    0.25599992275238037,
    0.37158459424972534,
    0.41269823908805847,
    0.40277767181396484,
    0.46478861570358276,
    0.31372538208961487,
    0.20111726224422455,
    0.4279474914073944,
    0.20799992978572845,
    0.3121386468410492,
    0.20134222507476807,
    0.3225805461406708,
    0.4550897181034088,
    0.2791666090488434,
    0.2999998927116394,
    0.6699506640434265,
    0.49084240198135376,
    0.2933332622051239,
    0.29197070002555847,
    0.5577688217163086,
    0.16260157525539398,
    0.29702964425086975,
    0.22972968220710754,
    0.5151513814926147,
    0.36904752254486084,
    0.35398221015930176,
    0.3763439953327179,
    0.3739129900932312,
    0.32298123836517334,
    0.28571417927742004,
    0.14379078149795532,
    0.2550334632396698,
    0.2769230008125305,
    0.21989519894123077,
    0.22719447314739227,
    0.34013596177101135,
    0.5277776718139648,
    0.2193547636270523,
    0.31372541189193726,
    0.2208588421344757,
    0.2095237374305725,
    0.15827332437038422,
    0.44705867767333984,
    0.5614033937454224,
    0.398692786693573,
    0.09790203720331192,
    0.34374991059303284,
    0.6235740184783936,
    0.5903083086013794,
    0.486772358417511,
    0.05084741488099098,
    0.548076868057251,
    0.3827749788761139,
    0.44137921929359436,
    0.3716813027858734,
    0.7213113307952881,
    0.32835808396339417,
    0.4259258210659027,
    0.33497530221939087,
    0.1809523105621338,
    0.1655171811580658,
    0.2531644403934479,
    0.19047614932060242,
    0.7247704863548279,
    0.49681511521339417,
    0.5120771527290344,
    0.3529410660266876,
    0.14345985651016235,
    0.31147530674934387,
    0.1407034695148468,
    0.47999998927116394,
    0.6244342923164368,
    0.1584157943725586,
    0.18404902517795563,
    0.30107519030570984,
    0.018181798979640007,
    0.36842095851898193,
    0.6699506640434265,
    0.2987011969089508,
    0.22950811684131622,
    0.5538460612297058,
    0.3907284140586853,
    0.4886362552642822,
    0.14399996399879456,
    0.3953487277030945,
    0.3154928982257843,
    0.40540534257888794,
    0.20437948405742645,
    0.1990949511528015,
    0.48920848965644836,
    0.39090898633003235,
    0.24590156972408295,
    0.2702701687812805,
    0.19450312852859497,
    0.2959183156490326
   ],
   "time": 10.041521839797497,
   "param": null
  },
  {
   "epoch": 13,
   "train_loss": 2.5964293479919434,
   "val_loss": 3.2671964168548584,
   "acc": 26.31,
   "f1": [
    0.3387095630168915,
    0.362318754196167,
    0.15068486332893372,
    0.19753079116344452,
    0.11167506128549576,
    0.23017896711826324,
    0.21374039351940155,
    0.29850736260414124,
    0.2879999279975891,
    0.4257424473762512,
    0.21111102402210236,
    0.16546757519245148,
    0.38356152176856995,
    0.1336633563041687,
    0.20168058574199677,
    0.10370365530252457,
    0.31355923414230347,
    0.3216782510280609,
    0.14876028895378113,
    0.2696628272533417,
    0.31517505645751953,
    0.44808733463287354,
    0.3537413775920868,
    0.03508768975734711,
    0.5106381177902222,
    0.19087132811546326,
    0.2764226794242859,
    0.19928821921348572,
    0.5196077227592468,
    0.3503648638725281,
    0.3082706034183502,
    0.11764701455831528,
    0.3216782510280609,
    0.1639343649148941,
    0.19999994337558746,
    0.14864858984947205,
    0.09259255975484848,
    0.09022552520036697,
    0.1156068742275238,
    0.30188673734664917,
    0.24749156832695007,
    0.5230767726898193,
    0.06779656559228897,
    0.32298123836517334,
    0.10256405174732208,
    0.17931029200553894,
    0.28235283493995667,
    0.21409918367862701,
    0.5263156294822693,
    0.32835808396339417,
    0.0,
    0.20134222507476807,
    0.4093022048473358,
    0.4525546431541443,
    0.35820886492729187,
    0.0838322788476944,
    0.3801651895046234,
    0.14678893983364105,
    0.28742507100105286,
    0.22421517968177795,
    0.6028367877006531,
    0.3555554449558258,
    0.35897424817085266,
    0.14414408802986145,
    0.0,
    0.019230758771300316,
    0.1290322095155716,
    0.1403508186340332,
    0.6751590371131897,
    0.5130433440208435,
    0.48167529702186584,
    0.40920713543891907,
    0.09230764210224152,
    0.12598420679569244,
    0.12499995529651642,
    0.637362539768219,
    0.3519999086856842,
    0.057692285627126694,
    0.17808210849761963,
    0.26277366280555725,
    0.0,
    0.12846344709396362,
    0.5485712885856628,
    0.14084501564502716,
    0.21929818391799927,
    0.28699544072151184,
    0.3783782720565796,
    0.33043473958969116,
    0.15714280307292938,
    0.1652173548936844,
    0.3170730471611023,
    0.41666656732559204,
    0.019230758771300316,
    0.11678826063871384,
    0.5439329743385315,
    0.3646408021450043,
    0.0,
    0.07476632297039032,
    0.06504061073064804,
    0.15789470076560974
   ],
   "time": 10.447093830443919,
   "param": null
  },
  {
   "epoch": 14,
   "train_loss": 2.4764034748077393,
   "val_loss": 3.0121026039123535,
   "acc": 29.33,
   "f1": [
    0.5975608825683594,
    0.2331690937280655,
    0.2129032015800476,
    0.13008125126361847,
    0.1438848376274109,
    0.16783210635185242,
    0.3212120532989502,
    0.37426888942718506,
    0.29032251238822937,
    0.37398362159729004,
    0.03738315775990486,
    0.0813007652759552,
    0.34108519554138184,
    0.17857137322425842,
    0.22222216427326202,
    0.22598864138126373,
    0.28571420907974243,
    0.4697985351085663,
    0.1721067875623703,
    0.24844713509082794,
    0.4782607853412628,
    0.5470084547996521,
    0.3478259742259979,
    0.24793381989002228,
    0.5058822631835938,
    0.20634911954402924,
    0.18803413212299347,
    0.18090447783470154,
    0.5172412991523743,
    0.28260859847068787,
    0.24615375697612762,
    0.21538454294204712,
    0.3936169147491455,
    0.24590156972408295,
    0.2784809172153473,
    0.18518511950969696,
    0.12173908948898315,
    0.283950537443161,
    0.1656804084777832,
    0.2552203834056854,
    0.2706766128540039,
    0.5486724376678467,
    0.21138201653957367,
    0.2597401440143585,
    0.1174088716506958,
    0.14925368130207062,
    0.32183900475502014,
    0.37681150436401367,
    0.5512819290161133,
    0.3895348310470581,
    0.1229049563407898,
    0.2718445658683777,
    0.6233765482902527,
    0.5084744095802307,
    0.4682273268699646,
    0.13483139872550964,
    0.5930231213569641,
    0.31874993443489075,
    0.38356155157089233,
    0.27272719144821167,
    0.5248225927352905,
    0.22608686983585358,
    0.25599992275238037,
    0.29268285632133484,
    0.1258740872144699,
    0.052631545811891556,
    0.24277448654174805,
    0.31034475564956665,
    0.6141730546951294,
    0.5583755373954773,
    0.4042551815509796,
    0.1100916936993599,
    0.11920525878667831,
    0.27173903584480286,
    0.12765952944755554,
    0.4788731634616852,
    0.6707315444946289,
    0.1633986532688141,
    0.11764702200889587,
    0.2173912525177002,
    0.06201545521616936,
    0.24590156972408295,
    0.442857027053833,
    0.27777770161628723,
    0.14516125619411469,
    0.4594593644142151,
    0.4203820824623108,
    0.5030673146247864,
    0.10169486701488495,
    0.2686566412448883,
    0.2269502878189087,
    0.2669682800769806,
    0.28193822503089905,
    0.1759999543428421,
    0.36507928371429443,
    0.4816325008869171,
    0.25373128056526184,
    0.2948717176914215,
    0.18749994039535522,
    0.3022507429122925
   ],
   "time": 10.732416060753167,
   "param": null
  },
  {
   "epoch": 15,
   "train_loss": 2.433964967727661,
   "val_loss": 2.455981969833374,
   "acc": 39.2,
   "f1": [
    0.6555553674697876,
    0.4946235418319702,
    0.2922373414039612,
    0.1594202220439911,
    0.08196717500686646,
    0.2805194556713104,
    0.4069766402244568,
    0.38053086400032043,
    0.4905658960342407,
    0.43790844082832336,
    0.32941165566444397,
    0.16666661202907562,
    0.46696019172668457,
    0.29940110445022583,
    0.2879999279975891,
    0.3318384885787964,
    0.3402060866355896,
    0.6511626243591309,
    0.3722626864910126,
    0.28571420907974243,
    0.5150500535964966,
    0.4886362552642822,
    0.39378228783607483,
    0.43956032395362854,
    0.595959484577179,
    0.32298123836517334,
    0.362318754196167,
    0.25396817922592163,
    0.48484838008880615,
    0.39795905351638794,
    0.3999999165534973,
    0.24193541705608368,
    0.4133332371711731,
    0.37179476022720337,
    0.30666661262512207,
    0.19679629802703857,
    0.2971886694431305,
    0.28846150636672974,
    0.2787878215312958,
    0.583690881729126,
    0.2740524113178253,
    0.6594592928886414,
    0.24817509949207306,
    0.31055888533592224,
    0.2613064646720886,
    0.2677823603153229,
    0.19047611951828003,
    0.5662649273872375,
    0.6249998807907104,
    0.45976996421813965,
    0.1103447824716568,
    0.2815532982349396,
    0.622641384601593,
    0.476190447807312,
    0.49285703897476196,
    0.09696962684392929,
    0.4924241304397583,
    0.362499862909317,
    0.4276728630065918,
    0.37944653630256653,
    0.6697673201560974,
    0.5499998927116394,
    0.4873095452785492,
    0.41095879673957825,
    0.09599995613098145,
    0.1654134839773178,
    0.22222214937210083,
    0.29007622599601746,
    0.7745096683502197,
    0.5463916063308716,
    0.5319147706031799,
    0.4999999403953552,
    0.05504584312438965,
    0.4083768427371979,
    0.0701754093170166,
    0.6363635063171387,
    0.5974024534225464,
    0.19209031760692596,
    0.25104594230651855,
    0.3594468832015991,
    0.14193542301654816,
    0.45535701513290405,
    0.696132481098175,
    0.2686566412448883,
    0.27272722125053406,
    0.5267855525016785,
    0.46540868282318115,
    0.44755232334136963,
    0.3350784480571747,
    0.48837196826934814,
    0.4772725999355316,
    0.4688993990421295,
    0.27814561128616333,
    0.23529402911663055,
    0.6903551816940308,
    0.434782475233078,
    0.3999999165534973,
    0.4044942855834961,
    0.15533974766731262,
    0.4912279546260834
   ],
   "time": 10.447017866186798,
   "param": null
  },
  {
   "epoch": 16,
   "train_loss": 2.391312599182129,
   "val_loss": 2.085698366165161,
   "acc": 41.61,
   "f1": [
    0.6806281208992004,
    0.46913570165634155,
    0.2191779911518097,
    0.31284910440444946,
    0.11666662245988846,
    0.46363624930381775,
    0.28248581290245056,
    0.4508668780326843,
    0.4864863455295563,
    0.5680471658706665,
    0.34246566891670227,
    0.2290075570344925,
    0.48387083411216736,
    0.3365383446216583,
    0.3168316185474396,
    0.29464277625083923,
    0.47619032859802246,
    0.5933012366294861,
    0.3537905216217041,
    0.3152708411216736,
    0.7272725701332092,
    0.5846152901649475,
    0.4190475046634674,
    0.5494503974914551,
    0.684491753578186,
    0.24836592376232147,
    0.362499862909317,
    0.210526242852211,
    0.6195651292800903,
    0.35483863949775696,
    0.35460981726646423,
    0.34108519554138184,
    0.44705867767333984,
    0.4065040051937103,
    0.36029404401779175,
    0.18867920339107513,
    0.3470318615436554,
    0.36082467436790466,
    0.2258063703775406,
    0.5333331823348999,
    0.41711217164993286,
    0.49586769938468933,
    0.28723397850990295,
    0.3529411256313324,
    0.2843601107597351,
    0.18749991059303284,
    0.24615375697612762,
    0.5789472460746765,
    0.5971562266349792,
    0.4593638777732849,
    0.23589736223220825,
    0.35074618458747864,
    0.5999999046325684,
    0.5192981958389282,
    0.561576247215271,
    0.07999995350837708,
    0.5869563817977905,
    0.3790321350097656,
    0.48275846242904663,
    0.35467973351478577,
    0.7653059959411621,
    0.4907974302768707,
    0.5116277933120728,
    0.3855420649051666,
    0.11475405097007751,
    0.18032778799533844,
    0.31325289607048035,
    0.322274774312973,
    0.7761192321777344,
    0.5977010130882263,
    0.5023695826530457,
    0.5614033341407776,
    0.14765094220638275,
    0.3251230716705322,
    0.20571422576904297,
    0.7282050251960754,
    0.6459625363349915,
    0.15023468434810638,
    0.3057323694229126,
    0.3975902497768402,
    0.09374994784593582,
    0.4431816637516022,
    0.6249999403953552,
    0.41840997338294983,
    0.3976607024669647,
    0.5688887238502502,
    0.46896544098854065,
    0.49019595980644226,
    0.31055888533592224,
    0.373259037733078,
    0.39057233929634094,
    0.5258619785308838,
    0.32352930307388306,
    0.2638297379016876,
    0.766355037689209,
    0.49565204977989197,
    0.3908045291900635,
    0.3831774890422821,
    0.07692302018404007,
    0.4950493574142456
   ],
   "time": 10.995271896012127,
   "param": null
  },
  {
   "epoch": 17,
   "train_loss": 2.3480005264282227,
   "val_loss": 2.7628748416900635,
   "acc": 33.96,
   "f1": [
    0.6424869298934937,
    0.48684197664260864,
    0.22929932177066803,
    0.19047611951828003,
    0.19999994337558746,
    0.34181809425354004,
    0.40624988079071045,
    0.44221094250679016,
    0.4814813435077667,
    0.26760557293891907,
    0.22399991750717163,
    0.2545453608036041,
    0.3180592656135559,
    0.07207204401493073,
    0.3908045291900635,
    0.22996509075164795,
    0.44444435834884644,
    0.3820894658565521,
    0.3817426860332489,
    0.30701744556427,
    0.3482142388820648,
    0.48648640513420105,
    0.3383083641529083,
    0.0,
    0.3111110031604767,
    0.1654134839773178,
    0.3428570330142975,
    0.09433959424495697,
    0.5497074723243713,
    0.3195265531539917,
    0.30864188075065613,
    0.23791813850402832,
    0.4111110270023346,
    0.32869070768356323,
    0.15517237782478333,
    0.23529407382011414,
    0.32214754819869995,
    0.19767434895038605,
    0.20799992978572845,
    0.5699998736381531,
    0.2529643774032593,
    0.635837972164154,
    0.17857137322425842,
    0.37614670395851135,
    0.18978095054626465,
    0.19047611951828003,
    0.22666659951210022,
    0.4055943191051483,
    0.6310677528381348,
    0.20689646899700165,
    0.13114747405052185,
    0.3018867075443268,
    0.5869563817977905,
    0.5784311890602112,
    0.5057469606399536,
    0.0,
    0.5679011344909668,
    0.4200912117958069,
    0.4150942265987396,
    0.3597121238708496,
    0.5369126200675964,
    0.34586456418037415,
    0.3841058313846588,
    0.3851850926876068,
    0.1129031702876091,
    0.09999995678663254,
    0.3260868787765503,
    0.24427472054958344,
    0.6666665077209473,
    0.3190661072731018,
    0.4417177140712738,
    0.15929199755191803,
    0.08620686084032059,
    0.18705029785633087,
    0.16666659712791443,
    0.5948274731636047,
    0.44923070073127747,
    0.15384608507156372,
    0.19428564608097076,
    0.3565216362476349,
    0.1696968972682953,
    0.3767312169075012,
    0.7052022218704224,
    0.36704114079475403,
    0.20437949895858765,
    0.5561496019363403,
    0.4191615581512451,
    0.3015384078025818,
    0.21874991059303284,
    0.3466666042804718,
    0.41095879673957825,
    0.42962950468063354,
    0.2865853011608124,
    0.0701754093170166,
    0.35510197281837463,
    0.4656083285808563,
    0.2588233947753906,
    0.38709667325019836,
    0.19298243522644043,
    0.4454975128173828
   ],
   "time": 10.266781662590802,
   "param": null
  },
  {
   "epoch": 18,
   "train_loss": 2.0927491188049316,
   "val_loss": 2.343580722808838,
   "acc": 39.03,
   "f1": [
    0.7044023871421814,
    0.5314008593559265,
    0.161290243268013,
    0.15277770161628723,
    0.0672268494963646,
    0.2948206663131714,
    0.48958322405815125,
    0.45263150334358215,
    0.5302324295043945,
    0.40597009658813477,
    0.27096763253211975,
    0.21538454294204712,
    0.3795180022716522,
    0.2718445658683777,
    0.3542855978012085,
    0.30281683802604675,
    0.3859647810459137,
    0.5727270841598511,
    0.28650131821632385,
    0.29585790634155273,
    0.4833836257457733,
    0.47138041257858276,
    0.3726235330104828,
    0.4635760486125946,
    0.5918366312980652,
    0.22377613186836243,
    0.34782594442367554,
    0.1499999463558197,
    0.6046509742736816,
    0.37426888942718506,
    0.3923075795173645,
    0.3096773326396942,
    0.44444432854652405,
    0.3999998867511749,
    0.32183900475502014,
    0.20895515382289886,
    0.3043477237224579,
    0.212290421128273,
    0.18320602178573608,
    0.5643152594566345,
    0.34042543172836304,
    0.654761791229248,
    0.24999992549419403,
    0.42780739068984985,
    0.2617800235748291,
    0.10169486701488495,
    0.23300965130329132,
    0.4459458291530609,
    0.6064514517784119,
    0.4832213521003723,
    0.17021270096302032,
    0.3225805461406708,
    0.5967741012573242,
    0.6028706431388855,
    0.5560973882675171,
    0.018017996102571487,
    0.5922329425811768,
    0.36298924684524536,
    0.43835610151290894,
    0.43428558111190796,
    0.7473682165145874,
    0.5274723768234253,
    0.509316623210907,
    0.32051271200180054,
    0.14193542301654816,
    0.22772268950939178,
    0.272108793258667,
    0.348314493894577,
    0.7164177894592285,
    0.5187968015670776,
    0.4698793888092041,
    0.5363127589225769,
    0.19108274579048157,
    0.3195265531539917,
    0.12389375269412994,
    0.6107783317565918,
    0.5576207041740417,
    0.11510787159204483,
    0.2314814031124115,
    0.43636354804039,
    0.16216209530830383,
    0.31804272532463074,
    0.7017542123794556,
    0.4154588282108307,
    0.28181809186935425,
    0.4957263767719269,
    0.4593299925327301,
    0.4249999523162842,
    0.24427472054958344,
    0.4204544126987457,
    0.39560431241989136,
    0.45226117968559265,
    0.30331745743751526,
    0.20408158004283905,
    0.6788989305496216,
    0.5045870542526245,
    0.3043477237224579,
    0.3169397711753845,
    0.11764698475599289,
    0.3739376366138458
   ],
   "time": 10.320357685908675,
   "param": null
  },
  {
   "epoch": 19,
   "train_loss": 2.3986175060272217,
   "val_loss": 2.2236874103546143,
   "acc": 42.61,
   "f1": [
    0.7015705108642578,
    0.4959348142147064,
    0.3121950626373291,
    0.17322827875614166,
    0.24545449018478394,
    0.45128190517425537,
    0.44927528500556946,
    0.4331209361553192,
    0.5730335712432861,
    0.48201432824134827,
    0.3278687596321106,
    0.20610681176185608,
    0.45685264468193054,
    0.30630621314048767,
    0.36820071935653687,
    0.3272726535797119,
    0.5073169469833374,
    0.662650465965271,
    0.4297519624233246,
    0.3529410660266876,
    0.6944442987442017,
    0.4866918921470642,
    0.39215680956840515,
    0.3999998867511749,
    0.5714284777641296,
    0.29885047674179077,
    0.3885713219642639,
    0.2426469922065735,
    0.5978259444236755,
    0.4081631302833557,
    0.36842095851898193,
    0.38666656613349915,
    0.3946187198162079,
    0.44705867767333984,
    0.3897057771682739,
    0.3050846755504608,
    0.30158719420433044,
    0.27999988198280334,
    0.36111101508140564,
    0.5308055877685547,
    0.30392149090766907,
    0.6555553674697876,
    0.3699999153614044,
    0.3926939368247986,
    0.29292917251586914,
    0.24999991059303284,
    0.28676459193229675,
    0.5095540285110474,
    0.6411482095718384,
    0.5527637004852295,
    0.10256405174732208,
    0.4102562665939331,
    0.5839415192604065,
    0.5876776576042175,
    0.6170212030410767,
    0.10884349048137665,
    0.660633385181427,
    0.4352940320968628,
    0.4024389982223511,
    0.43518510460853577,
    0.6918917894363403,
    0.5194803476333618,
    0.5240640044212341,
    0.3999999165534973,
    0.21118006110191345,
    0.193548321723938,
    0.364531934261322,
    0.33333319425582886,
    0.7524750828742981,
    0.5301203727722168,
    0.486772358417511,
    0.4999999403953552,
    0.05309731885790825,
    0.3846152722835541,
    0.14012733101844788,
    0.6699027419090271,
    0.6818180680274963,
    0.25301194190979004,
    0.24675315618515015,
    0.434782475233078,
    0.14184391498565674,
    0.4452053904533386,
    0.6030533313751221,
    0.3478259742259979,
    0.32584258913993835,
    0.5357141494750977,
    0.49765241146087646,
    0.5179855227470398,
    0.3508770763874054,
    0.5089284181594849,
    0.44799989461898804,
    0.5402297377586365,
    0.12499995529651642,
    0.21929818391799927,
    0.766355037689209,
    0.44604307413101196,
    0.30075180530548096,
    0.3376622200012207,
    0.07643306255340576,
    0.5148513317108154
   ],
   "time": 10.591104140505195,
   "param": null
  },
  {
   "epoch": 20,
   "train_loss": 2.3128676414489746,
   "val_loss": 2.5617597103118896,
   "acc": 37.76,
   "f1": [
    0.5655171275138855,
    0.47161564230918884,
    0.1379309743642807,
    0.2589927613735199,
    0.13008125126361847,
    0.38059693574905396,
    0.3636362552642822,
    0.3829786479473114,
    0.6263735294342041,
    0.3492062985897064,
    0.31999990344047546,
    0.08474572747945786,
    0.31775689125061035,
    0.37758105993270874,
    0.28289467096328735,
    0.22654861211776733,
    0.5172412991523743,
    0.5217390656471252,
    0.2844243347644806,
    0.31325289607048035,
    0.3944953978061676,
    0.5405403971672058,
    0.3599999248981476,
    0.2166665941476822,
    0.5194803476333618,
    0.291139155626297,
    0.36842095851898193,
    0.10810806602239609,
    0.5540539026260376,
    0.28901728987693787,
    0.34108519554138184,
    0.36815908551216125,
    0.38888880610466003,
    0.360759437084198,
    0.37499991059303284,
    0.27173903584480286,
    0.32061055302619934,
    0.26618701219558716,
    0.25373128056526184,
    0.44230765104293823,
    0.3119265139102936,
    0.6516852378845215,
    0.28965505957603455,
    0.35714277625083923,
    0.1452513188123703,
    0.23300965130329132,
    0.27083322405815125,
    0.42857131361961365,
    0.6629211902618408,
    0.4238409399986267,
    0.08849553763866425,
    0.362499862909317,
    0.5666665434837341,
    0.5272725820541382,
    0.5573769211769104,
    0.06837603449821472,
    0.6069650650024414,
    0.42471033334732056,
    0.4670657217502594,
    0.3661970794200897,
    0.48717936873435974,
    0.4203820824623108,
    0.4913792312145233,
    0.25862061977386475,
    0.22619038820266724,
    0.2127659022808075,
    0.34374991059303284,
    0.2647058069705963,
    0.735751211643219,
    0.44912275671958923,
    0.37681150436401367,
    0.31999990344047546,
    0.11666662245988846,
    0.2773721516132355,
    0.1911763846874237,
    0.6629211902618408,
    0.6293102502822876,
    0.08928567916154861,
    0.31034475564956665,
    0.41818171739578247,
    0.1452513188123703,
    0.3523808717727661,
    0.6350710391998291,
    0.2873562276363373,
    0.3543306291103363,
    0.5465837121009827,
    0.49999988079071045,
    0.45360812544822693,
    0.30366483330726624,
    0.4034333825111389,
    0.5326631665229797,
    0.510416567325592,
    0.2517482042312622,
    0.1914892941713333,
    0.6407765746116638,
    0.4666665494441986,
    0.4019606411457062,
    0.3097112476825714,
    0.21538454294204712,
    0.5191488265991211
   ],
   "time": 10.737927242182195,
   "param": null
  },
  {
   "epoch": 21,
   "train_loss": 2.130549430847168,
   "val_loss": 2.2961220741271973,
   "acc": 42.09,
   "f1": [
    0.712643563747406,
    0.5549736618995667,
    0.2758619785308838,
    0.20134222507476807,
    0.24324317276477814,
    0.43321293592453003,
    0.48275846242904663,
    0.4712642431259155,
    0.46774181723594666,
    0.45714280009269714,
    0.24390238523483276,
    0.15999993681907654,
    0.4274192452430725,
    0.2649005651473999,
    0.3474902808666229,
    0.2656249403953552,
    0.486274391412735,
    0.4456232488155365,
    0.452830046415329,
    0.38150280714035034,
    0.5578230023384094,
    0.5410627126693726,
    0.3422817885875702,
    0.38848912715911865,
    0.5987259745597839,
    0.2614377737045288,
    0.41212108731269836,
    0.20312491059303284,
    0.6506022810935974,
    0.4269661605358124,
    0.3979056477546692,
    0.36871495842933655,
    0.5054942965507507,
    0.397394061088562,
    0.3636362850666046,
    0.28571420907974243,
    0.3508770763874054,
    0.33789944648742676,
    0.31764698028564453,
    0.5224488377571106,
    0.4262293577194214,
    0.6989246010780334,
    0.28193822503089905,
    0.3534882664680481,
    0.24516120553016663,
    0.2244897186756134,
    0.2754489779472351,
    0.5384615063667297,
    0.696078360080719,
    0.4415583312511444,
    0.22222216427326202,
    0.3454544246196747,
    0.5660375952720642,
    0.6120688319206238,
    0.5502182841300964,
    0.060150329023599625,
    0.5714284777641296,
    0.4972374439239502,
    0.5799998641014099,
    0.4577113389968872,
    0.6823527216911316,
    0.3846152722835541,
    0.5325441956520081,
    0.3874998986721039,
    0.16058386862277985,
    0.22222214937210083,
    0.2702701687812805,
    0.33333322405815125,
    0.7741934061050415,
    0.6249998807907104,
    0.45033106207847595,
    0.4840763211250305,
    0.05128201097249985,
    0.2749998867511749,
    0.14173223078250885,
    0.6418603658676147,
    0.6729856729507446,
    0.12307687103748322,
    0.3644443452358246,
    0.4748857021331787,
    0.17391295731067657,
    0.41379302740097046,
    0.6860463619232178,
    0.3135133981704712,
    0.3543306291103363,
    0.49006614089012146,
    0.5371427536010742,
    0.5116277933120728,
    0.2952028810977936,
    0.41721847653388977,
    0.5436891913414001,
    0.5754715800285339,
    0.3168315887451172,
    0.2898550033569336,
    0.626865565776825,
    0.4622220993041992,
    0.3287670612335205,
    0.39069753885269165,
    0.20224714279174805,
    0.5181816816329956
   ],
   "time": 10.893763699568808,
   "param": null
  },
  {
   "epoch": 22,
   "train_loss": 2.257352352142334,
   "val_loss": 2.408817768096924,
   "acc": 41.94,
   "f1": [
    0.7083331942558289,
    0.5517240166664124,
    0.3478259742259979,
    0.22929932177066803,
    0.21093745529651642,
    0.4249998927116394,
    0.41891881823539734,
    0.42735034227371216,
    0.5217390656471252,
    0.4857141673564911,
    0.28571417927742004,
    0.30999991297721863,
    0.39189180731773376,
    0.3670884966850281,
    0.3722943067550659,
    0.32911381125450134,
    0.4857141673564911,
    0.3676469624042511,
    0.4018263518810272,
    0.40540534257888794,
    0.7802196741104126,
    0.5138888359069824,
    0.3381294012069702,
    0.4434387683868408,
    0.5761315822601318,
    0.32624104619026184,
    0.33333325386047363,
    0.32034626603126526,
    0.633333146572113,
    0.393063485622406,
    0.43930622935295105,
    0.46242761611938477,
    0.43404245376586914,
    0.46391740441322327,
    0.3587442934513092,
    0.11666662245988846,
    0.3820223808288574,
    0.34482747316360474,
    0.3354036211967468,
    0.4980543851852417,
    0.41717782616615295,
    0.6770831346511841,
    0.26519328355789185,
    0.3043477237224579,
    0.03773583099246025,
    0.269360214471817,
    0.2810809910297394,
    0.5209301114082336,
    0.6065572500228882,
    0.40111416578292847,
    0.1734103411436081,
    0.35643553733825684,
    0.6070037484169006,
    0.5925924181938171,
    0.6078430414199829,
    0.0,
    0.6519335508346558,
    0.4158414602279663,
    0.5217390060424805,
    0.3855420649051666,
    0.7032965421676636,
    0.5174128413200378,
    0.553672194480896,
    0.3354838192462921,
    0.22393816709518433,
    0.11475405097007751,
    0.2723003923892975,
    0.2677164673805237,
    0.7817257046699524,
    0.5359476208686829,
    0.5617976188659668,
    0.3039998710155487,
    0.1357465535402298,
    0.1525423377752304,
    0.2746780216693878,
    0.679245114326477,
    0.6153844594955444,
    0.20382159948349,
    0.30449819564819336,
    0.39520949125289917,
    0.18749991059303284,
    0.4851484000682831,
    0.7317072153091431,
    0.35121941566467285,
    0.3878786563873291,
    0.5490195155143738,
    0.529999852180481,
    0.6178008913993835,
    0.34999990463256836,
    0.467661589384079,
    0.5454544425010681,
    0.5608464479446411,
    0.30120471119880676,
    0.27385884523391724,
    0.7241377830505371,
    0.44554442167282104,
    0.37804868817329407,
    0.36879420280456543,
    0.18181811273097992,
    0.42570269107818604
   ],
   "time": 10.47410527523607,
   "param": null
  },
  {
   "epoch": 23,
   "train_loss": 2.1380155086517334,
   "val_loss": 2.2339229583740234,
   "acc": 44.26,
   "f1": [
    0.7191009521484375,
    0.4981948435306549,
    0.34449753165245056,
    0.2658226788043976,
    0.21874994039535522,
    0.46231144666671753,
    0.32367143034935,
    0.4502163529396057,
    0.5628740787506104,
    0.6021503806114197,
    0.24460424482822418,
    0.24390234053134918,
    0.48587560653686523,
    0.32911381125450134,
    0.34343424439430237,
    0.3826086223125458,
    0.5167463421821594,
    0.6228069067001343,
    0.3694778084754944,
    0.3090128004550934,
    0.7439612150192261,
    0.5894736051559448,
    0.43999987840652466,
    0.5139663219451904,
    0.582089364528656,
    0.3216782510280609,
    0.3924526870250702,
    0.2541435658931732,
    0.6256982088088989,
    0.41379302740097046,
    0.39778995513916016,
    0.367346853017807,
    0.4588233530521393,
    0.41935470700263977,
    0.41176459193229675,
    0.3254236578941345,
    0.34126976132392883,
    0.37962955236434937,
    0.35955044627189636,
    0.5443785786628723,
    0.44827571511268616,
    0.6630433797836304,
    0.33720916509628296,
    0.3068782389163971,
    0.2629106938838959,
    0.21111102402210236,
    0.24637670814990997,
    0.574585497379303,
    0.6607928276062012,
    0.6181817054748535,
    0.23571421205997467,
    0.3934425115585327,
    0.6406925916671753,
    0.5114502906799316,
    0.5294116735458374,
    0.05555552989244461,
    0.5925924181938171,
    0.47846877574920654,
    0.5387753844261169,
    0.4313724637031555,
    0.7307690382003784,
    0.5767440795898438,
    0.5083332657814026,
    0.3851850926876068,
    0.18274106085300446,
    0.25157222151756287,
    0.24203814566135406,
    0.40476179122924805,
    0.7685183882713318,
    0.6181817054748535,
    0.4631577730178833,
    0.5487803816795349,
    0.16176463663578033,
    0.329670250415802,
    0.2562277019023895,
    0.6448978185653687,
    0.6299211382865906,
    0.27530357241630554,
    0.336633563041687,
    0.43049317598342896,
    0.17910441756248474,
    0.49710968136787415,
    0.6473027467727661,
    0.39111098647117615,
    0.41346144676208496,
    0.5697672963142395,
    0.4733726978302002,
    0.5462961196899414,
    0.358024537563324,
    0.3841806650161743,
    0.5428570508956909,
    0.5603863000869751,
    0.30909082293510437,
    0.2424241602420807,
    0.7920790910720825,
    0.4949493706226349,
    0.40764322876930237,
    0.4112148582935333,
    0.06896547973155975,
    0.4750956892967224
   ],
   "time": 9.906887656077743,
   "param": null
  },
  {
   "epoch": 24,
   "train_loss": 2.2537119388580322,
   "val_loss": 2.2679989337921143,
   "acc": 43.51,
   "f1": [
    0.6785712838172913,
    0.5400842428207397,
    0.33939382433891296,
    0.24817509949207306,
    0.28571417927742004,
    0.3373493254184723,
    0.35365843772888184,
    0.45751625299453735,
    0.6321837902069092,
    0.6118720173835754,
    0.2714284658432007,
    0.31372541189193726,
    0.3626372814178467,
    0.3456788659095764,
    0.36559128761291504,
    0.30678460001945496,
    0.5414363145828247,
    0.5789472460746765,
    0.48167529702186584,
    0.29787224531173706,
    0.5206348299980164,
    0.4460430443286896,
    0.3790321350097656,
    0.19469021260738373,
    0.6065572500228882,
    0.24999992549419403,
    0.41340771317481995,
    0.21374039351940155,
    0.5644170045852661,
    0.4433496594429016,
    0.42911872267723083,
    0.318471223115921,
    0.4725273549556732,
    0.4299998879432678,
    0.38596484065055847,
    0.1629629135131836,
    0.447368323802948,
    0.35483860969543457,
    0.3061888813972473,
    0.6019416451454163,
    0.38636353611946106,
    0.7017542123794556,
    0.4115225076675415,
    0.32676050066947937,
    0.22702695429325104,
    0.2937852144241333,
    0.2399999350309372,
    0.5514017343521118,
    0.7039104700088501,
    0.44755232334136963,
    0.19108274579048157,
    0.4694834351539612,
    0.6046510338783264,
    0.4955751597881317,
    0.6321837902069092,
    0.10447756201028824,
    0.6421051621437073,
    0.5199998617172241,
    0.5428570508956909,
    0.4508668780326843,
    0.6916664838790894,
    0.4635760486125946,
    0.5492226481437683,
    0.4210525155067444,
    0.19999994337558746,
    0.1503758728504181,
    0.26027390360832214,
    0.32624104619026184,
    0.7745662927627563,
    0.546816349029541,
    0.5079363584518433,
    0.5769229531288147,
    0.19753079116344452,
    0.3121386468410492,
    0.31034475564956665,
    0.6782606840133667,
    0.6613544821739197,
    0.31055888533592224,
    0.29746830463409424,
    0.4646463394165039,
    0.20359273254871368,
    0.44444432854652405,
    0.6470587253570557,
    0.4148934781551361,
    0.3195265531539917,
    0.5488370656967163,
    0.48780474066734314,
    0.5490195155143738,
    0.30303019285202026,
    0.3952801823616028,
    0.4338982105255127,
    0.5889569520950317,
    0.39106133580207825,
    0.26728102564811707,
    0.645389974117279,
    0.49484527111053467,
    0.4204544126987457,
    0.4508668780326843,
    0.23396219313144684,
    0.4508668780326843
   ],
   "time": 9.664906116202474,
   "param": null
  },
  {
   "epoch": 25,
   "train_loss": 2.0837292671203613,
   "val_loss": 2.3769729137420654,
   "acc": 41.48,
   "f1": [
    0.6288208365440369,
    0.4773661196231842,
    0.26136359572410583,
    0.16260157525539398,
    0.24999991059303284,
    0.3583814203739166,
    0.4382469058036804,
    0.4818180501461029,
    0.535519003868103,
    0.5810053944587708,
    0.3521125912666321,
    0.2406638264656067,
    0.4697985351085663,
    0.3351954519748688,
    0.3669723868370056,
    0.36809808015823364,
    0.4640882611274719,
    0.561643660068512,
    0.4056938886642456,
    0.30769219994544983,
    0.7017542123794556,
    0.5375493168830872,
    0.45714274048805237,
    0.423912912607193,
    0.6548671722412109,
    0.3199998736381531,
    0.37777766585350037,
    0.2105262279510498,
    0.5820105075836182,
    0.41935470700263977,
    0.3512747287750244,
    0.2769230008125305,
    0.4190475046634674,
    0.31999990344047546,
    0.3414633274078369,
    0.17241372168064117,
    0.36470577120780945,
    0.24615375697612762,
    0.2873562276363373,
    0.46923068165779114,
    0.35964900255203247,
    0.530302882194519,
    0.18749991059303284,
    0.4401912987232208,
    0.25270751118659973,
    0.24999992549419403,
    0.25352105498313904,
    0.5445024967193604,
    0.6829267144203186,
    0.486274391412735,
    0.14285707473754883,
    0.4190475046634674,
    0.6071427464485168,
    0.6037734150886536,
    0.5033112168312073,
    0.12371128052473068,
    0.5509432554244995,
    0.36871495842933655,
    0.45454534888267517,
    0.38392844796180725,
    0.7312772870063782,
    0.5189187526702881,
    0.5081079602241516,
    0.4307691156864166,
    0.2580644190311432,
    0.24096375703811646,
    0.20987647771835327,
    0.3515150547027588,
    0.7096773386001587,
    0.6145250201225281,
    0.49710968136787415,
    0.5263157486915588,
    0.1945524662733078,
    0.33333322405815125,
    0.2456139326095581,
    0.5895521640777588,
    0.7555553913116455,
    0.2573528587818146,
    0.28025469183921814,
    0.43037962913513184,
    0.10071936994791031,
    0.4183005392551422,
    0.7177032232284546,
    0.39285704493522644,
    0.3285713195800781,
    0.5632182359695435,
    0.5046727657318115,
    0.5121949315071106,
    0.37499991059303284,
    0.34108519554138184,
    0.405714213848114,
    0.524590015411377,
    0.16666659712791443,
    0.21333324909210205,
    0.6363635063171387,
    0.4034333825111389,
    0.2837836742401123,
    0.31205663084983826,
    0.19928821921348572,
    0.5296802520751953
   ],
   "time": 9.033851337619126,
   "param": null
  },
  {
   "epoch": 26,
   "train_loss": 2.094381809234619,
   "val_loss": 2.4141428470611572,
   "acc": 39.73,
   "f1": [
    0.688171923160553,
    0.5248867273330688,
    0.3034482002258301,
    0.21428565680980682,
    0.12499994784593582,
    0.21208049356937408,
    0.3407406508922577,
    0.3720929026603699,
    0.49999988079071045,
    0.327659547328949,
    0.3647797703742981,
    0.23376615345478058,
    0.328611820936203,
    0.351254403591156,
    0.40394076704978943,
    0.32365134358406067,
    0.4974091649055481,
    0.49999988079071045,
    0.3850930631160736,
    0.35658904910087585,
    0.4746834933757782,
    0.5408803224563599,
    0.4223601520061493,
    0.1415928602218628,
    0.6222221255302429,
    0.2765956223011017,
    0.3783782720565796,
    0.19444438815116882,
    0.631578803062439,
    0.41314542293548584,
    0.3487178385257721,
    0.36633655428886414,
    0.3957218527793884,
    0.3420289158821106,
    0.34782594442367554,
    0.2464454174041748,
    0.33333319425582886,
    0.2546815574169159,
    0.27385884523391724,
    0.619999885559082,
    0.32950183749198914,
    0.5739909410476685,
    0.2948717176914215,
    0.39735087752342224,
    0.23834188282489777,
    0.19548864662647247,
    0.2972972095012665,
    0.46456682682037354,
    0.7078649997711182,
    0.4594593644142151,
    0.12307687103748322,
    0.3850930631160736,
    0.29032251238822937,
    0.6702701449394226,
    0.5135133862495422,
    0.06956518441438675,
    0.6315788626670837,
    0.4578312039375305,
    0.4218180775642395,
    0.4331209361553192,
    0.7129628658294678,
    0.5660375952720642,
    0.48837196826934814,
    0.37179476022720337,
    0.05504584312438965,
    0.2312137931585312,
    0.28019312024116516,
    0.23437494039535522,
    0.7120417356491089,
    0.5991901755332947,
    0.46231144666671753,
    0.5767788887023926,
    0.18978095054626465,
    0.29850736260414124,
    0.16528919339179993,
    0.7292816042900085,
    0.6905827522277832,
    0.18320602178573608,
    0.3016759157180786,
    0.486772358417511,
    0.0645160898566246,
    0.37010666728019714,
    0.6624202132225037,
    0.34513264894485474,
    0.24242417514324188,
    0.4313724637031555,
    0.47619035840034485,
    0.5400842428207397,
    0.32558128237724304,
    0.40517228841781616,
    0.4924621880054474,
    0.44571414589881897,
    0.2928869426250458,
    0.28767114877700806,
    0.5899279713630676,
    0.44372987747192383,
    0.28571420907974243,
    0.3444443643093109,
    0.15384607017040253,
    0.4823527932167053
   ],
   "time": 9.272130609489977,
   "param": null
  },
  {
   "epoch": 27,
   "train_loss": 2.1026761531829834,
   "val_loss": 2.2227184772491455,
   "acc": 43.87,
   "f1": [
    0.6507176160812378,
    0.6041665077209473,
    0.3157894015312195,
    0.2574256360530853,
    0.28965508937835693,
    0.34931498765945435,
    0.41717782616615295,
    0.5081079602241516,
    0.6285713315010071,
    0.6077346205711365,
    0.40740731358528137,
    0.23448269069194794,
    0.5333331823348999,
    0.35714274644851685,
    0.3786981403827667,
    0.25675666332244873,
    0.527607262134552,
    0.645502507686615,
    0.47619032859802246,
    0.36815908551216125,
    0.6171874403953552,
    0.5847951769828796,
    0.3924049437046051,
    0.4626865088939667,
    0.5617020726203918,
    0.37614670395851135,
    0.41481471061706543,
    0.24773406982421875,
    0.6145250201225281,
    0.40268445014953613,
    0.34158411622047424,
    0.40718549489974976,
    0.44827574491500854,
    0.502564013004303,
    0.3932202160358429,
    0.25555548071861267,
    0.36721307039260864,
    0.367346853017807,
    0.3090128004550934,
    0.5047317743301392,
    0.4260353744029999,
    0.6847825050354004,
    0.35416656732559204,
    0.37654316425323486,
    0.2555064857006073,
    0.23376615345478058,
    0.30065348744392395,
    0.5073528289794922,
    0.6707315444946289,
    0.5545453429222107,
    0.17391297221183777,
    0.4043714702129364,
    0.5164318084716797,
    0.6363635063171387,
    0.5681816935539246,
    0.05454542860388756,
    0.6115701198577881,
    0.45859864354133606,
    0.49261072278022766,
    0.40624988079071045,
    0.680412232875824,
    0.5961536765098572,
    0.5654449462890625,
    0.3885713219642639,
    0.12413787841796875,
    0.25274714827537537,
    0.2656249403953552,
    0.35978829860687256,
    0.7845302224159241,
    0.6185566186904907,
    0.5490195155143738,
    0.5608854293823242,
    0.1530611664056778,
    0.2929935157299042,
    0.291139155626297,
    0.6666664481163025,
    0.7011492848396301,
    0.3268481194972992,
    0.228571355342865,
    0.5053762197494507,
    0.1449274867773056,
    0.538461446762085,
    0.6666665077209473,
    0.2173912525177002,
    0.3272726535797119,
    0.5569619536399841,
    0.47999992966651917,
    0.5294116139411926,
    0.3809523284435272,
    0.4727271497249603,
    0.526829183101654,
    0.5106381177902222,
    0.2276422083377838,
    0.20512813329696655,
    0.7217390537261963,
    0.3885713219642639,
    0.335570365190506,
    0.3878325819969177,
    0.2696628272533417,
    0.4594593644142151
   ],
   "time": 10.409673765301704,
   "param": null
  },
  {
   "epoch": 28,
   "train_loss": 1.974642038345337,
   "val_loss": 2.213728189468384,
   "acc": 44.15,
   "f1": [
    0.7039104700088501,
    0.5416665077209473,
    0.2995593845844269,
    0.2547769844532013,
    0.15151509642601013,
    0.47619038820266724,
    0.4271843731403351,
    0.5157893896102905,
    0.5874997973442078,
    0.5333332419395447,
    0.31325289607048035,
    0.23312875628471375,
    0.36363622546195984,
    0.4069766402244568,
    0.34615373611450195,
    0.3367346227169037,
    0.5348835587501526,
    0.48048049211502075,
    0.37815114855766296,
    0.3771427571773529,
    0.6816141605377197,
    0.5714284181594849,
    0.45569607615470886,
    0.5423727631568909,
    0.649484395980835,
    0.3364485204219818,
    0.38571420311927795,
    0.2790696620941162,
    0.638554036617279,
    0.4249998927116394,
    0.3771427571773529,
    0.4432988464832306,
    0.45238080620765686,
    0.4253392219543457,
    0.3735406994819641,
    0.23225797712802887,
    0.34343424439430237,
    0.2533332407474518,
    0.29370617866516113,
    0.5647058486938477,
    0.38095229864120483,
    0.6705880761146545,
    0.3100774586200714,
    0.36585354804992676,
    0.2376236915588379,
    0.3286384046077728,
    0.30270257592201233,
    0.5327510237693787,
    0.6721310019493103,
    0.5027320981025696,
    0.21621614694595337,
    0.4494381248950958,
    0.5082871913909912,
    0.6159694790840149,
    0.596858561038971,
    0.0813007652759552,
    0.6799998879432678,
    0.43428558111190796,
    0.6111109852790833,
    0.44808733463287354,
    0.7046630382537842,
    0.5572138428688049,
    0.47321414947509766,
    0.42528724670410156,
    0.18045106530189514,
    0.2153845578432083,
    0.3523315489292145,
    0.3976607024669647,
    0.5986393690109253,
    0.572916567325592,
    0.43715834617614746,
    0.5824174284934998,
    0.14084501564502716,
    0.40641695261001587,
    0.2705881595611572,
    0.6956520080566406,
    0.5319864749908447,
    0.2959182858467102,
    0.29473677277565,
    0.4732823669910431,
    0.2116401493549347,
    0.4670049846172333,
    0.706976592540741,
    0.37692299485206604,
    0.34513264894485474,
    0.5771142840385437,
    0.5492226481437683,
    0.4836600124835968,
    0.33112576603889465,
    0.44444429874420166,
    0.4429529309272766,
    0.6198828816413879,
    0.3696681261062622,
    0.3295453190803528,
    0.6923075914382935,
    0.45631060004234314,
    0.32911381125450134,
    0.4271843731403351,
    0.24074065685272217,
    0.5130433440208435
   ],
   "time": 10.10120786819607,
   "param": null
  },
  {
   "epoch": 29,
   "train_loss": 1.9038969278335571,
   "val_loss": 2.0978310108184814,
   "acc": 45.64,
   "f1": [
    0.7234041690826416,
    0.5483869910240173,
    0.2340424805879593,
    0.22352932393550873,
    0.2989323139190674,
    0.4598929286003113,
    0.3386242389678955,
    0.5227271318435669,
    0.6054052114486694,
    0.5936071872711182,
    0.36585354804992676,
    0.15999993681907654,
    0.43715834617614746,
    0.3999998867511749,
    0.3216782510280609,
    0.3975902497768402,
    0.5614033341407776,
    0.6411482095718384,
    0.445652037858963,
    0.39111098647117615,
    0.7251460552215576,
    0.5410627126693726,
    0.4588233530521393,
    0.5925924181938171,
    0.5989303588867188,
    0.4302324652671814,
    0.4659089744091034,
    0.2815532982349396,
    0.6391751170158386,
    0.4186045527458191,
    0.46376800537109375,
    0.4727271497249603,
    0.42914968729019165,
    0.4271843731403351,
    0.396135151386261,
    0.31638407707214355,
    0.4183005392551422,
    0.3043477535247803,
    0.30769217014312744,
    0.6278025507926941,
    0.4137929677963257,
    0.6499998569488525,
    0.3232322335243225,
    0.39310336112976074,
    0.27380943298339844,
    0.29433953762054443,
    0.3121950626373291,
    0.5307691097259521,
    0.6470587253570557,
    0.6095237135887146,
    0.20987647771835327,
    0.4031006693840027,
    0.49729716777801514,
    0.6212764978408813,
    0.49158239364624023,
    0.09917350858449936,
    0.6076922416687012,
    0.49214646220207214,
    0.5555553436279297,
    0.4242423474788666,
    0.6815640926361084,
    0.6141730546951294,
    0.41666659712791443,
    0.40579697489738464,
    0.23129244148731232,
    0.20437948405742645,
    0.4210525155067444,
    0.33846142888069153,
    0.7959181666374207,
    0.6031744480133057,
    0.4905658960342407,
    0.6486485004425049,
    0.1734103411436081,
    0.3354036211967468,
    0.24657529592514038,
    0.6816141605377197,
    0.7608693838119507,
    0.3050846457481384,
    0.31279608607292175,
    0.4293783903121948,
    0.14193542301654816,
    0.38383832573890686,
    0.5999999046325684,
    0.39548009634017944,
    0.43881845474243164,
    0.6411482095718384,
    0.4840763211250305,
    0.5761315822601318,
    0.3809523284435272,
    0.4382021129131317,
    0.5046727657318115,
    0.6168223023414612,
    0.331707239151001,
    0.3098590672016144,
    0.7939696907997131,
    0.5054942965507507,
    0.2556390166282654,
    0.5202310085296631,
    0.22047238051891327,
    0.5731706023216248
   ],
   "time": 10.013397704809904,
   "param": null
  },
  {
   "epoch": 30,
   "train_loss": 1.9556630849838257,
   "val_loss": 1.9726169109344482,
   "acc": 45.42,
   "f1": [
    0.7319586277008057,
    0.5414846539497375,
    0.3170730471611023,
    0.15929199755191803,
    0.23602473735809326,
    0.49107134342193604,
    0.46728962659835815,
    0.5499998927116394,
    0.579710066318512,
    0.6285713315010071,
    0.32599109411239624,
    0.2949307858943939,
    0.4578312039375305,
    0.3551400303840637,
    0.42285704612731934,
    0.3726707398891449,
    0.47826072573661804,
    0.5874997973442078,
    0.436893105506897,
    0.3260868787765503,
    0.7042252421379089,
    0.5649716258049011,
    0.46829259395599365,
    0.4753361940383911,
    0.5647058486938477,
    0.3627450466156006,
    0.4299998879432678,
    0.2689654231071472,
    0.6037734746932983,
    0.4810125231742859,
    0.4098359942436218,
    0.4055943191051483,
    0.42857131361961365,
    0.41975298523902893,
    0.4023667275905609,
    0.281406968832016,
    0.38709667325019836,
    0.3459458649158478,
    0.31333327293395996,
    0.5393257737159729,
    0.38341957330703735,
    0.5502182841300964,
    0.3448275029659271,
    0.3771928548812866,
    0.2812499403953552,
    0.3157894015312195,
    0.27218925952911377,
    0.5118482112884521,
    0.5508981347084045,
    0.6439023613929749,
    0.19444438815116882,
    0.4034333825111389,
    0.5714284181594849,
    0.6607141494750977,
    0.5748986601829529,
    0.07692302018404007,
    0.6350710391998291,
    0.4927534759044647,
    0.5638765096664429,
    0.47008538246154785,
    0.7329840660095215,
    0.5409834980964661,
    0.5294116735458374,
    0.43850257992744446,
    0.1940297782421112,
    0.21126753091812134,
    0.2624998986721039,
    0.4083768427371979,
    0.7464112639427185,
    0.6530610918998718,
    0.5454544425010681,
    0.60740727186203,
    0.12499993294477463,
    0.37999987602233887,
    0.2620086967945099,
    0.7052630186080933,
    0.7209300398826599,
    0.20895513892173767,
    0.32258057594299316,
    0.41176459193229675,
    0.07407403737306595,
    0.47120407223701477,
    0.6299211382865906,
    0.40476179122924805,
    0.42051267623901367,
    0.5503875017166138,
    0.4770641028881073,
    0.579439103603363,
    0.4276728630065918,
    0.4201679825782776,
    0.5538460612297058,
    0.4954127371311188,
    0.2556390166282654,
    0.262711763381958,
    0.8210524320602417,
    0.4615383744239807,
    0.1911763846874237,
    0.4320986270904541,
    0.2243901938199997,
    0.5106381177902222
   ],
   "time": 10.192034324631095,
   "param": null
  },
  {
   "epoch": 31,
   "train_loss": 1.9868274927139282,
   "val_loss": 2.177664041519165,
   "acc": 44.85,
   "f1": [
    0.4911031126976013,
    0.5350876450538635,
    0.2705881595611572,
    0.33064505457878113,
    0.18181811273097992,
    0.4222221076488495,
    0.41696101427078247,
    0.4242423474788666,
    0.6419751644134521,
    0.5714284181594849,
    0.31088075041770935,
    0.2953019142150879,
    0.5029938817024231,
    0.26845628023147583,
    0.3152172863483429,
    0.29189184308052063,
    0.534031331539154,
    0.6274508833885193,
    0.34599146246910095,
    0.37158459424972534,
    0.7471262216567993,
    0.5732482671737671,
    0.40740731358528137,
    0.5621620416641235,
    0.6282050013542175,
    0.348314493894577,
    0.46835434436798096,
    0.3265305161476135,
    0.6270268559455872,
    0.4179103374481201,
    0.2945735454559326,
    0.45595842599868774,
    0.4513617753982544,
    0.39130425453186035,
    0.39548009634017944,
    0.3152172863483429,
    0.39130428433418274,
    0.3265305161476135,
    0.3568074107170105,
    0.5784311890602112,
    0.3555554449558258,
    0.7195766568183899,
    0.2314048856496811,
    0.4271843731403351,
    0.329670250415802,
    0.3037973642349243,
    0.2531644403934479,
    0.4794519543647766,
    0.742081344127655,
    0.6543776988983154,
    0.2616821527481079,
    0.40157467126846313,
    0.644067645072937,
    0.5377048254013062,
    0.45714280009269714,
    0.1029411256313324,
    0.639269232749939,
    0.29629623889923096,
    0.6078430414199829,
    0.43902432918548584,
    0.7301585674285889,
    0.5990782380104065,
    0.5076140761375427,
    0.38571420311927795,
    0.2576685845851898,
    0.1935483068227768,
    0.35135123133659363,
    0.4607841968536377,
    0.7745096683502197,
    0.5220338106155396,
    0.5234374403953552,
    0.6836733222007751,
    0.20858889818191528,
    0.299999862909317,
    0.14285710453987122,
    0.6239998936653137,
    0.7446807622909546,
    0.17054256796836853,
    0.34101372957229614,
    0.5393257141113281,
    0.19259251654148102,
    0.4953269362449646,
    0.7192116975784302,
    0.2857142388820648,
    0.4408600926399231,
    0.5465114712715149,
    0.49350637197494507,
    0.5793650150299072,
    0.37349388003349304,
    0.45121943950653076,
    0.5294116139411926,
    0.5876776576042175,
    0.299465149641037,
    0.2756182849407196,
    0.7100589871406555,
    0.5508472919464111,
    0.4717947542667389,
    0.4645159840583801,
    0.16091948747634888,
    0.5697672963142395
   ],
   "time": 10.45375428441912,
   "param": null
  },
  {
   "epoch": 32,
   "train_loss": 1.9502365589141846,
   "val_loss": 3.0700182914733887,
   "acc": 35.26,
   "f1": [
    0.755813717842102,
    0.5067872405052185,
    0.24584710597991943,
    0.1774192750453949,
    0.10169486701488495,
    0.3046356737613678,
    0.3855420649051666,
    0.35193121433258057,
    0.48421040177345276,
    0.4939757287502289,
    0.17054256796836853,
    0.19999991357326508,
    0.48039206862449646,
    0.3599999248981476,
    0.24701185524463654,
    0.3087247312068939,
    0.37984487414360046,
    0.5637581944465637,
    0.2857142388820648,
    0.28148138523101807,
    0.6577776670455933,
    0.4366196393966675,
    0.3165466785430908,
    0.38461530208587646,
    0.5214520692825317,
    0.2677164673805237,
    0.3398692309856415,
    0.29896897077560425,
    0.3823528289794922,
    0.438709557056427,
    0.387096643447876,
    0.2033897489309311,
    0.24096375703811646,
    0.28124991059303284,
    0.3693692684173584,
    0.22222214937210083,
    0.24999991059303284,
    0.318471223115921,
    0.17460310459136963,
    0.14729367196559906,
    0.3276835083961487,
    0.5019010901451111,
    0.33333322405815125,
    0.30555546283721924,
    0.1725887656211853,
    0.26046502590179443,
    0.26666656136512756,
    0.5232557058334351,
    0.613065242767334,
    0.31756746768951416,
    0.13861380517482758,
    0.3841058313846588,
    0.4266665279865265,
    0.5242717266082764,
    0.5125626921653748,
    0.03738315775990486,
    0.5657892823219299,
    0.4180789887905121,
    0.41726604104042053,
    0.45833322405815125,
    0.6941174864768982,
    0.4466018080711365,
    0.49777767062187195,
    0.31638407707214355,
    0.10218973457813263,
    0.15602830052375793,
    0.32388654351234436,
    0.18604643642902374,
    0.6577776670455933,
    0.4415583312511444,
    0.5526314973831177,
    0.35820886492729187,
    0.10958898812532425,
    0.2550334632396698,
    0.2288556545972824,
    0.5964910984039307,
    0.3473053276538849,
    0.20437948405742645,
    0.19444438815116882,
    0.35064926743507385,
    0.13333328068256378,
    0.3776223063468933,
    0.6327682137489319,
    0.37575745582580566,
    0.3435581922531128,
    0.4489794969558716,
    0.2368420660495758,
    0.5060239434242249,
    0.35454532504081726,
    0.4313724637031555,
    0.41935470700263977,
    0.44559577107429504,
    0.3428570330142975,
    0.14925366640090942,
    0.7195121049880981,
    0.3542855978012085,
    0.36158180236816406,
    0.38993698358535767,
    0.1655171811580658,
    0.3042505383491516
   ],
   "time": 10.612186485901475,
   "param": null
  },
  {
   "epoch": 33,
   "train_loss": 2.0185866355895996,
   "val_loss": 2.419572591781616,
   "acc": 42.48,
   "f1": [
    0.6727271676063538,
    0.47058814764022827,
    0.26315778493881226,
    0.16666659712791443,
    0.26190465688705444,
    0.3545149564743042,
    0.505154550075531,
    0.48756206035614014,
    0.5748501420021057,
    0.5627704858779907,
    0.35636353492736816,
    0.29126206040382385,
    0.3654821515083313,
    0.26911309361457825,
    0.43093910813331604,
    0.43518510460853577,
    0.40522873401641846,
    0.5726140141487122,
    0.3678159713745117,
    0.31746023893356323,
    0.5703970193862915,
    0.5257730484008789,
    0.44943806529045105,
    0.3088234066963196,
    0.6742855310440063,
    0.2815883457660675,
    0.39160826802253723,
    0.2127659022808075,
    0.5974024534225464,
    0.4215245544910431,
    0.3314284682273865,
    0.42512065172195435,
    0.3783782720565796,
    0.42241373658180237,
    0.37696322798728943,
    0.24864855408668518,
    0.24999992549419403,
    0.26666659116744995,
    0.27681654691696167,
    0.6368157267570496,
    0.30578503012657166,
    0.5785122513771057,
    0.29007622599601746,
    0.390243798494339,
    0.2597401440143585,
    0.280898779630661,
    0.30769219994544983,
    0.5524860620498657,
    0.6874998211860657,
    0.4999998211860657,
    0.19696961343288422,
    0.41573023796081543,
    0.5899279713630676,
    0.711340069770813,
    0.6057141423225403,
    0.05882347747683525,
    0.5806450843811035,
    0.4581817388534546,
    0.45484939217567444,
    0.3555554449558258,
    0.6607928276062012,
    0.5157230496406555,
    0.5339804887771606,
    0.40476179122924805,
    0.13333328068256378,
    0.19875767827033997,
    0.22222214937210083,
    0.07619044184684753,
    0.6871164441108704,
    0.5537188649177551,
    0.577777624130249,
    0.49707597494125366,
    0.09523803740739822,
    0.40769219398498535,
    0.2714284658432007,
    0.6824643611907959,
    0.5897434949874878,
    0.29032251238822937,
    0.2727271318435669,
    0.44137921929359436,
    0.0645160898566246,
    0.38674020767211914,
    0.7236180305480957,
    0.38356152176856995,
    0.3445377051830292,
    0.3943661153316498,
    0.4454147219657898,
    0.5572518110275269,
    0.4023667275905609,
    0.4765956401824951,
    0.40764325857162476,
    0.4959348142147064,
    0.32558128237724304,
    0.28742504119873047,
    0.689655065536499,
    0.3646112382411957,
    0.4052286446094513,
    0.23728805780410767,
    0.2206895798444748,
    0.5638296604156494
   ],
   "time": 10.577499069273472,
   "param": null
  },
  {
   "epoch": 34,
   "train_loss": 1.8652856349945068,
   "val_loss": 2.3092660903930664,
   "acc": 44.41,
   "f1": [
    0.6090224385261536,
    0.5454543828964233,
    0.2944161295890808,
    0.26993855834007263,
    0.2389935851097107,
    0.44537800550460815,
    0.488262802362442,
    0.5108694434165955,
    0.6321837902069092,
    0.4965517222881317,
    0.37125736474990845,
    0.23448269069194794,
    0.45414838194847107,
    0.33112576603889465,
    0.40157467126846313,
    0.3999998867511749,
    0.5065500736236572,
    0.5828570127487183,
    0.36226406693458557,
    0.35582810640335083,
    0.7437184453010559,
    0.5291004180908203,
    0.40740731358528137,
    0.24590156972408295,
    0.6553670763969421,
    0.43216070532798767,
    0.4361701011657715,
    0.24516120553016663,
    0.6860463619232178,
    0.5082871913909912,
    0.3874998986721039,
    0.20472434163093567,
    0.45555540919303894,
    0.4123710095882416,
    0.3644067049026489,
    0.24137921631336212,
    0.44970402121543884,
    0.3555554449558258,
    0.37333324551582336,
    0.5906734466552734,
    0.35897424817085266,
    0.6310677528381348,
    0.3649634122848511,
    0.43902432918548584,
    0.27555546164512634,
    0.32978713512420654,
    0.30456843972206116,
    0.4919784665107727,
    0.6960350871086121,
    0.5730335712432861,
    0.15189866721630096,
    0.38399991393089294,
    0.5971562266349792,
    0.5658535361289978,
    0.5217390656471252,
    0.15789468586444855,
    0.6283184885978699,
    0.4525546431541443,
    0.5279999375343323,
    0.45405393838882446,
    0.7459457516670227,
    0.4814813435077667,
    0.43786972761154175,
    0.3692306578159332,
    0.18309852480888367,
    0.2891565263271332,
    0.30851057171821594,
    0.28148138523101807,
    0.742574155330658,
    0.5671640634536743,
    0.5112106204032898,
    0.5874125361442566,
    0.1990049034357071,
    0.3977271616458893,
    0.2838708758354187,
    0.6824643611907959,
    0.657142698764801,
    0.2879376709461212,
    0.3285022974014282,
    0.4307691156864166,
    0.22222214937210083,
    0.47619038820266724,
    0.6454182267189026,
    0.29370617866516113,
    0.34337344765663147,
    0.4999998211860657,
    0.4744184911251068,
    0.580357015132904,
    0.29166659712791443,
    0.45398759841918945,
    0.4919354021549225,
    0.5321099162101746,
    0.33502528071403503,
    0.3139533996582031,
    0.7199999094009399,
    0.4301674962043762,
    0.3199998736381531,
    0.3899998664855957,
    0.18404902517795563,
    0.5128204226493835
   ],
   "time": 10.362646121531725,
   "param": null
  },
  {
   "epoch": 35,
   "train_loss": 1.8814611434936523,
   "val_loss": 2.4197707176208496,
   "acc": 42.48,
   "f1": [
    0.7192116975784302,
    0.563535749912262,
    0.17518241703510284,
    0.21904754638671875,
    0.2264150232076645,
    0.34939754009246826,
    0.4210525453090668,
    0.45918354392051697,
    0.5754715800285339,
    0.28846150636672974,
    0.23529404401779175,
    0.21428564190864563,
    0.423912912607193,
    0.33497530221939087,
    0.41818171739578247,
    0.31441038846969604,
    0.4630540609359741,
    0.5636362433433533,
    0.3999999165534973,
    0.3493974804878235,
    0.5526314973831177,
    0.496296226978302,
    0.46391740441322327,
    0.4605261981487274,
    0.6473986506462097,
    0.29629623889923096,
    0.419580340385437,
    0.19672124087810516,
    0.6549705862998962,
    0.48837196826934814,
    0.4148934781551361,
    0.38524580001831055,
    0.44943806529045105,
    0.3209875822067261,
    0.3266931176185608,
    0.24924007058143616,
    0.37777766585350037,
    0.2807016372680664,
    0.27096763253211975,
    0.6344084739685059,
    0.4135020077228546,
    0.6632122993469238,
    0.27814561128616333,
    0.41176459193229675,
    0.2597401440143585,
    0.2589927613735199,
    0.2624998986721039,
    0.5247523188591003,
    0.6927372813224792,
    0.5394735932350159,
    0.20382159948349,
    0.4292236268520355,
    0.6301368474960327,
    0.6454544067382812,
    0.5444443225860596,
    0.12213735282421112,
    0.7499998807907104,
    0.53465336561203,
    0.5291478633880615,
    0.5432096719741821,
    0.6309522390365601,
    0.633165717124939,
    0.47619035840034485,
    0.3726707398891449,
    0.20547938346862793,
    0.281406968832016,
    0.32222211360931396,
    0.3703702986240387,
    0.8087430000305176,
    0.5860464572906494,
    0.43037962913513184,
    0.5882351398468018,
    0.08474572747945786,
    0.43678146600723267,
    0.23376615345478058,
    0.7005648612976074,
    0.6023164391517639,
    0.2941175401210785,
    0.2597401440143585,
    0.5325441956520081,
    0.1729728877544403,
    0.389891654253006,
    0.7004607319831848,
    0.36018943786621094,
    0.26666659116744995,
    0.4191615581512451,
    0.48780474066734314,
    0.3900928497314453,
    0.3736262619495392,
    0.34504786133766174,
    0.45121943950653076,
    0.5324673652648926,
    0.3448275029659271,
    0.2751321792602539,
    0.5317219495773315,
    0.4785274565219879,
    0.43373486399650574,
    0.43564343452453613,
    0.1390373706817627,
    0.5641024112701416
   ],
   "time": 9.487595765851438,
   "param": null
  },
  {
   "epoch": 36,
   "train_loss": 1.9287101030349731,
   "val_loss": 2.108125686645508,
   "acc": 46.44,
   "f1": [
    0.683870792388916,
    0.5422533750534058,
    0.35483863949775696,
    0.24691346287727356,
    0.3157894015312195,
    0.40410950779914856,
    0.47761180996894836,
    0.510416567325592,
    0.6568626165390015,
    0.6699506640434265,
    0.4315788447856903,
    0.2621358335018158,
    0.45128190517425537,
    0.3636362552642822,
    0.397163063287735,
    0.4133332371711731,
    0.5181816816329956,
    0.6551722884178162,
    0.3999999165534973,
    0.3999999165534973,
    0.6872245073318481,
    0.5889569520950317,
    0.4112902283668518,
    0.5033111572265625,
    0.662983238697052,
    0.35502949357032776,
    0.40999990701675415,
    0.29752060770988464,
    0.666666567325592,
    0.5076140761375427,
    0.46101686358451843,
    0.49756085872650146,
    0.4402514398097992,
    0.4567900002002716,
    0.3208555579185486,
    0.161290243268013,
    0.41884803771972656,
    0.32298123836517334,
    0.3502824008464813,
    0.5382059216499329,
    0.4108106791973114,
    0.6597937345504761,
    0.32183900475502014,
    0.35616427659988403,
    0.262857049703598,
    0.326315701007843,
    0.29714274406433105,
    0.5321887135505676,
    0.5733332633972168,
    0.5583332777023315,
    0.2784809172153473,
    0.39639630913734436,
    0.5814695358276367,
    0.6200872659683228,
    0.6105261445045471,
    0.16326524317264557,
    0.6439023613929749,
    0.4713374376296997,
    0.6337447166442871,
    0.3977271616458893,
    0.7499998211860657,
    0.4910178482532501,
    0.4860556721687317,
    0.4081631302833557,
    0.2517482042312622,
    0.28235283493995667,
    0.3953487277030945,
    0.4210525155067444,
    0.7512193918228149,
    0.5833331942558289,
    0.5149698853492737,
    0.6168223023414612,
    0.16666661202907562,
    0.3443707227706909,
    0.3253011107444763,
    0.7106597423553467,
    0.7647057771682739,
    0.3411763310432434,
    0.36269423365592957,
    0.4659089744091034,
    0.23115570843219757,
    0.48756206035614014,
    0.6914892196655273,
    0.41048023104667664,
    0.40641695261001587,
    0.6107783317565918,
    0.4923075735569,
    0.48780474066734314,
    0.34939754009246826,
    0.4577113389968872,
    0.4982934594154358,
    0.5490195155143738,
    0.3065692186355591,
    0.29523801803588867,
    0.7812498211860657,
    0.46808499097824097,
    0.41717782616615295,
    0.4249998927116394,
    0.17808210849761963,
    0.5647057294845581
   ],
   "time": 9.371354330331087,
   "param": null
  },
  {
   "epoch": 37,
   "train_loss": 1.8684816360473633,
   "val_loss": 2.1240735054016113,
   "acc": 47.99,
   "f1": [
    0.7263681292533875,
    0.613756537437439,
    0.3763439953327179,
    0.2603549063205719,
    0.2807016372680664,
    0.4081631600856781,
    0.5319147706031799,
    0.5243901014328003,
    0.6153843998908997,
    0.6736840605735779,
    0.39285701513290405,
    0.3411763310432434,
    0.5198236703872681,
    0.36842095851898193,
    0.3850930631160736,
    0.45226117968559265,
    0.5657892823219299,
    0.7187498211860657,
    0.45714277029037476,
    0.3939392864704132,
    0.7570091485977173,
    0.5910930633544922,
    0.45555540919303894,
    0.487499862909317,
    0.6639002561569214,
    0.2793295383453369,
    0.47619035840034485,
    0.292307585477829,
    0.6459625363349915,
    0.44444435834884644,
    0.4476189613342285,
    0.4549761712551117,
    0.4766837954521179,
    0.4030417203903198,
    0.43601882457733154,
    0.238805890083313,
    0.419999897480011,
    0.38216549158096313,
    0.35772350430488586,
    0.6249998807907104,
    0.425531804561615,
    0.6745560765266418,
    0.38775497674942017,
    0.41992872953414917,
    0.29951682686805725,
    0.31638407707214355,
    0.34615373611450195,
    0.5462554097175598,
    0.6866952180862427,
    0.6260868310928345,
    0.14285707473754883,
    0.5128204226493835,
    0.5999999642372131,
    0.7070705890655518,
    0.6060605049133301,
    0.15384607017040253,
    0.6166664958000183,
    0.5048542022705078,
    0.5791504979133606,
    0.49999988079071045,
    0.7619046568870544,
    0.614718496799469,
    0.5153372287750244,
    0.38399991393089294,
    0.152671679854393,
    0.3151514232158661,
    0.32539674639701843,
    0.42285704612731934,
    0.8144328594207764,
    0.684491753578186,
    0.5485712885856628,
    0.6468084454536438,
    0.22857138514518738,
    0.3820223808288574,
    0.3147207200527191,
    0.6943003535270691,
    0.7403844594955444,
    0.2589927613735199,
    0.2842104732990265,
    0.5081079602241516,
    0.13114748895168304,
    0.4734298884868622,
    0.7340423464775085,
    0.4238409399986267,
    0.41212108731269836,
    0.5699998736381531,
    0.49090901017189026,
    0.5765764713287354,
    0.34523800015449524,
    0.5572138428688049,
    0.5084744691848755,
    0.5948716402053833,
    0.28571417927742004,
    0.34862375259399414,
    0.6716417074203491,
    0.5258619785308838,
    0.3661970794200897,
    0.4269661605358124,
    0.21224483847618103,
    0.5232557058334351
   ],
   "time": 10.070444612763822,
   "param": null
  },
  {
   "epoch": 38,
   "train_loss": 1.863285779953003,
   "val_loss": 2.348172187805176,
   "acc": 44.3,
   "f1": [
    0.5786162614822388,
    0.5840706825256348,
    0.2485874742269516,
    0.18803413212299347,
    0.23188398778438568,
    0.372413694858551,
    0.4111497402191162,
    0.47169798612594604,
    0.6296294927597046,
    0.5482232570648193,
    0.2816900610923767,
    0.22314044833183289,
    0.5027320981025696,
    0.4278606176376343,
    0.29885047674179077,
    0.36018943786621094,
    0.53987717628479,
    0.5791504979133606,
    0.39548009634017944,
    0.37349388003349304,
    0.7064219117164612,
    0.5464479923248291,
    0.4342104196548462,
    0.4811593294143677,
    0.6507176160812378,
    0.37563440203666687,
    0.46511611342430115,
    0.3636362552642822,
    0.684491753578186,
    0.4192138612270355,
    0.41176462173461914,
    0.3999999463558197,
    0.5317917466163635,
    0.4967319071292877,
    0.45197728276252747,
    0.22399991750717163,
    0.4365480840206146,
    0.43781083822250366,
    0.32124343514442444,
    0.5785122513771057,
    0.38888877630233765,
    0.6557375192642212,
    0.3846152722835541,
    0.4071855843067169,
    0.29629620909690857,
    0.27096763253211975,
    0.26519328355789185,
    0.45976996421813965,
    0.6194028258323669,
    0.5345621109008789,
    0.16999994218349457,
    0.4666665494441986,
    0.4832213521003723,
    0.4999999403953552,
    0.5166050791740417,
    0.16666659712791443,
    0.684491753578186,
    0.39805811643600464,
    0.550898015499115,
    0.4526748061180115,
    0.6582276821136475,
    0.6031745076179504,
    0.4938269853591919,
    0.39062488079071045,
    0.19277101755142212,
    0.1655171811580658,
    0.37410059571266174,
    0.40251561999320984,
    0.7529409527778625,
    0.6291078925132751,
    0.5142855644226074,
    0.3703702986240387,
    0.14193542301654816,
    0.36144572496414185,
    0.30701744556427,
    0.6299211382865906,
    0.4963502585887909,
    0.3139533996582031,
    0.2866043150424957,
    0.4634144902229309,
    0.17886172235012054,
    0.5416665077209473,
    0.6737966537475586,
    0.3546510934829712,
    0.3983050286769867,
    0.5882351398468018,
    0.46491214632987976,
    0.5929647088050842,
    0.4459458291530609,
    0.4731181561946869,
    0.5599998831748962,
    0.5230767726898193,
    0.38053086400032043,
    0.32456132769584656,
    0.7135133743286133,
    0.4878047704696655,
    0.4242422878742218,
    0.3516482412815094,
    0.20338976383209229,
    0.603550136089325
   ],
   "time": 10.485486882738769,
   "param": null
  },
  {
   "epoch": 39,
   "train_loss": 1.915170669555664,
   "val_loss": 2.6692209243774414,
   "acc": 35.06,
   "f1": [
    0.3464565873146057,
    0.4317459464073181,
    0.2121211439371109,
    0.09090904891490936,
    0.12244893610477448,
    0.44311365485191345,
    0.3504042327404022,
    0.39195966720581055,
    0.4417177140712738,
    0.4615383744239807,
    0.22377613186836243,
    0.17142851650714874,
    0.43636354804039,
    0.3259258270263672,
    0.3636362552642822,
    0.34482747316360474,
    0.4158414602279663,
    0.29230761528015137,
    0.28240734338760376,
    0.15126045048236847,
    0.7065865993499756,
    0.4233575463294983,
    0.3269961178302765,
    0.37681150436401367,
    0.4619564414024353,
    0.3088234066963196,
    0.32950183749198914,
    0.2426777482032776,
    0.46969687938690186,
    0.4365480840206146,
    0.3529410660266876,
    0.27199992537498474,
    0.30666661262512207,
    0.35897424817085266,
    0.2727271318435669,
    0.15789470076560974,
    0.27218925952911377,
    0.1100916936993599,
    0.1694914698600769,
    0.22383716702461243,
    0.38596484065055847,
    0.6480445265769958,
    0.26461535692214966,
    0.23312875628471375,
    0.2096773386001587,
    0.22289150953292847,
    0.14285710453987122,
    0.47513800859451294,
    0.5521470904350281,
    0.3675675392150879,
    0.1010100394487381,
    0.36129021644592285,
    0.46753236651420593,
    0.5038167238235474,
    0.5191488265991211,
    0.03508768975734711,
    0.6422017216682434,
    0.34177201986312866,
    0.27199992537498474,
    0.4646463394165039,
    0.6720646619796753,
    0.5393257141113281,
    0.5524860620498657,
    0.3555554449558258,
    0.13157887756824493,
    0.18055549263954163,
    0.21374039351940155,
    0.2983424663543701,
    0.7102038860321045,
    0.5371427536010742,
    0.3999999165534973,
    0.4313724637031555,
    0.13533830642700195,
    0.35023030638694763,
    0.18233613669872284,
    0.6153843998908997,
    0.6065572500228882,
    0.2269502878189087,
    0.18723398447036743,
    0.35978829860687256,
    0.13978487253189087,
    0.1801801174879074,
    0.6387433409690857,
    0.2914979159832001,
    0.19178076088428497,
    0.3387095630168915,
    0.3445691764354706,
    0.4615383744239807,
    0.31818172335624695,
    0.37333324551582336,
    0.3803679943084717,
    0.4748857021331787,
    0.309278279542923,
    0.14012733101844788,
    0.5555554032325745,
    0.47435885667800903,
    0.35019445419311523,
    0.41176459193229675,
    0.15757569670677185,
    0.31538456678390503
   ],
   "time": 10.61385344248265,
   "param": null
  },
  {
   "epoch": 40,
   "train_loss": 1.8707659244537354,
   "val_loss": 2.060884714126587,
   "acc": 46.09,
   "f1": [
    0.7038625478744507,
    0.5673075914382935,
    0.2692306935787201,
    0.2933332324028015,
    0.27083322405815125,
    0.42957738041877747,
    0.4550263583660126,
    0.43925222754478455,
    0.669999897480011,
    0.5822783708572388,
    0.33548372983932495,
    0.24113468825817108,
    0.44705870747566223,
    0.3149605393409729,
    0.38578668236732483,
    0.35384607315063477,
    0.5435895919799805,
    0.6417111158370972,
    0.4319247901439667,
    0.44311365485191345,
    0.5283017754554749,
    0.609625518321991,
    0.42253509163856506,
    0.25210079550743103,
    0.6770831346511841,
    0.3882351815700531,
    0.4942527115345001,
    0.24060142040252686,
    0.623255729675293,
    0.3951611816883087,
    0.4607328474521637,
    0.38028159737586975,
    0.43298953771591187,
    0.37499991059303284,
    0.31453996896743774,
    0.29803910851478577,
    0.4315788447856903,
    0.4120170772075653,
    0.31333327293395996,
    0.644067645072937,
    0.34615373611450195,
    0.6425337791442871,
    0.3134327232837677,
    0.4489794969558716,
    0.2673795819282532,
    0.3703702688217163,
    0.2048192024230957,
    0.5979380011558533,
    0.7668392062187195,
    0.5380114912986755,
    0.29032251238822937,
    0.5340908169746399,
    0.6009388566017151,
    0.6693546772003174,
    0.609625518321991,
    0.16666659712791443,
    0.6214687824249268,
    0.48913031816482544,
    0.5378149747848511,
    0.45569607615470886,
    0.7325579524040222,
    0.5189871788024902,
    0.579234778881073,
    0.32812488079071045,
    0.210526242852211,
    0.2617800235748291,
    0.32941165566444397,
    0.4725273549556732,
    0.7835050225257874,
    0.5691055655479431,
    0.517646849155426,
    0.6234816312789917,
    0.1550387144088745,
    0.37499991059303284,
    0.210526242852211,
    0.6635512709617615,
    0.6533862948417664,
    0.31372538208961487,
    0.24590156972408295,
    0.44444435834884644,
    0.19999994337558746,
    0.4656083285808563,
    0.6834169626235962,
    0.4347825050354004,
    0.36018943786621094,
    0.5680471658706665,
    0.47787603735923767,
    0.5675674080848694,
    0.47169798612594604,
    0.430769145488739,
    0.49158239364624023,
    0.5691698789596558,
    0.37735840678215027,
    0.35051536560058594,
    0.7555554509162903,
    0.4834122061729431,
    0.43930622935295105,
    0.4046241343021393,
    0.11199995130300522,
    0.622641384601593
   ],
   "time": 11.251325224526227,
   "param": null
  },
  {
   "epoch": 41,
   "train_loss": 1.7186013460159302,
   "val_loss": 2.0566604137420654,
   "acc": 46.88,
   "f1": [
    0.7121950387954712,
    0.6424869298934937,
    0.3169397711753845,
    0.15999993681907654,
    0.3152172863483429,
    0.46413490176200867,
    0.5699480772018433,
    0.46999987959861755,
    0.6399998664855957,
    0.5679011344909668,
    0.3575417995452881,
    0.24418595433235168,
    0.5360823273658752,
    0.3157893717288971,
    0.4756755530834198,
    0.43333321809768677,
    0.5333331823348999,
    0.6283184885978699,
    0.4976957440376282,
    0.4043714702129364,
    0.6995514035224915,
    0.6171427369117737,
    0.49484527111053467,
    0.2656249403953552,
    0.6504063606262207,
    0.3622046113014221,
    0.44848471879959106,
    0.26373615860939026,
    0.6853931546211243,
    0.4799998700618744,
    0.367346853017807,
    0.3699420988559723,
    0.4504503309726715,
    0.4150942265987396,
    0.3440859317779541,
    0.24657529592514038,
    0.39603951573371887,
    0.30350184440612793,
    0.40999990701675415,
    0.6388887763023376,
    0.3999998867511749,
    0.6860463619232178,
    0.4454147219657898,
    0.41840997338294983,
    0.26728102564811707,
    0.35185176134109497,
    0.2775118350982666,
    0.5399999022483826,
    0.7135133743286133,
    0.46478861570358276,
    0.19318175315856934,
    0.45976996421813965,
    0.6269840598106384,
    0.6391751170158386,
    0.6206895709037781,
    0.18604646623134613,
    0.6363635063171387,
    0.49999988079071045,
    0.5989846587181091,
    0.45714274048805237,
    0.7439612150192261,
    0.6550217270851135,
    0.5192306637763977,
    0.4135020077228546,
    0.14598533511161804,
    0.275229275226593,
    0.35359105467796326,
    0.43049317598342896,
    0.716157078742981,
    0.5964910984039307,
    0.5381165146827698,
    0.5577688217163086,
    0.14516125619411469,
    0.34123215079307556,
    0.2121211439371109,
    0.6900583505630493,
    0.6874998211860657,
    0.3703702688217163,
    0.33333319425582886,
    0.46753236651420593,
    0.23529404401779175,
    0.405479371547699,
    0.7281104326248169,
    0.40579700469970703,
    0.40999990701675415,
    0.6387433409690857,
    0.5714284181594849,
    0.5599998831748962,
    0.44230756163597107,
    0.4624998867511749,
    0.4576270282268524,
    0.6242773532867432,
    0.32051271200180054,
    0.33333322405815125,
    0.6874998807907104,
    0.5164318084716797,
    0.35064926743507385,
    0.4953269362449646,
    0.24193541705608368,
    0.507936418056488
   ],
   "time": 10.939147076569498,
   "param": null
  },
  {
   "epoch": 42,
   "train_loss": 1.7994072437286377,
   "val_loss": 2.1575405597686768,
   "acc": 47.11,
   "f1": [
    0.7379677891731262,
    0.44745755195617676,
    0.30697670578956604,
    0.327868789434433,
    0.23809516429901123,
    0.48275846242904663,
    0.45182716846466064,
    0.4666665494441986,
    0.6075947880744934,
    0.6301368474960327,
    0.3384614586830139,
    0.2887699604034424,
    0.5588234066963196,
    0.35897424817085266,
    0.3344050347805023,
    0.4146340489387512,
    0.49999988079071045,
    0.6033056974411011,
    0.3698112368583679,
    0.37433144450187683,
    0.7499997615814209,
    0.5507245063781738,
    0.42241373658180237,
    0.6581195592880249,
    0.6577776670455933,
    0.385650098323822,
    0.4973543584346771,
    0.3534882664680481,
    0.6736840605735779,
    0.41052618622779846,
    0.3778800964355469,
    0.4415583312511444,
    0.486772358417511,
    0.45914387702941895,
    0.40641695261001587,
    0.24864855408668518,
    0.44303786754608154,
    0.35365843772888184,
    0.2933332324028015,
    0.6126124858856201,
    0.4170211851596832,
    0.6808508634567261,
    0.382978618144989,
    0.43171796202659607,
    0.26136353611946106,
    0.3414632976055145,
    0.2716048061847687,
    0.5463916063308716,
    0.7262568473815918,
    0.610878586769104,
    0.2561575770378113,
    0.5333331823348999,
    0.6078430414199829,
    0.6442306041717529,
    0.5296802520751953,
    0.09999994188547134,
    0.6346153020858765,
    0.4408600926399231,
    0.5732482671737671,
    0.518134593963623,
    0.7512688636779785,
    0.48951032757759094,
    0.520408034324646,
    0.4025973081588745,
    0.18604643642902374,
    0.30337071418762207,
    0.3287670612335205,
    0.40404030680656433,
    0.6943395733833313,
    0.6596857309341431,
    0.5158370137214661,
    0.6551722884178162,
    0.14285710453987122,
    0.4232803285121918,
    0.27218925952911377,
    0.7499998807907104,
    0.6058392524719238,
    0.34177201986312866,
    0.3046356737613678,
    0.5118482112884521,
    0.2173912525177002,
    0.5074625611305237,
    0.6037734150886536,
    0.434782475233078,
    0.4041449725627899,
    0.5714284777641296,
    0.4647301733493805,
    0.5654449462890625,
    0.4278606176376343,
    0.4840763211250305,
    0.525345504283905,
    0.6233764886856079,
    0.32520318031311035,
    0.30107519030570984,
    0.6872586011886597,
    0.46323519945144653,
    0.46999987959861755,
    0.4059404730796814,
    0.280373752117157,
    0.5714284777641296
   ],
   "time": 10.61245887633413,
   "param": null
  },
  {
   "epoch": 43,
   "train_loss": 1.8119200468063354,
   "val_loss": 2.156184673309326,
   "acc": 48.82,
   "f1": [
    0.7499999403953552,
    0.6282721161842346,
    0.321428507566452,
    0.2269502729177475,
    0.23529404401779175,
    0.4499998986721039,
    0.43323442339897156,
    0.5049503445625305,
    0.6813185214996338,
    0.616071343421936,
    0.3249998986721039,
    0.29213473200798035,
    0.502024233341217,
    0.3267972767353058,
    0.4799998700618744,
    0.4083332419395447,
    0.552941083908081,
    0.6532661318778992,
    0.4666665494441986,
    0.38834938406944275,
    0.7345131635665894,
    0.5824174284934998,
    0.48958322405815125,
    0.6557375192642212,
    0.6600984334945679,
    0.4204544126987457,
    0.47761180996894836,
    0.2838708758354187,
    0.6528496146202087,
    0.4408162534236908,
    0.4175083041191101,
    0.3982299864292145,
    0.553672194480896,
    0.4918031394481659,
    0.3649633824825287,
    0.23255807161331177,
    0.3939392864704132,
    0.4299064576625824,
    0.3428570628166199,
    0.7076921463012695,
    0.4785274565219879,
    0.6951870322227478,
    0.335570365190506,
    0.43902426958084106,
    0.2673266530036926,
    0.3225805461406708,
    0.32142847776412964,
    0.5847455859184265,
    0.7195766568183899,
    0.6802029013633728,
    0.19289332628250122,
    0.4324323236942291,
    0.4910178482532501,
    0.5864660143852234,
    0.5621620416641235,
    0.15950913727283478,
    0.6545453667640686,
    0.5384613871574402,
    0.6382977366447449,
    0.5714285373687744,
    0.7735847234725952,
    0.6614171862602234,
    0.5321887135505676,
    0.4487178325653076,
    0.27999988198280334,
    0.2569831311702728,
    0.3786981403827667,
    0.3592813014984131,
    0.7650271654129028,
    0.6462881565093994,
    0.5972849726676941,
    0.6699506640434265,
    0.228571355342865,
    0.3013697564601898,
    0.31627896428108215,
    0.7261903285980225,
    0.7319586277008057,
    0.3786981403827667,
    0.3603602349758148,
    0.4808742105960846,
    0.2488478720188141,
    0.4578312039375305,
    0.729999840259552,
    0.4495411515235901,
    0.38938042521476746,
    0.6354165077209473,
    0.48401811718940735,
    0.649484395980835,
    0.46428558230400085,
    0.509090781211853,
    0.6145250201225281,
    0.6249998807907104,
    0.3644443452358246,
    0.2923975884914398,
    0.7601808309555054,
    0.5213268995285034,
    0.45810040831565857,
    0.46428558230400085,
    0.2692306935787201,
    0.5350316762924194
   ],
   "time": 10.30833716597408,
   "param": null
  },
  {
   "epoch": 44,
   "train_loss": 1.8917551040649414,
   "val_loss": 2.037545680999756,
   "acc": 47.34,
   "f1": [
    0.7473682165145874,
    0.5470851063728333,
    0.20547938346862793,
    0.2692306637763977,
    0.24285705387592316,
    0.45751625299453735,
    0.4324323534965515,
    0.4903845191001892,
    0.696078360080719,
    0.6421051621437073,
    0.24999992549419403,
    0.35467973351478577,
    0.563535749912262,
    0.4183672070503235,
    0.4015443027019501,
    0.3722626864910126,
    0.5548385381698608,
    0.6153844594955444,
    0.4623654782772064,
    0.3820223808288574,
    0.7488149404525757,
    0.5773194432258606,
    0.5053762197494507,
    0.5421684980392456,
    0.6984125375747681,
    0.3736262619495392,
    0.3794211447238922,
    0.2923975884914398,
    0.6521738171577454,
    0.4358973503112793,
    0.48913031816482544,
    0.4361701011657715,
    0.4930231273174286,
    0.45569607615470886,
    0.3723403513431549,
    0.2797926664352417,
    0.36820071935653687,
    0.45398759841918945,
    0.4099377691745758,
    0.6299998760223389,
    0.40624988079071045,
    0.6865670084953308,
    0.3428570330142975,
    0.45756447315216064,
    0.3064514994621277,
    0.38834938406944275,
    0.3195875287055969,
    0.6027396321296692,
    0.6923075914382935,
    0.5298506021499634,
    0.25570768117904663,
    0.43850257992744446,
    0.5999999046325684,
    0.5563908815383911,
    0.45259928703308105,
    0.14285710453987122,
    0.6666665077209473,
    0.47826072573661804,
    0.596684992313385,
    0.41818171739578247,
    0.6826345324516296,
    0.5869563817977905,
    0.5107913017272949,
    0.38993698358535767,
    0.28054288029670715,
    0.24806194007396698,
    0.3317534327507019,
    0.42168664932250977,
    0.7731956839561462,
    0.5873605012893677,
    0.5863873362541199,
    0.4335663616657257,
    0.17567561566829681,
    0.2533332407474518,
    0.30555546283721924,
    0.6499997973442078,
    0.7419353127479553,
    0.35820886492729187,
    0.362499862909317,
    0.452830046415329,
    0.20895513892173767,
    0.41726604104042053,
    0.6981130838394165,
    0.36792439222335815,
    0.40677955746650696,
    0.6018517017364502,
    0.520408034324646,
    0.6041665077209473,
    0.474226713180542,
    0.5786800384521484,
    0.502024233341217,
    0.622641384601593,
    0.3555554449558258,
    0.27551010251045227,
    0.8058250546455383,
    0.5414363145828247,
    0.38095223903656006,
    0.46376800537109375,
    0.19607838988304138,
    0.5422221422195435
   ],
   "time": 10.192569208331406,
   "param": null
  },
  {
   "epoch": 45,
   "train_loss": 1.6422755718231201,
   "val_loss": 2.0446877479553223,
   "acc": 47.99,
   "f1": [
    0.626865565776825,
    0.4863012731075287,
    0.3076922297477722,
    0.24516120553016663,
    0.29213473200798035,
    0.4933919608592987,
    0.38356155157089233,
    0.5333332419395447,
    0.6380366683006287,
    0.6480445265769958,
    0.3675675094127655,
    0.39252325892448425,
    0.5502644181251526,
    0.38392844796180725,
    0.3837208151817322,
    0.3820223808288574,
    0.5099600553512573,
    0.6555553674697876,
    0.36101076006889343,
    0.32352930307388306,
    0.7539265155792236,
    0.5737703442573547,
    0.48756206035614014,
    0.5939393043518066,
    0.6708073019981384,
    0.37499991059303284,
    0.4186045527458191,
    0.30935242772102356,
    0.6701029539108276,
    0.4489794969558716,
    0.4999998211860657,
    0.4766353964805603,
    0.48888880014419556,
    0.4624998867511749,
    0.5263156294822693,
    0.2025315761566162,
    0.37735840678215027,
    0.3775508999824524,
    0.38834938406944275,
    0.688171923160553,
    0.4192138612270355,
    0.666666567325592,
    0.23776215314865112,
    0.5326085686683655,
    0.19767434895038605,
    0.3678159713745117,
    0.32369929552078247,
    0.594594419002533,
    0.6909089088439941,
    0.5872339010238647,
    0.19277101755142212,
    0.42931926250457764,
    0.5263156890869141,
    0.5637583136558533,
    0.5685278177261353,
    0.11842100322246552,
    0.6521738171577454,
    0.40740731358528137,
    0.6086955070495605,
    0.5258214473724365,
    0.7379677891731262,
    0.639593780040741,
    0.5818180441856384,
    0.3503648638725281,
    0.24113468825817108,
    0.2754489779472351,
    0.39285704493522644,
    0.43749991059303284,
    0.8191487789154053,
    0.5744680166244507,
    0.509090781211853,
    0.6824643611907959,
    0.24580998718738556,
    0.38251355290412903,
    0.2976189851760864,
    0.7100589871406555,
    0.6885244250297546,
    0.37815114855766296,
    0.3411763310432434,
    0.520408034324646,
    0.23376618325710297,
    0.41245123744010925,
    0.7079644799232483,
    0.3482586145401001,
    0.4335663616657257,
    0.6560845375061035,
    0.5868262648582458,
    0.5758754014968872,
    0.42857131361961365,
    0.5643563270568848,
    0.5140561461448669,
    0.6090908050537109,
    0.3626372814178467,
    0.3387977182865143,
    0.7661689519882202,
    0.5388126373291016,
    0.4640882611274719,
    0.41717782616615295,
    0.21929818391799927,
    0.5654449462890625
   ],
   "time": 10.266301088035107,
   "param": null
  },
  {
   "epoch": 46,
   "train_loss": 1.6197963953018188,
   "val_loss": 2.119375705718994,
   "acc": 46.35,
   "f1": [
    0.736263632774353,
    0.5462183356285095,
    0.2774565517902374,
    0.26415085792541504,
    0.2830187678337097,
    0.42801550030708313,
    0.5673075914382935,
    0.47674402594566345,
    0.6439023613929749,
    0.6378377079963684,
    0.35897424817085266,
    0.22556383907794952,
    0.39130428433418274,
    0.36123335361480713,
    0.3976607024669647,
    0.3409090042114258,
    0.5421684980392456,
    0.6145831942558289,
    0.4090908169746399,
    0.33497530221939087,
    0.6448978185653687,
    0.64327472448349,
    0.4823527932167053,
    0.39520949125289917,
    0.7322402596473694,
    0.35156238079071045,
    0.45714274048805237,
    0.27999991178512573,
    0.5783131122589111,
    0.4599998891353607,
    0.4081631302833557,
    0.44670039415359497,
    0.5095540285110474,
    0.4725273549556732,
    0.4227641224861145,
    0.24161066114902496,
    0.4111110270023346,
    0.3152708411216736,
    0.3149605393409729,
    0.7014216780662537,
    0.36144569516181946,
    0.5928853154182434,
    0.40659332275390625,
    0.44827571511268616,
    0.2675584554672241,
    0.36956506967544556,
    0.2784809172153473,
    0.561576247215271,
    0.6912441253662109,
    0.5821594595909119,
    0.28571420907974243,
    0.48484838008880615,
    0.6090908050537109,
    0.6948355436325073,
    0.6057141423225403,
    0.15517236292362213,
    0.6632122993469238,
    0.5473682880401611,
    0.4946995675563812,
    0.5728641748428345,
    0.7431191205978394,
    0.6757989525794983,
    0.519684910774231,
    0.4203820824623108,
    0.18604643642902374,
    0.2376236915588379,
    0.31645557284355164,
    0.33576634526252747,
    0.7068964242935181,
    0.6399998664855957,
    0.3795619308948517,
    0.541401207447052,
    0.1857142299413681,
    0.28025469183921814,
    0.2550334632396698,
    0.6697673201560974,
    0.6285713315010071,
    0.33532923460006714,
    0.3522725999355316,
    0.4210525155067444,
    0.0967741385102272,
    0.47321414947509766,
    0.7578946352005005,
    0.34224584698677063,
    0.366812139749527,
    0.4588233530521393,
    0.4177214503288269,
    0.5945944786071777,
    0.44444429874420166,
    0.46288198232650757,
    0.5214006900787354,
    0.5312498807907104,
    0.3636362552642822,
    0.28571420907974243,
    0.775280773639679,
    0.5522387027740479,
    0.41935470700263977,
    0.3926939368247986,
    0.24509796500205994,
    0.6136362552642822
   ],
   "time": 10.961062756367028,
   "param": null
  },
  {
   "epoch": 47,
   "train_loss": 1.674106478691101,
   "val_loss": 2.211625814437866,
   "acc": 48.75,
   "f1": [
    0.7562187314033508,
    0.5837836861610413,
    0.3625729978084564,
    0.29319363832473755,
    0.2251655012369156,
    0.5058822631835938,
    0.48120296001434326,
    0.5113635063171387,
    0.6265058517456055,
    0.6133331656455994,
    0.40624988079071045,
    0.3495144844055176,
    0.47619032859802246,
    0.43749988079071045,
    0.44198882579803467,
    0.3946187198162079,
    0.5810053944587708,
    0.6732671856880188,
    0.4481326937675476,
    0.3880595862865448,
    0.6816141605377197,
    0.5987259745597839,
    0.5217390656471252,
    0.42216357588768005,
    0.6874998211860657,
    0.38181808590888977,
    0.5157893896102905,
    0.24603168666362762,
    0.6178008913993835,
    0.44444435834884644,
    0.40174663066864014,
    0.42168664932250977,
    0.4593299925327301,
    0.497041255235672,
    0.4918031394481659,
    0.2767294645309448,
    0.4733726978302002,
    0.3350784480571747,
    0.4018690288066864,
    0.6599999070167542,
    0.418803334236145,
    0.7222220301628113,
    0.38666656613349915,
    0.4609052240848541,
    0.2890172600746155,
    0.37499991059303284,
    0.28749987483024597,
    0.5454544425010681,
    0.7699113488197327,
    0.5361700654029846,
    0.24999992549419403,
    0.4973543584346771,
    0.5624998807907104,
    0.6697246432304382,
    0.6016947627067566,
    0.15602830052375793,
    0.702702522277832,
    0.5495494604110718,
    0.6310158967971802,
    0.504761815071106,
    0.7368419766426086,
    0.6086955666542053,
    0.5327101349830627,
    0.4331796169281006,
    0.2659573554992676,
    0.3148147463798523,
    0.38139525055885315,
    0.4180789887905121,
    0.778846025466919,
    0.6403939127922058,
    0.5376343131065369,
    0.5766422748565674,
    0.2075471132993698,
    0.3463686406612396,
    0.2389935851097107,
    0.7291665077209473,
    0.7017542123794556,
    0.2773721516132355,
    0.34999990463256836,
    0.5161289572715759,
    0.14173223078250885,
    0.4347825348377228,
    0.6852588057518005,
    0.4191615581512451,
    0.362499862909317,
    0.5327101349830627,
    0.4907974302768707,
    0.5573769211769104,
    0.4366196393966675,
    0.49350637197494507,
    0.45833322405815125,
    0.6310158967971802,
    0.38626599311828613,
    0.3157893717288971,
    0.7793425917625427,
    0.48936155438423157,
    0.5291004180908203,
    0.5268816351890564,
    0.1556885540485382,
    0.6113988757133484
   ],
   "time": 9.927176041528583,
   "param": null
  },
  {
   "epoch": 48,
   "train_loss": 1.6784247159957886,
   "val_loss": 1.9450912475585938,
   "acc": 48.56,
   "f1": [
    0.7264149188995361,
    0.5652172565460205,
    0.40796008706092834,
    0.3319147825241089,
    0.2948717176914215,
    0.4913792312145233,
    0.5155554413795471,
    0.5145629644393921,
    0.6179773807525635,
    0.5168538689613342,
    0.3865545094013214,
    0.30150744318962097,
    0.5044246912002563,
    0.42857131361961365,
    0.44444435834884644,
    0.36904752254486084,
    0.5360823273658752,
    0.666666567325592,
    0.36521732807159424,
    0.3316582143306732,
    0.6724136471748352,
    0.6082472205162048,
    0.4931505620479584,
    0.5714284181594849,
    0.6984125375747681,
    0.4137929677963257,
    0.4596272110939026,
    0.23589736223220825,
    0.5936071872711182,
    0.4630540609359741,
    0.4773661196231842,
    0.3726707398891449,
    0.5113635063171387,
    0.47004595398902893,
    0.4223601520061493,
    0.30278873443603516,
    0.3882351815700531,
    0.37333324551582336,
    0.43049317598342896,
    0.6637553572654724,
    0.38626599311828613,
    0.704545259475708,
    0.4278606176376343,
    0.5454544425010681,
    0.2682925760746002,
    0.3522725999355316,
    0.31999990344047546,
    0.5247523188591003,
    0.715083658695221,
    0.6315788626670837,
    0.22222214937210083,
    0.4257424473762512,
    0.517646849155426,
    0.672810971736908,
    0.5957446098327637,
    0.1219511553645134,
    0.6729856729507446,
    0.4669259786605835,
    0.613756537437439,
    0.49999988079071045,
    0.7641507983207703,
    0.5524860620498657,
    0.5411763787269592,
    0.38271594047546387,
    0.24545449018478394,
    0.2891565263271332,
    0.33333319425582886,
    0.36470577120780945,
    0.7655500173568726,
    0.6124029755592346,
    0.5583332777023315,
    0.6244724988937378,
    0.2521738111972809,
    0.4202333688735962,
    0.23602473735809326,
    0.7325579524040222,
    0.6760562062263489,
    0.34177201986312866,
    0.38888880610466003,
    0.5333331823348999,
    0.1654134839773178,
    0.4827585518360138,
    0.7076921463012695,
    0.42162150144577026,
    0.3657141625881195,
    0.6067414879798889,
    0.49214646220207214,
    0.6239315271377563,
    0.4945053458213806,
    0.5520360469818115,
    0.5603863000869751,
    0.6276593804359436,
    0.34782594442367554,
    0.3069306015968323,
    0.7478260397911072,
    0.44347813725471497,
    0.47619035840034485,
    0.47474732995033264,
    0.20547938346862793,
    0.5760868191719055
   ],
   "time": 10.232254860922694,
   "param": null
  },
  {
   "epoch": 49,
   "train_loss": 1.6386990547180176,
   "val_loss": 2.2855727672576904,
   "acc": 45.36,
   "f1": [
    0.6176468729972839,
    0.5082871913909912,
    0.22672058641910553,
    0.2736841142177582,
    0.2446807622909546,
    0.4146340489387512,
    0.49999988079071045,
    0.5102038979530334,
    0.61146479845047,
    0.5714284777641296,
    0.32804223895072937,
    0.24892695248126984,
    0.5191488265991211,
    0.44559577107429504,
    0.40178558230400085,
    0.4081631302833557,
    0.4854367673397064,
    0.5921050906181335,
    0.42477864027023315,
    0.3248729705810547,
    0.7102801203727722,
    0.45599988102912903,
    0.4279474914073944,
    0.4945053458213806,
    0.735293984413147,
    0.40637436509132385,
    0.38961026072502136,
    0.21126753091812134,
    0.6126124858856201,
    0.4634144902229309,
    0.44776105880737305,
    0.4607328474521637,
    0.4685713052749634,
    0.3924049437046051,
    0.43930622935295105,
    0.32258057594299316,
    0.35616427659988403,
    0.3999998867511749,
    0.3157893419265747,
    0.484276682138443,
    0.3551400899887085,
    0.6878979206085205,
    0.22807011008262634,
    0.3407406508922577,
    0.2560974657535553,
    0.35714274644851685,
    0.23225797712802887,
    0.5668447613716125,
    0.7004607319831848,
    0.5140844583511353,
    0.30857133865356445,
    0.46280980110168457,
    0.5848374366760254,
    0.6269840598106384,
    0.44280433654785156,
    0.1985815018415451,
    0.6603772640228271,
    0.4322032928466797,
    0.6299998760223389,
    0.4635760486125946,
    0.7017542123794556,
    0.5462961196899414,
    0.47154462337493896,
    0.323943555355072,
    0.228571355342865,
    0.2014387845993042,
    0.40999990701675415,
    0.447368323802948,
    0.7016127705574036,
    0.6540283560752869,
    0.5023695826530457,
    0.6101693511009216,
    0.18518511950969696,
    0.4338623583316803,
    0.31645557284355164,
    0.5923076272010803,
    0.7179486155509949,
    0.31623923778533936,
    0.2976189851760864,
    0.4249998927116394,
    0.22988496720790863,
    0.5090908408164978,
    0.6869564056396484,
    0.33976826071739197,
    0.3295453190803528,
    0.5324673652648926,
    0.391608327627182,
    0.5725190043449402,
    0.327868789434433,
    0.4774192273616791,
    0.526829183101654,
    0.6378377079963684,
    0.31872501969337463,
    0.26548662781715393,
    0.6580643653869629,
    0.47311821579933167,
    0.33576634526252747,
    0.39189180731773376,
    0.1799999475479126,
    0.47794100642204285
   ],
   "time": 10.106964230537415,
   "param": null
  },
  {
   "epoch": 50,
   "train_loss": 1.7554192543029785,
   "val_loss": 2.416473627090454,
   "acc": 44.39,
   "f1": [
    0.704545259475708,
    0.5333332419395447,
    0.2553190588951111,
    0.22058817744255066,
    0.27272719144821167,
    0.4046691358089447,
    0.43835604190826416,
    0.48936155438423157,
    0.6596857309341431,
    0.5899998545646667,
    0.40659332275390625,
    0.4070795178413391,
    0.35143762826919556,
    0.3755101263523102,
    0.42253509163856506,
    0.4019606411457062,
    0.494381844997406,
    0.497041255235672,
    0.38961026072502136,
    0.35675665736198425,
    0.6724889278411865,
    0.5775399804115295,
    0.4095236659049988,
    0.160714253783226,
    0.6046510338783264,
    0.3239435851573944,
    0.45871543884277344,
    0.26455017924308777,
    0.6322579383850098,
    0.4432988464832306,
    0.47368407249450684,
    0.4205606281757355,
    0.46428558230400085,
    0.363636314868927,
    0.362499862909317,
    0.3203882575035095,
    0.37908485531806946,
    0.29585790634155273,
    0.31325289607048035,
    0.5478259921073914,
    0.41340771317481995,
    0.6820808053016663,
    0.34905651211738586,
    0.3736262619495392,
    0.20645155012607574,
    0.2681563198566437,
    0.3043477535247803,
    0.494381844997406,
    0.7253884673118591,
    0.5769228935241699,
    0.20312491059303284,
    0.46829259395599365,
    0.4624998867511749,
    0.6346153020858765,
    0.5333332419395447,
    0.141592875123024,
    0.6170212030410767,
    0.4736841022968292,
    0.5367964506149292,
    0.4837207794189453,
    0.7100589871406555,
    0.639269232749939,
    0.5202310085296631,
    0.4472048580646515,
    0.23350247740745544,
    0.24358965456485748,
    0.3106059730052948,
    0.3555554449558258,
    0.7599998116493225,
    0.5084744095802307,
    0.5422221422195435,
    0.5938863754272461,
    0.23684203624725342,
    0.39603951573371887,
    0.30857133865356445,
    0.6495725512504578,
    0.7070705890655518,
    0.2643677294254303,
    0.4205606281757355,
    0.4561401903629303,
    0.18905465304851532,
    0.37002336978912354,
    0.6874998807907104,
    0.367346853017807,
    0.43650785088539124,
    0.5957446098327637,
    0.4712642431259155,
    0.5112780332565308,
    0.3430420458316803,
    0.4174756109714508,
    0.4694834351539612,
    0.502282977104187,
    0.38961026072502136,
    0.3186812400817871,
    0.6080584526062012,
    0.5650222897529602,
    0.3523315489292145,
    0.42253509163856506,
    0.228571355342865,
    0.5561496019363403
   ],
   "time": 10.505144634284079,
   "param": null
  },
  {
   "epoch": 51,
   "train_loss": 1.7047910690307617,
   "val_loss": 2.2962634563446045,
   "acc": 45.94,
   "f1": [
    0.7216493487358093,
    0.5040649175643921,
    0.22614836692810059,
    0.18045106530189514,
    0.23529404401779175,
    0.44311365485191345,
    0.42068955302238464,
    0.46153831481933594,
    0.6528496146202087,
    0.6310158967971802,
    0.278787761926651,
    0.2634729743003845,
    0.48039206862449646,
    0.4299064576625824,
    0.36448585987091064,
    0.35714274644851685,
    0.4647301733493805,
    0.6040266752243042,
    0.3660130202770233,
    0.3999998867511749,
    0.7624307870864868,
    0.5739909410476685,
    0.46376800537109375,
    0.4202897548675537,
    0.6355138421058655,
    0.38157883286476135,
    0.42790690064430237,
    0.31325289607048035,
    0.6783624887466431,
    0.45595842599868774,
    0.45871543884277344,
    0.4631577730178833,
    0.48387083411216736,
    0.4415583312511444,
    0.41176459193229675,
    0.2784809470176697,
    0.33333322405815125,
    0.36448585987091064,
    0.3418802320957184,
    0.6403939127922058,
    0.3755457401275635,
    0.6486485004425049,
    0.29032251238822937,
    0.37333324551582336,
    0.21111102402210236,
    0.2748090624809265,
    0.309278279542923,
    0.5756096839904785,
    0.6482212543487549,
    0.6540283560752869,
    0.2389935851097107,
    0.4214874804019928,
    0.6094419956207275,
    0.5959182381629944,
    0.5277776718139648,
    0.18823520839214325,
    0.6229506731033325,
    0.505154550075531,
    0.6349205374717712,
    0.4930231273174286,
    0.7348835468292236,
    0.6077346205711365,
    0.5174128413200378,
    0.42253512144088745,
    0.22535203397274017,
    0.23809516429901123,
    0.2706766128540039,
    0.4154588282108307,
    0.7943924069404602,
    0.6222221255302429,
    0.43575409054756165,
    0.6476188898086548,
    0.18181811273097992,
    0.3693692684173584,
    0.23776215314865112,
    0.6739128828048706,
    0.7708331346511841,
    0.284671425819397,
    0.3598325252532959,
    0.4574466943740845,
    0.18497103452682495,
    0.4699452221393585,
    0.718893826007843,
    0.30163928866386414,
    0.3999999165534973,
    0.5680471658706665,
    0.5363634824752808,
    0.563535749912262,
    0.3921567499637604,
    0.5088756084442139,
    0.5355647206306458,
    0.5679011344909668,
    0.3025209605693817,
    0.3714284896850586,
    0.7116562724113464,
    0.5019606351852417,
    0.31999990344047546,
    0.4520547091960907,
    0.2240663468837738,
    0.5730992555618286
   ],
   "time": 10.090066215023398,
   "param": null
  },
  {
   "epoch": 52,
   "train_loss": 1.448864221572876,
   "val_loss": 2.007347345352173,
   "acc": 49.02,
   "f1": [
    0.7222220301628113,
    0.5849055051803589,
    0.28813549876213074,
    0.20987647771835327,
    0.2716048061847687,
    0.48559659719467163,
    0.41732272505760193,
    0.5095540285110474,
    0.6823527216911316,
    0.5546217560768127,
    0.3314915895462036,
    0.2643677294254303,
    0.5599998831748962,
    0.3157893717288971,
    0.41975298523902893,
    0.4070795178413391,
    0.5531913042068481,
    0.6822428703308105,
    0.438709557056427,
    0.34977567195892334,
    0.6822428703308105,
    0.5494503974914551,
    0.4145453870296478,
    0.6399998664855957,
    0.6521738171577454,
    0.2895926535129547,
    0.47169798612594604,
    0.28767114877700806,
    0.7021275758743286,
    0.44444432854652405,
    0.5368419289588928,
    0.4711109697818756,
    0.4785274565219879,
    0.46280980110168457,
    0.5027931928634644,
    0.2525251507759094,
    0.446808397769928,
    0.3803679943084717,
    0.36893191933631897,
    0.6915886998176575,
    0.42857131361961365,
    0.7301585674285889,
    0.38524580001831055,
    0.4337348937988281,
    0.18181811273097992,
    0.33333322405815125,
    0.34306561946868896,
    0.5663716197013855,
    0.7570620179176331,
    0.6436780691146851,
    0.2660549581050873,
    0.4899998903274536,
    0.6315788626670837,
    0.6390039920806885,
    0.6372547745704651,
    0.15517237782478333,
    0.7322402596473694,
    0.5714284777641296,
    0.6249998807907104,
    0.5517240166664124,
    0.7904760241508484,
    0.5748501420021057,
    0.4939757287502289,
    0.432748407125473,
    0.2550334632396698,
    0.23584897816181183,
    0.39004138112068176,
    0.4692735970020294,
    0.7562187314033508,
    0.7083331942558289,
    0.525139570236206,
    0.6859902143478394,
    0.2585032880306244,
    0.4324323236942291,
    0.2553190290927887,
    0.7425147891044617,
    0.6588233709335327,
    0.3552630543708801,
    0.35978829860687256,
    0.5499998927116394,
    0.18300646543502808,
    0.467661589384079,
    0.6299211382865906,
    0.4380951225757599,
    0.43518510460853577,
    0.5681816935539246,
    0.5656563639640808,
    0.5844747424125671,
    0.4034333825111389,
    0.48135584592819214,
    0.5314008593559265,
    0.6629211902618408,
    0.4075828194618225,
    0.28776970505714417,
    0.6846152544021606,
    0.5443785786628723,
    0.4469272196292877,
    0.4588233530521393,
    0.2547169029712677,
    0.5814977288246155
   ],
   "time": 9.417541065253317,
   "param": null
  },
  {
   "epoch": 53,
   "train_loss": 1.5900541543960571,
   "val_loss": 2.20304274559021,
   "acc": 45.78,
   "f1": [
    0.7386362552642822,
    0.5607475638389587,
    0.2762430012226105,
    0.30769219994544983,
    0.23622041940689087,
    0.4795917272567749,
    0.42790690064430237,
    0.506122350692749,
    0.6350710391998291,
    0.5374448299407959,
    0.34013596177101135,
    0.3939392864704132,
    0.4460965692996979,
    0.4146340489387512,
    0.3240739703178406,
    0.4179103374481201,
    0.5326631665229797,
    0.6113206744194031,
    0.4143425226211548,
    0.3287670314311981,
    0.6899998784065247,
    0.5146197080612183,
    0.3999999165534973,
    0.32520315051078796,
    0.7246376276016235,
    0.3522725999355316,
    0.517646849155426,
    0.18032778799533844,
    0.6666665077209473,
    0.37301579117774963,
    0.4550263583660126,
    0.40191373229026794,
    0.510416567325592,
    0.45132729411125183,
    0.3740456998348236,
    0.2923975884914398,
    0.3267972767353058,
    0.2790696620941162,
    0.32369929552078247,
    0.541666567325592,
    0.4210525155067444,
    0.675555408000946,
    0.279411643743515,
    0.47435885667800903,
    0.32835814356803894,
    0.31284910440444946,
    0.2723403573036194,
    0.4460430443286896,
    0.7462685704231262,
    0.5999998450279236,
    0.2843601107597351,
    0.3529411256313324,
    0.6249998807907104,
    0.6379309296607971,
    0.3656715452671051,
    0.19444438815116882,
    0.6526314616203308,
    0.46491214632987976,
    0.6139533519744873,
    0.42253512144088745,
    0.7210299372673035,
    0.6454544067382812,
    0.522222101688385,
    0.35820886492729187,
    0.20930226147174835,
    0.12244890630245209,
    0.2878786623477936,
    0.3636362850666046,
    0.7897433638572693,
    0.6222221255302429,
    0.28758159279823303,
    0.5189871788024902,
    0.15748025476932526,
    0.40624988079071045,
    0.2658226788043976,
    0.617283821105957,
    0.7317072153091431,
    0.3096773326396942,
    0.4052862524986267,
    0.5209301114082336,
    0.2769230008125305,
    0.4913792312145233,
    0.6859902143478394,
    0.351254403591156,
    0.40637436509132385,
    0.6327682137489319,
    0.5999998450279236,
    0.5714284777641296,
    0.4418603479862213,
    0.4615383744239807,
    0.5454543828964233,
    0.6461536884307861,
    0.24196593463420868,
    0.29940110445022583,
    0.7536230683326721,
    0.49999988079071045,
    0.47058814764022827,
    0.4206008017063141,
    0.21621614694595337,
    0.6017698049545288
   ],
   "time": 8.934823658317327,
   "param": null
  },
  {
   "epoch": 54,
   "train_loss": 1.6363805532455444,
   "val_loss": 2.2406139373779297,
   "acc": 45.99,
   "f1": [
    0.6454182267189026,
    0.5700933337211609,
    0.2693876624107361,
    0.15873010456562042,
    0.2340424805879593,
    0.4819276034832001,
    0.45312491059303284,
    0.4646463394165039,
    0.6702126860618591,
    0.5957446098327637,
    0.329268217086792,
    0.2452106475830078,
    0.5621620416641235,
    0.3566878139972687,
    0.3352600038051605,
    0.36879420280456543,
    0.4513617753982544,
    0.6211178302764893,
    0.45833322405815125,
    0.36601296067237854,
    0.7551018595695496,
    0.5784311890602112,
    0.3694266378879547,
    0.59227454662323,
    0.6637929677963257,
    0.35460981726646423,
    0.5256409049034119,
    0.23448269069194794,
    0.6602869629859924,
    0.4914284646511078,
    0.4132840633392334,
    0.4081631600856781,
    0.4028776288032532,
    0.2950819134712219,
    0.43055543303489685,
    0.1764705330133438,
    0.3636362552642822,
    0.28368785977363586,
    0.32411059737205505,
    0.6140349507331848,
    0.4218749403953552,
    0.6969695687294006,
    0.3783782720565796,
    0.45535701513290405,
    0.27428561449050903,
    0.33333322405815125,
    0.2566370666027069,
    0.5576921701431274,
    0.7106597423553467,
    0.5999998450279236,
    0.22292988002300262,
    0.4257424473762512,
    0.6060605049133301,
    0.6926406025886536,
    0.5462554097175598,
    0.18867920339107513,
    0.6831682324409485,
    0.5242717266082764,
    0.56043940782547,
    0.5065500736236572,
    0.7555553913116455,
    0.5970147848129272,
    0.45976996421813965,
    0.40718549489974976,
    0.19867542386054993,
    0.18604646623134613,
    0.34751760959625244,
    0.3983050286769867,
    0.8090907335281372,
    0.6418603658676147,
    0.526829183101654,
    0.6477731466293335,
    0.19889496266841888,
    0.18749991059303284,
    0.1792452037334442,
    0.7106597423553467,
    0.732673168182373,
    0.3151514232158661,
    0.2840908169746399,
    0.44303786754608154,
    0.18536579608917236,
    0.4155843257904053,
    0.6666665077209473,
    0.3946487307548523,
    0.4402514398097992,
    0.5544553399085999,
    0.4858298599720001,
    0.5339804887771606,
    0.4705881178379059,
    0.5066665410995483,
    0.5650222897529602,
    0.5714284181594849,
    0.34817805886268616,
    0.26415085792541504,
    0.7184464335441589,
    0.5348836779594421,
    0.4550897181034088,
    0.4324323236942291,
    0.22058817744255066,
    0.48979586362838745
   ],
   "time": 9.899804124608636,
   "param": null
  },
  {
   "epoch": 55,
   "train_loss": 1.638119101524353,
   "val_loss": 2.0339112281799316,
   "acc": 50.05,
   "f1": [
    0.7821227312088013,
    0.5938863754272461,
    0.3314915895462036,
    0.2749998867511749,
    0.27329182624816895,
    0.4516127407550812,
    0.5434780716896057,
    0.5363634824752808,
    0.6608694195747375,
    0.5894736051559448,
    0.3617020547389984,
    0.30541861057281494,
    0.5592415928840637,
    0.41711217164993286,
    0.4530385434627533,
    0.45871543884277344,
    0.5119045972824097,
    0.6788989305496216,
    0.5096152424812317,
    0.34343424439430237,
    0.7619046568870544,
    0.631578803062439,
    0.4588233530521393,
    0.6057690978050232,
    0.6831682324409485,
    0.44808733463287354,
    0.4489794969558716,
    0.3216782510280609,
    0.715908944606781,
    0.45814967155456543,
    0.5111110210418701,
    0.4864863455295563,
    0.5227271318435669,
    0.43181806802749634,
    0.45871543884277344,
    0.28571420907974243,
    0.4454544484615326,
    0.4123710095882416,
    0.3121386468410492,
    0.6818180680274963,
    0.43715834617614746,
    0.7262568473815918,
    0.37499991059303284,
    0.49999988079071045,
    0.30150744318962097,
    0.3636362850666046,
    0.3076922297477722,
    0.6179773807525635,
    0.7118642330169678,
    0.6350710391998291,
    0.1937321573495865,
    0.47499990463256836,
    0.6547083854675293,
    0.6562498807907104,
    0.5612244009971619,
    0.1768706887960434,
    0.696132481098175,
    0.5428570508956909,
    0.6153843998908997,
    0.5344128608703613,
    0.7821780443191528,
    0.666666567325592,
    0.5095540285110474,
    0.4924621880054474,
    0.32291656732559204,
    0.23225797712802887,
    0.4598929286003113,
    0.44047608971595764,
    0.7734804749488831,
    0.6842103600502014,
    0.6480445265769958,
    0.669999897480011,
    0.26086944341659546,
    0.3975902497768402,
    0.2712933123111725,
    0.6940637826919556,
    0.7378638982772827,
    0.39543718099594116,
    0.3688523471355438,
    0.42801550030708313,
    0.2702701687812805,
    0.5096152424812317,
    0.7177032232284546,
    0.44444429874420166,
    0.3956833779811859,
    0.6282721161842346,
    0.5568180084228516,
    0.6540283560752869,
    0.5025123953819275,
    0.429447740316391,
    0.5527637004852295,
    0.5614033937454224,
    0.3542855978012085,
    0.33939382433891296,
    0.7488582730293274,
    0.5100669860839844,
    0.4772725999355316,
    0.49999988079071045,
    0.239520862698555,
    0.5837836861610413
   ],
   "time": 10.555464911274612,
   "param": null
  },
  {
   "epoch": 56,
   "train_loss": 1.635363221168518,
   "val_loss": 1.9368534088134766,
   "acc": 48.99,
   "f1": [
    0.7431191205978394,
    0.5662649273872375,
    0.31279608607292175,
    0.26993855834007263,
    0.3373492956161499,
    0.44604307413101196,
    0.5341613292694092,
    0.5714284181594849,
    0.7191009521484375,
    0.6134452819824219,
    0.26277366280555725,
    0.3209875524044037,
    0.5981307029724121,
    0.3905324339866638,
    0.3626372814178467,
    0.42857128381729126,
    0.5024629235267639,
    0.6067414879798889,
    0.4729062616825104,
    0.40540531277656555,
    0.5597268342971802,
    0.577777624130249,
    0.4919784665107727,
    0.6268655061721802,
    0.7012985944747925,
    0.4491524398326874,
    0.43786972761154175,
    0.2580644190311432,
    0.6352940201759338,
    0.4824119210243225,
    0.4140968322753906,
    0.47953203320503235,
    0.44808733463287354,
    0.520408034324646,
    0.4705880880355835,
    0.2741115987300873,
    0.41176459193229675,
    0.40692633390426636,
    0.3115941286087036,
    0.696517288684845,
    0.42253509163856506,
    0.7570620179176331,
    0.38190943002700806,
    0.4631577730178833,
    0.3091786503791809,
    0.31944435834884644,
    0.31404948234558105,
    0.5775861144065857,
    0.7562187314033508,
    0.6249998807907104,
    0.23255808651447296,
    0.38616710901260376,
    0.5882351994514465,
    0.6477731466293335,
    0.5853657722473145,
    0.21301770210266113,
    0.7346937656402588,
    0.5063290596008301,
    0.5918366312980652,
    0.5555554628372192,
    0.7589742541313171,
    0.6403939127922058,
    0.486772358417511,
    0.45348823070526123,
    0.23611101508140564,
    0.26455017924308777,
    0.36226406693458557,
    0.3999999165534973,
    0.7821780443191528,
    0.6861923336982727,
    0.5465837121009827,
    0.610878586769104,
    0.152671679854393,
    0.4411763548851013,
    0.2564101815223694,
    0.7171715497970581,
    0.7707315683364868,
    0.3529410660266876,
    0.35146433115005493,
    0.491227924823761,
    0.27083322405815125,
    0.5080644488334656,
    0.7551018595695496,
    0.37894728779792786,
    0.38271594047546387,
    0.6066349744796753,
    0.47953203320503235,
    0.6299998760223389,
    0.48803818225860596,
    0.5238094329833984,
    0.5161288380622864,
    0.5999998450279236,
    0.36458322405815125,
    0.3354036211967468,
    0.7447697520256042,
    0.589371919631958,
    0.32812488079071045,
    0.46753236651420593,
    0.18699179589748383,
    0.5276594758033752
   ],
   "time": 10.484470898285508,
   "param": null
  },
  {
   "epoch": 57,
   "train_loss": 1.469407558441162,
   "val_loss": 2.111313819885254,
   "acc": 46.52,
   "f1": [
    0.7613635063171387,
    0.5930231213569641,
    0.35365843772888184,
    0.2091502547264099,
    0.29139062762260437,
    0.47321414947509766,
    0.4352940320968628,
    0.5149698853492737,
    0.6857141256332397,
    0.6473428606987,
    0.33333325386047363,
    0.24999988079071045,
    0.41196006536483765,
    0.39330533146858215,
    0.40178558230400085,
    0.36507928371429443,
    0.44715434312820435,
    0.575107216835022,
    0.46874985098838806,
    0.33333322405815125,
    0.5783971548080444,
    0.5454544425010681,
    0.4788731336593628,
    0.48484838008880615,
    0.6607928276062012,
    0.3820223808288574,
    0.44444429874420166,
    0.24691346287727356,
    0.6451612114906311,
    0.49999988079071045,
    0.4489794969558716,
    0.4434387683868408,
    0.466666579246521,
    0.4377681314945221,
    0.37777766585350037,
    0.22727267444133759,
    0.40251561999320984,
    0.32635971903800964,
    0.29824554920196533,
    0.6580085158348083,
    0.44827571511268616,
    0.6698111891746521,
    0.31884047389030457,
    0.33027517795562744,
    0.23300965130329132,
    0.2898549735546112,
    0.290502667427063,
    0.5858584046363831,
    0.770642101764679,
    0.5977010130882263,
    0.17834389209747314,
    0.43703693151474,
    0.6212764978408813,
    0.6874998807907104,
    0.5780345797538757,
    0.16783210635185242,
    0.7014216780662537,
    0.6181816458702087,
    0.5743588209152222,
    0.5125626921653748,
    0.7668392062187195,
    0.6161615252494812,
    0.5360823273658752,
    0.4088396728038788,
    0.2097901701927185,
    0.289308100938797,
    0.2790696620941162,
    0.26984119415283203,
    0.7322402596473694,
    0.6107783317565918,
    0.5666665434837341,
    0.6292133927345276,
    0.2588233947753906,
    0.36470577120780945,
    0.22388054430484772,
    0.7243241667747498,
    0.7074234485626221,
    0.17886172235012054,
    0.36082467436790466,
    0.49729716777801514,
    0.06896547973155975,
    0.45132729411125183,
    0.6964284181594849,
    0.3568074107170105,
    0.39560428261756897,
    0.4832712709903717,
    0.5436891913414001,
    0.5101213455200195,
    0.46632111072540283,
    0.4135977029800415,
    0.4933919608592987,
    0.5549131631851196,
    0.376623272895813,
    0.29370617866516113,
    0.633962094783783,
    0.509505569934845,
    0.3499998450279236,
    0.445652037858963,
    0.2529643774032593,
    0.5930231213569641
   ],
   "time": 10.467540270648897,
   "param": null
  },
  {
   "epoch": 58,
   "train_loss": 1.711291790008545,
   "val_loss": 2.089094877243042,
   "acc": 47.14,
   "f1": [
    0.735751211643219,
    0.6111109852790833,
    0.240362748503685,
    0.2706766128540039,
    0.21126753091812134,
    0.4453440308570862,
    0.5199998617172241,
    0.4499998986721039,
    0.6590906977653503,
    0.6066349744796753,
    0.35532984137535095,
    0.13043470680713654,
    0.5333331823348999,
    0.4023667275905609,
    0.4111110270023346,
    0.4200912117958069,
    0.522222101688385,
    0.6459625363349915,
    0.41048023104667664,
    0.33333325386047363,
    0.7614211440086365,
    0.47435885667800903,
    0.4162435233592987,
    0.6288658380508423,
    0.6148146390914917,
    0.40609124302864075,
    0.40322571992874146,
    0.2547769844532013,
    0.6304346323013306,
    0.5238093733787537,
    0.45081958174705505,
    0.44827571511268616,
    0.5025123953819275,
    0.462584912776947,
    0.45360812544822693,
    0.19999992847442627,
    0.4125559628009796,
    0.43749985098838806,
    0.3453814387321472,
    0.602620005607605,
    0.3396226167678833,
    0.7630056738853455,
    0.2769230008125305,
    0.44808733463287354,
    0.28358203172683716,
    0.3253587782382965,
    0.31067952513694763,
    0.635944664478302,
    0.7395831346511841,
    0.6390531063079834,
    0.18378373980522156,
    0.4973543584346771,
    0.6206895112991333,
    0.6409265398979187,
    0.4905658960342407,
    0.20588228106498718,
    0.696132481098175,
    0.4590162932872772,
    0.6493505239486694,
    0.5445024967193604,
    0.7219511270523071,
    0.6268655061721802,
    0.48484838008880615,
    0.33939382433891296,
    0.22535203397274017,
    0.2524271011352539,
    0.4266665279865265,
    0.4075828194618225,
    0.7488582730293274,
    0.6141730546951294,
    0.5073169469833374,
    0.5964910984039307,
    0.2528734505176544,
    0.36714968085289,
    0.22727267444133759,
    0.6892654895782471,
    0.7179486155509949,
    0.2933332324028015,
    0.3793102502822876,
    0.42857128381729126,
    0.1866666078567505,
    0.4666665494441986,
    0.7085712552070618,
    0.4115522801876068,
    0.4158414602279663,
    0.6224488615989685,
    0.5071768760681152,
    0.6008967757225037,
    0.4623654782772064,
    0.5766869187355042,
    0.6095237135887146,
    0.5865383148193359,
    0.3783782720565796,
    0.3076922297477722,
    0.798029363155365,
    0.53465336561203,
    0.46808499097824097,
    0.3597121238708496,
    0.19444440305233002,
    0.5420559644699097
   ],
   "time": 9.764393207617104,
   "param": null
  },
  {
   "epoch": 59,
   "train_loss": 1.4962505102157593,
   "val_loss": 2.0654664039611816,
   "acc": 48.85,
   "f1": [
    0.7659572958946228,
    0.595959484577179,
    0.39285704493522644,
    0.2692306637763977,
    0.3493974804878235,
    0.5180721879005432,
    0.43720918893814087,
    0.48756206035614014,
    0.6557375192642212,
    0.6027396321296692,
    0.33802807331085205,
    0.2873562276363373,
    0.522222101688385,
    0.43979042768478394,
    0.4088887572288513,
    0.3846152722835541,
    0.5820105075836182,
    0.6816141605377197,
    0.4366810917854309,
    0.3758388161659241,
    0.742081344127655,
    0.583690881729126,
    0.41984719038009644,
    0.6425337791442871,
    0.6416665315628052,
    0.34482747316360474,
    0.4999998211860657,
    0.256410151720047,
    0.6211178302764893,
    0.3853819966316223,
    0.467661589384079,
    0.45226117968559265,
    0.41314542293548584,
    0.4502616822719574,
    0.38502663373947144,
    0.32411059737205505,
    0.3924049437046051,
    0.39560428261756897,
    0.3389829397201538,
    0.6952379941940308,
    0.43555545806884766,
    0.6798028349876404,
    0.3999998867511749,
    0.5181816816329956,
    0.22222214937210083,
    0.3678159713745117,
    0.3846152722835541,
    0.5882351994514465,
    0.7280333638191223,
    0.6176469922065735,
    0.24271836876869202,
    0.48535552620887756,
    0.5941421389579773,
    0.6577776670455933,
    0.5377357006072998,
    0.1240309551358223,
    0.6947367191314697,
    0.4976957440376282,
    0.6210525035858154,
    0.49411749839782715,
    0.7843136787414551,
    0.5505616068840027,
    0.5538460612297058,
    0.40677958726882935,
    0.26262614130973816,
    0.24489788711071014,
    0.33222582936286926,
    0.42168664932250977,
    0.7745096683502197,
    0.6514284610748291,
    0.42285704612731934,
    0.6222221255302429,
    0.21428564190864563,
    0.4044942855834961,
    0.2553190588951111,
    0.7209300398826599,
    0.7246376276016235,
    0.34482747316360474,
    0.3576641380786896,
    0.45689642429351807,
    0.21333324909210205,
    0.4951455295085907,
    0.7280700206756592,
    0.37623751163482666,
    0.4488188326358795,
    0.6111109852790833,
    0.5254236459732056,
    0.6010361909866333,
    0.4999998211860657,
    0.4710143804550171,
    0.5781989693641663,
    0.6666665077209473,
    0.3619631230831146,
    0.29464277625083923,
    0.7999998331069946,
    0.5317917466163635,
    0.47210294008255005,
    0.42857134342193604,
    0.2485874742269516,
    0.5762709975242615
   ],
   "time": 9.064431023783982,
   "param": null
  },
  {
   "epoch": 60,
   "train_loss": 1.3604122400283813,
   "val_loss": 2.1913774013519287,
   "acc": 46.24,
   "f1": [
    0.6909089684486389,
    0.5343510508537292,
    0.3392224907875061,
    0.20895513892173767,
    0.28767114877700806,
    0.4907974302768707,
    0.46808499097824097,
    0.4824560582637787,
    0.6407765746116638,
    0.630302906036377,
    0.289308100938797,
    0.3459458649158478,
    0.5658535361289978,
    0.4146340489387512,
    0.3823528587818146,
    0.4489794969558716,
    0.5371427536010742,
    0.6011558771133423,
    0.4102562963962555,
    0.3647797703742981,
    0.7597764134407043,
    0.5647057294845581,
    0.3546098470687866,
    0.4938269853591919,
    0.7040814757347107,
    0.39810416102409363,
    0.4194755554199219,
    0.21576756238937378,
    0.5578230023384094,
    0.41666656732559204,
    0.47321414947509766,
    0.45714274048805237,
    0.43278682231903076,
    0.4180789887905121,
    0.4565216302871704,
    0.20930226147174835,
    0.2992125153541565,
    0.3899998664855957,
    0.28358200192451477,
    0.5032257437705994,
    0.37735840678215027,
    0.7272725701332092,
    0.36180898547172546,
    0.3803679943084717,
    0.2658958435058594,
    0.284671425819397,
    0.31034475564956665,
    0.41176462173461914,
    0.6258991360664368,
    0.4891640543937683,
    0.20338977873325348,
    0.4222221076488495,
    0.5765123963356018,
    0.6666665077209473,
    0.5863873362541199,
    0.21686740219593048,
    0.6788989305496216,
    0.5333331823348999,
    0.6198828816413879,
    0.5136610269546509,
    0.7486629486083984,
    0.5446008443832397,
    0.4451410174369812,
    0.38738730549812317,
    0.3057323694229126,
    0.24050623178482056,
    0.3352600038051605,
    0.4146340489387512,
    0.7136148810386658,
    0.6599999070167542,
    0.4725273549556732,
    0.6514284610748291,
    0.23589736223220825,
    0.38709667325019836,
    0.2658958435058594,
    0.727272629737854,
    0.6907215118408203,
    0.2843136191368103,
    0.304526686668396,
    0.48387083411216736,
    0.20779214799404144,
    0.45976996421813965,
    0.6639002561569214,
    0.39784935116767883,
    0.39285704493522644,
    0.6424240469932556,
    0.5221238136291504,
    0.6105261445045471,
    0.45814967155456543,
    0.574585497379303,
    0.559054970741272,
    0.5942855477333069,
    0.3290042281150818,
    0.3586955666542053,
    0.6749998331069946,
    0.5494503974914551,
    0.2706766128540039,
    0.4942527115345001,
    0.23776216804981232,
    0.4714285135269165
   ],
   "time": 9.5258147418499,
   "param": null
  },
  {
   "epoch": 61,
   "train_loss": 1.5172630548477173,
   "val_loss": 2.9291932582855225,
   "acc": 34.49,
   "f1": [
    0.5379309058189392,
    0.44217678904533386,
    0.15384608507156372,
    0.2116401493549347,
    0.24817509949207306,
    0.28481003642082214,
    0.4301074147224426,
    0.44578301906585693,
    0.5942855477333069,
    0.1366366297006607,
    0.23021577298641205,
    0.21874991059303284,
    0.2716048061847687,
    0.32402223348617554,
    0.3553718030452728,
    0.2347417026758194,
    0.3057323694229126,
    0.412811279296875,
    0.21392185986042023,
    0.34129685163497925,
    0.40703514218330383,
    0.5035970211029053,
    0.45405393838882446,
    0.1694914698600769,
    0.42962950468063354,
    0.24742262065410614,
    0.3793102502822876,
    0.09433959424495697,
    0.44927528500556946,
    0.3253011107444763,
    0.2635658085346222,
    0.21428564190864563,
    0.34374991059303284,
    0.25613072514533997,
    0.30555543303489685,
    0.09022551029920578,
    0.14399996399879456,
    0.30851057171821594,
    0.2941175401210785,
    0.5679011344909668,
    0.3454544246196747,
    0.6444442868232727,
    0.39130425453186035,
    0.37158459424972534,
    0.09230764210224152,
    0.26027390360832214,
    0.3260868787765503,
    0.3230768144130707,
    0.6749998331069946,
    0.1754385381937027,
    0.18072283267974854,
    0.367346853017807,
    0.5432096719741821,
    0.6666665077209473,
    0.46999987959861755,
    0.05607474222779274,
    0.6235292553901672,
    0.44347813725471497,
    0.5402297377586365,
    0.419580340385437,
    0.549019455909729,
    0.5197739005088806,
    0.42639580368995667,
    0.33333325386047363,
    0.1951218843460083,
    0.14583328366279602,
    0.360248327255249,
    0.10909086465835571,
    0.7379677891731262,
    0.3976607024669647,
    0.22950811684131622,
    0.09259255975484848,
    0.03921567276120186,
    0.3386242389678955,
    0.17647051811218262,
    0.6424240469932556,
    0.4768211841583252,
    0.2424241602420807,
    0.3670884966850281,
    0.39999985694885254,
    0.047244053333997726,
    0.3823528289794922,
    0.6733667254447937,
    0.31543615460395813,
    0.19727885723114014,
    0.4129031002521515,
    0.4324323534965515,
    0.44642844796180725,
    0.40718549489974976,
    0.378378301858902,
    0.48809507489204407,
    0.4459458291530609,
    0.28834348917007446,
    0.11764701455831528,
    0.5624998807907104,
    0.39189180731773376,
    0.3414632976055145,
    0.4120170772075653,
    0.19913412630558014,
    0.4589039981365204
   ],
   "time": 10.053074247203767,
   "param": null
  },
  {
   "epoch": 62,
   "train_loss": 1.4912558794021606,
   "val_loss": 1.9556777477264404,
   "acc": 49.53,
   "f1": [
    0.7539265155792236,
    0.5728154182434082,
    0.3179915249347687,
    0.228571355342865,
    0.22772268950939178,
    0.4999998211860657,
    0.5365853309631348,
    0.5107913017272949,
    0.7389161586761475,
    0.6276593804359436,
    0.33918121457099915,
    0.31050220131874084,
    0.5641024112701416,
    0.39676105976104736,
    0.3820223808288574,
    0.4459458291530609,
    0.5647057294845581,
    0.6635943651199341,
    0.45454537868499756,
    0.38993698358535767,
    0.7708331346511841,
    0.6298341155052185,
    0.5070421695709229,
    0.5094338655471802,
    0.6574072241783142,
    0.3999998867511749,
    0.4487178325653076,
    0.3238094747066498,
    0.6349205374717712,
    0.5032256245613098,
    0.4657532870769501,
    0.4615383446216583,
    0.5370368957519531,
    0.48484838008880615,
    0.429447740316391,
    0.1438848376274109,
    0.4916200041770935,
    0.3720929026603699,
    0.36423835158348083,
    0.6586344242095947,
    0.4474884569644928,
    0.738461434841156,
    0.4692735970020294,
    0.41176459193229675,
    0.3008129298686981,
    0.37288129329681396,
    0.26086950302124023,
    0.5752211213111877,
    0.7523808479309082,
    0.5345910787582397,
    0.23376618325710297,
    0.45405393838882446,
    0.5819671154022217,
    0.6303501129150391,
    0.5846152901649475,
    0.23595495522022247,
    0.7597764134407043,
    0.48214277625083923,
    0.5901637673377991,
    0.5870645046234131,
    0.7423579692840576,
    0.6403507590293884,
    0.5539904832839966,
    0.46391740441322327,
    0.314606636762619,
    0.2634729743003845,
    0.34883710741996765,
    0.3482586145401001,
    0.8390242457389832,
    0.7024388909339905,
    0.5454544425010681,
    0.5446807742118835,
    0.18779337406158447,
    0.38674020767211914,
    0.300884872674942,
    0.7486629486083984,
    0.7168139815330505,
    0.33720916509628296,
    0.3467741012573242,
    0.4756755530834198,
    0.26415085792541504,
    0.4622220993041992,
    0.6853931546211243,
    0.43438899517059326,
    0.442952960729599,
    0.5991188287734985,
    0.5952380299568176,
    0.6666665077209473,
    0.466666579246521,
    0.4973543584346771,
    0.5066665410995483,
    0.6458331942558289,
    0.3647797703742981,
    0.33333325386047363,
    0.8290153741836548,
    0.4936169385910034,
    0.3552630543708801,
    0.5082871913909912,
    0.2514968812465668,
    0.5322579741477966
   ],
   "time": 9.964837503619492,
   "param": null
  },
  {
   "epoch": 63,
   "train_loss": 1.500026822090149,
   "val_loss": 2.005520820617676,
   "acc": 47.23,
   "f1": [
    0.7431692481040955,
    0.5739129781723022,
    0.30857133865356445,
    0.19230762124061584,
    0.2556390166282654,
    0.5079363584518433,
    0.48205116391181946,
    0.4710423946380615,
    0.6421051621437073,
    0.5842695236206055,
    0.3793102502822876,
    0.2972972095012665,
    0.45859864354133606,
    0.36842095851898193,
    0.3917524814605713,
    0.4090907871723175,
    0.6105261445045471,
    0.5714284777641296,
    0.3566432595252991,
    0.37558677792549133,
    0.7978722453117371,
    0.595959484577179,
    0.4433496594429016,
    0.5511810183525085,
    0.6502462029457092,
    0.3850930631160736,
    0.4033612310886383,
    0.29694315791130066,
    0.5813952684402466,
    0.5074625611305237,
    0.47715723514556885,
    0.3522011637687683,
    0.46017688512802124,
    0.4770641028881073,
    0.44351452589035034,
    0.23448269069194794,
    0.3794870972633362,
    0.3703702688217163,
    0.28025469183921814,
    0.5737050771713257,
    0.4499998688697815,
    0.7046630382537842,
    0.3580785095691681,
    0.43956032395362854,
    0.23788540065288544,
    0.3551400303840637,
    0.2753622233867645,
    0.5795453190803528,
    0.7511310577392578,
    0.5037035942077637,
    0.26666656136512756,
    0.46874985098838806,
    0.5656563639640808,
    0.6532661318778992,
    0.530302882194519,
    0.0967741385102272,
    0.7134501934051514,
    0.5644170045852661,
    0.595959484577179,
    0.5652172565460205,
    0.6798028349876404,
    0.6368157267570496,
    0.4810125529766083,
    0.4417177140712738,
    0.25301194190979004,
    0.28571417927742004,
    0.3208555281162262,
    0.42168664932250977,
    0.7614678144454956,
    0.5657892823219299,
    0.4974091649055481,
    0.25862061977386475,
    0.24675315618515015,
    0.4239630401134491,
    0.2758620083332062,
    0.711340069770813,
    0.7399998903274536,
    0.30674833059310913,
    0.3386242389678955,
    0.477272629737854,
    0.25157222151756287,
    0.4697985351085663,
    0.6948355436325073,
    0.43150678277015686,
    0.37154141068458557,
    0.5934064984321594,
    0.5760868191719055,
    0.6592177152633667,
    0.3399432897567749,
    0.4999999403953552,
    0.5853657722473145,
    0.553571343421936,
    0.41666656732559204,
    0.21965309977531433,
    0.8144328594207764,
    0.4487178325653076,
    0.4362138509750366,
    0.4599302411079407,
    0.20833326876163483,
    0.5739129781723022
   ],
   "time": 10.891770159825683,
   "param": null
  },
  {
   "epoch": 64,
   "train_loss": 1.4785716533660889,
   "val_loss": 2.5668885707855225,
   "acc": 42.83,
   "f1": [
    0.6486485600471497,
    0.574585497379303,
    0.22222216427326202,
    0.3057323694229126,
    0.2424241602420807,
    0.3532933294773102,
    0.47619032859802246,
    0.3851850926876068,
    0.6742855310440063,
    0.5460991859436035,
    0.2810809910297394,
    0.2061854749917984,
    0.4915253520011902,
    0.36551716923713684,
    0.37804868817329407,
    0.4210525155067444,
    0.40476179122924805,
    0.635837972164154,
    0.3786981403827667,
    0.31325289607048035,
    0.5266456007957458,
    0.5233643651008606,
    0.42708319425582886,
    0.15517237782478333,
    0.6695650219917297,
    0.2488888055086136,
    0.45283007621765137,
    0.19999994337558746,
    0.5511109828948975,
    0.4239630401134491,
    0.4301074147224426,
    0.4516127407550812,
    0.4433496594429016,
    0.3111110031604767,
    0.37373724579811096,
    0.14173223078250885,
    0.2682925760746002,
    0.32369929552078247,
    0.3309858441352844,
    0.633333146572113,
    0.2583979070186615,
    0.6999998688697815,
    0.3783782720565796,
    0.3315507173538208,
    0.18072283267974854,
    0.3259258270263672,
    0.2680411636829376,
    0.5454543828964233,
    0.7643977999687195,
    0.5411763787269592,
    0.21333324909210205,
    0.4657532870769501,
    0.5948716402053833,
    0.5584415197372437,
    0.5464479923248291,
    0.1866666078567505,
    0.6511626243591309,
    0.4436362683773041,
    0.5765764713287354,
    0.5128204226493835,
    0.696078360080719,
    0.494381844997406,
    0.5199998617172241,
    0.43902432918548584,
    0.14173223078250885,
    0.2091502547264099,
    0.3351954519748688,
    0.43333321809768677,
    0.6952379941940308,
    0.6339284181594849,
    0.24999992549419403,
    0.49523797631263733,
    0.18633535504341125,
    0.38738730549812317,
    0.19178076088428497,
    0.6794257164001465,
    0.635944664478302,
    0.28220847249031067,
    0.3216782510280609,
    0.49999988079071045,
    0.21256029605865479,
    0.4083768427371979,
    0.6483515501022339,
    0.3636362552642822,
    0.3024389147758484,
    0.497041255235672,
    0.4623654782772064,
    0.417142778635025,
    0.3764704465866089,
    0.45033106207847595,
    0.4672130346298218,
    0.5660375952720642,
    0.28571420907974243,
    0.27999988198280334,
    0.6363635659217834,
    0.43636354804039,
    0.28571417927742004,
    0.4507041275501251,
    0.1863979548215866,
    0.4615383744239807
   ],
   "time": 10.426276116631925,
   "param": null
  },
  {
   "epoch": 65,
   "train_loss": 1.4405169486999512,
   "val_loss": 2.1977148056030273,
   "acc": 49.07,
   "f1": [
    0.7020407319068909,
    0.649214506149292,
    0.22784802317619324,
    0.28947362303733826,
    0.3269230127334595,
    0.4939757287502289,
    0.5272725820541382,
    0.4824119210243225,
    0.5962731242179871,
    0.609053373336792,
    0.38596484065055847,
    0.24637673795223236,
    0.5596706867218018,
    0.46242761611938477,
    0.4416665732860565,
    0.3582088351249695,
    0.5189187526702881,
    0.6103284358978271,
    0.4402514398097992,
    0.3727271258831024,
    0.7207205295562744,
    0.5700933337211609,
    0.4884791076183319,
    0.6071427464485168,
    0.6508874893188477,
    0.387096643447876,
    0.5130888819694519,
    0.21138201653957367,
    0.6078430414199829,
    0.48913031816482544,
    0.48936155438423157,
    0.49411749839782715,
    0.5333331823348999,
    0.4596272110939026,
    0.4154588282108307,
    0.2105262577533722,
    0.48888877034187317,
    0.351351261138916,
    0.38596484065055847,
    0.6554619669914246,
    0.48387083411216736,
    0.7386362552642822,
    0.42285704612731934,
    0.4766837954521179,
    0.28187909722328186,
    0.3908045291900635,
    0.23430955410003662,
    0.6057690978050232,
    0.6590908169746399,
    0.6278025507926941,
    0.20134222507476807,
    0.4954127371311188,
    0.4366196393966675,
    0.6396759748458862,
    0.5492226481437683,
    0.24691346287727356,
    0.7231636643409729,
    0.5118108987808228,
    0.7089946269989014,
    0.5673075914382935,
    0.7864076495170593,
    0.5988698601722717,
    0.5164833664894104,
    0.3636362552642822,
    0.2980768382549286,
    0.22499993443489075,
    0.38150280714035034,
    0.4148934781551361,
    0.7593581080436707,
    0.672810971736908,
    0.5053762197494507,
    0.735751211643219,
    0.16883111000061035,
    0.44444435834884644,
    0.30275216698646545,
    0.6823527216911316,
    0.675324559211731,
    0.29059821367263794,
    0.41884803771972656,
    0.507936418056488,
    0.30526304244995117,
    0.4772725999355316,
    0.7227722406387329,
    0.4042551815509796,
    0.4230768084526062,
    0.5789472460746765,
    0.5698922872543335,
    0.5286343097686768,
    0.41212108731269836,
    0.5257730484008789,
    0.5482232570648193,
    0.666666567325592,
    0.376623272895813,
    0.38139525055885315,
    0.7692306041717529,
    0.5445543527603149,
    0.47474732995033264,
    0.47398826479911804,
    0.22857137024402618,
    0.6280191540718079
   ],
   "time": 10.046152235008776,
   "param": null
  },
  {
   "epoch": 66,
   "train_loss": 1.3788909912109375,
   "val_loss": 2.3238415718078613,
   "acc": 45.34,
   "f1": [
    0.7135677337646484,
    0.5161288976669312,
    0.21649475395679474,
    0.23255807161331177,
    0.23188398778438568,
    0.4380951225757599,
    0.4489794969558716,
    0.5294116139411926,
    0.6435642242431641,
    0.573839545249939,
    0.2815883457660675,
    0.2603549063205719,
    0.4725273549556732,
    0.43902426958084106,
    0.4194755554199219,
    0.37499988079071045,
    0.5070421695709229,
    0.6702701449394226,
    0.3736262619495392,
    0.3428570628166199,
    0.603508710861206,
    0.5677418112754822,
    0.39583319425582886,
    0.5524860620498657,
    0.6629211902618408,
    0.3505975306034088,
    0.40641695261001587,
    0.3157893717288971,
    0.5865383148193359,
    0.4218749403953552,
    0.40476179122924805,
    0.4246574342250824,
    0.4886876940727234,
    0.3555554449558258,
    0.4418603479862213,
    0.2117646485567093,
    0.34905651211738586,
    0.4201679825782776,
    0.30996301770210266,
    0.6934671998023987,
    0.29752063751220703,
    0.738461434841156,
    0.38848912715911865,
    0.4502616822719574,
    0.2592591643333435,
    0.3087247312068939,
    0.28782278299331665,
    0.5858584046363831,
    0.6949806213378906,
    0.6108372807502747,
    0.1990949511528015,
    0.4266665279865265,
    0.598360538482666,
    0.5555554628372192,
    0.5702478289604187,
    0.2025315761566162,
    0.6517856121063232,
    0.43542423844337463,
    0.6132074594497681,
    0.5773194432258606,
    0.6799998879432678,
    0.5980390906333923,
    0.5108694434165955,
    0.3230768144130707,
    0.13559314608573914,
    0.24580998718738556,
    0.4210525155067444,
    0.36501890420913696,
    0.7488582730293274,
    0.5901637673377991,
    0.4666665494441986,
    0.5680471658706665,
    0.23376615345478058,
    0.3444443643093109,
    0.26900574564933777,
    0.7683613896369934,
    0.7204300165176392,
    0.24489787220954895,
    0.28758159279823303,
    0.4242422580718994,
    0.18300646543502808,
    0.43333321809768677,
    0.6903551816940308,
    0.34126976132392883,
    0.3195875287055969,
    0.6187844276428223,
    0.45925915241241455,
    0.5446427464485168,
    0.44444435834884644,
    0.4634144902229309,
    0.5899998545646667,
    0.5999998450279236,
    0.390243798494339,
    0.31390124559402466,
    0.6163520216941833,
    0.5209301114082336,
    0.36879420280456543,
    0.4347825348377228,
    0.21839071810245514,
    0.3318776786327362
   ],
   "time": 9.593408765271306,
   "param": null
  },
  {
   "epoch": 67,
   "train_loss": 1.4893426895141602,
   "val_loss": 2.2098605632781982,
   "acc": 47.08,
   "f1": [
    0.7088606357574463,
    0.5979380011558533,
    0.2508710026741028,
    0.22352932393550873,
    0.33497530221939087,
    0.48717936873435974,
    0.4622220993041992,
    0.5714284777641296,
    0.5789472460746765,
    0.6263735294342041,
    0.3880595862865448,
    0.21463409066200256,
    0.4969695806503296,
    0.39548009634017944,
    0.4365480840206146,
    0.4145076870918274,
    0.5132741928100586,
    0.544217586517334,
    0.44067782163619995,
    0.38709667325019836,
    0.7351350784301758,
    0.4825395941734314,
    0.41717782616615295,
    0.5031054615974426,
    0.7171715497970581,
    0.3435581922531128,
    0.49214646220207214,
    0.25116273760795593,
    0.6740330457687378,
    0.44642844796180725,
    0.4518827795982361,
    0.4502616822719574,
    0.47619032859802246,
    0.45976996421813965,
    0.38596484065055847,
    0.24999989569187164,
    0.4148934781551361,
    0.3157893717288971,
    0.38190943002700806,
    0.5999999046325684,
    0.42285704612731934,
    0.7292816042900085,
    0.4111110270023346,
    0.3812708258628845,
    0.329268217086792,
    0.34977567195892334,
    0.23529405891895294,
    0.5911328792572021,
    0.5263156890869141,
    0.5447760224342346,
    0.23809516429901123,
    0.4622220993041992,
    0.5488370656967163,
    0.6772485375404358,
    0.6288658380508423,
    0.23275858163833618,
    0.6816141605377197,
    0.6470586061477661,
    0.5617020726203918,
    0.4579123854637146,
    0.7419353127479553,
    0.6242773532867432,
    0.5575219988822937,
    0.43749985098838806,
    0.19999991357326508,
    0.20472434163093567,
    0.2820512056350708,
    0.3892616331577301,
    0.7428569793701172,
    0.7129628658294678,
    0.5714284181594849,
    0.613756537437439,
    0.21782170236110687,
    0.41666656732559204,
    0.24137921631336212,
    0.7391301989555359,
    0.710382342338562,
    0.33962252736091614,
    0.3322474956512451,
    0.543352484703064,
    0.24390237033367157,
    0.4731181561946869,
    0.540925145149231,
    0.4504503309726715,
    0.39999985694885254,
    0.5935482978820801,
    0.491227924823761,
    0.6161615252494812,
    0.4053155481815338,
    0.5350876450538635,
    0.5511109828948975,
    0.6378377079963684,
    0.4646463394165039,
    0.3578946590423584,
    0.7692306637763977,
    0.5120771527290344,
    0.28571417927742004,
    0.42857131361961365,
    0.23976603150367737,
    0.5595237016677856
   ],
   "time": 9.40378415863961,
   "param": null
  },
  {
   "epoch": 68,
   "train_loss": 1.4190038442611694,
   "val_loss": 4.295782089233398,
   "acc": 27.28,
   "f1": [
    0.6064514517784119,
    0.48484835028648376,
    0.12389375269412994,
    0.19999994337558746,
    0.17460310459136963,
    0.2748814523220062,
    0.23809516429901123,
    0.39189180731773376,
    0.419580340385437,
    0.15783783793449402,
    0.21374039351940155,
    0.17449656128883362,
    0.25806447863578796,
    0.24734973907470703,
    0.37908485531806946,
    0.17218534648418427,
    0.18808773159980774,
    0.32311972975730896,
    0.31638407707214355,
    0.2681991159915924,
    0.38692089915275574,
    0.4223601520061493,
    0.3444443643093109,
    0.0,
    0.5503354072570801,
    0.15827332437038422,
    0.2413792610168457,
    0.038834936916828156,
    0.3846152722835541,
    0.37499991059303284,
    0.29629620909690857,
    0.2898550033569336,
    0.2622950077056885,
    0.22444884479045868,
    0.27631568908691406,
    0.20118334889411926,
    0.07407403737306595,
    0.14661648869514465,
    0.13559314608573914,
    0.4086686670780182,
    0.3195875287055969,
    0.6706585884094238,
    0.20472434163093567,
    0.20588228106498718,
    0.06896547973155975,
    0.13675208389759064,
    0.2553190290927887,
    0.1481480896472931,
    0.49999991059303284,
    0.11320751160383224,
    0.035398200154304504,
    0.24489788711071014,
    0.563535749912262,
    0.5161288976669312,
    0.310077428817749,
    0.10256405174732208,
    0.5714284181594849,
    0.4266665279865265,
    0.4153004288673401,
    0.33587777614593506,
    0.1481480896472931,
    0.3387095630168915,
    0.3636362552642822,
    0.18181811273097992,
    0.03571426123380661,
    0.1398600935935974,
    0.22047236561775208,
    0.17699109017848969,
    0.26086950302124023,
    0.33333325386047363,
    0.15652169287204742,
    0.019230758771300316,
    0.09917350858449936,
    0.393063485622406,
    0.15652169287204742,
    0.5517240166664124,
    0.6103284358978271,
    0.19999992847442627,
    0.2580644488334656,
    0.43055543303489685,
    0.06106865406036377,
    0.23211443424224854,
    0.6463412642478943,
    0.3232322335243225,
    0.15954412519931793,
    0.31428563594818115,
    0.3485476076602936,
    0.1980951875448227,
    0.22619038820266724,
    0.2406638264656067,
    0.32222211360931396,
    0.34848475456237793,
    0.32214754819869995,
    0.12698407471179962,
    0.15891797840595245,
    0.5153372287750244,
    0.22950810194015503,
    0.32467523217201233,
    0.14473678171634674,
    0.5359476208686829
   ],
   "time": 10.088876677677035,
   "param": null
  },
  {
   "epoch": 69,
   "train_loss": 1.4679720401763916,
   "val_loss": 2.1767349243164062,
   "acc": 48.34,
   "f1": [
    0.689361572265625,
    0.5374448299407959,
    0.3319147825241089,
    0.2236841470003128,
    0.3087247312068939,
    0.5238093733787537,
    0.504761815071106,
    0.5022420287132263,
    0.6160336136817932,
    0.5876287817955017,
    0.3454544246196747,
    0.2918454110622406,
    0.6117644906044006,
    0.4835163354873657,
    0.40404030680656433,
    0.42168664932250977,
    0.5370368957519531,
    0.6631577014923096,
    0.4179103374481201,
    0.38150280714035034,
    0.722466766834259,
    0.6338796615600586,
    0.46774181723594666,
    0.5263156890869141,
    0.6403160691261292,
    0.4022987186908722,
    0.4615383446216583,
    0.3316061198711395,
    0.6632122993469238,
    0.45054933428764343,
    0.5371899604797363,
    0.45454534888267517,
    0.41176462173461914,
    0.47572803497314453,
    0.48453593254089355,
    0.26455017924308777,
    0.38834938406944275,
    0.4615383446216583,
    0.3711339235305786,
    0.5413532853126526,
    0.41717782616615295,
    0.696078360080719,
    0.42982450127601624,
    0.425855427980423,
    0.247999906539917,
    0.28947359323501587,
    0.23611101508140564,
    0.5145226716995239,
    0.7363182306289673,
    0.5224488377571106,
    0.21857915818691254,
    0.47560960054397583,
    0.5482232570648193,
    0.6956520080566406,
    0.5388599634170532,
    0.17142851650714874,
    0.6198828816413879,
    0.4379561245441437,
    0.620320737361908,
    0.5576921701431274,
    0.6956520080566406,
    0.5465114712715149,
    0.5306121110916138,
    0.4576270282268524,
    0.2696628272533417,
    0.2211054563522339,
    0.37499991059303284,
    0.3560605049133301,
    0.7709495425224304,
    0.6553670763969421,
    0.5283018350601196,
    0.5714284777641296,
    0.2204081267118454,
    0.33093518018722534,
    0.29166659712791443,
    0.6918237209320068,
    0.6865670084953308,
    0.3726707398891449,
    0.4142010807991028,
    0.5360823273658752,
    0.27551010251045227,
    0.57297283411026,
    0.5693948864936829,
    0.3908045291900635,
    0.4222221076488495,
    0.5964910984039307,
    0.4916200041770935,
    0.5660375952720642,
    0.46242761611938477,
    0.511415421962738,
    0.5921786427497864,
    0.5662649273872375,
    0.34615373611450195,
    0.29319363832473755,
    0.7745096683502197,
    0.5643563270568848,
    0.4491524398326874,
    0.5257141590118408,
    0.33918121457099915,
    0.5945944786071777
   ],
   "time": 10.447790572419763,
   "param": null
  },
  {
   "epoch": 70,
   "train_loss": 1.2896884679794312,
   "val_loss": 2.218256950378418,
   "acc": 46.43,
   "f1": [
    0.6951218247413635,
    0.5258963108062744,
    0.31372538208961487,
    0.26881712675094604,
    0.1639343649148941,
    0.45685264468193054,
    0.45551592111587524,
    0.49011847376823425,
    0.6181816458702087,
    0.5149698853492737,
    0.3469386696815491,
    0.23684203624725342,
    0.5454543828964233,
    0.46913567185401917,
    0.38053086400032043,
    0.3599999248981476,
    0.5274723768234253,
    0.619289219379425,
    0.34640514850616455,
    0.3727271258831024,
    0.7783250212669373,
    0.5911948084831238,
    0.47120407223701477,
    0.6050419211387634,
    0.611510694026947,
    0.38144323229789734,
    0.34939754009246826,
    0.3026314675807953,
    0.5999998450279236,
    0.40384599566459656,
    0.4230768084526062,
    0.4615383744239807,
    0.4090908467769623,
    0.4218749403953552,
    0.38144323229789734,
    0.29940110445022583,
    0.4046241343021393,
    0.42168664932250977,
    0.28758159279823303,
    0.5122805833816528,
    0.41666656732559204,
    0.680412232875824,
    0.3842363655567169,
    0.37611934542655945,
    0.21551716327667236,
    0.31275710463523865,
    0.36809808015823364,
    0.5543476939201355,
    0.7512688636779785,
    0.5915491580963135,
    0.18834073841571808,
    0.43749991059303284,
    0.5465114712715149,
    0.6337447166442871,
    0.6063828468322754,
    0.1935483068227768,
    0.6633662581443787,
    0.4694834351539612,
    0.5679011344909668,
    0.5084744095802307,
    0.7999998331069946,
    0.4087590277194977,
    0.5757573843002319,
    0.45197728276252747,
    0.21111102402210236,
    0.18378373980522156,
    0.3783782720565796,
    0.39183664321899414,
    0.797814130783081,
    0.612716555595398,
    0.4670657217502594,
    0.5465837121009827,
    0.24154582619667053,
    0.323943555355072,
    0.2577318847179413,
    0.7065216302871704,
    0.6130266785621643,
    0.3261801600456238,
    0.3692306876182556,
    0.49999988079071045,
    0.22346359491348267,
    0.4670049846172333,
    0.6697246432304382,
    0.3797467052936554,
    0.43781083822250366,
    0.603550136089325,
    0.5741626024246216,
    0.6666665077209473,
    0.37460312247276306,
    0.5048542022705078,
    0.5675674080848694,
    0.5631066560745239,
    0.438016414642334,
    0.281406968832016,
    0.7783250212669373,
    0.49999991059303284,
    0.4381624758243561,
    0.49756085872650146,
    0.2754489779472351,
    0.6272187829017639
   ],
   "time": 10.868469957262278,
   "param": null
  },
  {
   "epoch": 71,
   "train_loss": 1.372007131576538,
   "val_loss": 2.245723247528076,
   "acc": 48.61,
   "f1": [
    0.7487177848815918,
    0.6448085904121399,
    0.35121941566467285,
    0.2838708758354187,
    0.34254133701324463,
    0.4745761454105377,
    0.47346925735473633,
    0.5201792120933533,
    0.653465211391449,
    0.6270268559455872,
    0.38043469190597534,
    0.33333322405815125,
    0.5056602954864502,
    0.4280441701412201,
    0.3999998867511749,
    0.4278606176376343,
    0.5454544425010681,
    0.6086955070495605,
    0.38461530208587646,
    0.3552630543708801,
    0.7230044603347778,
    0.6739128828048706,
    0.4112902283668518,
    0.638554036617279,
    0.6730768084526062,
    0.42051267623901367,
    0.43749988079071045,
    0.2764226496219635,
    0.5810053944587708,
    0.5048542022705078,
    0.4629628360271454,
    0.47798728942871094,
    0.5111110210418701,
    0.4873095452785492,
    0.5048542022705078,
    0.30952370166778564,
    0.43181803822517395,
    0.3736262619495392,
    0.33333325386047363,
    0.5693948864936829,
    0.4499998688697815,
    0.6739128828048706,
    0.4402514398097992,
    0.5060239434242249,
    0.2376236915588379,
    0.31404948234558105,
    0.29268285632133484,
    0.5816324949264526,
    0.7238093614578247,
    0.596638560295105,
    0.2705313265323639,
    0.4418603479862213,
    0.5088756084442139,
    0.6638653874397278,
    0.5870645046234131,
    0.18604643642902374,
    0.6851851344108582,
    0.5868262648582458,
    0.6631577014923096,
    0.5079363584518433,
    0.7799997925758362,
    0.4774192273616791,
    0.624390184879303,
    0.41095879673957825,
    0.23574136197566986,
    0.22891558706760406,
    0.3050846457481384,
    0.3841058313846588,
    0.7539265155792236,
    0.6910993456840515,
    0.5252523422241211,
    0.6521738171577454,
    0.23863628506660461,
    0.37185919284820557,
    0.3090128004550934,
    0.6513760089874268,
    0.7363182306289673,
    0.33684200048446655,
    0.43243229389190674,
    0.5543476939201355,
    0.2272726595401764,
    0.4622220993041992,
    0.7247704863548279,
    0.3950616121292114,
    0.4646463394165039,
    0.5405403971672058,
    0.48803818225860596,
    0.5922329425811768,
    0.43181803822517395,
    0.5566036701202393,
    0.5315313935279846,
    0.6732671856880188,
    0.39106133580207825,
    0.2962961792945862,
    0.7134501934051514,
    0.5462183356285095,
    0.42931926250457764,
    0.429447740316391,
    0.1854303926229477,
    0.5059288144111633
   ],
   "time": 10.75673321262002,
   "param": null
  },
  {
   "epoch": 72,
   "train_loss": 1.4014073610305786,
   "val_loss": 2.0750372409820557,
   "acc": 49.25,
   "f1": [
    0.6568626165390015,
    0.5274724960327148,
    0.3206750154495239,
    0.21951214969158173,
    0.28947359323501587,
    0.5045870542526245,
    0.4402983784675598,
    0.511415421962738,
    0.7195766568183899,
    0.5999999046325684,
    0.3587442934513092,
    0.30468741059303284,
    0.5940592885017395,
    0.40251561999320984,
    0.426778107881546,
    0.39860132336616516,
    0.534031331539154,
    0.5962731242179871,
    0.38427940011024475,
    0.33333322405815125,
    0.7699998021125793,
    0.6355138421058655,
    0.4717947542667389,
    0.5555553436279297,
    0.7208120226860046,
    0.40251561999320984,
    0.48837196826934814,
    0.3552630543708801,
    0.6310158967971802,
    0.4210525453090668,
    0.3499998450279236,
    0.5142855644226074,
    0.49549540877342224,
    0.4615383446216583,
    0.44444429874420166,
    0.16438350081443787,
    0.43999990820884705,
    0.3627450466156006,
    0.40490788221359253,
    0.666666567325592,
    0.4050632119178772,
    0.735751211643219,
    0.41481471061706543,
    0.5526314973831177,
    0.2485874742269516,
    0.29166656732559204,
    0.33962252736091614,
    0.5100669860839844,
    0.7661689519882202,
    0.5627375841140747,
    0.17105256021022797,
    0.46332037448883057,
    0.6280191540718079,
    0.5833331942558289,
    0.5858584046363831,
    0.18604643642902374,
    0.702702522277832,
    0.44787636399269104,
    0.6153844594955444,
    0.5434780716896057,
    0.7354258298873901,
    0.5911328792572021,
    0.5760868191719055,
    0.45714277029037476,
    0.210526242852211,
    0.32911381125450134,
    0.4417177140712738,
    0.4192138612270355,
    0.7321426868438721,
    0.5869563817977905,
    0.603351891040802,
    0.630302906036377,
    0.2577318847179413,
    0.318471223115921,
    0.34482747316360474,
    0.6923075318336487,
    0.718893826007843,
    0.309278279542923,
    0.3874998986721039,
    0.48717936873435974,
    0.2571427822113037,
    0.49729716777801514,
    0.7321426868438721,
    0.3703702986240387,
    0.45859864354133606,
    0.6407765746116638,
    0.5795453190803528,
    0.6774192452430725,
    0.4432430863380432,
    0.5416665077209473,
    0.6066349744796753,
    0.6551722884178162,
    0.387096643447876,
    0.2983870208263397,
    0.7582416534423828,
    0.5555554628372192,
    0.46969687938690186,
    0.447368323802948,
    0.291139155626297,
    0.6806281208992004
   ],
   "time": 10.782381633296609,
   "param": null
  },
  {
   "epoch": 73,
   "train_loss": 1.2677431106567383,
   "val_loss": 2.137915849685669,
   "acc": 48.09,
   "f1": [
    0.7708331346511841,
    0.5194804668426514,
    0.23529404401779175,
    0.26455017924308777,
    0.26845628023147583,
    0.4916665554046631,
    0.5053762197494507,
    0.47747737169265747,
    0.6787877082824707,
    0.600822925567627,
    0.3225805461406708,
    0.24691346287727356,
    0.48648640513420105,
    0.4090908467769623,
    0.3999998867511749,
    0.4090907871723175,
    0.5225224494934082,
    0.6966290473937988,
    0.3504272401332855,
    0.3421051502227783,
    0.7523808479309082,
    0.6363635063171387,
    0.4519229531288147,
    0.49315062165260315,
    0.675324559211731,
    0.33962252736091614,
    0.509316623210907,
    0.2870369255542755,
    0.5913977026939392,
    0.4083332419395447,
    0.49999988079071045,
    0.4623654782772064,
    0.5044246912002563,
    0.5185183882713318,
    0.4361701011657715,
    0.30541861057281494,
    0.3670884966850281,
    0.3843136429786682,
    0.33492809534072876,
    0.6212120056152344,
    0.387096643447876,
    0.6502462029457092,
    0.43636354804039,
    0.5333331823348999,
    0.3119999170303345,
    0.3421051502227783,
    0.30952370166778564,
    0.5057469606399536,
    0.7783782482147217,
    0.5789472460746765,
    0.21965309977531433,
    0.42528724670410156,
    0.6347824931144714,
    0.6451611518859863,
    0.5999999046325684,
    0.13333328068256378,
    0.6473027467727661,
    0.4907405972480774,
    0.6012268662452698,
    0.5027320981025696,
    0.7511736154556274,
    0.5925924181938171,
    0.5865383148193359,
    0.4230768084526062,
    0.2517482042312622,
    0.24875615537166595,
    0.35064926743507385,
    0.366812139749527,
    0.7464112639427185,
    0.7076921463012695,
    0.5263156890869141,
    0.6140349507331848,
    0.13836471736431122,
    0.390243798494339,
    0.289308100938797,
    0.6588233709335327,
    0.6880732178688049,
    0.3141360282897949,
    0.35121941566467285,
    0.4861876964569092,
    0.2482757866382599,
    0.5081965923309326,
    0.7351350784301758,
    0.4518827795982361,
    0.43786972761154175,
    0.5964910984039307,
    0.47190994024276733,
    0.6069650650024414,
    0.522612988948822,
    0.5284551978111267,
    0.5546217560768127,
    0.5454544425010681,
    0.3636362850666046,
    0.27476030588150024,
    0.7448978424072266,
    0.5446008443832397,
    0.45544540882110596,
    0.446808397769928,
    0.2788843810558319,
    0.5650222897529602
   ],
   "time": 10.079982694238424,
   "param": null
  },
  {
   "epoch": 74,
   "train_loss": 1.2593034505844116,
   "val_loss": 2.3762025833129883,
   "acc": 43.71,
   "f1": [
    0.6757989525794983,
    0.5479451417922974,
    0.2629106938838959,
    0.21582727134227753,
    0.23616227507591248,
    0.41423937678337097,
    0.4295300841331482,
    0.4749998450279236,
    0.6781607270240784,
    0.4301674962043762,
    0.3063828945159912,
    0.25210076570510864,
    0.45569613575935364,
    0.35454532504081726,
    0.41474640369415283,
    0.4431816637516022,
    0.4160583019256592,
    0.6415093541145325,
    0.279411643743515,
    0.3999998867511749,
    0.6796115040779114,
    0.6107783317565918,
    0.44230756163597107,
    0.18803413212299347,
    0.5432096719741821,
    0.3473052978515625,
    0.4785274565219879,
    0.28767114877700806,
    0.5045044422149658,
    0.48780474066734314,
    0.3574143946170807,
    0.43537402153015137,
    0.3171520233154297,
    0.3134327232837677,
    0.43373483419418335,
    0.19811314344406128,
    0.3428570628166199,
    0.29268282651901245,
    0.32195112109184265,
    0.683937668800354,
    0.29677414894104004,
    0.6601940989494324,
    0.43575406074523926,
    0.3862067759037018,
    0.24161066114902496,
    0.36904752254486084,
    0.28571417927742004,
    0.5142855644226074,
    0.7619046568870544,
    0.5256409049034119,
    0.15172408521175385,
    0.4339621663093567,
    0.6434781551361084,
    0.614232063293457,
    0.5714284181594849,
    0.15894033014774323,
    0.6169153451919556,
    0.5158370137214661,
    0.5462183356285095,
    0.4806200861930847,
    0.644067645072937,
    0.5628139972686768,
    0.5172412991523743,
    0.41717782616615295,
    0.056603748351335526,
    0.17142851650714874,
    0.3407406508922577,
    0.23076915740966797,
    0.7553189396858215,
    0.6303501129150391,
    0.6022725701332092,
    0.5415383577346802,
    0.20111726224422455,
    0.3837208151817322,
    0.18487386405467987,
    0.6410254836082458,
    0.7199999094009399,
    0.2758620083332062,
    0.28358200192451477,
    0.47513800859451294,
    0.23364479839801788,
    0.41221365332603455,
    0.6598983407020569,
    0.3809523284435272,
    0.29508185386657715,
    0.45833322405815125,
    0.4632767140865326,
    0.4916665554046631,
    0.40754708647727966,
    0.4083044230937958,
    0.5399238467216492,
    0.5674417018890381,
    0.3088234066963196,
    0.30270257592201233,
    0.587155818939209,
    0.37270334362983704,
    0.44444432854652405,
    0.4335663616657257,
    0.20304562151432037,
    0.5034012794494629
   ],
   "time": 9.216893449425697,
   "param": null
  },
  {
   "epoch": 75,
   "train_loss": 1.2160426378250122,
   "val_loss": 2.1381123065948486,
   "acc": 49.79,
   "f1": [
    0.7596151828765869,
    0.5726494193077087,
    0.31404948234558105,
    0.27777767181396484,
    0.29896897077560425,
    0.5252523422241211,
    0.4469272196292877,
    0.4805193543434143,
    0.7106597423553467,
    0.5829595327377319,
    0.45405393838882446,
    0.28571420907974243,
    0.5471696853637695,
    0.4152541756629944,
    0.42285704612731934,
    0.45320188999176025,
    0.5607475638389587,
    0.6635943651199341,
    0.391608327627182,
    0.4226802885532379,
    0.6183205246925354,
    0.5882351994514465,
    0.5029938817024231,
    0.6227543354034424,
    0.7070705890655518,
    0.3736262619495392,
    0.4907974302768707,
    0.3363635540008545,
    0.6162160634994507,
    0.4496123194694519,
    0.4836064279079437,
    0.4861876964569092,
    0.4897957742214203,
    0.5263156294822693,
    0.44827571511268616,
    0.2741115987300873,
    0.41095879673957825,
    0.3383083641529083,
    0.39195966720581055,
    0.6351930499076843,
    0.3228345811367035,
    0.7282050251960754,
    0.4276728630065918,
    0.4999998211860657,
    0.24050623178482056,
    0.43930622935295105,
    0.3406592309474945,
    0.5803107619285583,
    0.741783857345581,
    0.6169153451919556,
    0.32298123836517334,
    0.43921560049057007,
    0.6198345422744751,
    0.666666567325592,
    0.5753422975540161,
    0.25104594230651855,
    0.6025103330612183,
    0.49579817056655884,
    0.6209676265716553,
    0.5176470279693604,
    0.8140701651573181,
    0.6699027419090271,
    0.5363127589225769,
    0.46896544098854065,
    0.35714274644851685,
    0.29585790634155273,
    0.42682915925979614,
    0.4052286446094513,
    0.7783782482147217,
    0.616071343421936,
    0.5568180084228516,
    0.6666665077209473,
    0.19318175315856934,
    0.39130425453186035,
    0.30409345030784607,
    0.6756755113601685,
    0.6936414837837219,
    0.3524228036403656,
    0.40476179122924805,
    0.44444432854652405,
    0.2234041839838028,
    0.45569613575935364,
    0.6829267144203186,
    0.4766837954521179,
    0.4135337173938751,
    0.6489360928535461,
    0.5454544425010681,
    0.5771142840385437,
    0.4634144902229309,
    0.5631066560745239,
    0.5454544425010681,
    0.6127658486366272,
    0.3817426860332489,
    0.3584904372692108,
    0.7537687420845032,
    0.5999999046325684,
    0.4210525155067444,
    0.5359476208686829,
    0.2234041839838028,
    0.5743588209152222
   ],
   "time": 9.777976715005934,
   "param": null
  },
  {
   "epoch": 76,
   "train_loss": 1.2699860334396362,
   "val_loss": 2.220268964767456,
   "acc": 47.24,
   "f1": [
    0.7461138963699341,
    0.6553670763969421,
    0.293436199426651,
    0.17721512913703918,
    0.29074883460998535,
    0.4275861084461212,
    0.43835610151290894,
    0.4545453190803528,
    0.6909089684486389,
    0.5568180084228516,
    0.26315778493881226,
    0.22317588329315186,
    0.53465336561203,
    0.45685264468193054,
    0.4634144902229309,
    0.3981480300426483,
    0.48837196826934814,
    0.4736841022968292,
    0.3445377051830292,
    0.36809808015823364,
    0.7282050251960754,
    0.5925925374031067,
    0.5027320981025696,
    0.6210525035858154,
    0.7213113307952881,
    0.3499998450279236,
    0.38327518105506897,
    0.28571420907974243,
    0.6206895709037781,
    0.4852069914340973,
    0.4416665732860565,
    0.43333321809768677,
    0.46923068165779114,
    0.43055543303489685,
    0.4046691358089447,
    0.22510816156864166,
    0.4239630401134491,
    0.32558128237724304,
    0.38356152176856995,
    0.5892856121063232,
    0.38053086400032043,
    0.696078360080719,
    0.4183005392551422,
    0.4916200041770935,
    0.26373615860939026,
    0.3524228036403656,
    0.2236841470003128,
    0.5698922872543335,
    0.6744184494018555,
    0.591999888420105,
    0.21390368044376373,
    0.4259258210659027,
    0.6396394968032837,
    0.6666665077209473,
    0.5975608825683594,
    0.2264150083065033,
    0.6816141605377197,
    0.4915253520011902,
    0.6170212030410767,
    0.5321099162101746,
    0.7978722453117371,
    0.6382977366447449,
    0.5232557058334351,
    0.4148934781551361,
    0.26136353611946106,
    0.2705881595611572,
    0.3552122712135315,
    0.4043714702129364,
    0.7916665077209473,
    0.6951870322227478,
    0.39473676681518555,
    0.6877826452255249,
    0.18848159909248352,
    0.2972972095012665,
    0.2931033670902252,
    0.6842103600502014,
    0.7668392062187195,
    0.33548372983932495,
    0.3358207941055298,
    0.535519003868103,
    0.2580644488334656,
    0.5228756666183472,
    0.6632652282714844,
    0.37583884596824646,
    0.37575745582580566,
    0.49999988079071045,
    0.5610858201980591,
    0.6202530264854431,
    0.492890864610672,
    0.5071768760681152,
    0.5714284777641296,
    0.6483515501022339,
    0.3731342554092407,
    0.36521732807159424,
    0.6871164441108704,
    0.5991559624671936,
    0.3489931523799896,
    0.4301074147224426,
    0.2578396499156952,
    0.5940592885017395
   ],
   "time": 10.29455972649157,
   "param": null
  },
  {
   "epoch": 77,
   "train_loss": 1.2371281385421753,
   "val_loss": 2.2188076972961426,
   "acc": 50.13,
   "f1": [
    0.7578946352005005,
    0.5611509084701538,
    0.3428570628166199,
    0.27329182624816895,
    0.2967032194137573,
    0.522222101688385,
    0.41992872953414917,
    0.4569287598133087,
    0.7093595266342163,
    0.6086955666542053,
    0.36046499013900757,
    0.24999991059303284,
    0.5485712885856628,
    0.4491977095603943,
    0.4341084659099579,
    0.43850257992744446,
    0.4999999403953552,
    0.6836733222007751,
    0.4083332419395447,
    0.41592907905578613,
    0.8082899451255798,
    0.6847825050354004,
    0.5339804887771606,
    0.635837972164154,
    0.7040814757347107,
    0.4269661605358124,
    0.4609052240848541,
    0.34482747316360474,
    0.6508874893188477,
    0.4705880880355835,
    0.43749991059303284,
    0.44525542855262756,
    0.5365853309631348,
    0.4210525155067444,
    0.4351463317871094,
    0.21839071810245514,
    0.40764322876930237,
    0.35897424817085266,
    0.39778995513916016,
    0.7536230683326721,
    0.4018690288066864,
    0.6923075318336487,
    0.4545453190803528,
    0.5076140761375427,
    0.32222211360931396,
    0.33606547117233276,
    0.2173912525177002,
    0.5098037719726562,
    0.6768059730529785,
    0.6134452819824219,
    0.23255807161331177,
    0.48275846242904663,
    0.5743588209152222,
    0.6504063606262207,
    0.6432158946990967,
    0.24999991059303284,
    0.7093021869659424,
    0.5333332419395447,
    0.6424869298934937,
    0.509316623210907,
    0.7745096683502197,
    0.6057141423225403,
    0.5254236459732056,
    0.4873095452785492,
    0.25570768117904663,
    0.22485199570655823,
    0.42352932691574097,
    0.446808397769928,
    0.7699528932571411,
    0.711340069770813,
    0.5662099123001099,
    0.6458331942558289,
    0.2211054563522339,
    0.4210525155067444,
    0.31531521677970886,
    0.6833332180976868,
    0.7166664600372314,
    0.33333325386047363,
    0.4864863455295563,
    0.5314008593559265,
    0.2513660192489624,
    0.5139663219451904,
    0.7096772789955139,
    0.4145076870918274,
    0.4226802885532379,
    0.6597937345504761,
    0.5049503445625305,
    0.5882351994514465,
    0.46534639596939087,
    0.4772725999355316,
    0.5964910984039307,
    0.6145831942558289,
    0.3741934299468994,
    0.3151514232158661,
    0.7977526783943176,
    0.5818180441856384,
    0.45081958174705505,
    0.4717947542667389,
    0.275229275226593,
    0.6631014943122864
   ],
   "time": 10.539225356653333,
   "param": null
  },
  {
   "epoch": 78,
   "train_loss": 1.2206496000289917,
   "val_loss": 2.1198885440826416,
   "acc": 49.08,
   "f1": [
    0.6952788233757019,
    0.5899998545646667,
    0.3592231869697571,
    0.27096763253211975,
    0.278787761926651,
    0.49999988079071045,
    0.45643141865730286,
    0.5112106204032898,
    0.6594592928886414,
    0.5617976188659668,
    0.2774565517902374,
    0.32291656732559204,
    0.5555554032325745,
    0.4315788447856903,
    0.3551400303840637,
    0.44943806529045105,
    0.4811319410800934,
    0.5957446098327637,
    0.4615383744239807,
    0.4432988464832306,
    0.7755100131034851,
    0.5882351994514465,
    0.5168538093566895,
    0.6470587253570557,
    0.7593581080436707,
    0.4331796169281006,
    0.47236168384552,
    0.2692306637763977,
    0.6320753693580627,
    0.5683058500289917,
    0.5365853309631348,
    0.4827585518360138,
    0.4416665732860565,
    0.4507041275501251,
    0.4634144902229309,
    0.251428484916687,
    0.36601296067237854,
    0.3431951701641083,
    0.33884286880493164,
    0.7115383744239807,
    0.38709667325019836,
    0.7329840660095215,
    0.49681511521339417,
    0.4814813435077667,
    0.30588221549987793,
    0.32291656732559204,
    0.23463678359985352,
    0.5229355692863464,
    0.722466766834259,
    0.6126124858856201,
    0.22950810194015503,
    0.5531913042068481,
    0.580357015132904,
    0.6499998569488525,
    0.47970473766326904,
    0.21301770210266113,
    0.6454544067382812,
    0.48550716042518616,
    0.6910993456840515,
    0.4953269362449646,
    0.7257382273674011,
    0.6122447848320007,
    0.4756755530834198,
    0.4907974302768707,
    0.23602473735809326,
    0.282828152179718,
    0.40718549489974976,
    0.4504503309726715,
    0.742081344127655,
    0.666666567325592,
    0.49777767062187195,
    0.6063828468322754,
    0.206060528755188,
    0.3837208151817322,
    0.2566037178039551,
    0.6938773989677429,
    0.7938142418861389,
    0.34234222769737244,
    0.3809523284435272,
    0.5170730352401733,
    0.2424241602420807,
    0.4790417551994324,
    0.6461537480354309,
    0.4262293875217438,
    0.37349388003349304,
    0.5676854848861694,
    0.5957446098327637,
    0.6048778891563416,
    0.4266665279865265,
    0.43835604190826416,
    0.5530301928520203,
    0.6051281094551086,
    0.35121941566467285,
    0.3234041631221771,
    0.7734804749488831,
    0.5502644181251526,
    0.44970402121543884,
    0.4249998927116394,
    0.26615965366363525,
    0.5876776576042175
   ],
   "time": 10.528373554348946,
   "param": null
  },
  {
   "epoch": 79,
   "train_loss": 1.285056233406067,
   "val_loss": 2.148782730102539,
   "acc": 49.78,
   "f1": [
    0.7043477296829224,
    0.5611509084701538,
    0.26136353611946106,
    0.2148759514093399,
    0.19696961343288422,
    0.5188283324241638,
    0.5225224494934082,
    0.41744542121887207,
    0.6956520080566406,
    0.6999998688697815,
    0.2589927613735199,
    0.3402060866355896,
    0.4942083954811096,
    0.43093910813331604,
    0.35064926743507385,
    0.4545453190803528,
    0.5123152136802673,
    0.6565654873847961,
    0.4152541756629944,
    0.4331796169281006,
    0.7979272603988647,
    0.7039104700088501,
    0.4132230579853058,
    0.506493330001831,
    0.6605502963066101,
    0.4567900002002716,
    0.47407400608062744,
    0.3225805461406708,
    0.6559138894081116,
    0.5221673846244812,
    0.4302324652671814,
    0.43181803822517395,
    0.48309168219566345,
    0.5024629235267639,
    0.46728962659835815,
    0.2576685845851898,
    0.40641695261001587,
    0.3636362552642822,
    0.33121007680892944,
    0.6723402738571167,
    0.4242422580718994,
    0.6914892196655273,
    0.44827574491500854,
    0.4551723301410675,
    0.2322096824645996,
    0.3934425115585327,
    0.2658226788043976,
    0.5196077227592468,
    0.7939696907997131,
    0.6153845191001892,
    0.21301770210266113,
    0.4769873321056366,
    0.6103284358978271,
    0.6574072241783142,
    0.6761903762817383,
    0.1866666078567505,
    0.6849313974380493,
    0.5513511896133423,
    0.6559138894081116,
    0.5252523422241211,
    0.7761192321777344,
    0.6442306041717529,
    0.5860464572906494,
    0.48205116391181946,
    0.2345678210258484,
    0.23616227507591248,
    0.2790696918964386,
    0.4411763548851013,
    0.8080806732177734,
    0.6851851344108582,
    0.4823527932167053,
    0.7014216780662537,
    0.17834389209747314,
    0.4307691156864166,
    0.24742262065410614,
    0.6367712020874023,
    0.7236180305480957,
    0.2999999225139618,
    0.4145076870918274,
    0.5157893896102905,
    0.27218925952911377,
    0.535353422164917,
    0.7700533270835876,
    0.42051267623901367,
    0.46601933240890503,
    0.6298341155052185,
    0.5698322653770447,
    0.6071426868438721,
    0.4744184911251068,
    0.4967319071292877,
    0.5151514410972595,
    0.5603446960449219,
    0.4598929286003113,
    0.31390124559402466,
    0.83157879114151,
    0.5575219988822937,
    0.49999988079071045,
    0.4577113389968872,
    0.19199992716312408,
    0.6028706431388855
   ],
   "time": 10.367594193667173,
   "param": null
  },
  {
   "epoch": 80,
   "train_loss": 1.3411518335342407,
   "val_loss": 2.2130205631256104,
   "acc": 48.58,
   "f1": [
    0.762376070022583,
    0.5502644181251526,
    0.30303019285202026,
    0.32748526334762573,
    0.2901553809642792,
    0.42857134342193604,
    0.4836600124835968,
    0.5473682880401611,
    0.6448085904121399,
    0.577777624130249,
    0.3248729705810547,
    0.3157894015312195,
    0.5380709171295166,
    0.37583884596824646,
    0.42857131361961365,
    0.3483870029449463,
    0.5221238136291504,
    0.6913578510284424,
    0.3999998867511749,
    0.37158459424972534,
    0.6890754699707031,
    0.5925924181938171,
    0.41874995827674866,
    0.4520547091960907,
    0.7196259498596191,
    0.4090907871723175,
    0.45833322405815125,
    0.25185176730155945,
    0.6067414879798889,
    0.5384615063667297,
    0.49999988079071045,
    0.4699452221393585,
    0.5102038979530334,
    0.44791656732559204,
    0.4666665494441986,
    0.2208588421344757,
    0.4749998450279236,
    0.29813653230667114,
    0.3478260040283203,
    0.6307691335678101,
    0.4070795178413391,
    0.5692882537841797,
    0.447368323802948,
    0.5167463421821594,
    0.18897630274295807,
    0.42708319425582886,
    0.22972965240478516,
    0.5462961196899414,
    0.7155171036720276,
    0.596858561038971,
    0.24691346287727356,
    0.5151513814926147,
    0.6050419211387634,
    0.7009344696998596,
    0.5925924777984619,
    0.19883033633232117,
    0.6260868310928345,
    0.4858298599720001,
    0.5901638269424438,
    0.5454544425010681,
    0.7142856121063232,
    0.5795453190803528,
    0.5326631665229797,
    0.46739116311073303,
    0.26900574564933777,
    0.251428484916687,
    0.38666656613349915,
    0.3905324339866638,
    0.798029363155365,
    0.7093595266342163,
    0.5289255380630493,
    0.5742572546005249,
    0.2482757866382599,
    0.41711217164993286,
    0.28571420907974243,
    0.7076921463012695,
    0.7317072153091431,
    0.345177561044693,
    0.3503648638725281,
    0.5033111572265625,
    0.14062495529651642,
    0.42145586013793945,
    0.6798418164253235,
    0.39166659116744995,
    0.41717782616615295,
    0.5590060353279114,
    0.46242761611938477,
    0.5566036701202393,
    0.5340908169746399,
    0.45054933428764343,
    0.4672130346298218,
    0.47999992966651917,
    0.38834938406944275,
    0.32584258913993835,
    0.7381973266601562,
    0.5951218605041504,
    0.44651150703430176,
    0.49350637197494507,
    0.2488478720188141,
    0.6298341155052185
   ],
   "time": 9.694908328354359,
   "param": null
  },
  {
   "epoch": 81,
   "train_loss": 1.1961746215820312,
   "val_loss": 2.2434396743774414,
   "acc": 50.8,
   "f1": [
    0.7130433320999146,
    0.624390184879303,
    0.3018867075443268,
    0.1935483068227768,
    0.2739725112915039,
    0.4936707317829132,
    0.4175083041191101,
    0.4701194167137146,
    0.6327682137489319,
    0.6419751644134521,
    0.37433144450187683,
    0.24390237033367157,
    0.5023695826530457,
    0.38993698358535767,
    0.3999999165534973,
    0.4499998986721039,
    0.5505616068840027,
    0.711340069770813,
    0.4182508587837219,
    0.4043714702129364,
    0.814814567565918,
    0.635944664478302,
    0.5116277933120728,
    0.5951218605041504,
    0.680412232875824,
    0.4787232577800751,
    0.48039206862449646,
    0.37433144450187683,
    0.6900583505630493,
    0.5283017754554749,
    0.5327510237693787,
    0.5180721879005432,
    0.506912350654602,
    0.4662575423717499,
    0.4491977095603943,
    0.18181811273097992,
    0.45833322405815125,
    0.4123710095882416,
    0.3842363655567169,
    0.5942028164863586,
    0.4670049846172333,
    0.7525771856307983,
    0.4824119210243225,
    0.5303866267204285,
    0.23595495522022247,
    0.3580785095691681,
    0.32124343514442444,
    0.5240640044212341,
    0.7445886731147766,
    0.6201549768447876,
    0.289308100938797,
    0.5236050486564636,
    0.6007065773010254,
    0.6837605237960815,
    0.5342018604278564,
    0.28085100650787354,
    0.7135677337646484,
    0.5856351852416992,
    0.6635512709617615,
    0.48535552620887756,
    0.7714284658432007,
    0.6238530874252319,
    0.5901637673377991,
    0.4946235418319702,
    0.38834938406944275,
    0.2290075570344925,
    0.3666665554046631,
    0.38356152176856995,
    0.8099998235702515,
    0.7761192321777344,
    0.5650222897529602,
    0.6448085904121399,
    0.24390234053134918,
    0.4191615581512451,
    0.2786068916320801,
    0.7512193918228149,
    0.760416567325592,
    0.33502528071403503,
    0.37398362159729004,
    0.46376800537109375,
    0.21705420315265656,
    0.4586465358734131,
    0.7093595266342163,
    0.41758227348327637,
    0.45226117968559265,
    0.645502507686615,
    0.5714284777641296,
    0.6770831346511841,
    0.429447740316391,
    0.504761815071106,
    0.5039369463920593,
    0.6229507327079773,
    0.4259926974773407,
    0.3287670314311981,
    0.7912086248397827,
    0.603550136089325,
    0.37333324551582336,
    0.4907974302768707,
    0.2659573554992676,
    0.6041665077209473
   ],
   "time": 8.744419479742646,
   "param": null
  },
  {
   "epoch": 82,
   "train_loss": 1.1746644973754883,
   "val_loss": 1.9560478925704956,
   "acc": 49.5,
   "f1": [
    0.7613635063171387,
    0.6030149459838867,
    0.30769217014312744,
    0.27322396636009216,
    0.27777767181396484,
    0.5108694434165955,
    0.5524860620498657,
    0.4727271497249603,
    0.716762900352478,
    0.6037734746932983,
    0.28187909722328186,
    0.2541435658931732,
    0.5425099730491638,
    0.3842363655567169,
    0.42857131361961365,
    0.4530385434627533,
    0.4907405972480774,
    0.6590906977653503,
    0.37499991059303284,
    0.3487178385257721,
    0.7096772789955139,
    0.649214506149292,
    0.525345504283905,
    0.6842104196548462,
    0.7179486155509949,
    0.4315788447856903,
    0.447368323802948,
    0.3276835083961487,
    0.6630433797836304,
    0.5098037719726562,
    0.5111110210418701,
    0.5257141590118408,
    0.5024153590202332,
    0.4537035822868347,
    0.46428558230400085,
    0.26136353611946106,
    0.44210511445999146,
    0.367346853017807,
    0.3018867075443268,
    0.6306304931640625,
    0.4705880880355835,
    0.6769229769706726,
    0.4150942265987396,
    0.5164833664894104,
    0.256809264421463,
    0.31055888533592224,
    0.2807016372680664,
    0.5865383148193359,
    0.7314813137054443,
    0.5762709975242615,
    0.2934781610965729,
    0.41011229157447815,
    0.6320753693580627,
    0.6334840059280396,
    0.5989303588867188,
    0.30337071418762207,
    0.7263681292533875,
    0.4920634329319,
    0.5740739107131958,
    0.574585497379303,
    0.7513810992240906,
    0.6010927557945251,
    0.5583755373954773,
    0.494381844997406,
    0.2749998867511749,
    0.19393931329250336,
    0.3957218527793884,
    0.43373486399650574,
    0.7592591643333435,
    0.7046630382537842,
    0.554216742515564,
    0.6321837902069092,
    0.1985815018415451,
    0.4347825050354004,
    0.23312875628471375,
    0.6300365328788757,
    0.715908944606781,
    0.4307691156864166,
    0.3937007188796997,
    0.49019595980644226,
    0.32989683747291565,
    0.44147151708602905,
    0.6608694195747375,
    0.3821656107902527,
    0.42790690064430237,
    0.6057141423225403,
    0.5410627126693726,
    0.5849055051803589,
    0.45714277029037476,
    0.509505569934845,
    0.5182185173034668,
    0.639593780040741,
    0.3999999165534973,
    0.31999990344047546,
    0.7599998116493225,
    0.4525546431541443,
    0.4533332288265228,
    0.502923846244812,
    0.18749994039535522,
    0.6321242451667786
   ],
   "time": 9.755469218827784,
   "param": null
  },
  {
   "epoch": 83,
   "train_loss": 1.3018053770065308,
   "val_loss": 1.919270396232605,
   "acc": 51.66,
   "f1": [
    0.7488985657691956,
    0.6368157267570496,
    0.2972972095012665,
    0.22666659951210022,
    0.28712859749794006,
    0.5980390906333923,
    0.5140186548233032,
    0.5365853309631348,
    0.7029701471328735,
    0.6036034822463989,
    0.3157894015312195,
    0.21621614694595337,
    0.5297296643257141,
    0.4046691358089447,
    0.4249998927116394,
    0.47524741291999817,
    0.5868262648582458,
    0.696517288684845,
    0.49214646220207214,
    0.42780739068984985,
    0.742857038974762,
    0.6161615252494812,
    0.4766353964805603,
    0.5732482671737671,
    0.6902653574943542,
    0.4408600926399231,
    0.48958322405815125,
    0.3699420988559723,
    0.6403939127922058,
    0.5578945875167847,
    0.5402297377586365,
    0.5139663219451904,
    0.5130888819694519,
    0.4230768084526062,
    0.42253509163856506,
    0.32258057594299316,
    0.4705881178379059,
    0.4824119210243225,
    0.3874344527721405,
    0.6874998211860657,
    0.43835610151290894,
    0.7301585674285889,
    0.4311925768852234,
    0.5146197080612183,
    0.2909089922904968,
    0.3260868787765503,
    0.28571420907974243,
    0.5573769211769104,
    0.7444443106651306,
    0.7252746224403381,
    0.2548261880874634,
    0.529999852180481,
    0.5898616909980774,
    0.6880732178688049,
    0.6274508833885193,
    0.22666659951210022,
    0.7439612150192261,
    0.5988698601722717,
    0.6181817054748535,
    0.5612244009971619,
    0.723404049873352,
    0.6139533519744873,
    0.5277776718139648,
    0.49999988079071045,
    0.27173903584480286,
    0.26086944341659546,
    0.39795905351638794,
    0.41249990463256836,
    0.7850465774536133,
    0.6637166738510132,
    0.5425099730491638,
    0.6513760089874268,
    0.228571355342865,
    0.44651150703430176,
    0.2843136191368103,
    0.7526880502700806,
    0.7875646352767944,
    0.4059404730796814,
    0.4573989808559418,
    0.5161288380622864,
    0.284671425819397,
    0.45360812544822693,
    0.6990289688110352,
    0.40552979707717896,
    0.497041255235672,
    0.6592177152633667,
    0.5631066560745239,
    0.614718496799469,
    0.5617976188659668,
    0.6051281094551086,
    0.5402297377586365,
    0.6600984334945679,
    0.382978618144989,
    0.2959182858467102,
    0.794520378112793,
    0.5851062536239624,
    0.4899998903274536,
    0.5212765336036682,
    0.3020407259464264,
    0.5754715800285339
   ],
   "time": 10.387678693048656,
   "param": null
  },
  {
   "epoch": 84,
   "train_loss": 1.1883870363235474,
   "val_loss": 2.242393732070923,
   "acc": 51.09,
   "f1": [
    0.6987950205802917,
    0.613756537437439,
    0.3720929026603699,
    0.2424241602420807,
    0.2576685845851898,
    0.5791853666305542,
    0.47321414947509766,
    0.5140561461448669,
    0.6417111158370972,
    0.666666567325592,
    0.32214754819869995,
    0.32258057594299316,
    0.5999998450279236,
    0.36464083194732666,
    0.44239622354507446,
    0.4190475046634674,
    0.5728641748428345,
    0.7065216302871704,
    0.44221094250679016,
    0.3999999463558197,
    0.8324322700500488,
    0.6417111158370972,
    0.5310733318328857,
    0.6923075318336487,
    0.6757989525794983,
    0.44444432854652405,
    0.4146340489387512,
    0.3692306876182556,
    0.6404492855072021,
    0.5106381177902222,
    0.4765956401824951,
    0.487499862909317,
    0.5906734466552734,
    0.48044681549072266,
    0.3972124755382538,
    0.29629620909690857,
    0.4814813435077667,
    0.43442606925964355,
    0.35185176134109497,
    0.7542855739593506,
    0.4599998891353607,
    0.6903551816940308,
    0.4772725999355316,
    0.4769229590892792,
    0.27173903584480286,
    0.4204544126987457,
    0.2543351650238037,
    0.49586769938468933,
    0.7039104700088501,
    0.6893202662467957,
    0.28318578004837036,
    0.4573989808559418,
    0.5783131718635559,
    0.6754384636878967,
    0.6915886998176575,
    0.2191779911518097,
    0.7627905607223511,
    0.5221673846244812,
    0.6380951404571533,
    0.5619046092033386,
    0.8195120096206665,
    0.6260160803794861,
    0.4495411515235901,
    0.42931926250457764,
    0.29850736260414124,
    0.23188398778438568,
    0.4161849021911621,
    0.43749988079071045,
    0.7802689075469971,
    0.680412232875824,
    0.561576247215271,
    0.6990289688110352,
    0.23463678359985352,
    0.32941165566444397,
    0.28402355313301086,
    0.7499998807907104,
    0.7465436458587646,
    0.372548907995224,
    0.44670039415359497,
    0.5161288380622864,
    0.26190465688705444,
    0.4503816068172455,
    0.6497888565063477,
    0.4237917363643646,
    0.49710968136787415,
    0.6195651292800903,
    0.6063828468322754,
    0.6428569555282593,
    0.492890864610672,
    0.4845814108848572,
    0.5418325662612915,
    0.5999999046325684,
    0.38888880610466003,
    0.37185919284820557,
    0.8130839467048645,
    0.5492226481437683,
    0.36065563559532166,
    0.517646849155426,
    0.2580644488334656,
    0.6073297262191772
   ],
   "time": 10.410548334009945,
   "param": null
  },
  {
   "epoch": 85,
   "train_loss": 1.093269944190979,
   "val_loss": 2.310349941253662,
   "acc": 47.79,
   "f1": [
    0.7329840660095215,
    0.5359999537467957,
    0.28571417927742004,
    0.2949307858943939,
    0.2901553809642792,
    0.528846025466919,
    0.41025635600090027,
    0.507771909236908,
    0.6739128828048706,
    0.6057690978050232,
    0.2944784462451935,
    0.29213473200798035,
    0.4949493706226349,
    0.3654821515083313,
    0.4219408333301544,
    0.34374991059303284,
    0.5319147706031799,
    0.6448978185653687,
    0.33333325386047363,
    0.3495934009552002,
    0.6206895112991333,
    0.5445024967193604,
    0.49773746728897095,
    0.5609754920005798,
    0.6969695687294006,
    0.3276835083961487,
    0.47393354773521423,
    0.3116881847381592,
    0.6022725701332092,
    0.40579700469970703,
    0.4632767140865326,
    0.48453593254089355,
    0.5534589886665344,
    0.4484303891658783,
    0.42570269107818604,
    0.1854303926229477,
    0.41148313879966736,
    0.3801651895046234,
    0.3267972767353058,
    0.683937668800354,
    0.42452818155288696,
    0.6871793866157532,
    0.3677128851413727,
    0.44444435834884644,
    0.30392149090766907,
    0.3456788659095764,
    0.27777767181396484,
    0.5698322653770447,
    0.685082733631134,
    0.6039602756500244,
    0.1764705330133438,
    0.4431816637516022,
    0.5663716197013855,
    0.6497888565063477,
    0.5699998736381531,
    0.16923071444034576,
    0.6783624887466431,
    0.466666579246521,
    0.6470587849617004,
    0.37681150436401367,
    0.762376070022583,
    0.5842695236206055,
    0.4899597465991974,
    0.4210525155067444,
    0.3314284682273865,
    0.2127658873796463,
    0.3678159713745117,
    0.4338623583316803,
    0.7628865242004395,
    0.658536434173584,
    0.36641210317611694,
    0.683937668800354,
    0.21374039351940155,
    0.4347825348377228,
    0.3468207120895386,
    0.7356320023536682,
    0.666666567325592,
    0.3398691415786743,
    0.4183005392551422,
    0.5555554628372192,
    0.2528734505176544,
    0.4620937705039978,
    0.7578946352005005,
    0.36714968085289,
    0.36051490902900696,
    0.5803107619285583,
    0.5094338655471802,
    0.5560164451599121,
    0.47346925735473633,
    0.4507041275501251,
    0.5347592234611511,
    0.5837318897247314,
    0.35390937328338623,
    0.265060156583786,
    0.6691728830337524,
    0.5068492293357849,
    0.45535701513290405,
    0.5232557058334351,
    0.2962961792945862,
    0.6270268559455872
   ],
   "time": 10.582648149691522,
   "param": null
  },
  {
   "epoch": 86,
   "train_loss": 1.2390578985214233,
   "val_loss": 2.169800043106079,
   "acc": 49.44,
   "f1": [
    0.6854837536811829,
    0.688171923160553,
    0.33333325386047363,
    0.2091502547264099,
    0.3576158285140991,
    0.46540868282318115,
    0.5193368792533875,
    0.5022420287132263,
    0.6404492855072021,
    0.6352940201759338,
    0.3316061198711395,
    0.36649200320243835,
    0.5714284777641296,
    0.39560428261756897,
    0.4485980272293091,
    0.4377681314945221,
    0.5347592234611511,
    0.6249998807907104,
    0.40727266669273376,
    0.3878786563873291,
    0.7699998021125793,
    0.5658535361289978,
    0.44571414589881897,
    0.6408838629722595,
    0.6899562478065491,
    0.38961026072502136,
    0.4129553437232971,
    0.34254133701324463,
    0.6262625455856323,
    0.48447185754776,
    0.4852069914340973,
    0.5095540285110474,
    0.4551723301410675,
    0.3999998867511749,
    0.4545453190803528,
    0.210526242852211,
    0.4725273549556732,
    0.4499998986721039,
    0.29885047674179077,
    0.6228069067001343,
    0.4122805893421173,
    0.6515835523605347,
    0.4408600926399231,
    0.5121949315071106,
    0.23636355996131897,
    0.33793097734451294,
    0.2890172600746155,
    0.5196077227592468,
    0.6666665077209473,
    0.6111109852790833,
    0.20600852370262146,
    0.5102879405021667,
    0.5955554842948914,
    0.6981130838394165,
    0.6019416451454163,
    0.16853927075862885,
    0.7246376276016235,
    0.5714284181594849,
    0.649484395980835,
    0.5520831942558289,
    0.7248907089233398,
    0.5818180441856384,
    0.5258963108062744,
    0.4942527115345001,
    0.299465149641037,
    0.18633535504341125,
    0.3720929026603699,
    0.41106709837913513,
    0.7426159381866455,
    0.6865670084953308,
    0.535519003868103,
    0.5680471658706665,
    0.30208322405815125,
    0.3979056477546692,
    0.29268285632133484,
    0.7281104326248169,
    0.675555408000946,
    0.34821417927742004,
    0.39285704493522644,
    0.45918354392051697,
    0.28187909722328186,
    0.3921567499637604,
    0.6831274032592773,
    0.47120407223701477,
    0.4191615581512451,
    0.6428569555282593,
    0.5418717861175537,
    0.5943394899368286,
    0.3999998867511749,
    0.529999852180481,
    0.5872339010238647,
    0.6274508833885193,
    0.42708319425582886,
    0.30456843972206116,
    0.7816091179847717,
    0.553672194480896,
    0.45918354392051697,
    0.4550263583660126,
    0.23280414938926697,
    0.5648146867752075
   ],
   "time": 10.201369609683752,
   "param": null
  },
  {
   "epoch": 87,
   "train_loss": 1.268985390663147,
   "val_loss": 2.311941623687744,
   "acc": 51.02,
   "f1": [
    0.7512193918228149,
    0.5963301062583923,
    0.3744291365146637,
    0.2727271616458893,
    0.23529404401779175,
    0.5333331823348999,
    0.4494381248950958,
    0.562211811542511,
    0.6896550059318542,
    0.6740330457687378,
    0.38674020767211914,
    0.27329182624816895,
    0.5575755834579468,
    0.4365480840206146,
    0.46601933240890503,
    0.4301074147224426,
    0.5583755373954773,
    0.7010307908058167,
    0.40404030680656433,
    0.4177776873111725,
    0.7799997925758362,
    0.6090908050537109,
    0.49729716777801514,
    0.6439023613929749,
    0.7363182306289673,
    0.41666656732559204,
    0.5164318084716797,
    0.28461533784866333,
    0.6421051621437073,
    0.525139570236206,
    0.5243901014328003,
    0.3999998867511749,
    0.5092591643333435,
    0.5212765336036682,
    0.4424777626991272,
    0.2121211439371109,
    0.46808499097824097,
    0.38918909430503845,
    0.3350784480571747,
    0.7272725701332092,
    0.4137929677963257,
    0.7692306637763977,
    0.47190994024276733,
    0.5576921701431274,
    0.3373492956161499,
    0.35398221015930176,
    0.3121386468410492,
    0.5692307353019714,
    0.6968324184417725,
    0.6794257164001465,
    0.3152708411216736,
    0.44537800550460815,
    0.6019416451454163,
    0.6929823160171509,
    0.6055775284767151,
    0.21192045509815216,
    0.6101694107055664,
    0.5019606351852417,
    0.6521738171577454,
    0.4947367310523987,
    0.7450978755950928,
    0.6666665077209473,
    0.511415421962738,
    0.44444432854652405,
    0.3456788659095764,
    0.23602473735809326,
    0.41176459193229675,
    0.48309168219566345,
    0.8127852082252502,
    0.6995514035224915,
    0.49327346682548523,
    0.6111109852790833,
    0.20382159948349,
    0.3959389626979828,
    0.32369929552078247,
    0.669999897480011,
    0.8449196219444275,
    0.35643553733825684,
    0.3794870972633362,
    0.5358850359916687,
    0.20408158004283905,
    0.5019606351852417,
    0.6556015014648438,
    0.43333321809768677,
    0.3736262619495392,
    0.5619833469390869,
    0.5325441956520081,
    0.6262625455856323,
    0.49586769938468933,
    0.4927534759044647,
    0.580392062664032,
    0.5490195155143738,
    0.3694778084754944,
    0.3354036211967468,
    0.7735847234725952,
    0.6126124858856201,
    0.47120407223701477,
    0.48780474066734314,
    0.25396814942359924,
    0.6272187829017639
   ],
   "time": 10.031326610594988,
   "param": null
  },
  {
   "epoch": 88,
   "train_loss": 1.078270435333252,
   "val_loss": 2.4561312198638916,
   "acc": 45.99,
   "f1": [
    0.7446807622909546,
    0.5654007196426392,
    0.24615375697612762,
    0.28402355313301086,
    0.2519684433937073,
    0.4919784665107727,
    0.4177214503288269,
    0.5137613415718079,
    0.6982247233390808,
    0.5446008443832397,
    0.3389829397201538,
    0.33333322405815125,
    0.4951455295085907,
    0.43373486399650574,
    0.28272247314453125,
    0.2758619785308838,
    0.5094338655471802,
    0.5739129781723022,
    0.3605441153049469,
    0.32031241059303284,
    0.7264572381973267,
    0.5856351852416992,
    0.43850257992744446,
    0.5742572546005249,
    0.6553670763969421,
    0.29931965470314026,
    0.46874985098838806,
    0.1864406168460846,
    0.5308640599250793,
    0.4530385434627533,
    0.4578312039375305,
    0.42790690064430237,
    0.4975123405456543,
    0.4432430863380432,
    0.3999998867511749,
    0.24489787220954895,
    0.38541653752326965,
    0.3456788659095764,
    0.27999988198280334,
    0.6217615604400635,
    0.3902438282966614,
    0.6519335508346558,
    0.40789464116096497,
    0.45283010601997375,
    0.28571420907974243,
    0.3764704465866089,
    0.31638407707214355,
    0.4967319071292877,
    0.7272725701332092,
    0.5938863754272461,
    0.2348177433013916,
    0.3908044993877411,
    0.613756537437439,
    0.6008967757225037,
    0.5606693625450134,
    0.19047611951828003,
    0.7249998450279236,
    0.447552353143692,
    0.6368157267570496,
    0.5189871788024902,
    0.7624307870864868,
    0.5180721879005432,
    0.4623654782772064,
    0.4105958938598633,
    0.30275216698646545,
    0.17391295731067657,
    0.32846707105636597,
    0.36144572496414185,
    0.7575755715370178,
    0.6028706431388855,
    0.4907974302768707,
    0.4397162199020386,
    0.1777777075767517,
    0.30939218401908875,
    0.35071080923080444,
    0.7391301989555359,
    0.5499998927116394,
    0.3034482002258301,
    0.45714274048805237,
    0.45348823070526123,
    0.2096773386001587,
    0.4814813435077667,
    0.6731706857681274,
    0.36190468072891235,
    0.4123710095882416,
    0.5599998235702515,
    0.5714284777641296,
    0.5953487157821655,
    0.46511611342430115,
    0.5096152424812317,
    0.6161615252494812,
    0.5812807083129883,
    0.32360735535621643,
    0.33684200048446655,
    0.7441859841346741,
    0.5157230496406555,
    0.4255318343639374,
    0.46391740441322327,
    0.3025209605693817,
    0.5327867269515991
   ],
   "time": 9.904001168906689,
   "param": null
  },
  {
   "epoch": 89,
   "train_loss": 1.230197787284851,
   "val_loss": 2.130141496658325,
   "acc": 50.43,
   "f1": [
    0.7807484865188599,
    0.657534122467041,
    0.3370785415172577,
    0.210526242852211,
    0.28571420907974243,
    0.5714284777641296,
    0.4974091649055481,
    0.4578312039375305,
    0.6885244846343994,
    0.6298341155052185,
    0.2820512056350708,
    0.2790696620941162,
    0.602040708065033,
    0.42727261781692505,
    0.4499998986721039,
    0.396135151386261,
    0.5152837038040161,
    0.6041665077209473,
    0.39195966720581055,
    0.44970402121543884,
    0.79365074634552,
    0.637096643447876,
    0.43781083822250366,
    0.6639997959136963,
    0.7134501934051514,
    0.3855420649051666,
    0.4705880880355835,
    0.34482747316360474,
    0.6823527216911316,
    0.47222208976745605,
    0.4311925768852234,
    0.5517240166664124,
    0.492890864610672,
    0.49999988079071045,
    0.40802666544914246,
    0.23636355996131897,
    0.5111110210418701,
    0.36956506967544556,
    0.38271594047546387,
    0.7093595266342163,
    0.3999998867511749,
    0.6666665077209473,
    0.46632111072540283,
    0.5145629644393921,
    0.27322396636009216,
    0.3417084515094757,
    0.21374039351940155,
    0.595959484577179,
    0.6279069185256958,
    0.5806450843811035,
    0.24999989569187164,
    0.5257730484008789,
    0.6694213151931763,
    0.6530610918998718,
    0.6074764728546143,
    0.22330091893672943,
    0.6903551816940308,
    0.57297283411026,
    0.6630433797836304,
    0.4999999403953552,
    0.7731956839561462,
    0.6439023613929749,
    0.5596328973770142,
    0.49999985098838806,
    0.28025469183921814,
    0.22222216427326202,
    0.44303786754608154,
    0.4278606176376343,
    0.7647057771682739,
    0.7311826348304749,
    0.5603863000869751,
    0.49655160307884216,
    0.22549012303352356,
    0.38251355290412903,
    0.32222211360931396,
    0.8137252926826477,
    0.7675674557685852,
    0.41573023796081543,
    0.37446799874305725,
    0.5340908169746399,
    0.23469379544258118,
    0.5294116735458374,
    0.6872245073318481,
    0.4463517963886261,
    0.4919784665107727,
    0.5596706867218018,
    0.5357141494750977,
    0.639269232749939,
    0.44604307413101196,
    0.5307691097259521,
    0.5638765096664429,
    0.6354165077209473,
    0.43925222754478455,
    0.3060108423233032,
    0.7692306637763977,
    0.5349792838096619,
    0.3974357545375824,
    0.5172412991523743,
    0.2723003923892975,
    0.5217389464378357
   ],
   "time": 9.896925908513367,
   "param": null
  },
  {
   "epoch": 90,
   "train_loss": 1.2102689743041992,
   "val_loss": 2.0474231243133545,
   "acc": 50.38,
   "f1": [
    0.7783250212669373,
    0.57297283411026,
    0.32579174637794495,
    0.28571417927742004,
    0.31325289607048035,
    0.5367964506149292,
    0.5084744095802307,
    0.49777767062187195,
    0.6636362671852112,
    0.6249998807907104,
    0.35602086782455444,
    0.26548662781715393,
    0.4955751299858093,
    0.38043469190597534,
    0.4307691156864166,
    0.41666656732559204,
    0.5816324949264526,
    0.6994534134864807,
    0.4155843257904053,
    0.37433144450187683,
    0.7884613275527954,
    0.6307052373886108,
    0.4999999403953552,
    0.662983238697052,
    0.6740330457687378,
    0.4927534759044647,
    0.46739116311073303,
    0.3703702688217163,
    0.6698111891746521,
    0.4814813435077667,
    0.5299144387245178,
    0.4910178482532501,
    0.4867255389690399,
    0.5174128413200378,
    0.40609124302864075,
    0.1868131160736084,
    0.49999988079071045,
    0.37121203541755676,
    0.37096765637397766,
    0.7407405972480774,
    0.45263150334358215,
    0.6952379941940308,
    0.40217384696006775,
    0.4805193543434143,
    0.2774565517902374,
    0.40609124302864075,
    0.23529404401779175,
    0.5809522867202759,
    0.6820275187492371,
    0.6330273747444153,
    0.24096375703811646,
    0.47115376591682434,
    0.6175113916397095,
    0.7208120226860046,
    0.5603446960449219,
    0.20746882259845734,
    0.6696831583976746,
    0.5999999046325684,
    0.5953487157821655,
    0.5333332419395447,
    0.7836255431175232,
    0.6146787405014038,
    0.5384613871574402,
    0.506493330001831,
    0.23529404401779175,
    0.22929932177066803,
    0.3563217520713806,
    0.4508668780326843,
    0.7980766892433167,
    0.7216493487358093,
    0.5821594595909119,
    0.660633385181427,
    0.216666579246521,
    0.4260868728160858,
    0.33684200048446655,
    0.7789472937583923,
    0.7836255431175232,
    0.34782594442367554,
    0.429447740316391,
    0.4999998211860657,
    0.27884605526924133,
    0.4511783719062805,
    0.7551018595695496,
    0.46363624930381775,
    0.47916653752326965,
    0.5603863000869751,
    0.569696843624115,
    0.6376810669898987,
    0.44787636399269104,
    0.4671532213687897,
    0.5400842428207397,
    0.6017698049545288,
    0.33802807331085205,
    0.329670250415802,
    0.7499999403953552,
    0.5769229531288147,
    0.3999999165534973,
    0.48837196826934814,
    0.22325573861598969,
    0.5243901014328003
   ],
   "time": 10.329471327364445,
   "param": null
  },
  {
   "epoch": 91,
   "train_loss": 1.0260549783706665,
   "val_loss": 2.189216375350952,
   "acc": 51.53,
   "f1": [
    0.7169809341430664,
    0.6057141423225403,
    0.3677128851413727,
    0.3617020547389984,
    0.3083699643611908,
    0.5437787175178528,
    0.5087717771530151,
    0.5025123953819275,
    0.7123286128044128,
    0.6025103330612183,
    0.4972374439239502,
    0.2941175401210785,
    0.5799998641014099,
    0.40490788221359253,
    0.452830046415329,
    0.4291844367980957,
    0.5981307029724121,
    0.5971221923828125,
    0.4474884569644928,
    0.42352932691574097,
    0.7959181666374207,
    0.6144576668739319,
    0.511627733707428,
    0.6086955070495605,
    0.728155255317688,
    0.41891881823539734,
    0.5161289572715759,
    0.2692306637763977,
    0.6538460850715637,
    0.5168538093566895,
    0.49090901017189026,
    0.502923846244812,
    0.5666665434837341,
    0.5119998455047607,
    0.4219408333301544,
    0.22222213447093964,
    0.4766353964805603,
    0.4056602716445923,
    0.3921567499637604,
    0.6776858568191528,
    0.43850257992744446,
    0.7292816042900085,
    0.4361701011657715,
    0.4837207794189453,
    0.3428570628166199,
    0.38918909430503845,
    0.2545453608036041,
    0.5425531268119812,
    0.7881771922111511,
    0.6627905368804932,
    0.2705313265323639,
    0.49107134342193604,
    0.5303866267204285,
    0.6550217270851135,
    0.5876776576042175,
    0.324607253074646,
    0.7373736500740051,
    0.5858584046363831,
    0.603351891040802,
    0.5492226481437683,
    0.7368419766426086,
    0.6734693050384521,
    0.5416665077209473,
    0.48888877034187317,
    0.28148138523101807,
    0.29677411913871765,
    0.42857131361961365,
    0.4114284813404083,
    0.8190473914146423,
    0.6666665077209473,
    0.6010361909866333,
    0.6857141256332397,
    0.17391295731067657,
    0.4096384644508362,
    0.3149605393409729,
    0.7182319164276123,
    0.7263681292533875,
    0.36144572496414185,
    0.4579438269138336,
    0.5894736051559448,
    0.23791813850402832,
    0.49999988079071045,
    0.6820275187492371,
    0.4162435233592987,
    0.44347813725471497,
    0.6081869602203369,
    0.5347592234611511,
    0.5918366312980652,
    0.452458918094635,
    0.558139443397522,
    0.5863873362541199,
    0.6740330457687378,
    0.35748788714408875,
    0.3905324339866638,
    0.6642598509788513,
    0.6021503806114197,
    0.4561402499675751,
    0.522612988948822,
    0.2829267382621765,
    0.6408838629722595
   ],
   "time": 10.744086504913867,
   "param": null
  },
  {
   "epoch": 92,
   "train_loss": 1.045691967010498,
   "val_loss": 2.169609546661377,
   "acc": 50.42,
   "f1": [
    0.7176468968391418,
    0.579439103603363,
    0.30487796664237976,
    0.31055888533592224,
    0.30851057171821594,
    0.5196077227592468,
    0.4550263583660126,
    0.4529615640640259,
    0.688372015953064,
    0.644067645072937,
    0.3314284682273865,
    0.34905651211738586,
    0.5901637673377991,
    0.38961026072502136,
    0.4577113389968872,
    0.42931926250457764,
    0.5988698601722717,
    0.6796115040779114,
    0.4630540609359741,
    0.393063485622406,
    0.7168139815330505,
    0.5945944786071777,
    0.5499998927116394,
    0.6985644102096558,
    0.6874998807907104,
    0.4269661605358124,
    0.4836600124835968,
    0.34513264894485474,
    0.654761791229248,
    0.48958322405815125,
    0.47169798612594604,
    0.487046480178833,
    0.5494503974914551,
    0.5073169469833374,
    0.45161277055740356,
    0.2434781938791275,
    0.46491214632987976,
    0.40692633390426636,
    0.3692306876182556,
    0.7244896292686462,
    0.4678361415863037,
    0.7395831346511841,
    0.46829259395599365,
    0.5070421695709229,
    0.24999991059303284,
    0.3686273694038391,
    0.30456843972206116,
    0.6079294085502625,
    0.6880732178688049,
    0.6311109066009521,
    0.27999991178512573,
    0.5656563639640808,
    0.5326085686683655,
    0.6377951502799988,
    0.6367712020874023,
    0.1985815018415451,
    0.7171715497970581,
    0.5193368792533875,
    0.6596857309341431,
    0.5533979535102844,
    0.7368419766426086,
    0.6074764728546143,
    0.5387753844261169,
    0.487499862909317,
    0.3165466785430908,
    0.2571427524089813,
    0.4022987186908722,
    0.329268217086792,
    0.7830187082290649,
    0.6545453071594238,
    0.5358850359916687,
    0.5789472460746765,
    0.22499993443489075,
    0.3728812634944916,
    0.24096375703811646,
    0.7035174369812012,
    0.7354258298873901,
    0.33333325386047363,
    0.37192973494529724,
    0.49999988079071045,
    0.2699999213218689,
    0.49824556708335876,
    0.7692306637763977,
    0.44554442167282104,
    0.41628947854042053,
    0.6097559928894043,
    0.5652172565460205,
    0.6467660069465637,
    0.42537304759025574,
    0.5497629642486572,
    0.5319147706031799,
    0.6197181344032288,
    0.3736262619495392,
    0.3384614586830139,
    0.7734804749488831,
    0.4857141673564911,
    0.4972374439239502,
    0.5756096839904785,
    0.2722512185573578,
    0.5757573843002319
   ],
   "time": 10.814760213717818,
   "param": null
  },
  {
   "epoch": 93,
   "train_loss": 1.0013424158096313,
   "val_loss": 2.3382728099823,
   "acc": 48.94,
   "f1": [
    0.6820275187492371,
    0.5991188287734985,
    0.3666665554046631,
    0.26900574564933777,
    0.28220847249031067,
    0.4259258508682251,
    0.49586769938468933,
    0.474226713180542,
    0.7294116020202637,
    0.6399998664855957,
    0.31249991059303284,
    0.2888887822628021,
    0.4886876940727234,
    0.4122805893421173,
    0.4623654782772064,
    0.45581385493278503,
    0.5621620416641235,
    0.6448085904121399,
    0.44776105880737305,
    0.3351954519748688,
    0.6781114935874939,
    0.64327472448349,
    0.49999988079071045,
    0.44137921929359436,
    0.6893202662467957,
    0.3121018409729004,
    0.4855490028858185,
    0.2807016670703888,
    0.6022725701332092,
    0.4927534759044647,
    0.37349388003349304,
    0.45454537868499756,
    0.49011847376823425,
    0.3649634122848511,
    0.4135020077228546,
    0.2275448441505432,
    0.4226802885532379,
    0.3849371671676636,
    0.2888887822628021,
    0.7093595266342163,
    0.3801651895046234,
    0.688171923160553,
    0.4397162199020386,
    0.4999998211860657,
    0.2692306637763977,
    0.35483860969543457,
    0.20134222507476807,
    0.5445543527603149,
    0.725490152835846,
    0.6590906977653503,
    0.2208588421344757,
    0.4714828133583069,
    0.6347824931144714,
    0.6393440365791321,
    0.612244725227356,
    0.29189181327819824,
    0.6944442987442017,
    0.4426228404045105,
    0.5901638269424438,
    0.5368419289588928,
    0.7599998116493225,
    0.596684992313385,
    0.502923846244812,
    0.4808742105960846,
    0.279411643743515,
    0.20960691571235657,
    0.40659332275390625,
    0.42471033334732056,
    0.7391303181648254,
    0.672268807888031,
    0.5297296643257141,
    0.6031744480133057,
    0.25396814942359924,
    0.367346853017807,
    0.2944784462451935,
    0.7128711342811584,
    0.7065865993499756,
    0.318471223115921,
    0.4431816637516022,
    0.5111110210418701,
    0.3502824008464813,
    0.3975902497768402,
    0.741783857345581,
    0.36809808015823364,
    0.40476179122924805,
    0.5643563270568848,
    0.5164318084716797,
    0.5727270841598511,
    0.4827585518360138,
    0.5394189953804016,
    0.5617020726203918,
    0.6697673201560974,
    0.36065563559532166,
    0.4242423474788666,
    0.7434553503990173,
    0.5403225421905518,
    0.43678146600723267,
    0.49710968136787415,
    0.2181817591190338,
    0.6310158967971802
   ],
   "time": 10.822171887382865,
   "param": null
  },
  {
   "epoch": 94,
   "train_loss": 1.1264723539352417,
   "val_loss": 2.9683313369750977,
   "acc": 41.14,
   "f1": [
    0.6871164441108704,
    0.6011558771133423,
    0.35071080923080444,
    0.13235288858413696,
    0.21686740219593048,
    0.23529404401779175,
    0.2975609302520752,
    0.3430231511592865,
    0.53465336561203,
    0.47297289967536926,
    0.3508770763874054,
    0.2533332407474518,
    0.5402297377586365,
    0.23529404401779175,
    0.3612039387226105,
    0.3855420649051666,
    0.47674402594566345,
    0.4460430443286896,
    0.35205981135368347,
    0.31645557284355164,
    0.7513225674629211,
    0.6235292553901672,
    0.40157467126846313,
    0.44621503353118896,
    0.58914715051651,
    0.36046499013900757,
    0.3746396601200104,
    0.23478256165981293,
    0.5882351994514465,
    0.4257424473762512,
    0.4714285135269165,
    0.2933332324028015,
    0.43678146600723267,
    0.2941175401210785,
    0.3975902497768402,
    0.22222214937210083,
    0.3878786563873291,
    0.19999991357326508,
    0.2895926535129547,
    0.2662115693092346,
    0.3483870029449463,
    0.5769229531288147,
    0.3406112492084503,
    0.3854544162750244,
    0.19999992847442627,
    0.24793381989002228,
    0.24137921631336212,
    0.5420559644699097,
    0.6310677528381348,
    0.48160526156425476,
    0.24291490018367767,
    0.4526748061180115,
    0.5487803816795349,
    0.5479451417922974,
    0.5756096839904785,
    0.1307188868522644,
    0.6896550059318542,
    0.46874985098838806,
    0.5454543828964233,
    0.5019919276237488,
    0.7135133743286133,
    0.47222208976745605,
    0.5463916063308716,
    0.44559577107429504,
    0.19696961343288422,
    0.193548321723938,
    0.3088234066963196,
    0.33684200048446655,
    0.733333170413971,
    0.6896550059318542,
    0.46093741059303284,
    0.35820886492729187,
    0.194871723651886,
    0.2838708758354187,
    0.2065216600894928,
    0.6549705862998962,
    0.712643563747406,
    0.30456843972206116,
    0.28925609588623047,
    0.4050631821155548,
    0.1654134839773178,
    0.22413784265518188,
    0.5842695236206055,
    0.35102033615112305,
    0.3170730471611023,
    0.4946235418319702,
    0.4770641028881073,
    0.531468391418457,
    0.43518510460853577,
    0.35748788714408875,
    0.5081079602241516,
    0.5632182359695435,
    0.37885454297065735,
    0.278787761926651,
    0.5986393690109253,
    0.43373486399650574,
    0.3703702688217163,
    0.4472048580646515,
    0.26959243416786194,
    0.5268816351890564
   ],
   "time": 10.232590076513588,
   "param": null
  },
  {
   "epoch": 95,
   "train_loss": 1.1247879266738892,
   "val_loss": 2.237931966781616,
   "acc": 49.62,
   "f1": [
    0.7608693838119507,
    0.609625518321991,
    0.35416656732559204,
    0.21538454294204712,
    0.26008957624435425,
    0.5405403971672058,
    0.5238093733787537,
    0.5188678503036499,
    0.6470587849617004,
    0.6421051621437073,
    0.3369564116001129,
    0.33928561210632324,
    0.5485712885856628,
    0.4433496594429016,
    0.4545453190803528,
    0.38150280714035034,
    0.5333331823348999,
    0.6050419211387634,
    0.4476189613342285,
    0.35772350430488586,
    0.7592591643333435,
    0.6528496146202087,
    0.5076140761375427,
    0.6216214895248413,
    0.6761903762817383,
    0.3904760777950287,
    0.5333332419395447,
    0.27999991178512573,
    0.6666664481163025,
    0.502923846244812,
    0.5052630305290222,
    0.47715723514556885,
    0.49411749839782715,
    0.4609052240848541,
    0.4622640609741211,
    0.2745096981525421,
    0.4313724637031555,
    0.4018263518810272,
    0.378109335899353,
    0.7196259498596191,
    0.49411749839782715,
    0.7222220301628113,
    0.40277767181396484,
    0.4102562963962555,
    0.2560974657535553,
    0.3575417995452881,
    0.2937852144241333,
    0.5700481534004211,
    0.747572660446167,
    0.5714284181594849,
    0.2658958435058594,
    0.5510202646255493,
    0.6399998664855957,
    0.6636770367622375,
    0.6120217442512512,
    0.22916659712791443,
    0.6666665077209473,
    0.5863873362541199,
    0.619289219379425,
    0.5021644234657288,
    0.6870227456092834,
    0.6349205374717712,
    0.5048542022705078,
    0.4043320417404175,
    0.22972965240478516,
    0.2843136191368103,
    0.30278873443603516,
    0.35748788714408875,
    0.7916665077209473,
    0.6822428703308105,
    0.5098037719726562,
    0.579234778881073,
    0.23529404401779175,
    0.4549761712551117,
    0.2995593845844269,
    0.7135677337646484,
    0.7282606959342957,
    0.3419688045978546,
    0.38490554690361023,
    0.5095540285110474,
    0.2909089922904968,
    0.4913792312145233,
    0.655870258808136,
    0.3636362850666046,
    0.46938762068748474,
    0.5658535361289978,
    0.46753236651420593,
    0.5837318897247314,
    0.4814813435077667,
    0.43999993801116943,
    0.57297283411026,
    0.5999998450279236,
    0.3647797703742981,
    0.33333322405815125,
    0.7183672189712524,
    0.6091952323913574,
    0.44221094250679016,
    0.5029938817024231,
    0.2702701687812805,
    0.6506022810935974
   ],
   "time": 10.04008558485657,
   "param": null
  },
  {
   "epoch": 96,
   "train_loss": 1.0981580018997192,
   "val_loss": 2.2681472301483154,
   "acc": 49.35,
   "f1": [
    0.7046630382537842,
    0.6222221255302429,
    0.294573575258255,
    0.21198150515556335,
    0.28025469183921814,
    0.5027931928634644,
    0.42570269107818604,
    0.4859153926372528,
    0.7127658128738403,
    0.6179773807525635,
    0.3522725999355316,
    0.30303022265434265,
    0.6021503806114197,
    0.4102562963962555,
    0.41732272505760193,
    0.4577113389968872,
    0.56043940782547,
    0.659340500831604,
    0.3934425115585327,
    0.4249998927116394,
    0.778846025466919,
    0.5744680166244507,
    0.4227641224861145,
    0.6133331656455994,
    0.7553189396858215,
    0.3398057222366333,
    0.4786323606967926,
    0.2727271616458893,
    0.5731706023216248,
    0.5376343131065369,
    0.5071768760681152,
    0.46153831481933594,
    0.46445485949516296,
    0.39473676681518555,
    0.4240281879901886,
    0.28999990224838257,
    0.2898549735546112,
    0.47474732995033264,
    0.2519684433937073,
    0.6808508634567261,
    0.41818171739578247,
    0.7386362552642822,
    0.43037962913513184,
    0.5347592234611511,
    0.29743579030036926,
    0.39583319425582886,
    0.306122362613678,
    0.5680471658706665,
    0.6799998879432678,
    0.5892856121063232,
    0.20338977873325348,
    0.4675323963165283,
    0.59227454662323,
    0.60294109582901,
    0.5106381773948669,
    0.3013697564601898,
    0.7052630186080933,
    0.5320196151733398,
    0.6699027419090271,
    0.5568180084228516,
    0.7897433638572693,
    0.5595853924751282,
    0.4788731336593628,
    0.4725273549556732,
    0.33333322405815125,
    0.3482586145401001,
    0.4210525155067444,
    0.3790321350097656,
    0.8151656985282898,
    0.6428569555282593,
    0.4770641028881073,
    0.6327682137489319,
    0.24083760380744934,
    0.3867923319339752,
    0.35602086782455444,
    0.7628865242004395,
    0.6319701075553894,
    0.3184078335762024,
    0.4132230579853058,
    0.5560536980628967,
    0.25870639085769653,
    0.525139570236206,
    0.6416665315628052,
    0.4120170772075653,
    0.3686273694038391,
    0.6181816458702087,
    0.5531913042068481,
    0.5911328792572021,
    0.47619035840034485,
    0.5368419289588928,
    0.6276593804359436,
    0.666666567325592,
    0.35344812273979187,
    0.34736835956573486,
    0.7244896292686462,
    0.5863873362541199,
    0.413043349981308,
    0.45405393838882446,
    0.220779150724411,
    0.5953487157821655
   ],
   "time": 10.005295372568071,
   "param": null
  },
  {
   "epoch": 97,
   "train_loss": 1.0138498544692993,
   "val_loss": 2.3260748386383057,
   "acc": 48.71,
   "f1": [
    0.7802196741104126,
    0.5951218605041504,
    0.3524228036403656,
    0.20895513892173767,
    0.32142847776412964,
    0.4338982105255127,
    0.5284972786903381,
    0.48958322405815125,
    0.6296294927597046,
    0.6079294085502625,
    0.3493974804878235,
    0.24210518598556519,
    0.4768211841583252,
    0.3850930631160736,
    0.47513800859451294,
    0.47004595398902893,
    0.5645932555198669,
    0.6815640926361084,
    0.4170615077018738,
    0.40476179122924805,
    0.6749998331069946,
    0.6551722884178162,
    0.5056177973747253,
    0.2434782087802887,
    0.6386553049087524,
    0.3894736170768738,
    0.5056177973747253,
    0.3317534327507019,
    0.5276594758033752,
    0.5137613415718079,
    0.4454544484615326,
    0.49999988079071045,
    0.4372468888759613,
    0.47560960054397583,
    0.4206008017063141,
    0.24999991059303284,
    0.39603951573371887,
    0.3868311941623688,
    0.3508770763874054,
    0.696078360080719,
    0.40394076704978943,
    0.7142855525016785,
    0.423912912607193,
    0.4972374439239502,
    0.2682925760746002,
    0.32034626603126526,
    0.31638407707214355,
    0.5887445211410522,
    0.7809522151947021,
    0.5662649273872375,
    0.23744283616542816,
    0.4976957440376282,
    0.4918031394481659,
    0.6578946113586426,
    0.6350710391998291,
    0.2127658873796463,
    0.6141077876091003,
    0.492890864610672,
    0.645502507686615,
    0.5628139972686768,
    0.7011492848396301,
    0.6305417418479919,
    0.5099998712539673,
    0.5298011898994446,
    0.31944435834884644,
    0.2436547577381134,
    0.43373486399650574,
    0.44585973024368286,
    0.6504063606262207,
    0.6305417418479919,
    0.4352940320968628,
    0.5833332538604736,
    0.14117640256881714,
    0.3981480300426483,
    0.3389829397201538,
    0.7204300165176392,
    0.6733667254447937,
    0.3793102204799652,
    0.4177214205265045,
    0.5527637004852295,
    0.30833324790000916,
    0.49549540877342224,
    0.736263632774353,
    0.4036695957183838,
    0.418803334236145,
    0.6545453071594238,
    0.49999988079071045,
    0.5771142840385437,
    0.43243229389190674,
    0.5517240166664124,
    0.5398228764533997,
    0.5405403971672058,
    0.3867923319339752,
    0.3542855978012085,
    0.7206476330757141,
    0.5172412395477295,
    0.45631060004234314,
    0.5172412991523743,
    0.23529405891895294,
    0.5809127688407898
   ],
   "time": 10.510409001260996,
   "param": null
  },
  {
   "epoch": 98,
   "train_loss": 0.901534378528595,
   "val_loss": 2.3695099353790283,
   "acc": 48.88,
   "f1": [
    0.6543208360671997,
    0.5799998641014099,
    0.3370785713195801,
    0.3157893717288971,
    0.3659573495388031,
    0.44311365485191345,
    0.46456682682037354,
    0.44444435834884644,
    0.6633662581443787,
    0.6473986506462097,
    0.3723403513431549,
    0.3387977182865143,
    0.5111110210418701,
    0.44311365485191345,
    0.39999985694885254,
    0.4666665494441986,
    0.5714284181594849,
    0.6705200672149658,
    0.30939221382141113,
    0.35675665736198425,
    0.7661689519882202,
    0.5512819290161133,
    0.5024629235267639,
    0.5739129781723022,
    0.704545259475708,
    0.4052286446094513,
    0.4607841968536377,
    0.3083699643611908,
    0.6744184494018555,
    0.426778107881546,
    0.48484835028648376,
    0.4670657217502594,
    0.47761180996894836,
    0.4192439019680023,
    0.4907405972480774,
    0.19047611951828003,
    0.4508668780326843,
    0.4262293577194214,
    0.3587442934513092,
    0.6610168218612671,
    0.4186045527458191,
    0.6388887763023376,
    0.4493390619754791,
    0.4347825348377228,
    0.2758619785308838,
    0.36815908551216125,
    0.2807016372680664,
    0.573839545249939,
    0.7195766568183899,
    0.6015623807907104,
    0.2834007143974304,
    0.5044246912002563,
    0.5320196151733398,
    0.6434781551361084,
    0.6516852378845215,
    0.18840573728084564,
    0.672645628452301,
    0.5463916063308716,
    0.6081869602203369,
    0.5423727631568909,
    0.7542855739593506,
    0.5411763787269592,
    0.5040649175643921,
    0.3874344527721405,
    0.3208555281162262,
    0.2767294645309448,
    0.3578946590423584,
    0.4387753903865814,
    0.7677723169326782,
    0.6823527216911316,
    0.5490195155143738,
    0.6011558771133423,
    0.1891891211271286,
    0.38095229864120483,
    0.31999990344047546,
    0.7346937656402588,
    0.7253884673118591,
    0.3552630543708801,
    0.37704911828041077,
    0.48309168219566345,
    0.28742504119873047,
    0.5572138428688049,
    0.6721990704536438,
    0.38636353611946106,
    0.42857131361961365,
    0.5760868191719055,
    0.5533979535102844,
    0.590908944606781,
    0.4666665494441986,
    0.47321414947509766,
    0.6153844594955444,
    0.5583755373954773,
    0.3976607024669647,
    0.30578503012657166,
    0.79365074634552,
    0.6171427369117737,
    0.3775508999824524,
    0.5161288976669312,
    0.26046502590179443,
    0.5829595327377319
   ],
   "time": 10.742669575847685,
   "param": null
  },
  {
   "epoch": 99,
   "train_loss": 0.9166014790534973,
   "val_loss": 2.523226737976074,
   "acc": 47.63,
   "f1": [
    0.6387831568717957,
    0.5570775270462036,
    0.29714274406433105,
    0.17266181111335754,
    0.3311257064342499,
    0.4720495045185089,
    0.44827574491500854,
    0.5213268995285034,
    0.7005648612976074,
    0.5490195155143738,
    0.3374998867511749,
    0.30588221549987793,
    0.5680471658706665,
    0.49999988079071045,
    0.39166659116744995,
    0.426778107881546,
    0.5568180084228516,
    0.6442306041717529,
    0.363636314868927,
    0.4069766402244568,
    0.7599998116493225,
    0.6249998807907104,
    0.5024629235267639,
    0.5599998831748962,
    0.7238093614578247,
    0.36904752254486084,
    0.49999988079071045,
    0.3489931523799896,
    0.5614033341407776,
    0.5082871913909912,
    0.5049503445625305,
    0.5280897617340088,
    0.4549761712551117,
    0.48275846242904663,
    0.41975298523902893,
    0.3091786503791809,
    0.39560428261756897,
    0.4425530731678009,
    0.3096773326396942,
    0.6637553572654724,
    0.32214754819869995,
    0.7473682165145874,
    0.4155843257904053,
    0.48044681549072266,
    0.3152708411216736,
    0.3885713219642639,
    0.24113468825817108,
    0.5624998807907104,
    0.7589742541313171,
    0.6514284610748291,
    0.23214277625083923,
    0.44525542855262756,
    0.5940592885017395,
    0.5643563270568848,
    0.4624999761581421,
    0.23312875628471375,
    0.7073169350624084,
    0.4160583019256592,
    0.5818180441856384,
    0.5497074723243713,
    0.7582416534423828,
    0.5922329425811768,
    0.4884791076183319,
    0.432748407125473,
    0.2464454174041748,
    0.2512076497077942,
    0.3697478175163269,
    0.4163264036178589,
    0.8062825202941895,
    0.6093748807907104,
    0.38053086400032043,
    0.6249998807907104,
    0.21118006110191345,
    0.3399999141693115,
    0.28368785977363586,
    0.7330315113067627,
    0.7142855525016785,
    0.2959640622138977,
    0.4090907871723175,
    0.4242422580718994,
    0.27777770161628723,
    0.5806450843811035,
    0.6923075318336487,
    0.3383457660675049,
    0.4021162986755371,
    0.543352484703064,
    0.5168538093566895,
    0.5957446098327637,
    0.4605261981487274,
    0.4133332371711731,
    0.602040708065033,
    0.6161615252494812,
    0.2812499403953552,
    0.329317182302475,
    0.7608693838119507,
    0.5154638290405273,
    0.38043469190597534,
    0.4410255253314972,
    0.24210518598556519,
    0.5185183882713318
   ],
   "time": 10.98078426066786,
   "param": null
  },
  {
   "epoch": 100,
   "train_loss": 1.0244637727737427,
   "val_loss": 2.06503963470459,
   "acc": 51.03,
   "f1": [
    0.7699528932571411,
    0.5561496019363403,
    0.32369929552078247,
    0.2558138370513916,
    0.3139533996582031,
    0.5422221422195435,
    0.4750956892967224,
    0.5096152424812317,
    0.6555553674697876,
    0.51666659116745,
    0.37499991059303284,
    0.33333322405815125,
    0.4918031394481659,
    0.41935470700263977,
    0.4329003393650055,
    0.4191615581512451,
    0.5045044422149658,
    0.6637929677963257,
    0.4150942265987396,
    0.38364773988723755,
    0.7707315683364868,
    0.631578803062439,
    0.5177663564682007,
    0.46478861570358276,
    0.6976743340492249,
    0.4069766402244568,
    0.5517240166664124,
    0.3251230716705322,
    0.6336632370948792,
    0.5112106204032898,
    0.4864863455295563,
    0.48034927248954773,
    0.4466018080711365,
    0.4265401363372803,
    0.4502616822719574,
    0.26666656136512756,
    0.3846152722835541,
    0.3868311941623688,
    0.3195265531539917,
    0.7843136787414551,
    0.487046480178833,
    0.7319586277008057,
    0.522222101688385,
    0.5370368957519531,
    0.36714968085289,
    0.42528724670410156,
    0.2424241602420807,
    0.613756537437439,
    0.7772510051727295,
    0.6415093541145325,
    0.29824554920196533,
    0.47190994024276733,
    0.6484017372131348,
    0.6874998211860657,
    0.5916665196418762,
    0.22535203397274017,
    0.6818180680274963,
    0.5662649273872375,
    0.5943394899368286,
    0.5684208869934082,
    0.7804876565933228,
    0.6772485375404358,
    0.5550238490104675,
    0.4744184911251068,
    0.23225797712802887,
    0.24999991059303284,
    0.4180789887905121,
    0.4615383744239807,
    0.784946084022522,
    0.595959484577179,
    0.5380709171295166,
    0.62135910987854,
    0.23255808651447296,
    0.42201822996139526,
    0.30630621314048767,
    0.778846025466919,
    0.6874998807907104,
    0.34343424439430237,
    0.40476179122924805,
    0.5641024112701416,
    0.35643553733825684,
    0.48648640513420105,
    0.7512193918228149,
    0.4733726978302002,
    0.4257424473762512,
    0.6288658380508423,
    0.5607475638389587,
    0.6542055010795593,
    0.47368407249450684,
    0.5728154182434082,
    0.6176469922065735,
    0.6570047736167908,
    0.38541653752326965,
    0.34554967284202576,
    0.7196259498596191,
    0.5376343131065369,
    0.46445485949516296,
    0.4657532870769501,
    0.22784802317619324,
    0.6325579881668091
   ],
   "time": 10.44149000942707,
   "param": null
  },
  {
   "epoch": 101,
   "train_loss": 1.031455636024475,
   "val_loss": 1.894749402999878,
   "acc": 50.78,
   "f1": [
    0.7807484865188599,
    0.6041665077209473,
    0.4307691156864166,
    0.19548864662647247,
    0.3315507173538208,
    0.4919354021549225,
    0.49999988079071045,
    0.5053762197494507,
    0.6731706857681274,
    0.6021503806114197,
    0.3720929026603699,
    0.3016759157180786,
    0.48524588346481323,
    0.3820223808288574,
    0.3627450466156006,
    0.4262293875217438,
    0.574585497379303,
    0.6478871703147888,
    0.4149376451969147,
    0.3882351815700531,
    0.7363634705543518,
    0.631578803062439,
    0.5368419289588928,
    0.6268655061721802,
    0.6461537480354309,
    0.3981480300426483,
    0.49765241146087646,
    0.32124343514442444,
    0.6214687824249268,
    0.4521738290786743,
    0.49999988079071045,
    0.5217390656471252,
    0.526829183101654,
    0.4596773386001587,
    0.3529410660266876,
    0.2790696620941162,
    0.49999988079071045,
    0.41414129734039307,
    0.3787877857685089,
    0.6611568927764893,
    0.42857128381729126,
    0.6918917894363403,
    0.4521738290786743,
    0.5168538093566895,
    0.3300969898700714,
    0.3643723726272583,
    0.3369564116001129,
    0.5833331942558289,
    0.754545271396637,
    0.6696831583976746,
    0.23958325386047363,
    0.48888877034187317,
    0.6358972787857056,
    0.6995514035224915,
    0.6122447848320007,
    0.24999988079071045,
    0.715083658695221,
    0.5108694434165955,
    0.5803107619285583,
    0.5568180084228516,
    0.7761192321777344,
    0.6602869629859924,
    0.5294116735458374,
    0.4886362552642822,
    0.32335323095321655,
    0.2795697748661041,
    0.38502663373947144,
    0.48044681549072266,
    0.7319586277008057,
    0.7329840660095215,
    0.5649716258049011,
    0.6242773532867432,
    0.12213735282421112,
    0.42708319425582886,
    0.31645557284355164,
    0.6820808053016663,
    0.7459457516670227,
    0.3599999248981476,
    0.44725728034973145,
    0.49999988079071045,
    0.19999992847442627,
    0.5084744691848755,
    0.7817257046699524,
    0.3795619308948517,
    0.40590396523475647,
    0.6291078925132751,
    0.5263157486915588,
    0.6098653674125671,
    0.43902426958084106,
    0.5023695826530457,
    0.5299144387245178,
    0.6030149459838867,
    0.4424777626991272,
    0.3217390477657318,
    0.820512592792511,
    0.6043955087661743,
    0.4692735970020294,
    0.5505616068840027,
    0.3171805441379547,
    0.6051281094551086
   ],
   "time": 10.194907006807625,
   "param": null
  },
  {
   "epoch": 102,
   "train_loss": 1.0409305095672607,
   "val_loss": 2.2667453289031982,
   "acc": 50.6,
   "f1": [
    0.7547168731689453,
    0.5749999284744263,
    0.32335323095321655,
    0.281406968832016,
    0.3152708411216736,
    0.5130433440208435,
    0.5846152901649475,
    0.5049503445625305,
    0.6871793866157532,
    0.6483515501022339,
    0.391608327627182,
    0.20858889818191528,
    0.5374448299407959,
    0.40624988079071045,
    0.3999998867511749,
    0.44578301906585693,
    0.49218741059303284,
    0.6701569557189941,
    0.37668150663375854,
    0.48275846242904663,
    0.7605632543563843,
    0.620320737361908,
    0.4615383744239807,
    0.6012268662452698,
    0.728155255317688,
    0.4221104085445404,
    0.4678361415863037,
    0.2948717176914215,
    0.6124400496482849,
    0.47619032859802246,
    0.4949493706226349,
    0.5119045972824097,
    0.5494503974914551,
    0.4720495045185089,
    0.4615383446216583,
    0.3459458649158478,
    0.3862067759037018,
    0.3580785095691681,
    0.3865545094013214,
    0.6581195592880249,
    0.4541061818599701,
    0.6737966537475586,
    0.4489794969558716,
    0.5193368792533875,
    0.20987647771835327,
    0.41052618622779846,
    0.30857133865356445,
    0.5603446960449219,
    0.7835050225257874,
    0.6555553674697876,
    0.2576685845851898,
    0.4824560582637787,
    0.6210044622421265,
    0.6770831346511841,
    0.5619833469390869,
    0.23728805780410767,
    0.6519822478294373,
    0.48387086391448975,
    0.6048778891563416,
    0.6009851098060608,
    0.7579907178878784,
    0.6511626243591309,
    0.4615383744239807,
    0.4713374376296997,
    0.27777767181396484,
    0.30337071418762207,
    0.35856562852859497,
    0.4454975128173828,
    0.7876104116439819,
    0.7149757146835327,
    0.4733726978302002,
    0.6915886998176575,
    0.24742262065410614,
    0.3999998867511749,
    0.320441871881485,
    0.8019800782203674,
    0.7309643626213074,
    0.3555554449558258,
    0.3665337860584259,
    0.5621620416641235,
    0.30275216698646545,
    0.48908287286758423,
    0.6929823160171509,
    0.4248703718185425,
    0.3879309296607971,
    0.6118720173835754,
    0.5345621109008789,
    0.6218487024307251,
    0.43715834617614746,
    0.5533979535102844,
    0.5636362433433533,
    0.5714284777641296,
    0.3653844892978668,
    0.3489360511302948,
    0.7512193918228149,
    0.5841582417488098,
    0.41975298523902893,
    0.5432096719741821,
    0.22093015909194946,
    0.5753422975540161
   ],
   "time": 10.235598227009177,
   "param": null
  },
  {
   "epoch": 103,
   "train_loss": 1.0667487382888794,
   "val_loss": 2.5188801288604736,
   "acc": 45.97,
   "f1": [
    0.6956520080566406,
    0.5570775270462036,
    0.2025315761566162,
    0.3057323694229126,
    0.28187909722328186,
    0.4674328565597534,
    0.48421040177345276,
    0.48214277625083923,
    0.6806281208992004,
    0.46938762068748474,
    0.2976189851760864,
    0.2647058069705963,
    0.3785713315010071,
    0.35359105467796326,
    0.41964274644851685,
    0.42512065172195435,
    0.5217389464378357,
    0.5882351994514465,
    0.3529411256313324,
    0.3726235330104828,
    0.6381322145462036,
    0.6049381494522095,
    0.47916653752326965,
    0.19642852246761322,
    0.6177605390548706,
    0.3417084515094757,
    0.4248703718185425,
    0.2999998927116394,
    0.6013070344924927,
    0.507771909236908,
    0.4415583312511444,
    0.4756755530834198,
    0.5111110210418701,
    0.38011685013771057,
    0.37499991059303284,
    0.30567678809165955,
    0.31645557284355164,
    0.36190465092658997,
    0.2517482042312622,
    0.7040814757347107,
    0.4431816637516022,
    0.6994534134864807,
    0.43181803822517395,
    0.49689429998397827,
    0.2682925760746002,
    0.3666665554046631,
    0.29059821367263794,
    0.5979380011558533,
    0.7322402596473694,
    0.47222208976745605,
    0.2653060257434845,
    0.4705880880355835,
    0.6030149459838867,
    0.7238093614578247,
    0.5201464295387268,
    0.238805890083313,
    0.6404492855072021,
    0.49999988079071045,
    0.5779815316200256,
    0.4999998211860657,
    0.6519335508346558,
    0.5784311890602112,
    0.49019595980644226,
    0.4431816637516022,
    0.27218925952911377,
    0.30909082293510437,
    0.37004393339157104,
    0.2706766128540039,
    0.7434553503990173,
    0.6169153451919556,
    0.35714274644851685,
    0.29032251238822937,
    0.17910441756248474,
    0.40692633390426636,
    0.2762430012226105,
    0.6976742744445801,
    0.5466237664222717,
    0.3469386696815491,
    0.34394893050193787,
    0.4615384042263031,
    0.2674417495727539,
    0.5039998888969421,
    0.7619045972824097,
    0.382978618144989,
    0.3274020552635193,
    0.6086955666542053,
    0.5333331823348999,
    0.548076868057251,
    0.41340771317481995,
    0.5063290596008301,
    0.49999988079071045,
    0.6101693511009216,
    0.30281683802604675,
    0.32142847776412964,
    0.6086955070495605,
    0.5419353246688843,
    0.3999999165534973,
    0.4489794969558716,
    0.2736841142177582,
    0.6162160634994507
   ],
   "time": 9.492319371551275,
   "param": null
  },
  {
   "epoch": 104,
   "train_loss": 1.033421277999878,
   "val_loss": 2.1471402645111084,
   "acc": 48.79,
   "f1": [
    0.7111109495162964,
    0.6039602756500244,
    0.2598869204521179,
    0.2526315152645111,
    0.2316383570432663,
    0.4799998700618744,
    0.4745761752128601,
    0.4360901117324829,
    0.718562662601471,
    0.5921786427497864,
    0.3316582143306732,
    0.3022221326828003,
    0.5999998450279236,
    0.423912912607193,
    0.39999985694885254,
    0.4424777626991272,
    0.5798815488815308,
    0.6382977366447449,
    0.4361701011657715,
    0.3793102502822876,
    0.7934780716896057,
    0.5964910984039307,
    0.4717947542667389,
    0.5811319947242737,
    0.6938773989677429,
    0.38647329807281494,
    0.44848471879959106,
    0.343283474445343,
    0.529999852180481,
    0.41249990463256836,
    0.45132729411125183,
    0.5133689045906067,
    0.5136610269546509,
    0.3216782510280609,
    0.4111110270023346,
    0.28415289521217346,
    0.46913567185401917,
    0.33783775568008423,
    0.3771928548812866,
    0.7087377309799194,
    0.39999985694885254,
    0.7102801203727722,
    0.4910178482532501,
    0.5555554032325745,
    0.2999999523162842,
    0.38993698358535767,
    0.29126206040382385,
    0.5824174284934998,
    0.7142855525016785,
    0.616071343421936,
    0.2446807622909546,
    0.4684683382511139,
    0.6279069185256958,
    0.689655065536499,
    0.595959484577179,
    0.20091316103935242,
    0.6632652282714844,
    0.5023695826530457,
    0.5964910984039307,
    0.5349792838096619,
    0.731914758682251,
    0.6268655061721802,
    0.5425531268119812,
    0.4705880880355835,
    0.238805890083313,
    0.2531644403934479,
    0.32835814356803894,
    0.4401912987232208,
    0.7564765214920044,
    0.6734693050384521,
    0.56043940782547,
    0.5975102186203003,
    0.19847321510314941,
    0.3803679943084717,
    0.2967032194137573,
    0.7562187314033508,
    0.6982247233390808,
    0.36904752254486084,
    0.32051271200180054,
    0.4823527932167053,
    0.26206886768341064,
    0.5208331942558289,
    0.7135677337646484,
    0.5151513814926147,
    0.2999998927116394,
    0.6010927557945251,
    0.5263156890869141,
    0.6415093541145325,
    0.4397162199020386,
    0.4959348142147064,
    0.5683452486991882,
    0.6236557960510254,
    0.3778800964355469,
    0.30996301770210266,
    0.7821227312088013,
    0.5401459336280823,
    0.4191615581512451,
    0.462584912776947,
    0.2569831311702728,
    0.5595237016677856
   ],
   "time": 9.789701233617961,
   "param": null
  },
  {
   "epoch": 105,
   "train_loss": 0.8884499669075012,
   "val_loss": 2.1154444217681885,
   "acc": 49.16,
   "f1": [
    0.6847825050354004,
    0.5990337133407593,
    0.3370785713195801,
    0.26455017924308777,
    0.32291656732559204,
    0.44303786754608154,
    0.3897762894630432,
    0.46616533398628235,
    0.7272725701332092,
    0.633333146572113,
    0.31249991059303284,
    0.25510191917419434,
    0.5465114712715149,
    0.4656083285808563,
    0.37681150436401367,
    0.4253392219543457,
    0.5373133420944214,
    0.6025639772415161,
    0.3703702688217163,
    0.38190943002700806,
    0.8041235208511353,
    0.5999999046325684,
    0.5098037719726562,
    0.5551019906997681,
    0.7263681292533875,
    0.40764322876930237,
    0.39259248971939087,
    0.28235283493995667,
    0.6120217442512512,
    0.5061726570129395,
    0.49350637197494507,
    0.4311376214027405,
    0.5213268995285034,
    0.4177214205265045,
    0.4155843257904053,
    0.2999999225139618,
    0.4361701011657715,
    0.4699452221393585,
    0.32369929552078247,
    0.5047317743301392,
    0.4230768084526062,
    0.6934671998023987,
    0.39097732305526733,
    0.504761815071106,
    0.30150744318962097,
    0.35344812273979187,
    0.2948717176914215,
    0.5664739012718201,
    0.6936934590339661,
    0.5563908815383911,
    0.22115376591682434,
    0.5358850359916687,
    0.6063346862792969,
    0.6589146256446838,
    0.4980543851852417,
    0.15827332437038422,
    0.70588219165802,
    0.5164318084716797,
    0.680412232875824,
    0.6153843998908997,
    0.760416567325592,
    0.6282721161842346,
    0.5040649175643921,
    0.4812833070755005,
    0.3119265139102936,
    0.27096763253211975,
    0.39449530839920044,
    0.43715834617614746,
    0.7476633787155151,
    0.7203789353370667,
    0.4913792312145233,
    0.5798815488815308,
    0.21951214969158173,
    0.4418603479862213,
    0.24899591505527496,
    0.7393363118171692,
    0.7835050225257874,
    0.39130425453186035,
    0.38022807240486145,
    0.5660375952720642,
    0.23776215314865112,
    0.49710968136787415,
    0.6960350871086121,
    0.3817426860332489,
    0.39325833320617676,
    0.6592177152633667,
    0.5833332538604736,
    0.6111109852790833,
    0.43749985098838806,
    0.5240174531936646,
    0.6216214895248413,
    0.6704543232917786,
    0.34101372957229614,
    0.31632643938064575,
    0.7640447616577148,
    0.5697672963142395,
    0.37158459424972534,
    0.4836600124835968,
    0.2371133416891098,
    0.6701029539108276
   ],
   "time": 9.738555546849966,
   "param": null
  },
  {
   "epoch": 106,
   "train_loss": 1.0422207117080688,
   "val_loss": 2.076890707015991,
   "acc": 49.6,
   "f1": [
    0.7474745512008667,
    0.5932202339172363,
    0.35483860969543457,
    0.18604643642902374,
    0.32978713512420654,
    0.4607841968536377,
    0.5020919442176819,
    0.5502644181251526,
    0.7303369045257568,
    0.64327472448349,
    0.2948717176914215,
    0.3636362552642822,
    0.5208331942558289,
    0.4432430863380432,
    0.4599998891353607,
    0.40935659408569336,
    0.49019595980644226,
    0.657142698764801,
    0.3535352647304535,
    0.3934425115585327,
    0.7692306637763977,
    0.5934064984321594,
    0.5280897617340088,
    0.5483869910240173,
    0.7089946269989014,
    0.39631327986717224,
    0.4731181561946869,
    0.3186812400817871,
    0.5951218605041504,
    0.5319147706031799,
    0.48039206862449646,
    0.4727271497249603,
    0.48908287286758423,
    0.44311365485191345,
    0.4194755554199219,
    0.18705029785633087,
    0.45714274048805237,
    0.4024389386177063,
    0.41711217164993286,
    0.666666567325592,
    0.43153515458106995,
    0.7099998593330383,
    0.4157705307006836,
    0.4236452281475067,
    0.34343424439430237,
    0.3943660855293274,
    0.3018867075443268,
    0.5157230496406555,
    0.6909089088439941,
    0.5793650150299072,
    0.26415085792541504,
    0.5272725820541382,
    0.5665528178215027,
    0.6638653874397278,
    0.5341613292694092,
    0.239520862698555,
    0.6862744092941284,
    0.5473682880401611,
    0.5565216541290283,
    0.5431033372879028,
    0.702702522277832,
    0.6598983407020569,
    0.5158728957176208,
    0.4453440308570862,
    0.2873562276363373,
    0.26455017924308777,
    0.38578668236732483,
    0.3850930631160736,
    0.7594934701919556,
    0.6119401454925537,
    0.5454543828964233,
    0.6070037484169006,
    0.25101208686828613,
    0.37894728779792786,
    0.2871793806552887,
    0.760416567325592,
    0.6820275187492371,
    0.37209296226501465,
    0.39784935116767883,
    0.4770641028881073,
    0.30303019285202026,
    0.5113635063171387,
    0.6403160691261292,
    0.4311376214027405,
    0.3850930631160736,
    0.639593780040741,
    0.5414363145828247,
    0.6224488615989685,
    0.4484303891658783,
    0.5155554413795471,
    0.511326789855957,
    0.6206895112991333,
    0.32051271200180054,
    0.34123215079307556,
    0.8124998211860657,
    0.5312498807907104,
    0.35460981726646423,
    0.462584912776947,
    0.206060528755188,
    0.5740739107131958
   ],
   "time": 9.18534306064248,
   "param": null
  },
  {
   "epoch": 107,
   "train_loss": 0.8803585767745972,
   "val_loss": 2.278820514678955,
   "acc": 50.66,
   "f1": [
    0.7379677891731262,
    0.6098653674125671,
    0.3197278082370758,
    0.12173908948898315,
    0.3389829397201538,
    0.5361700654029846,
    0.5294116139411926,
    0.5125626921653748,
    0.6633164882659912,
    0.7109003663063049,
    0.3636362850666046,
    0.2937852144241333,
    0.5803107619285583,
    0.4050631821155548,
    0.4410255253314972,
    0.4939757287502289,
    0.5358850359916687,
    0.729999840259552,
    0.4924621880054474,
    0.40251561999320984,
    0.7579907178878784,
    0.6635069251060486,
    0.525139570236206,
    0.5131577253341675,
    0.6938773989677429,
    0.45238080620765686,
    0.49746179580688477,
    0.28806576132774353,
    0.5955554842948914,
    0.4692735970020294,
    0.4077668786048889,
    0.43902432918548584,
    0.5164318084716797,
    0.4238409399986267,
    0.3850930631160736,
    0.23655906319618225,
    0.5058822631835938,
    0.43930622935295105,
    0.34951451420783997,
    0.6948355436325073,
    0.4923075735569,
    0.736263632774353,
    0.46511611342430115,
    0.4824119210243225,
    0.2661289572715759,
    0.35918357968330383,
    0.36470577120780945,
    0.5428570508956909,
    0.7363182306289673,
    0.6565654873847961,
    0.23829780519008636,
    0.5048542022705078,
    0.5857739448547363,
    0.661224365234375,
    0.6176469922065735,
    0.15116271376609802,
    0.7395831346511841,
    0.6031745076179504,
    0.7227722406387329,
    0.5149252414703369,
    0.774467945098877,
    0.6384975910186768,
    0.539215624332428,
    0.49999988079071045,
    0.23776215314865112,
    0.25157222151756287,
    0.29139062762260437,
    0.4052862524986267,
    0.8148146271705627,
    0.6666665077209473,
    0.5876287817955017,
    0.6584360599517822,
    0.23280414938926697,
    0.39705875515937805,
    0.27338120341300964,
    0.6896550059318542,
    0.7474745512008667,
    0.3783782124519348,
    0.3911438286304474,
    0.4812833070755005,
    0.22134381532669067,
    0.5046727657318115,
    0.7444443106651306,
    0.38053086400032043,
    0.4302324652671814,
    0.6145831942558289,
    0.5764704942703247,
    0.6229507327079773,
    0.4837207794189453,
    0.5837836861610413,
    0.6108372807502747,
    0.6701029539108276,
    0.37894728779792786,
    0.3041473925113678,
    0.7904760241508484,
    0.5714284777641296,
    0.40579697489738464,
    0.5058822631835938,
    0.299465149641037,
    0.5599998831748962
   ],
   "time": 9.45497571118176,
   "param": null
  },
  {
   "epoch": 108,
   "train_loss": 0.7983823418617249,
   "val_loss": 2.1047897338867188,
   "acc": 50.33,
   "f1": [
    0.7872338891029358,
    0.5799998641014099,
    0.3018867075443268,
    0.26046502590179443,
    0.3376622498035431,
    0.5254236459732056,
    0.5164318084716797,
    0.4824119210243225,
    0.7120417356491089,
    0.6418603658676147,
    0.393063485622406,
    0.2617800235748291,
    0.555065929889679,
    0.3884296715259552,
    0.4541061818599701,
    0.46486473083496094,
    0.5045044422149658,
    0.6698111891746521,
    0.43881845474243164,
    0.4177214205265045,
    0.7578946352005005,
    0.5749999284744263,
    0.5304347276687622,
    0.5917158722877502,
    0.6785712838172913,
    0.30366483330726624,
    0.5568180084228516,
    0.3775508999824524,
    0.6103284358978271,
    0.5188678503036499,
    0.45320188999176025,
    0.462584912776947,
    0.5513511896133423,
    0.5112106204032898,
    0.4918031394481659,
    0.24896258115768433,
    0.43537402153015137,
    0.3756905198097229,
    0.34389129281044006,
    0.6735749840736389,
    0.4487804174423218,
    0.6724889278411865,
    0.525139570236206,
    0.4725273549556732,
    0.30952370166778564,
    0.4550897181034088,
    0.27338123321533203,
    0.5748986601829529,
    0.6869564056396484,
    0.645502507686615,
    0.3354036211967468,
    0.5139663219451904,
    0.548076868057251,
    0.6847825050354004,
    0.5760868191719055,
    0.19417467713356018,
    0.5823754072189331,
    0.5764704942703247,
    0.6403939127922058,
    0.5663716197013855,
    0.7559806704521179,
    0.5584414005279541,
    0.5549736618995667,
    0.45859864354133606,
    0.27118635177612305,
    0.31818172335624695,
    0.3417084515094757,
    0.4324323236942291,
    0.7843136787414551,
    0.727272629737854,
    0.5513511896133423,
    0.6484017372131348,
    0.23469379544258118,
    0.3999998867511749,
    0.32124343514442444,
    0.7336682677268982,
    0.7759560942649841,
    0.429447740316391,
    0.3939392864704132,
    0.5494503974914551,
    0.23776215314865112,
    0.4773661196231842,
    0.6782606840133667,
    0.4454975128173828,
    0.43956032395362854,
    0.5906734466552734,
    0.5463916063308716,
    0.5974025130271912,
    0.43298953771591187,
    0.5173743963241577,
    0.5241378545761108,
    0.6206895112991333,
    0.345177561044693,
    0.36464083194732666,
    0.8041235208511353,
    0.5294116735458374,
    0.45283007621765137,
    0.47120407223701477,
    0.2431371659040451,
    0.5771142840385437
   ],
   "time": 10.421713753603399,
   "param": null
  },
  {
   "epoch": 109,
   "train_loss": 0.9328013062477112,
   "val_loss": 2.278688430786133,
   "acc": 50.64,
   "f1": [
    0.7525771856307983,
    0.5907171964645386,
    0.36464083194732666,
    0.2444443702697754,
    0.32291656732559204,
    0.5588234066963196,
    0.5276594758033752,
    0.5066665410995483,
    0.6336632370948792,
    0.6315788626670837,
    0.35897424817085266,
    0.32369929552078247,
    0.5447470545768738,
    0.43902426958084106,
    0.4899998903274536,
    0.42471033334732056,
    0.49999988079071045,
    0.5945944786071777,
    0.4408600926399231,
    0.4129031002521515,
    0.7339447736740112,
    0.5999998450279236,
    0.49773746728897095,
    0.5732482671737671,
    0.7547168731689453,
    0.39999985694885254,
    0.5373133420944214,
    0.3209875524044037,
    0.631578803062439,
    0.4927534759044647,
    0.5076140761375427,
    0.4819276034832001,
    0.5513511896133423,
    0.44198882579803467,
    0.47787603735923767,
    0.28999990224838257,
    0.466403067111969,
    0.4215245544910431,
    0.3775508999824524,
    0.6926406025886536,
    0.4852069914340973,
    0.7208120226860046,
    0.42168664932250977,
    0.4812833070755005,
    0.29464277625083923,
    0.40999990701675415,
    0.31441038846969604,
    0.6343611478805542,
    0.7058822512626648,
    0.5988698601722717,
    0.2749999165534973,
    0.5284972786903381,
    0.629441499710083,
    0.6454182267189026,
    0.6181817054748535,
    0.2528734505176544,
    0.6854459643363953,
    0.5174823999404907,
    0.6217615604400635,
    0.603351891040802,
    0.7684727907180786,
    0.6489360928535461,
    0.5410627126693726,
    0.46511611342430115,
    0.3170730471611023,
    0.2751321792602539,
    0.3703702688217163,
    0.49689429998397827,
    0.7459457516670227,
    0.6283184885978699,
    0.5296802520751953,
    0.6235292553901672,
    0.188888818025589,
    0.3999998867511749,
    0.2838708758354187,
    0.7734804749488831,
    0.6839826703071594,
    0.5056177973747253,
    0.40579700469970703,
    0.5533979535102844,
    0.3240739703178406,
    0.4824119210243225,
    0.7363182306289673,
    0.3936169147491455,
    0.37647050619125366,
    0.5595853924751282,
    0.4814813435077667,
    0.5526314973831177,
    0.43153515458106995,
    0.5147678852081299,
    0.5833331942558289,
    0.639593780040741,
    0.3367346227169037,
    0.28712859749794006,
    0.7228914499282837,
    0.6153843998908997,
    0.3756905198097229,
    0.4529913365840912,
    0.3069306015968323,
    0.5683058500289917
   ],
   "time": 10.427352476865053,
   "param": null
  },
  {
   "epoch": 110,
   "train_loss": 0.9293157458305359,
   "val_loss": 2.365751266479492,
   "acc": 50.87,
   "f1": [
    0.7676765322685242,
    0.662983238697052,
    0.3474177420139313,
    0.29585790634155273,
    0.3369564116001129,
    0.47311821579933167,
    0.4698793888092041,
    0.5180721879005432,
    0.6989246010780334,
    0.6868685483932495,
    0.38190943002700806,
    0.2899627387523651,
    0.5680932998657227,
    0.4670049846172333,
    0.39357417821884155,
    0.507771909236908,
    0.5136185884475708,
    0.6424240469932556,
    0.429447740316391,
    0.4662575423717499,
    0.7441859841346741,
    0.6878305077552795,
    0.5333331823348999,
    0.624203622341156,
    0.688171923160553,
    0.3692306876182556,
    0.5185183882713318,
    0.3315507173538208,
    0.6132074594497681,
    0.5608464479446411,
    0.4299064576625824,
    0.5903612971305847,
    0.5348835587501526,
    0.36842095851898193,
    0.4485980272293091,
    0.30303022265434265,
    0.4819276034832001,
    0.452830046415329,
    0.4022345542907715,
    0.7149757146835327,
    0.4186045825481415,
    0.7134501934051514,
    0.35582810640335083,
    0.4699452221393585,
    0.27884605526924133,
    0.3642856180667877,
    0.3542855978012085,
    0.5982142090797424,
    0.6929823160171509,
    0.6408838629722595,
    0.2891565263271332,
    0.49999988079071045,
    0.5818180441856384,
    0.7410712838172913,
    0.62135910987854,
    0.21428564190864563,
    0.6859902143478394,
    0.5230767726898193,
    0.6358972787857056,
    0.5675674080848694,
    0.7303369045257568,
    0.619246780872345,
    0.5631066560745239,
    0.4594593644142151,
    0.3199998736381531,
    0.30769217014312744,
    0.42857131361961365,
    0.4230768084526062,
    0.7350426316261292,
    0.698689877986908,
    0.5217389464378357,
    0.6812225580215454,
    0.19767434895038605,
    0.4198893904685974,
    0.2543351650238037,
    0.7526880502700806,
    0.776698887348175,
    0.3522011637687683,
    0.43850257992744446,
    0.5030673146247864,
    0.27777767181396484,
    0.511415421962738,
    0.7079644799232483,
    0.4021162986755371,
    0.3601531684398651,
    0.6153843998908997,
    0.5502644181251526,
    0.5610858201980591,
    0.3731342554092407,
    0.5416665077209473,
    0.5951218605041504,
    0.6432158946990967,
    0.35714274644851685,
    0.36792439222335815,
    0.7181466221809387,
    0.5491801500320435,
    0.4052286446094513,
    0.5027320981025696,
    0.26315781474113464,
    0.5775861144065857
   ],
   "time": 10.311586718074977,
   "param": null
  },
  {
   "epoch": 111,
   "train_loss": 0.8199561834335327,
   "val_loss": 2.4698383808135986,
   "acc": 47.82,
   "f1": [
    0.8199998736381531,
    0.6477271318435669,
    0.2374998927116394,
    0.26666659116744995,
    0.3463686406612396,
    0.418118417263031,
    0.554216742515564,
    0.5454543828964233,
    0.654761791229248,
    0.5543069839477539,
    0.33128824830055237,
    0.24358965456485748,
    0.477508544921875,
    0.3571428060531616,
    0.4088396728038788,
    0.38139525055885315,
    0.5114502906799316,
    0.6050419211387634,
    0.38862547278404236,
    0.44036686420440674,
    0.5537458062171936,
    0.5918366312980652,
    0.47161564230918884,
    0.3414632976055145,
    0.7373736500740051,
    0.2738094627857208,
    0.5061726570129395,
    0.2769230008125305,
    0.5773194432258606,
    0.5428570508956909,
    0.43678146600723267,
    0.4734298884868622,
    0.5270268321037292,
    0.506912350654602,
    0.42780739068984985,
    0.2522521913051605,
    0.4249998927116394,
    0.3076922297477722,
    0.3523808717727661,
    0.6481480002403259,
    0.33684200048446655,
    0.6528496146202087,
    0.39735087752342224,
    0.5357142090797424,
    0.33720916509628296,
    0.4142010807991028,
    0.27722764015197754,
    0.5789472460746765,
    0.7653059959411621,
    0.4857141673564911,
    0.30952370166778564,
    0.5112106204032898,
    0.5652172565460205,
    0.704545259475708,
    0.6198828816413879,
    0.23391805589199066,
    0.666666567325592,
    0.585152804851532,
    0.5209301114082336,
    0.5841582417488098,
    0.7323941588401794,
    0.6442306041717529,
    0.5568180084228516,
    0.4328356981277466,
    0.1935483068227768,
    0.29166659712791443,
    0.3495144844055176,
    0.4055943191051483,
    0.6999997496604919,
    0.6451611518859863,
    0.5607475638389587,
    0.6095237135887146,
    0.23170723021030426,
    0.4148934781551361,
    0.22818784415721893,
    0.7120417356491089,
    0.7282606959342957,
    0.34246566891670227,
    0.45263150334358215,
    0.4840763211250305,
    0.20689649879932404,
    0.3895348310470581,
    0.7314813137054443,
    0.4814813435077667,
    0.28115007281303406,
    0.5082871913909912,
    0.5170730352401733,
    0.5195728540420532,
    0.43373486399650574,
    0.4741378724575043,
    0.4728681445121765,
    0.5416665077209473,
    0.3832334280014038,
    0.3034482002258301,
    0.6837605237960815,
    0.6034481525421143,
    0.4248703718185425,
    0.42168664932250977,
    0.2368420511484146,
    0.62135910987854
   ],
   "time": 10.020514128729701,
   "param": null
  },
  {
   "epoch": 112,
   "train_loss": 0.8607218265533447,
   "val_loss": 2.61212158203125,
   "acc": 46.01,
   "f1": [
    0.7437184453010559,
    0.633333146572113,
    0.2972972095012665,
    0.20083676278591156,
    0.3308269679546356,
    0.44444429874420166,
    0.48648643493652344,
    0.5154638290405273,
    0.7411166429519653,
    0.4630871117115021,
    0.34224584698677063,
    0.3522725999355316,
    0.4674328565597534,
    0.38759681582450867,
    0.4120170772075653,
    0.3364485502243042,
    0.4313724637031555,
    0.47999992966651917,
    0.3999998867511749,
    0.36448585987091064,
    0.7358488440513611,
    0.5698322653770447,
    0.47572803497314453,
    0.5631066560745239,
    0.6936414837837219,
    0.35483860969543457,
    0.4785274565219879,
    0.15929199755191803,
    0.635837972164154,
    0.3508771061897278,
    0.4217686057090759,
    0.3445945084095001,
    0.6081869602203369,
    0.40729478001594543,
    0.42727261781692505,
    0.29523801803588867,
    0.419999897480011,
    0.329670250415802,
    0.25352105498313904,
    0.6260868310928345,
    0.3884296715259552,
    0.6734693050384521,
    0.4525546431541443,
    0.5599998831748962,
    0.2658958435058594,
    0.35616427659988403,
    0.23391805589199066,
    0.3862067759037018,
    0.7142855525016785,
    0.6019416451454163,
    0.2702701687812805,
    0.35748788714408875,
    0.5348835587501526,
    0.6576575636863708,
    0.5964910984039307,
    0.2236841470003128,
    0.736263632774353,
    0.5021644234657288,
    0.5753422975540161,
    0.4967319071292877,
    0.6666664481163025,
    0.5325441956520081,
    0.5180721879005432,
    0.3943661153316498,
    0.2508959472179413,
    0.12413787841796875,
    0.390243798494339,
    0.3308269679546356,
    0.6463412642478943,
    0.5812807083129883,
    0.5194803476333618,
    0.33576634526252747,
    0.1550387144088745,
    0.38775497674942017,
    0.30270257592201233,
    0.7395831346511841,
    0.6588233709335327,
    0.3043477237224579,
    0.4382021129131317,
    0.5339804887771606,
    0.13008125126361847,
    0.4792625606060028,
    0.679245114326477,
    0.43678146600723267,
    0.32131141424179077,
    0.5573769211769104,
    0.5357142090797424,
    0.575107216835022,
    0.2790696918964386,
    0.4727271497249603,
    0.5999999046325684,
    0.6009851098060608,
    0.3372548520565033,
    0.29787227511405945,
    0.6949151158332825,
    0.560509443283081,
    0.41379302740097046,
    0.33220329880714417,
    0.29629623889923096,
    0.5903612971305847
   ],
   "time": 9.037102066911757,
   "param": null
  },
  {
   "epoch": 113,
   "train_loss": 1.0062272548675537,
   "val_loss": 2.2526180744171143,
   "acc": 50.28,
   "f1": [
    0.7368419766426086,
    0.6528496146202087,
    0.3348415493965149,
    0.306122362613678,
    0.33333322405815125,
    0.5513511896133423,
    0.4402983784675598,
    0.5628740787506104,
    0.6278025507926941,
    0.6596857309341431,
    0.3386242389678955,
    0.25165554881095886,
    0.5276594758033752,
    0.4291844367980957,
    0.4432988464832306,
    0.43333321809768677,
    0.5586591362953186,
    0.6632652282714844,
    0.46242761611938477,
    0.4561401903629303,
    0.8105260729789734,
    0.6403939127922058,
    0.48535552620887756,
    0.5968990921974182,
    0.7121950387954712,
    0.4161849021911621,
    0.467661589384079,
    0.3440859317779541,
    0.6779659986495972,
    0.4670657217502594,
    0.5272725820541382,
    0.5142855644226074,
    0.4787232577800751,
    0.44339612126350403,
    0.40404030680656433,
    0.291139155626297,
    0.467661589384079,
    0.4161849021911621,
    0.3464565873146057,
    0.7087377309799194,
    0.4142010807991028,
    0.7243241667747498,
    0.38281238079071045,
    0.47619035840034485,
    0.3508770763874054,
    0.35071080923080444,
    0.31417617201805115,
    0.5789472460746765,
    0.7289717793464661,
    0.6790696382522583,
    0.2424241602420807,
    0.4973543584346771,
    0.5294116139411926,
    0.738461434841156,
    0.633333146572113,
    0.253807008266449,
    0.6699506640434265,
    0.617283821105957,
    0.6733667254447937,
    0.5482624769210815,
    0.7088606357574463,
    0.637362539768219,
    0.5038759112358093,
    0.43093910813331604,
    0.239520862698555,
    0.23287664353847504,
    0.32584258913993835,
    0.41212108731269836,
    0.8061222434043884,
    0.7289717793464661,
    0.5942855477333069,
    0.556212842464447,
    0.23728805780410767,
    0.36065563559532166,
    0.34999990463256836,
    0.72251296043396,
    0.7461138963699341,
    0.31724128127098083,
    0.47619032859802246,
    0.5405403971672058,
    0.2909089922904968,
    0.41333329677581787,
    0.6956520080566406,
    0.4108106791973114,
    0.4022345542907715,
    0.6086955666542053,
    0.5999998450279236,
    0.6415093541145325,
    0.3888888359069824,
    0.47999998927116394,
    0.5463413596153259,
    0.6268655061721802,
    0.33548372983932495,
    0.24528293311595917,
    0.7794870138168335,
    0.5700481534004211,
    0.42285704612731934,
    0.4646463394165039,
    0.28897330164909363,
    0.6153843998908997
   ],
   "time": 9.778993009589612,
   "param": null
  },
  {
   "epoch": 114,
   "train_loss": 0.8868663311004639,
   "val_loss": 2.2056522369384766,
   "acc": 50.66,
   "f1": [
    0.7714284658432007,
    0.5999999046325684,
    0.3043477535247803,
    0.25352105498313904,
    0.33333322405815125,
    0.49586769938468933,
    0.5081079602241516,
    0.45081958174705505,
    0.6919430494308472,
    0.5627704858779907,
    0.24516120553016663,
    0.2588233947753906,
    0.5619046092033386,
    0.4222221076488495,
    0.48387083411216736,
    0.44067782163619995,
    0.5309733152389526,
    0.6666665077209473,
    0.37499991059303284,
    0.3858267068862915,
    0.6864405274391174,
    0.6702701449394226,
    0.4810125529766083,
    0.627906858921051,
    0.689361572265625,
    0.37398362159729004,
    0.4533332288265228,
    0.3084576427936554,
    0.6480445265769958,
    0.4699452221393585,
    0.5762709975242615,
    0.4499998688697815,
    0.5624998807907104,
    0.4936169385910034,
    0.44444435834884644,
    0.31638407707214355,
    0.4203820824623108,
    0.41052618622779846,
    0.31531521677970886,
    0.6695277690887451,
    0.4088887572288513,
    0.6818180680274963,
    0.5082871913909912,
    0.5028570294380188,
    0.262857049703598,
    0.3882351815700531,
    0.3113771378993988,
    0.5714284181594849,
    0.7314283847808838,
    0.7005074620246887,
    0.2558138370513916,
    0.48401811718940735,
    0.5866665840148926,
    0.7123286128044128,
    0.6528496146202087,
    0.2923975884914398,
    0.6770831346511841,
    0.5798815488815308,
    0.5758754014968872,
    0.596858561038971,
    0.7102038860321045,
    0.5421684980392456,
    0.5049503445625305,
    0.48205116391181946,
    0.2545453608036041,
    0.29166659712791443,
    0.3736262619495392,
    0.42285704612731934,
    0.7761192321777344,
    0.6871793866157532,
    0.5197739005088806,
    0.616071343421936,
    0.23157887160778046,
    0.43373483419418335,
    0.3441859781742096,
    0.7549017667770386,
    0.7499999403953552,
    0.41052618622779846,
    0.40718549489974976,
    0.5783131122589111,
    0.3170730471611023,
    0.4434387683868408,
    0.7512688636779785,
    0.36956506967544556,
    0.4205606281757355,
    0.5578945875167847,
    0.5333331823348999,
    0.6027396321296692,
    0.48587560653686523,
    0.5502182841300964,
    0.5952380299568176,
    0.5742572546005249,
    0.4236452281475067,
    0.2999999225139618,
    0.6793891787528992,
    0.5988698601722717,
    0.45263150334358215,
    0.5443036556243896,
    0.32183900475502014,
    0.6129031181335449
   ],
   "time": 10.088908835314214,
   "param": null
  },
  {
   "epoch": 115,
   "train_loss": 0.7559804916381836,
   "val_loss": 2.1461353302001953,
   "acc": 52.22,
   "f1": [
    0.7870368957519531,
    0.6161136031150818,
    0.3417084515094757,
    0.29577454924583435,
    0.29940110445022583,
    0.5102879405021667,
    0.5531913042068481,
    0.5463413596153259,
    0.7024388909339905,
    0.672645628452301,
    0.3406592309474945,
    0.30851057171821594,
    0.5213268995285034,
    0.45320188999176025,
    0.4191615581512451,
    0.474226713180542,
    0.5769229531288147,
    0.6607141494750977,
    0.42156851291656494,
    0.4170615077018738,
    0.7354258298873901,
    0.5862067937850952,
    0.5066665410995483,
    0.5679011344909668,
    0.7208120226860046,
    0.41964274644851685,
    0.4320986270904541,
    0.36559128761291504,
    0.666666567325592,
    0.5106381177902222,
    0.4242422878742218,
    0.4871794283390045,
    0.5269460082054138,
    0.48780474066734314,
    0.419999897480011,
    0.32812491059303284,
    0.5027931928634644,
    0.36815908551216125,
    0.4095236659049988,
    0.7373270392417908,
    0.43999987840652466,
    0.6730768084526062,
    0.47761180996894836,
    0.5291478633880615,
    0.3267325758934021,
    0.39130425453186035,
    0.362790584564209,
    0.5990337133407593,
    0.6774192452430725,
    0.6982757449150085,
    0.253807008266449,
    0.5050503611564636,
    0.6138612627983093,
    0.6944442987442017,
    0.6095237135887146,
    0.26041656732559204,
    0.6601940989494324,
    0.6407765746116638,
    0.6198345422744751,
    0.5898616909980774,
    0.7798163890838623,
    0.6862744092941284,
    0.5049503445625305,
    0.4788731336593628,
    0.2837836742401123,
    0.32258057594299316,
    0.3478259742259979,
    0.46938762068748474,
    0.7999998331069946,
    0.6969695687294006,
    0.44198882579803467,
    0.6406925916671753,
    0.19428564608097076,
    0.3711339235305786,
    0.3076922297477722,
    0.7439612150192261,
    0.7142855525016785,
    0.3398691415786743,
    0.42857131361961365,
    0.6048778891563416,
    0.31638407707214355,
    0.5150213837623596,
    0.6944442987442017,
    0.45833322405815125,
    0.4277455508708954,
    0.6378377079963684,
    0.6022725701332092,
    0.587719202041626,
    0.5310733318328857,
    0.5428570508956909,
    0.5663716197013855,
    0.5991559624671936,
    0.37426888942718506,
    0.4102562665939331,
    0.7943924069404602,
    0.6009388566017151,
    0.5027931928634644,
    0.5380709171295166,
    0.2887699604034424,
    0.6391751170158386
   ],
   "time": 10.897797075100243,
   "param": null
  },
  {
   "epoch": 116,
   "train_loss": 0.8453752398490906,
   "val_loss": 2.1440470218658447,
   "acc": 51.62,
   "f1": [
    0.7333331108093262,
    0.5897434949874878,
    0.3743841052055359,
    0.3195875287055969,
    0.30851057171821594,
    0.5090908408164978,
    0.4701753556728363,
    0.5125626921653748,
    0.7344631552696228,
    0.5901638269424438,
    0.2765956223011017,
    0.3240739703178406,
    0.5139663219451904,
    0.46428558230400085,
    0.4598929286003113,
    0.48908287286758423,
    0.5482232570648193,
    0.6468084454536438,
    0.4545453190803528,
    0.4606059193611145,
    0.776698887348175,
    0.577777624130249,
    0.5052630305290222,
    0.6169153451919556,
    0.7179486155509949,
    0.40624988079071045,
    0.4491977095603943,
    0.36842095851898193,
    0.6597937345504761,
    0.505154550075531,
    0.5044246912002563,
    0.5102038979530334,
    0.5538460612297058,
    0.5026176571846008,
    0.4688993990421295,
    0.26600977778434753,
    0.45581385493278503,
    0.4598929286003113,
    0.41269823908805847,
    0.7179486155509949,
    0.3833332657814026,
    0.7407405972480774,
    0.46511611342430115,
    0.5193797945976257,
    0.30630621314048767,
    0.3999998867511749,
    0.3113206624984741,
    0.5858584046363831,
    0.7085712552070618,
    0.6914892196655273,
    0.2430938482284546,
    0.45197728276252747,
    0.6217615604400635,
    0.6367040276527405,
    0.6299998760223389,
    0.280373752117157,
    0.6956520080566406,
    0.5192306637763977,
    0.6404492855072021,
    0.6238530874252319,
    0.7567564845085144,
    0.649484395980835,
    0.5089284181594849,
    0.5494503974914551,
    0.28571417927742004,
    0.2749998867511749,
    0.40624988079071045,
    0.4186045527458191,
    0.7875646352767944,
    0.6519822478294373,
    0.5146197080612183,
    0.6210044622421265,
    0.2312137931585312,
    0.31818172335624695,
    0.31914883852005005,
    0.7461138963699341,
    0.6882590055465698,
    0.40251561999320984,
    0.41340771317481995,
    0.5638296604156494,
    0.3121386468410492,
    0.5161288380622864,
    0.725490152835846,
    0.4615383446216583,
    0.44705867767333984,
    0.6358972787857056,
    0.590908944606781,
    0.6060605049133301,
    0.46938762068748474,
    0.5566036701202393,
    0.575107216835022,
    0.6806281208992004,
    0.37864065170288086,
    0.3710406422615051,
    0.7567564845085144,
    0.5454544425010681,
    0.47169798612594604,
    0.5121949315071106,
    0.29951682686805725,
    0.619999885559082
   ],
   "time": 10.870274337939918,
   "param": null
  },
  {
   "epoch": 117,
   "train_loss": 0.8252502083778381,
   "val_loss": 2.150977611541748,
   "acc": 49.29,
   "f1": [
    0.7486031651496887,
    0.6082947254180908,
    0.36909863352775574,
    0.22093015909194946,
    0.3265305161476135,
    0.47619032859802246,
    0.45756447315216064,
    0.49350637197494507,
    0.6016947627067566,
    0.6092714071273804,
    0.32298123836517334,
    0.3147207200527191,
    0.602040708065033,
    0.41052618622779846,
    0.40329205989837646,
    0.4469272196292877,
    0.5193368792533875,
    0.666666567325592,
    0.42857131361961365,
    0.3838382363319397,
    0.8021976351737976,
    0.6310158967971802,
    0.4769873321056366,
    0.6018517017364502,
    0.7203789353370667,
    0.35064926743507385,
    0.4250870645046234,
    0.2898550033569336,
    0.645502507686615,
    0.47619032859802246,
    0.5408161878585815,
    0.4606059193611145,
    0.45226117968559265,
    0.4509802758693695,
    0.4398338794708252,
    0.24516120553016663,
    0.4550263583660126,
    0.4432988464832306,
    0.3041473925113678,
    0.6842103600502014,
    0.4727271497249603,
    0.6796115040779114,
    0.3630135953426361,
    0.3983050286769867,
    0.30337071418762207,
    0.38139525055885315,
    0.265060156583786,
    0.5858584046363831,
    0.6976743340492249,
    0.5923343300819397,
    0.22999992966651917,
    0.46231144666671753,
    0.5957446098327637,
    0.6636770367622375,
    0.6384975910186768,
    0.1931033730506897,
    0.6969695687294006,
    0.6480445265769958,
    0.5681816935539246,
    0.5444443225860596,
    0.7117116451263428,
    0.574585497379303,
    0.5418717861175537,
    0.4306218922138214,
    0.2954544425010681,
    0.29813653230667114,
    0.3299999237060547,
    0.4307691156864166,
    0.8020831942558289,
    0.6951870322227478,
    0.62135910987854,
    0.5555553436279297,
    0.23728805780410767,
    0.39999985694885254,
    0.29197075963020325,
    0.7346937656402588,
    0.6888887882232666,
    0.32051271200180054,
    0.40160635113716125,
    0.49999988079071045,
    0.2558138370513916,
    0.438709557056427,
    0.7022221088409424,
    0.37777766585350037,
    0.4705880880355835,
    0.5806450843811035,
    0.5360823273658752,
    0.6451612114906311,
    0.4578312039375305,
    0.48167529702186584,
    0.6197181344032288,
    0.6352940201759338,
    0.41340771317481995,
    0.2930402159690857,
    0.7542855739593506,
    0.6704543232917786,
    0.4413144290447235,
    0.4729062616825104,
    0.19277101755142212,
    0.5439329743385315
   ],
   "time": 11.062154176644981,
   "param": null
  },
  {
   "epoch": 118,
   "train_loss": 0.7385190725326538,
   "val_loss": 2.4685299396514893,
   "acc": 48.13,
   "f1": [
    0.7448978424072266,
    0.6203702688217163,
    0.3101603388786316,
    0.14925366640090942,
    0.28571420907974243,
    0.4210525155067444,
    0.5258214473724365,
    0.48387086391448975,
    0.6553670763969421,
    0.5476189255714417,
    0.2550334632396698,
    0.36842095851898193,
    0.5485712885856628,
    0.4358973205089569,
    0.3696681261062622,
    0.42162150144577026,
    0.5408803224563599,
    0.6605502963066101,
    0.3489932119846344,
    0.3478259742259979,
    0.8128339648246765,
    0.6363635063171387,
    0.49999988079071045,
    0.631578803062439,
    0.7181816697120667,
    0.3999998867511749,
    0.40174663066864014,
    0.37563440203666687,
    0.6145250201225281,
    0.4615383446216583,
    0.4949493706226349,
    0.4835163354873657,
    0.3598325252532959,
    0.434782475233078,
    0.4598929286003113,
    0.24137921631336212,
    0.4662575423717499,
    0.32051271200180054,
    0.30857133865356445,
    0.6727271676063538,
    0.4472048580646515,
    0.6545453667640686,
    0.4454975128173828,
    0.497175008058548,
    0.26244333386421204,
    0.3228698670864105,
    0.2531644403934479,
    0.5663716197013855,
    0.6798028349876404,
    0.619246780872345,
    0.21568621695041656,
    0.4730289578437805,
    0.5904760956764221,
    0.6583332419395447,
    0.5726870894432068,
    0.2837836742401123,
    0.7046630382537842,
    0.563535749912262,
    0.6338796615600586,
    0.5142855644226074,
    0.7263157367706299,
    0.5380114912986755,
    0.44628089666366577,
    0.4561402499675751,
    0.31279608607292175,
    0.2116401493549347,
    0.40217384696006775,
    0.3369174897670746,
    0.7631577849388123,
    0.6075947880744934,
    0.4915253520011902,
    0.5165561437606812,
    0.15294109284877777,
    0.36123335361480713,
    0.2399999350309372,
    0.6210044622421265,
    0.6964284181594849,
    0.3441859781742096,
    0.39130425453186035,
    0.44559577107429504,
    0.2959640622138977,
    0.5257141590118408,
    0.7441859841346741,
    0.4142856299877167,
    0.43373486399650574,
    0.5744680166244507,
    0.590908944606781,
    0.6868685483932495,
    0.5464479923248291,
    0.5263156890869141,
    0.5652172565460205,
    0.6214687824249268,
    0.3439999520778656,
    0.2702701687812805,
    0.7734804749488831,
    0.5240640044212341,
    0.44347813725471497,
    0.44303786754608154,
    0.2470587193965912,
    0.6231154203414917
   ],
   "time": 10.293204543180764,
   "param": null
  },
  {
   "epoch": 119,
   "train_loss": 0.8879389762878418,
   "val_loss": 2.4208810329437256,
   "acc": 49.65,
   "f1": [
    0.7311826348304749,
    0.6387433409690857,
    0.2660943269729614,
    0.19191910326480865,
    0.28181809186935425,
    0.5393257141113281,
    0.5479451417922974,
    0.46739116311073303,
    0.6847825050354004,
    0.5522387027740479,
    0.37305691838264465,
    0.309278279542923,
    0.5621620416641235,
    0.4255318343639374,
    0.41666656732559204,
    0.4945053458213806,
    0.5445543527603149,
    0.70588219165802,
    0.4766837954521179,
    0.41935470700263977,
    0.7647057771682739,
    0.49122798442840576,
    0.5454544425010681,
    0.5724636912345886,
    0.7551018595695496,
    0.3741934299468994,
    0.4561401903629303,
    0.34554967284202576,
    0.6236557960510254,
    0.5119045972824097,
    0.44615375995635986,
    0.535353422164917,
    0.5099998712539673,
    0.4857141971588135,
    0.452830046415329,
    0.16740082204341888,
    0.4736841022968292,
    0.393063485622406,
    0.3555554449558258,
    0.7539265155792236,
    0.42201822996139526,
    0.6842103600502014,
    0.445652037858963,
    0.48314592242240906,
    0.28571420907974243,
    0.4195120930671692,
    0.2559240758419037,
    0.568720281124115,
    0.6060605049133301,
    0.6699506640434265,
    0.28742504119873047,
    0.5106382369995117,
    0.563380241394043,
    0.7208120226860046,
    0.6347824931144714,
    0.21296289563179016,
    0.6995072364807129,
    0.6122447848320007,
    0.6239315271377563,
    0.4733332097530365,
    0.7575755715370178,
    0.633333146572113,
    0.5490195155143738,
    0.509316623210907,
    0.2533332407474518,
    0.2697673439979553,
    0.3444443643093109,
    0.39735087752342224,
    0.7431692481040955,
    0.6376810669898987,
    0.511415421962738,
    0.5668447613716125,
    0.1758241057395935,
    0.3846152722835541,
    0.26845628023147583,
    0.7019230127334595,
    0.742267906665802,
    0.31944435834884644,
    0.3803679943084717,
    0.5257730484008789,
    0.17460310459136963,
    0.45128190517425537,
    0.7562187314033508,
    0.4306218922138214,
    0.43333321809768677,
    0.5627704858779907,
    0.5628740787506104,
    0.6499998569488525,
    0.40641695261001587,
    0.49999988079071045,
    0.6033056974411011,
    0.6519335508346558,
    0.4315788447856903,
    0.3076922297477722,
    0.7272725701332092,
    0.5624998807907104,
    0.39473676681518555,
    0.47398826479911804,
    0.2738852798938751,
    0.5889569520950317
   ],
   "time": 10.405004675500095,
   "param": null
  },
  {
   "epoch": 120,
   "train_loss": 0.7737078666687012,
   "val_loss": 2.481449604034424,
   "acc": 48.94,
   "f1": [
    0.7817257046699524,
    0.6145831942558289,
    0.34920626878738403,
    0.24539868533611298,
    0.3253587782382965,
    0.4823527932167053,
    0.48799988627433777,
    0.4324323236942291,
    0.6238530874252319,
    0.635837972164154,
    0.2933332324028015,
    0.3170730471611023,
    0.5939393043518066,
    0.4634144902229309,
    0.419999897480011,
    0.43049317598342896,
    0.49999988079071045,
    0.6074764728546143,
    0.42477864027023315,
    0.3540668785572052,
    0.79365074634552,
    0.6198828816413879,
    0.505154550075531,
    0.576271116733551,
    0.7551018595695496,
    0.362499862909317,
    0.4043320417404175,
    0.345177561044693,
    0.6071426868438721,
    0.4132230579853058,
    0.5684208869934082,
    0.4656083285808563,
    0.5268816351890564,
    0.4161849021911621,
    0.39495787024497986,
    0.23188398778438568,
    0.4533332288265228,
    0.38578668236732483,
    0.31034475564956665,
    0.6553189754486084,
    0.43093910813331604,
    0.7150257229804993,
    0.4324323236942291,
    0.4372468888759613,
    0.3454544246196747,
    0.33333322405815125,
    0.27814561128616333,
    0.5432096719741821,
    0.655870258808136,
    0.5479451417922974,
    0.283950537443161,
    0.49999988079071045,
    0.6161136031150818,
    0.7499998211860657,
    0.6632122993469238,
    0.20382159948349,
    0.6989246010780334,
    0.5882351994514465,
    0.6349205374717712,
    0.5760868191719055,
    0.7547168731689453,
    0.5970147848129272,
    0.5360823273658752,
    0.3657141625881195,
    0.28571420907974243,
    0.24137921631336212,
    0.33112576603889465,
    0.4084506034851074,
    0.8064514398574829,
    0.6779659986495972,
    0.5882351994514465,
    0.40298497676849365,
    0.24418595433235168,
    0.3783782720565796,
    0.3217390477657318,
    0.6031744480133057,
    0.7471262216567993,
    0.38356155157089233,
    0.41346144676208496,
    0.4951455295085907,
    0.20779214799404144,
    0.4916200041770935,
    0.6790696382522583,
    0.3999999165534973,
    0.46231144666671753,
    0.5863873362541199,
    0.5507245063781738,
    0.6046510338783264,
    0.4096384346485138,
    0.46564874053001404,
    0.6074764728546143,
    0.6138612627983093,
    0.39999985694885254,
    0.2810809910297394,
    0.7624307870864868,
    0.5975608825683594,
    0.3678159713745117,
    0.4042552411556244,
    0.24120594561100006,
    0.5820105075836182
   ],
   "time": 10.299754907377064,
   "param": null
  },
  {
   "epoch": 121,
   "train_loss": 0.6854585409164429,
   "val_loss": 2.193751335144043,
   "acc": 51.85,
   "f1": [
    0.7738691568374634,
    0.666666567325592,
    0.31535258889198303,
    0.2526314854621887,
    0.2938387989997864,
    0.497175008058548,
    0.4538460373878479,
    0.5022025108337402,
    0.6790696382522583,
    0.6310158967971802,
    0.32584258913993835,
    0.31999990344047546,
    0.603351891040802,
    0.49999988079071045,
    0.4095236659049988,
    0.44221094250679016,
    0.5649716258049011,
    0.6729856729507446,
    0.4174756109714508,
    0.39195966720581055,
    0.798029363155365,
    0.6168223023414612,
    0.5360823273658752,
    0.6915886998176575,
    0.7403844594955444,
    0.46242761611938477,
    0.4799998998641968,
    0.34389129281044006,
    0.649484395980835,
    0.5263156890869141,
    0.5297296643257141,
    0.5268816351890564,
    0.5347592234611511,
    0.5057469606399536,
    0.47572803497314453,
    0.2138364166021347,
    0.46829259395599365,
    0.3473052978515625,
    0.413043349981308,
    0.7452828288078308,
    0.44776105880737305,
    0.7539265155792236,
    0.41245123744010925,
    0.4835163354873657,
    0.2790696918964386,
    0.3786981403827667,
    0.22988496720790863,
    0.5767440795898438,
    0.7411166429519653,
    0.6535431742668152,
    0.24669595062732697,
    0.486274391412735,
    0.5840706825256348,
    0.6859502196311951,
    0.6276593804359436,
    0.24539868533611298,
    0.6865670084953308,
    0.5583755373954773,
    0.6886791586875916,
    0.5482232570648193,
    0.7499998211860657,
    0.6354165077209473,
    0.5267855525016785,
    0.44444432854652405,
    0.3285022974014282,
    0.28402355313301086,
    0.3186812400817871,
    0.4382021129131317,
    0.8056870102882385,
    0.6995072364807129,
    0.5291478633880615,
    0.6564101576805115,
    0.2117646485567093,
    0.4018690288066864,
    0.3232322335243225,
    0.6984125375747681,
    0.7628865242004395,
    0.3431951701641083,
    0.4425530731678009,
    0.6086955666542053,
    0.2569831311702728,
    0.5595853924751282,
    0.7614211440086365,
    0.4343433380126953,
    0.4916200041770935,
    0.6354165077209473,
    0.5929647088050842,
    0.684491753578186,
    0.5027320981025696,
    0.5339365601539612,
    0.5916665196418762,
    0.6372547745704651,
    0.378109335899353,
    0.3231440484523773,
    0.7978722453117371,
    0.6666665077209473,
    0.4487804174423218,
    0.5350316762924194,
    0.2613064646720886,
    0.6399998664855957
   ],
   "time": 10.362876600585878,
   "param": null
  },
  {
   "epoch": 122,
   "train_loss": 0.6986623406410217,
   "val_loss": 2.1835834980010986,
   "acc": 50.04,
   "f1": [
    0.7799997925758362,
    0.6288658380508423,
    0.3228698670864105,
    0.3295453190803528,
    0.3068782389163971,
    0.5298506021499634,
    0.5365852117538452,
    0.46938762068748474,
    0.6454544067382812,
    0.538461446762085,
    0.35714277625083923,
    0.2580644488334656,
    0.5645932555198669,
    0.4454975128173828,
    0.4257424473762512,
    0.41884803771972656,
    0.48484838008880615,
    0.6899562478065491,
    0.4299998879432678,
    0.38974347710609436,
    0.7572813630104065,
    0.6399998664855957,
    0.49999988079071045,
    0.442857027053833,
    0.6976743340492249,
    0.41176459193229675,
    0.5492226481437683,
    0.4043714702129364,
    0.6169153451919556,
    0.4295300841331482,
    0.5306121110916138,
    0.44808733463287354,
    0.48387083411216736,
    0.4250870645046234,
    0.4914284646511078,
    0.2574256360530853,
    0.4242422878742218,
    0.34920626878738403,
    0.36514514684677124,
    0.7093595266342163,
    0.4705880880355835,
    0.7499999403953552,
    0.45859864354133606,
    0.5071768760681152,
    0.31730762124061584,
    0.39106133580207825,
    0.280373752117157,
    0.558139443397522,
    0.7624307870864868,
    0.543352484703064,
    0.3084111213684082,
    0.47120407223701477,
    0.5728154182434082,
    0.7074234485626221,
    0.6349205374717712,
    0.23280414938926697,
    0.7011492848396301,
    0.5934064984321594,
    0.6363635063171387,
    0.5462961196899414,
    0.7395831346511841,
    0.6424869298934937,
    0.5904760956764221,
    0.48447185754776,
    0.25730982422828674,
    0.24999991059303284,
    0.35443025827407837,
    0.43850257992744446,
    0.7739128470420837,
    0.5786800384521484,
    0.5296802520751953,
    0.6666665077209473,
    0.20571422576904297,
    0.38888880610466003,
    0.3037973642349243,
    0.6853931546211243,
    0.6470586657524109,
    0.36842095851898193,
    0.4411763548851013,
    0.5149698853492737,
    0.3314915895462036,
    0.4232081174850464,
    0.7676765322685242,
    0.4666665494441986,
    0.4096384644508362,
    0.552941083908081,
    0.5555554628372192,
    0.5497629642486572,
    0.46739116311073303,
    0.5247523188591003,
    0.5491801500320435,
    0.6054052114486694,
    0.40217384696006775,
    0.3846152722835541,
    0.6279862523078918,
    0.587155818939209,
    0.3855420649051666,
    0.5142855644226074,
    0.22317588329315186,
    0.5779815316200256
   ],
   "time": 10.485804790630937,
   "param": null
  },
  {
   "epoch": 123,
   "train_loss": 0.7633414268493652,
   "val_loss": 2.4300291538238525,
   "acc": 49.42,
   "f1": [
    0.7653059959411621,
    0.6095237135887146,
    0.3139533996582031,
    0.31279608607292175,
    0.3444443643093109,
    0.44680842757225037,
    0.5684208869934082,
    0.5321099162101746,
    0.6999998688697815,
    0.6435642242431641,
    0.3578946590423584,
    0.32820504903793335,
    0.4356435239315033,
    0.45599988102912903,
    0.4221104085445404,
    0.39655160903930664,
    0.5411763787269592,
    0.5977010130882263,
    0.44444432854652405,
    0.3467741012573242,
    0.6225679516792297,
    0.6171427369117737,
    0.47916653752326965,
    0.5730335712432861,
    0.6956520080566406,
    0.3700786530971527,
    0.4579438269138336,
    0.3285713195800781,
    0.5952380299568176,
    0.4481326937675476,
    0.4946235418319702,
    0.3939392864704132,
    0.53987717628479,
    0.43542423844337463,
    0.4574466943740845,
    0.2404370754957199,
    0.4622640609741211,
    0.3346938192844391,
    0.31944435834884644,
    0.704761803150177,
    0.4413144290447235,
    0.696517288684845,
    0.4023667275905609,
    0.5202310085296631,
    0.30857133865356445,
    0.35359105467796326,
    0.3111110329627991,
    0.5454543828964233,
    0.7303369045257568,
    0.5964910984039307,
    0.25675666332244873,
    0.42051267623901367,
    0.6206895112991333,
    0.6942147016525269,
    0.6315788626670837,
    0.2603549063205719,
    0.7030301690101624,
    0.5680471658706665,
    0.6129031181335449,
    0.5999998450279236,
    0.6727271676063538,
    0.6054052114486694,
    0.5358850359916687,
    0.4745761454105377,
    0.30232545733451843,
    0.262857049703598,
    0.3957218527793884,
    0.43428558111190796,
    0.7641507983207703,
    0.6725662350654602,
    0.48684197664260864,
    0.5207098722457886,
    0.12676051259040833,
    0.36046499013900757,
    0.29752060770988464,
    0.6966290473937988,
    0.6799998879432678,
    0.3411763310432434,
    0.4276728630065918,
    0.521008312702179,
    0.3592813014984131,
    0.42857134342193604,
    0.7319586277008057,
    0.447368323802948,
    0.3626372814178467,
    0.6145831942558289,
    0.5543476939201355,
    0.5703123807907104,
    0.43881845474243164,
    0.5064376592636108,
    0.6019416451454163,
    0.6198828816413879,
    0.4174756109714508,
    0.2824857831001282,
    0.674329400062561,
    0.5882351398468018,
    0.48484838008880615,
    0.49729716777801514,
    0.22222216427326202,
    0.6195651292800903
   ],
   "time": 10.560071458108723,
   "param": null
  },
  {
   "epoch": 124,
   "train_loss": 0.7639264464378357,
   "val_loss": 2.1284546852111816,
   "acc": 51.78,
   "f1": [
    0.7135677337646484,
    0.6224488615989685,
    0.28742504119873047,
    0.3272726535797119,
    0.3129250705242157,
    0.5198236703872681,
    0.5487803816795349,
    0.5483869910240173,
    0.7111109495162964,
    0.5991901755332947,
    0.2193547636270523,
    0.2954544425010681,
    0.5573769211769104,
    0.4369746744632721,
    0.3966940939426422,
    0.5108694434165955,
    0.5583332777023315,
    0.6507935523986816,
    0.48387083411216736,
    0.42708319425582886,
    0.6916664838790894,
    0.669999897480011,
    0.47321414947509766,
    0.5165561437606812,
    0.702702522277832,
    0.3793102204799652,
    0.4918031394481659,
    0.31818172335624695,
    0.59227454662323,
    0.4950493574142456,
    0.4816325008869171,
    0.494381844997406,
    0.5714284181594849,
    0.43523305654525757,
    0.4622220993041992,
    0.2694299519062042,
    0.48913031816482544,
    0.41568616032600403,
    0.44670039415359497,
    0.6899998784065247,
    0.45535701513290405,
    0.7004607319831848,
    0.4910178482532501,
    0.5810053944587708,
    0.3703702688217163,
    0.31746023893356323,
    0.251428484916687,
    0.596638560295105,
    0.7570091485977173,
    0.5842695236206055,
    0.31914883852005005,
    0.419999897480011,
    0.5595853924751282,
    0.7112969160079956,
    0.6203702688217163,
    0.23684203624725342,
    0.6889951229095459,
    0.5572138428688049,
    0.6019416451454163,
    0.6288658380508423,
    0.7609753608703613,
    0.5683058500289917,
    0.5714284777641296,
    0.5032256245613098,
    0.33548372983932495,
    0.2727271318435669,
    0.3853210210800171,
    0.41610726714134216,
    0.8118810057640076,
    0.6666665077209473,
    0.543859601020813,
    0.666666567325592,
    0.23076915740966797,
    0.3999999165534973,
    0.36871495842933655,
    0.7499999403953552,
    0.7699998021125793,
    0.3936169147491455,
    0.4239630401134491,
    0.5641024112701416,
    0.3583814203739166,
    0.4896264970302582,
    0.7487682700157166,
    0.41935470700263977,
    0.41666656732559204,
    0.6021503806114197,
    0.5662099123001099,
    0.6238530874252319,
    0.49999988079071045,
    0.5863873362541199,
    0.6043955087661743,
    0.619999885559082,
    0.3775099515914917,
    0.31638407707214355,
    0.7735847234725952,
    0.6411482095718384,
    0.4685713052749634,
    0.4950493574142456,
    0.2893615961074829,
    0.5897434949874878
   ],
   "time": 10.382915491238236,
   "param": null
  },
  {
   "epoch": 125,
   "train_loss": 0.8565133213996887,
   "val_loss": 2.071239471435547,
   "acc": 52.87,
   "f1": [
    0.7487682700157166,
    0.6027396321296692,
    0.32989683747291565,
    0.33121007680892944,
    0.29585790634155273,
    0.5599998831748962,
    0.5050503611564636,
    0.5098037719726562,
    0.6704543232917786,
    0.6737966537475586,
    0.40677958726882935,
    0.34615373611450195,
    0.603351891040802,
    0.43749991059303284,
    0.41935470700263977,
    0.5773194432258606,
    0.6338796615600586,
    0.7136148810386658,
    0.47190994024276733,
    0.3999998867511749,
    0.7748689651489258,
    0.6046510338783264,
    0.5113635063171387,
    0.649484395980835,
    0.7655500173568726,
    0.44444429874420166,
    0.4630540609359741,
    0.3868311941623688,
    0.6274508833885193,
    0.5380709171295166,
    0.49999988079071045,
    0.5638296604156494,
    0.5339365601539612,
    0.47674402594566345,
    0.48760321736335754,
    0.3024389147758484,
    0.4615383446216583,
    0.4405285120010376,
    0.46999987959861755,
    0.760416567325592,
    0.47004595398902893,
    0.7142855525016785,
    0.42580634355545044,
    0.5174128413200378,
    0.3384614586830139,
    0.445652037858963,
    0.35121941566467285,
    0.6210044622421265,
    0.7354258298873901,
    0.6735749840736389,
    0.3049326539039612,
    0.5482232570648193,
    0.5666665434837341,
    0.689655065536499,
    0.6502462029457092,
    0.21505369246006012,
    0.7150257229804993,
    0.5937498807907104,
    0.6862744092941284,
    0.5435895919799805,
    0.7512193918228149,
    0.6610168218612671,
    0.525345504283905,
    0.4777776598930359,
    0.35064926743507385,
    0.2526314854621887,
    0.3409090042114258,
    0.40251561999320984,
    0.826666533946991,
    0.6818180680274963,
    0.5418717861175537,
    0.6507176160812378,
    0.24509796500205994,
    0.3999999165534973,
    0.32558128237724304,
    0.706976592540741,
    0.7846888303756714,
    0.3803679943084717,
    0.4292236268520355,
    0.5435895919799805,
    0.35416656732559204,
    0.5373133420944214,
    0.7076921463012695,
    0.4162435233592987,
    0.4307691156864166,
    0.6467660069465637,
    0.5583755373954773,
    0.6368157267570496,
    0.47674402594566345,
    0.47368407249450684,
    0.5691698789596558,
    0.5857739448547363,
    0.46082934737205505,
    0.33755266666412354,
    0.8144328594207764,
    0.6228069067001343,
    0.4678361415863037,
    0.5027931928634644,
    0.2295081466436386,
    0.5963301062583923
   ],
   "time": 10.444157468155026,
   "param": null
  },
  {
   "epoch": 126,
   "train_loss": 0.7114350199699402,
   "val_loss": 2.1161227226257324,
   "acc": 51.54,
   "f1": [
    0.7684208750724792,
    0.631578803062439,
    0.3370785713195801,
    0.28260859847068787,
    0.345177561044693,
    0.5056177973747253,
    0.49795907735824585,
    0.5381165146827698,
    0.6595743298530579,
    0.6354165077209473,
    0.42168664932250977,
    0.33962252736091614,
    0.5911328792572021,
    0.4186045527458191,
    0.41666656732559204,
    0.4502163529396057,
    0.6227543354034424,
    0.6915886998176575,
    0.42857131361961365,
    0.4081631302833557,
    0.7699998021125793,
    0.6051281094551086,
    0.47747737169265747,
    0.6666665077209473,
    0.7802196741104126,
    0.4090908467769623,
    0.46491214632987976,
    0.38541653752326965,
    0.6927372813224792,
    0.5157893896102905,
    0.4808742105960846,
    0.5680471658706665,
    0.5743588209152222,
    0.4232803285121918,
    0.4549354910850525,
    0.26881712675094604,
    0.46153831481933594,
    0.4210525155067444,
    0.37696322798728943,
    0.7619045972824097,
    0.4516127407550812,
    0.6919430494308472,
    0.43781083822250366,
    0.47540971636772156,
    0.331707239151001,
    0.4186045527458191,
    0.2891565263271332,
    0.6082947254180908,
    0.6854459643363953,
    0.6877826452255249,
    0.28723397850990295,
    0.45320188999176025,
    0.6073297262191772,
    0.7298576831817627,
    0.6694913506507874,
    0.26315778493881226,
    0.7096772789955139,
    0.5979380011558533,
    0.5929647088050842,
    0.5714284181594849,
    0.7572813630104065,
    0.559139609336853,
    0.5276594758033752,
    0.41666656732559204,
    0.3478260338306427,
    0.2812499403953552,
    0.3286384046077728,
    0.4491977095603943,
    0.8108106255531311,
    0.6989246010780334,
    0.5240640044212341,
    0.6448085904121399,
    0.20809243619441986,
    0.41711217164993286,
    0.239999920129776,
    0.6834169626235962,
    0.7608693838119507,
    0.4489794969558716,
    0.389104962348938,
    0.5281383991241455,
    0.34615373611450195,
    0.522222101688385,
    0.6554619669914246,
    0.43921560049057007,
    0.42051267623901367,
    0.6037734746932983,
    0.535519003868103,
    0.6282721161842346,
    0.4999999403953552,
    0.5147057771682739,
    0.6082947254180908,
    0.5978259444236755,
    0.39153432846069336,
    0.3398057222366333,
    0.8229165077209473,
    0.5851062536239624,
    0.4615383744239807,
    0.5185183882713318,
    0.2830187678337097,
    0.6010927557945251
   ],
   "time": 10.064005876891315,
   "param": null
  },
  {
   "epoch": 127,
   "train_loss": 0.7758931517601013,
   "val_loss": 2.3156580924987793,
   "acc": 51.12,
   "f1": [
    0.7247704863548279,
    0.5119998455047607,
    0.26666656136512756,
    0.2514968812465668,
    0.28571417927742004,
    0.5520360469818115,
    0.4912279546260834,
    0.48623839020729065,
    0.7262568473815918,
    0.6105261445045471,
    0.2816900610923767,
    0.3118278682231903,
    0.5411763787269592,
    0.4324323236942291,
    0.45871543884277344,
    0.4322032928466797,
    0.5810053944587708,
    0.6769229769706726,
    0.43027880787849426,
    0.4516127407550812,
    0.7314813137054443,
    0.5584414005279541,
    0.5050503611564636,
    0.5974024534225464,
    0.7196259498596191,
    0.3942306339740753,
    0.4401543438434601,
    0.3483870029449463,
    0.6813185214996338,
    0.5454543828964233,
    0.5384613871574402,
    0.527607262134552,
    0.4950493574142456,
    0.4824119210243225,
    0.46636757254600525,
    0.2193547636270523,
    0.42735034227371216,
    0.45197728276252747,
    0.4046241343021393,
    0.735751211643219,
    0.45405393838882446,
    0.7499998807907104,
    0.4059404730796814,
    0.4795917272567749,
    0.3032785952091217,
    0.30578503012657166,
    0.24358965456485748,
    0.5416665077209473,
    0.7184464335441589,
    0.6890754699707031,
    0.29059821367263794,
    0.45226117968559265,
    0.6146787405014038,
    0.6327271461486816,
    0.5496181845664978,
    0.24999992549419403,
    0.7199998497962952,
    0.6021503806114197,
    0.6567163467407227,
    0.5714284181594849,
    0.7685183882713318,
    0.6632652282714844,
    0.5112106204032898,
    0.45714274048805237,
    0.3272726535797119,
    0.2636362612247467,
    0.41717782616615295,
    0.47619035840034485,
    0.8186044692993164,
    0.7099998593330383,
    0.4950493574142456,
    0.7015705108642578,
    0.22222214937210083,
    0.40740731358528137,
    0.3168315887451172,
    0.7085712552070618,
    0.776698887348175,
    0.3386242389678955,
    0.4487804174423218,
    0.5263157486915588,
    0.35483863949775696,
    0.490322470664978,
    0.7474745512008667,
    0.39682528376579285,
    0.4366810917854309,
    0.6770831346511841,
    0.528846025466919,
    0.6060605049133301,
    0.45132729411125183,
    0.5482624769210815,
    0.6048778891563416,
    0.624390184879303,
    0.37885454297065735,
    0.35675665736198425,
    0.7881771922111511,
    0.5783131122589111,
    0.4491977095603943,
    0.5333331823348999,
    0.30097079277038574,
    0.6699506640434265
   ],
   "time": 9.272241605445743,
   "param": null
  },
  {
   "epoch": 128,
   "train_loss": 0.6503677368164062,
   "val_loss": 2.270388126373291,
   "acc": 51.39,
   "f1": [
    0.7512193918228149,
    0.5769229531288147,
    0.3408070504665375,
    0.24657529592514038,
    0.33333322405815125,
    0.5546217560768127,
    0.4886876940727234,
    0.45360812544822693,
    0.7314283847808838,
    0.619246780872345,
    0.291139155626297,
    0.29864245653152466,
    0.5445543527603149,
    0.3982299864292145,
    0.43438899517059326,
    0.4573989808559418,
    0.5821594595909119,
    0.6831682324409485,
    0.43333321809768677,
    0.38674020767211914,
    0.7174886465072632,
    0.5868262648582458,
    0.4792625606060028,
    0.6516852378845215,
    0.760416567325592,
    0.38578668236732483,
    0.47826072573661804,
    0.3793102502822876,
    0.6448596715927124,
    0.5365853309631348,
    0.47619032859802246,
    0.48314592242240906,
    0.5232557058334351,
    0.4634144902229309,
    0.4014336168766022,
    0.23225797712802887,
    0.4413144290447235,
    0.4149376451969147,
    0.36649200320243835,
    0.7156862020492554,
    0.474226713180542,
    0.7513225674629211,
    0.4324323236942291,
    0.5399999022483826,
    0.2882882058620453,
    0.345177561044693,
    0.24034328758716583,
    0.6431716680526733,
    0.7307690382003784,
    0.6783624887466431,
    0.3157894015312195,
    0.4598929286003113,
    0.6057690978050232,
    0.6490564346313477,
    0.6532661318778992,
    0.2514968812465668,
    0.6999998688697815,
    0.5142855644226074,
    0.59227454662323,
    0.5957446098327637,
    0.7340423464775085,
    0.5999999046325684,
    0.5373133420944214,
    0.44303786754608154,
    0.24999992549419403,
    0.25301194190979004,
    0.3923443853855133,
    0.48076915740966797,
    0.8309177160263062,
    0.6964284181594849,
    0.5999999046325684,
    0.6727271676063538,
    0.18749994039535522,
    0.4306218922138214,
    0.3738316595554352,
    0.7142854928970337,
    0.7636361122131348,
    0.4598929286003113,
    0.41212108731269836,
    0.5645932555198669,
    0.3152172863483429,
    0.4845814108848572,
    0.7537687420845032,
    0.47115376591682434,
    0.36529669165611267,
    0.6091952323913574,
    0.5463413596153259,
    0.5860464572906494,
    0.4950493574142456,
    0.5291478633880615,
    0.5546217560768127,
    0.6532661318778992,
    0.3979056477546692,
    0.2954544425010681,
    0.7692306041717529,
    0.5754715800285339,
    0.5061726570129395,
    0.4827585518360138,
    0.2564101815223694,
    0.642857015132904
   ],
   "time": 9.52622287068516,
   "param": null
  },
  {
   "epoch": 129,
   "train_loss": 0.7173142433166504,
   "val_loss": 2.073387384414673,
   "acc": 51.85,
   "f1": [
    0.7835050225257874,
    0.5948716402053833,
    0.33035704493522644,
    0.3209875524044037,
    0.33492809534072876,
    0.5641024708747864,
    0.4792625606060028,
    0.47747737169265747,
    0.7340423464775085,
    0.6388887763023376,
    0.4145076870918274,
    0.236453115940094,
    0.5412842631340027,
    0.436893105506897,
    0.4269661605358124,
    0.45263150334358215,
    0.5963301062583923,
    0.653658390045166,
    0.4352940320968628,
    0.4417177140712738,
    0.7272725701332092,
    0.5929647088050842,
    0.5384615063667297,
    0.6806281208992004,
    0.7272725701332092,
    0.4302324652671814,
    0.4972374439239502,
    0.2909089922904968,
    0.5607475638389587,
    0.5319147706031799,
    0.48535552620887756,
    0.5108694434165955,
    0.47619032859802246,
    0.5153372287750244,
    0.46413490176200867,
    0.2288556545972824,
    0.4585364758968353,
    0.36792439222335815,
    0.37623751163482666,
    0.7346937656402588,
    0.47619038820266724,
    0.7807484865188599,
    0.45454537868499756,
    0.539215624332428,
    0.35955044627189636,
    0.4069766402244568,
    0.2976743280887604,
    0.6027396321296692,
    0.775119423866272,
    0.6775954961776733,
    0.25730982422828674,
    0.4666665494441986,
    0.5779815316200256,
    0.7217390537261963,
    0.6499998569488525,
    0.2333332598209381,
    0.679245114326477,
    0.5781989693641663,
    0.666666567325592,
    0.602040708065033,
    0.8095236420631409,
    0.6391751170158386,
    0.5786800384521484,
    0.48275846242904663,
    0.23655906319618225,
    0.3157893717288971,
    0.38738730549812317,
    0.4293783903121948,
    0.8095236420631409,
    0.6582277417182922,
    0.5978259444236755,
    0.6999998688697815,
    0.1836734265089035,
    0.3803679943084717,
    0.3195265531539917,
    0.6540283560752869,
    0.7142855525016785,
    0.35955044627189636,
    0.46009382605552673,
    0.5454544425010681,
    0.3478260338306427,
    0.5198236703872681,
    0.7142855525016785,
    0.47513800859451294,
    0.4108106791973114,
    0.6274508833885193,
    0.5410627126693726,
    0.6167399883270264,
    0.44230756163597107,
    0.5213673710823059,
    0.5321887135505676,
    0.5953487157821655,
    0.4410255253314972,
    0.4036695957183838,
    0.7290639281272888,
    0.5333331823348999,
    0.45121943950653076,
    0.5326085686683655,
    0.2148759663105011,
    0.6519335508346558
   ],
   "time": 9.863991873338819,
   "param": null
  },
  {
   "epoch": 130,
   "train_loss": 0.5513224601745605,
   "val_loss": 2.201495409011841,
   "acc": 51.91,
   "f1": [
    0.7794870138168335,
    0.6497460603713989,
    0.3510637581348419,
    0.23129244148731232,
    0.2793295085430145,
    0.5273630023002625,
    0.5701355934143066,
    0.521008312702179,
    0.6926827430725098,
    0.631578803062439,
    0.3670884966850281,
    0.33333325386047363,
    0.5482232570648193,
    0.4402514398097992,
    0.4519229531288147,
    0.4417177140712738,
    0.5876287817955017,
    0.6761903762817383,
    0.3964756429195404,
    0.40659332275390625,
    0.7979796528816223,
    0.6413041353225708,
    0.46376803517341614,
    0.6161615252494812,
    0.7263681292533875,
    0.39215680956840515,
    0.4615383744239807,
    0.31999990344047546,
    0.6597937345504761,
    0.49999988079071045,
    0.5128204226493835,
    0.5568180084228516,
    0.5128204226493835,
    0.44194743037223816,
    0.49214646220207214,
    0.33333322405815125,
    0.4615383446216583,
    0.38888880610466003,
    0.3619908392429352,
    0.6936934590339661,
    0.49999988079071045,
    0.6923075318336487,
    0.41840997338294983,
    0.5527637004852295,
    0.3253587782382965,
    0.38144323229789734,
    0.32989683747291565,
    0.5526314973831177,
    0.7219511270523071,
    0.7346937656402588,
    0.2948717176914215,
    0.4770641028881073,
    0.5981307029724121,
    0.718893826007843,
    0.6210044622421265,
    0.21111102402210236,
    0.6703295111656189,
    0.6390531063079834,
    0.6550217270851135,
    0.6071426868438721,
    0.7652173042297363,
    0.6699506640434265,
    0.5599998831748962,
    0.45714277029037476,
    0.3157894015312195,
    0.2976743280887604,
    0.3022221326828003,
    0.4607841968536377,
    0.8487803936004639,
    0.7307690382003784,
    0.5350876450538635,
    0.688171923160553,
    0.19047611951828003,
    0.3981899321079254,
    0.28915655612945557,
    0.6896550059318542,
    0.7959181666374207,
    0.35359105467796326,
    0.4699452221393585,
    0.49999988079071045,
    0.31034475564956665,
    0.4841269254684448,
    0.7230044603347778,
    0.48205116391181946,
    0.4550263583660126,
    0.6363635063171387,
    0.5837836861610413,
    0.6344084739685059,
    0.46445485949516296,
    0.5110130310058594,
    0.62135910987854,
    0.620320737361908,
    0.44559577107429504,
    0.29885047674179077,
    0.7671231031417847,
    0.5270268321037292,
    0.4621847867965698,
    0.502923846244812,
    0.22784802317619324,
    0.6122447848320007
   ],
   "time": 9.354433478787541,
   "param": null
  },
  {
   "epoch": 131,
   "train_loss": 0.6718206405639648,
   "val_loss": 2.380490303039551,
   "acc": 51.47,
   "f1": [
    0.7525771856307983,
    0.6267279982566833,
    0.3627450466156006,
    0.23170723021030426,
    0.27777770161628723,
    0.5649716258049011,
    0.49350637197494507,
    0.466666579246521,
    0.6999998688697815,
    0.613065242767334,
    0.3976607024669647,
    0.32748526334762573,
    0.509316623210907,
    0.4632767140865326,
    0.3806227445602417,
    0.4699452221393585,
    0.5714284777641296,
    0.6526314616203308,
    0.38914018869400024,
    0.36956506967544556,
    0.8082899451255798,
    0.6146787405014038,
    0.47963786125183105,
    0.6437767148017883,
    0.8041235208511353,
    0.42352932691574097,
    0.4319247901439667,
    0.3979056477546692,
    0.6249998807907104,
    0.5368419289588928,
    0.474226713180542,
    0.4939757287502289,
    0.48760321736335754,
    0.5230767726898193,
    0.5550238490104675,
    0.2470587193965912,
    0.45283007621765137,
    0.45238080620765686,
    0.33333322405815125,
    0.6532256603240967,
    0.44776105880737305,
    0.7317072153091431,
    0.4324323236942291,
    0.5373133420944214,
    0.3179486393928528,
    0.4299998879432678,
    0.2901553809642792,
    0.5416665077209473,
    0.7474745512008667,
    0.541935384273529,
    0.3318776488304138,
    0.4069766402244568,
    0.5865383148193359,
    0.7149757146835327,
    0.5938863754272461,
    0.26190465688705444,
    0.6859902143478394,
    0.5876287817955017,
    0.6435642242431641,
    0.5999999046325684,
    0.7614211440086365,
    0.6231154203414917,
    0.48076915740966797,
    0.4416665732860565,
    0.2933332622051239,
    0.2592591345310211,
    0.35955044627189636,
    0.4453440308570862,
    0.7419353723526001,
    0.6538460850715637,
    0.5248867273330688,
    0.633333146572113,
    0.20909084379673004,
    0.40641695261001587,
    0.3101603388786316,
    0.7311826348304749,
    0.7088606357574463,
    0.3976607024669647,
    0.40659332275390625,
    0.5161288380622864,
    0.31325289607048035,
    0.5168538093566895,
    0.7035174369812012,
    0.4489794969558716,
    0.48484838008880615,
    0.6432158946990967,
    0.561576247215271,
    0.6408838629722595,
    0.5111110210418701,
    0.5499998927116394,
    0.5739909410476685,
    0.6767675280570984,
    0.38392844796180725,
    0.37185919284820557,
    0.8062825202941895,
    0.6517856121063232,
    0.4769873321056366,
    0.4999998211860657,
    0.2816900908946991,
    0.622641384601593
   ],
   "time": 9.735935958102345,
   "param": null
  },
  {
   "epoch": 132,
   "train_loss": 0.7299195528030396,
   "val_loss": 2.2107224464416504,
   "acc": 52.68,
   "f1": [
    0.7794870138168335,
    0.6106193661689758,
    0.4036695957183838,
    0.2774565517902374,
    0.3383083641529083,
    0.5990782380104065,
    0.48510628938674927,
    0.4930231273174286,
    0.685082733631134,
    0.614718496799469,
    0.4046241343021393,
    0.3184078335762024,
    0.5405403971672058,
    0.4114284813404083,
    0.387096643447876,
    0.43037962913513184,
    0.5445543527603149,
    0.7087377309799194,
    0.4140968322753906,
    0.41666656732559204,
    0.7387385964393616,
    0.6448085904121399,
    0.5333331823348999,
    0.6728971004486084,
    0.7142855525016785,
    0.3636362552642822,
    0.48167529702186584,
    0.3300969898700714,
    0.5888323187828064,
    0.5192306637763977,
    0.4864863455295563,
    0.49999988079071045,
    0.5492226481437683,
    0.4923075735569,
    0.5333331823348999,
    0.19999994337558746,
    0.5317917466163635,
    0.4410255253314972,
    0.37563440203666687,
    0.7373270392417908,
    0.4766353964805603,
    0.7290639281272888,
    0.446808397769928,
    0.49999988079071045,
    0.36082467436790466,
    0.39639630913734436,
    0.24539868533611298,
    0.5929647088050842,
    0.7319586277008057,
    0.6862744092941284,
    0.2937852144241333,
    0.45714274048805237,
    0.5955554842948914,
    0.7174886465072632,
    0.6285713315010071,
    0.26804113388061523,
    0.696078360080719,
    0.5970147848129272,
    0.6146340370178223,
    0.6305417418479919,
    0.7572813630104065,
    0.6458331942558289,
    0.5446427464485168,
    0.4158414602279663,
    0.3563217520713806,
    0.329670250415802,
    0.3885713219642639,
    0.47236168384552,
    0.8053095936775208,
    0.6636770367622375,
    0.575916051864624,
    0.7017542123794556,
    0.20858889818191528,
    0.4179103374481201,
    0.30555546283721924,
    0.7608693838119507,
    0.7722770571708679,
    0.3874344527721405,
    0.4311925768852234,
    0.5675674080848694,
    0.35675665736198425,
    0.5248867273330688,
    0.7033896446228027,
    0.4502616822719574,
    0.4245808720588684,
    0.635944664478302,
    0.5668447613716125,
    0.6145831942558289,
    0.45581385493278503,
    0.561576247215271,
    0.5882351398468018,
    0.6499998569488525,
    0.38674020767211914,
    0.3617020547389984,
    0.8324871063232422,
    0.6276593804359436,
    0.48756206035614014,
    0.517646849155426,
    0.28260859847068787,
    0.633165717124939
   ],
   "time": 10.348869014531374,
   "param": null
  },
  {
   "epoch": 133,
   "train_loss": 0.5806264877319336,
   "val_loss": 2.197700023651123,
   "acc": 51.69,
   "f1": [
    0.7830687165260315,
    0.6355138421058655,
    0.3515150547027588,
    0.2873562276363373,
    0.3594468832015991,
    0.5506072044372559,
    0.502564013004303,
    0.5414363145828247,
    0.6590906977653503,
    0.6602869629859924,
    0.34972667694091797,
    0.3301886022090912,
    0.5140561461448669,
    0.35964900255203247,
    0.46938762068748474,
    0.4454975128173828,
    0.5662099123001099,
    0.6701029539108276,
    0.4606740176677704,
    0.46391740441322327,
    0.7217390537261963,
    0.5599998831748962,
    0.5142855644226074,
    0.6097559928894043,
    0.7378638982772827,
    0.39560428261756897,
    0.4950493574142456,
    0.3421051502227783,
    0.6391751170158386,
    0.5463413596153259,
    0.4736841320991516,
    0.5368419289588928,
    0.5106381177902222,
    0.49523797631263733,
    0.4313724637031555,
    0.212290421128273,
    0.4780486822128296,
    0.3364485204219818,
    0.36649200320243835,
    0.7731956839561462,
    0.42063480615615845,
    0.6666665077209473,
    0.40277767181396484,
    0.5454543828964233,
    0.3057323694229126,
    0.43093910813331604,
    0.3540668785572052,
    0.6330273747444153,
    0.705357015132904,
    0.6564101576805115,
    0.3144652843475342,
    0.4179103374481201,
    0.5771142840385437,
    0.7020407319068909,
    0.633333146572113,
    0.18439710140228271,
    0.6857141852378845,
    0.619289219379425,
    0.56126469373703,
    0.5595853924751282,
    0.7619046568870544,
    0.6519822478294373,
    0.6081869602203369,
    0.4840763211250305,
    0.18705029785633087,
    0.2967032194137573,
    0.38271594047546387,
    0.44585973024368286,
    0.7777776122093201,
    0.6098653674125671,
    0.5979380011558533,
    0.6696831583976746,
    0.251308798789978,
    0.37373724579811096,
    0.2702701687812805,
    0.6923075318336487,
    0.7464112639427185,
    0.4083768427371979,
    0.47368407249450684,
    0.5279186367988586,
    0.327868789434433,
    0.4205606281757355,
    0.6839826703071594,
    0.47474732995033264,
    0.46363624930381775,
    0.6229507327079773,
    0.5649716258049011,
    0.575999915599823,
    0.4170211851596832,
    0.49327346682548523,
    0.5737703442573547,
    0.6515835523605347,
    0.39473670721054077,
    0.38341957330703735,
    0.7551865577697754,
    0.5963301062583923,
    0.4491977095603943,
    0.5280897617340088,
    0.2694299519062042,
    0.6363635063171387
   ],
   "time": 10.451907752081752,
   "param": null
  },
  {
   "epoch": 134,
   "train_loss": 0.7135408520698547,
   "val_loss": 2.255406141281128,
   "acc": 52.33,
   "f1": [
    0.7444443106651306,
    0.6136362552642822,
    0.321428507566452,
    0.25675666332244873,
    0.3286384046077728,
    0.613756537437439,
    0.48333320021629333,
    0.5511109828948975,
    0.6598983407020569,
    0.685082733631134,
    0.35582810640335083,
    0.3710406422615051,
    0.6009851098060608,
    0.4656083285808563,
    0.40358731150627136,
    0.4022987186908722,
    0.5326631665229797,
    0.7064675688743591,
    0.45918354392051697,
    0.3975902497768402,
    0.7942582368850708,
    0.6598983407020569,
    0.539215624332428,
    0.6214687824249268,
    0.7524750828742981,
    0.4949493706226349,
    0.4973543584346771,
    0.2983870208263397,
    0.6735749840736389,
    0.5621620416641235,
    0.5201792120933533,
    0.5502644181251526,
    0.5572138428688049,
    0.4787232577800751,
    0.45128190517425537,
    0.21118006110191345,
    0.4852069914340973,
    0.3999999165534973,
    0.37301579117774963,
    0.6839826703071594,
    0.4631577730178833,
    0.7058822512626648,
    0.43049317598342896,
    0.49549540877342224,
    0.2699999213218689,
    0.43850257992744446,
    0.2887699604034424,
    0.5425099730491638,
    0.7255812287330627,
    0.6554619669914246,
    0.3157893717288971,
    0.5065500736236572,
    0.5714284777641296,
    0.7368419766426086,
    0.602040708065033,
    0.2470587193965912,
    0.6734693050384521,
    0.6321242451667786,
    0.6703295111656189,
    0.5476189851760864,
    0.7387385964393616,
    0.623255729675293,
    0.5248867273330688,
    0.46534639596939087,
    0.23529404401779175,
    0.3555554449558258,
    0.38502663373947144,
    0.4835163354873657,
    0.7892374992370605,
    0.7450978755950928,
    0.5714284181594849,
    0.5818180441856384,
    0.27118635177612305,
    0.40975597500801086,
    0.3121950626373291,
    0.7053138613700867,
    0.7835050225257874,
    0.3374998867511749,
    0.4259258210659027,
    0.520408034324646,
    0.324607253074646,
    0.511415421962738,
    0.6535431742668152,
    0.48039206862449646,
    0.49729716777801514,
    0.6772485375404358,
    0.5803107619285583,
    0.6865670084953308,
    0.45226117968559265,
    0.5749999284744263,
    0.5844747424125671,
    0.5913977026939392,
    0.4191615581512451,
    0.3364485204219818,
    0.8020831942558289,
    0.6044443249702454,
    0.4177214205265045,
    0.43636354804039,
    0.23809516429901123,
    0.6132074594497681
   ],
   "time": 10.722366319969296,
   "param": null
  },
  {
   "epoch": 135,
   "train_loss": 0.5084101557731628,
   "val_loss": 2.20784592628479,
   "acc": 51.32,
   "f1": [
    0.7932959794998169,
    0.6010361909866333,
    0.3487178385257721,
    0.29139062762260437,
    0.3444443643093109,
    0.5619833469390869,
    0.46428558230400085,
    0.5418717861175537,
    0.6602869629859924,
    0.5727270841598511,
    0.38251355290412903,
    0.3133639991283417,
    0.5327101349830627,
    0.3879309296607971,
    0.49999988079071045,
    0.4021162986755371,
    0.5714284181594849,
    0.6204378604888916,
    0.45810040831565857,
    0.36458322405815125,
    0.6999998688697815,
    0.602040708065033,
    0.5167463421821594,
    0.5786162614822388,
    0.7142855525016785,
    0.39622631669044495,
    0.49756085872650146,
    0.3157894015312195,
    0.6344084739685059,
    0.4814813435077667,
    0.48803818225860596,
    0.5050503611564636,
    0.5421684980392456,
    0.4930231273174286,
    0.41176459193229675,
    0.2014387845993042,
    0.44705867767333984,
    0.35532984137535095,
    0.419999897480011,
    0.7216493487358093,
    0.4339621663093567,
    0.696517288684845,
    0.44210511445999146,
    0.5523808598518372,
    0.33684200048446655,
    0.3980098366737366,
    0.28571417927742004,
    0.5291478633880615,
    0.7677723169326782,
    0.6101693511009216,
    0.3861384987831116,
    0.49999988079071045,
    0.6009388566017151,
    0.7112969160079956,
    0.6242773532867432,
    0.22857137024402618,
    0.7083331942558289,
    0.6270268559455872,
    0.5498006939888,
    0.5443785786628723,
    0.7213113307952881,
    0.62135910987854,
    0.5856351852416992,
    0.4635760486125946,
    0.28358200192451477,
    0.30303022265434265,
    0.33789944648742676,
    0.44585973024368286,
    0.7761192321777344,
    0.6886791586875916,
    0.662983238697052,
    0.6923075914382935,
    0.22929932177066803,
    0.39285701513290405,
    0.3428570628166199,
    0.6907215118408203,
    0.7387385964393616,
    0.3576158285140991,
    0.4837207794189453,
    0.5742572546005249,
    0.28426387906074524,
    0.420338898897171,
    0.7668392062187195,
    0.44776105880737305,
    0.4495411515235901,
    0.6022725701332092,
    0.5714284181594849,
    0.6183573603630066,
    0.46445485949516296,
    0.479451984167099,
    0.5333333015441895,
    0.5876287817955017,
    0.3908045291900635,
    0.4041449725627899,
    0.754385769367218,
    0.633165717124939,
    0.48205116391181946,
    0.46153831481933594,
    0.25862061977386475,
    0.6399998664855957
   ],
   "time": 11.109622028656304,
   "param": null
  },
  {
   "epoch": 136,
   "train_loss": 0.6243196725845337,
   "val_loss": 2.3609559535980225,
   "acc": 51.52,
   "f1": [
    0.7632849216461182,
    0.6810809373855591,
    0.2941175401210785,
    0.3152172863483429,
    0.33333322405815125,
    0.5493561029434204,
    0.4907405972480774,
    0.5082871913909912,
    0.6853931546211243,
    0.5283018350601196,
    0.35897424817085266,
    0.3318384885787964,
    0.4817517399787903,
    0.4016735553741455,
    0.48837196826934814,
    0.4646463394165039,
    0.5327867269515991,
    0.6363635063171387,
    0.4432430863380432,
    0.4607328474521637,
    0.718893826007843,
    0.6039602756500244,
    0.5274723768234253,
    0.5955054759979248,
    0.7459457516670227,
    0.4018690288066864,
    0.49999988079071045,
    0.3421051502227783,
    0.6167399883270264,
    0.5454544425010681,
    0.4951455295085907,
    0.5483869910240173,
    0.5762709975242615,
    0.5052630305290222,
    0.4502616822719574,
    0.19428564608097076,
    0.4855490028858185,
    0.35897424817085266,
    0.40394076704978943,
    0.7675674557685852,
    0.4201679825782776,
    0.7156862020492554,
    0.4666665494441986,
    0.5555554032325745,
    0.3409090042114258,
    0.42162150144577026,
    0.30769219994544983,
    0.5771142840385437,
    0.7135677337646484,
    0.6497460603713989,
    0.2840908169746399,
    0.4799998700618744,
    0.6380951404571533,
    0.7450978755950928,
    0.6153844594955444,
    0.2673266530036926,
    0.7142855525016785,
    0.5957446098327637,
    0.5892856121063232,
    0.6161615252494812,
    0.7395831346511841,
    0.5936071872711182,
    0.5280897617340088,
    0.5212119817733765,
    0.3354036211967468,
    0.32584258913993835,
    0.3060108423233032,
    0.45348823070526123,
    0.8038275837898254,
    0.6936934590339661,
    0.5901637673377991,
    0.6812225580215454,
    0.16774186491966248,
    0.3468207120895386,
    0.32402223348617554,
    0.6976743340492249,
    0.776698887348175,
    0.358024537563324,
    0.4236452281475067,
    0.5111110210418701,
    0.2786068916320801,
    0.4148147404193878,
    0.742574155330658,
    0.46610158681869507,
    0.4519229531288147,
    0.5747125148773193,
    0.5402842164039612,
    0.5907171964645386,
    0.4799998700618744,
    0.5384615063667297,
    0.5378149747848511,
    0.6305417418479919,
    0.38862547278404236,
    0.38888880610466003,
    0.7203388214111328,
    0.6095237135887146,
    0.4947367310523987,
    0.4910178482532501,
    0.24242417514324188,
    0.5989846587181091
   ],
   "time": 10.19450783636421,
   "param": null
  },
  {
   "epoch": 137,
   "train_loss": 0.5951771140098572,
   "val_loss": 2.2540318965911865,
   "acc": 52.79,
   "f1": [
    0.7596151828765869,
    0.6635943651199341,
    0.3387977182865143,
    0.2999999225139618,
    0.327868789434433,
    0.6009388566017151,
    0.5471696853637695,
    0.548076868057251,
    0.6376810669898987,
    0.5866665840148926,
    0.42780739068984985,
    0.2842104732990265,
    0.6224488615989685,
    0.40358731150627136,
    0.45595842599868774,
    0.45360812544822693,
    0.5727270841598511,
    0.6666665077209473,
    0.4331796169281006,
    0.43601882457733154,
    0.7939696907997131,
    0.5791853666305542,
    0.5217389464378357,
    0.6354165077209473,
    0.7005074620246887,
    0.43333321809768677,
    0.49411749839782715,
    0.29268282651901245,
    0.6069650650024414,
    0.5373133420944214,
    0.5070421695709229,
    0.49019595980644226,
    0.4945053458213806,
    0.49549540877342224,
    0.446808397769928,
    0.23728805780410767,
    0.4489794969558716,
    0.42162150144577026,
    0.4434387683868408,
    0.7459457516670227,
    0.45685264468193054,
    0.7537687420845032,
    0.47826072573661804,
    0.49382704496383667,
    0.32195112109184265,
    0.3316061198711395,
    0.2871793806552887,
    0.6231154203414917,
    0.7368419766426086,
    0.6979165077209473,
    0.327868789434433,
    0.5775399804115295,
    0.6431716680526733,
    0.7203388214111328,
    0.6411482095718384,
    0.290502667427063,
    0.6880732178688049,
    0.5771142840385437,
    0.6030149459838867,
    0.5769229531288147,
    0.7684727907180786,
    0.6666665077209473,
    0.5560973882675171,
    0.4432988464832306,
    0.29702961444854736,
    0.30526304244995117,
    0.32291656732559204,
    0.4808742105960846,
    0.8181816339492798,
    0.6574072241783142,
    0.5363127589225769,
    0.6607928276062012,
    0.23255808651447296,
    0.38709667325019836,
    0.3908045291900635,
    0.7142855525016785,
    0.7729466557502747,
    0.3678159713745117,
    0.44571414589881897,
    0.5741626024246216,
    0.34972667694091797,
    0.45320188999176025,
    0.7345131635665894,
    0.467661589384079,
    0.4725273549556732,
    0.666666567325592,
    0.5741626024246216,
    0.6181817054748535,
    0.4734298884868622,
    0.5306121110916138,
    0.5714284777641296,
    0.6224488615989685,
    0.4315788447856903,
    0.3456788659095764,
    0.7850465774536133,
    0.6111109852790833,
    0.5099998712539673,
    0.4606740176677704,
    0.2443438321352005,
    0.6808508634567261
   ],
   "time": 9.827914969995618,
   "param": null
  },
  {
   "epoch": 138,
   "train_loss": 0.5861615538597107,
   "val_loss": 2.0038397312164307,
   "acc": 52.83,
   "f1": [
    0.7525771856307983,
    0.5982905030250549,
    0.3478259742259979,
    0.27173903584480286,
    0.33939382433891296,
    0.5978259444236755,
    0.5714284181594849,
    0.5607475638389587,
    0.6502462029457092,
    0.6589593291282654,
    0.37125736474990845,
    0.3693692684173584,
    0.6262625455856323,
    0.47953203320503235,
    0.3867923319339752,
    0.5024629235267639,
    0.6483515501022339,
    0.72251296043396,
    0.47715723514556885,
    0.434782475233078,
    0.796116292476654,
    0.5641024112701416,
    0.4777776598930359,
    0.6699027419090271,
    0.7437184453010559,
    0.4260353744029999,
    0.5071768760681152,
    0.2891565263271332,
    0.6918917894363403,
    0.5192306637763977,
    0.4818180501461029,
    0.47190994024276733,
    0.5268816351890564,
    0.5297296643257141,
    0.4765624403953552,
    0.2258063703775406,
    0.43902426958084106,
    0.43601882457733154,
    0.36734679341316223,
    0.7559806704521179,
    0.4545453190803528,
    0.7549017667770386,
    0.4799998700618744,
    0.5888323187828064,
    0.24358965456485748,
    0.4021162986755371,
    0.275229275226593,
    0.6244342923164368,
    0.7226889729499817,
    0.7129628658294678,
    0.31999990344047546,
    0.504761815071106,
    0.6161615252494812,
    0.7339447736740112,
    0.6432158946990967,
    0.2236841470003128,
    0.6880732178688049,
    0.5714284777641296,
    0.6599999070167542,
    0.5741626024246216,
    0.7589742541313171,
    0.6216214895248413,
    0.5152837038040161,
    0.487046480178833,
    0.3144652843475342,
    0.30999991297721863,
    0.31249991059303284,
    0.44210511445999146,
    0.8059700727462769,
    0.6399998664855957,
    0.553571343421936,
    0.6633164882659912,
    0.22988496720790863,
    0.36269423365592957,
    0.3316061198711395,
    0.7169809341430664,
    0.7812498211860657,
    0.35616427659988403,
    0.4259258210659027,
    0.539215624332428,
    0.3387977182865143,
    0.5221238136291504,
    0.7389161586761475,
    0.4519229531288147,
    0.4319247901439667,
    0.6732671856880188,
    0.579439103603363,
    0.6376810669898987,
    0.5073169469833374,
    0.542713463306427,
    0.6153844594955444,
    0.6310677528381348,
    0.42477864027023315,
    0.3350784480571747,
    0.8367345333099365,
    0.6069650650024414,
    0.4408600926399231,
    0.46956515312194824,
    0.2376236915588379,
    0.6111109852790833
   ],
   "time": 9.589398338459432,
   "param": null
  },
  {
   "epoch": 139,
   "train_loss": 0.5297531485557556,
   "val_loss": 1.9670279026031494,
   "acc": 53.55,
   "f1": [
    0.725490152835846,
    0.6735749840736389,
    0.36649200320243835,
    0.2624998986721039,
    0.24999989569187164,
    0.5862067937850952,
    0.5560973882675171,
    0.5046727657318115,
    0.6567163467407227,
    0.6808508634567261,
    0.3678159713745117,
    0.29896897077560425,
    0.6074764728546143,
    0.45161277055740356,
    0.4307691156864166,
    0.4957263767719269,
    0.5773194432258606,
    0.6826921701431274,
    0.44808733463287354,
    0.44554442167282104,
    0.7363634705543518,
    0.613756537437439,
    0.5402297377586365,
    0.6267279982566833,
    0.7609753608703613,
    0.432748407125473,
    0.4744184911251068,
    0.36871495842933655,
    0.6116504073143005,
    0.5921786427497864,
    0.5157893896102905,
    0.5142855644226074,
    0.5284972786903381,
    0.5054942965507507,
    0.4711109697818756,
    0.2727271616458893,
    0.42790690064430237,
    0.4599998891353607,
    0.40404030680656433,
    0.7624307870864868,
    0.45161277055740356,
    0.7216493487358093,
    0.5027320981025696,
    0.5339365601539612,
    0.30952370166778564,
    0.4077668786048889,
    0.29959505796432495,
    0.6082947254180908,
    0.7149757146835327,
    0.6724889278411865,
    0.33497530221939087,
    0.5172412395477295,
    0.6115701198577881,
    0.6639997959136963,
    0.6697673201560974,
    0.2674417495727539,
    0.727272629737854,
    0.5929647088050842,
    0.7076921463012695,
    0.5572138428688049,
    0.762376070022583,
    0.6473428606987,
    0.520408034324646,
    0.5388599634170532,
    0.3116881847381592,
    0.2807016372680664,
    0.4108106791973114,
    0.4432430863380432,
    0.8212559223175049,
    0.6912441253662109,
    0.5638765096664429,
    0.6666665077209473,
    0.2643677294254303,
    0.40609124302864075,
    0.34343424439430237,
    0.7461138963699341,
    0.8272249698638916,
    0.491227924823761,
    0.4537814259529114,
    0.5199998617172241,
    0.35467973351478577,
    0.4972374439239502,
    0.7037035822868347,
    0.47222211956977844,
    0.41711217164993286,
    0.6666665077209473,
    0.5925924777984619,
    0.6636770367622375,
    0.4869564175605774,
    0.5714284777641296,
    0.594594419002533,
    0.6560845375061035,
    0.4145076870918274,
    0.37735840678215027,
    0.7860260605812073,
    0.609625518321991,
    0.4918031394481659,
    0.5875704884529114,
    0.30275216698646545,
    0.6185566186904907
   ],
   "time": 10.037631439045072,
   "param": null
  },
  {
   "epoch": 140,
   "train_loss": 0.5407083034515381,
   "val_loss": 2.1767072677612305,
   "acc": 53.02,
   "f1": [
    0.7817257046699524,
    0.6170212030410767,
    0.326315701007843,
    0.3440859317779541,
    0.34599146246910095,
    0.5624998807907104,
    0.5846152901649475,
    0.49999988079071045,
    0.623255729675293,
    0.6451612114906311,
    0.4262293577194214,
    0.35071080923080444,
    0.5898616909980774,
    0.47524741291999817,
    0.4541061818599701,
    0.46829259395599365,
    0.5858584046363831,
    0.6637553572654724,
    0.44670039415359497,
    0.4198893904685974,
    0.8282826542854309,
    0.6764704585075378,
    0.48648640513420105,
    0.6111109852790833,
    0.7063828706741333,
    0.4919784665107727,
    0.5697672963142395,
    0.35714274644851685,
    0.6162160634994507,
    0.5402297377586365,
    0.5167463421821594,
    0.5027931928634644,
    0.4837207794189453,
    0.4545453190803528,
    0.4951455295085907,
    0.29906532168388367,
    0.4864863455295563,
    0.4043714702129364,
    0.3743841052055359,
    0.7079644799232483,
    0.44578301906585693,
    0.7142855525016785,
    0.487046480178833,
    0.5679011344909668,
    0.32369929552078247,
    0.34883710741996765,
    0.3428570628166199,
    0.580357015132904,
    0.7281104326248169,
    0.6631577014923096,
    0.30541861057281494,
    0.5081965923309326,
    0.6278025507926941,
    0.7264149188995361,
    0.6550217270851135,
    0.2127658873796463,
    0.6822428703308105,
    0.6666665077209473,
    0.6543776988983154,
    0.5739909410476685,
    0.7536230683326721,
    0.6601940989494324,
    0.5217390656471252,
    0.5054942965507507,
    0.32222211360931396,
    0.3111110329627991,
    0.37433144450187683,
    0.41717782616615295,
    0.8020831942558289,
    0.6700506210327148,
    0.5754715800285339,
    0.6217615604400635,
    0.21301770210266113,
    0.4086955785751343,
    0.26395928859710693,
    0.732673168182373,
    0.7444443106651306,
    0.38636353611946106,
    0.4210525453090668,
    0.559139609336853,
    0.36619704961776733,
    0.5242717266082764,
    0.7333331108093262,
    0.5240640044212341,
    0.4541061818599701,
    0.6568626165390015,
    0.5868262648582458,
    0.6567163467407227,
    0.505154550075531,
    0.5645932555198669,
    0.6432158946990967,
    0.6124400496482849,
    0.45685264468193054,
    0.31050220131874084,
    0.7596151828765869,
    0.6153845191001892,
    0.5102038979530334,
    0.5125626921653748,
    0.24050623178482056,
    0.589371919631958
   ],
   "time": 10.470350936055183,
   "param": null
  },
  {
   "epoch": 141,
   "train_loss": 0.4729043245315552,
   "val_loss": 2.107295036315918,
   "acc": 53.14,
   "f1": [
    0.7450978755950928,
    0.6597937345504761,
    0.3121386468410492,
    0.32748526334762573,
    0.3351954519748688,
    0.5853657722473145,
    0.5473682880401611,
    0.5809522867202759,
    0.7559806704521179,
    0.6442306041717529,
    0.34666651487350464,
    0.2980768382549286,
    0.6382977366447449,
    0.4923075735569,
    0.47524741291999817,
    0.4634144902229309,
    0.6060605049133301,
    0.7149757146835327,
    0.40552979707717896,
    0.43373486399650574,
    0.786729633808136,
    0.6831682324409485,
    0.5074625611305237,
    0.6461536884307861,
    0.7853401899337769,
    0.4145076870918274,
    0.5714284777641296,
    0.3369564116001129,
    0.6415093541145325,
    0.5572138428688049,
    0.48039206862449646,
    0.5197739005088806,
    0.48039206862449646,
    0.4659089744091034,
    0.4736841320991516,
    0.21999992430210114,
    0.4924621880054474,
    0.436893105506897,
    0.37398362159729004,
    0.7586205005645752,
    0.39495787024497986,
    0.7472525835037231,
    0.45454537868499756,
    0.5190838575363159,
    0.33333325386047363,
    0.4148934781551361,
    0.23529404401779175,
    0.5979380011558533,
    0.7280700206756592,
    0.7019230127334595,
    0.3384614586830139,
    0.4907405972480774,
    0.6161136031150818,
    0.6886791586875916,
    0.6378377079963684,
    0.2658226788043976,
    0.6826921701431274,
    0.5454544425010681,
    0.6473986506462097,
    0.5904760956764221,
    0.7904760241508484,
    0.56043940782547,
    0.5549736618995667,
    0.4914284646511078,
    0.31428563594818115,
    0.32142847776412964,
    0.33720916509628296,
    0.4516127407550812,
    0.7999998331069946,
    0.6499998569488525,
    0.5393257141113281,
    0.6604650020599365,
    0.2653060257434845,
    0.4222221076488495,
    0.3636362552642822,
    0.7351350784301758,
    0.7387385964393616,
    0.39560428261756897,
    0.4615383744239807,
    0.5133689045906067,
    0.3195265531539917,
    0.5631066560745239,
    0.7655500173568726,
    0.4907405972480774,
    0.41935470700263977,
    0.6560845375061035,
    0.5999998450279236,
    0.6475408673286438,
    0.5317917466163635,
    0.5610858201980591,
    0.592920184135437,
    0.6568626165390015,
    0.42857131361961365,
    0.2898550033569336,
    0.7922703623771667,
    0.6224488615989685,
    0.48484835028648376,
    0.4615383446216583,
    0.3058822751045227,
    0.5999999046325684
   ],
   "time": 11.021167474798858,
   "param": null
  },
  {
   "epoch": 142,
   "train_loss": 0.5876686573028564,
   "val_loss": 2.1325182914733887,
   "acc": 53.2,
   "f1": [
    0.7692306637763977,
    0.6391751170158386,
    0.31914883852005005,
    0.2762430012226105,
    0.33333322405815125,
    0.563535749912262,
    0.521008312702179,
    0.47154462337493896,
    0.6990289688110352,
    0.6947367191314697,
    0.35897424817085266,
    0.3367346227169037,
    0.5979380011558533,
    0.49999988079071045,
    0.4897957742214203,
    0.4951455295085907,
    0.5760868191719055,
    0.7169809341430664,
    0.4271843731403351,
    0.4338623583316803,
    0.8235292434692383,
    0.6306304931640625,
    0.49999988079071045,
    0.6229506731033325,
    0.7403313517570496,
    0.46938762068748474,
    0.5073169469833374,
    0.3440859317779541,
    0.6741572022438049,
    0.5714284777641296,
    0.5258214473724365,
    0.47619032859802246,
    0.5326631665229797,
    0.4699452221393585,
    0.4705880880355835,
    0.2727271616458893,
    0.47916653752326965,
    0.41176459193229675,
    0.3999998867511749,
    0.7513810992240906,
    0.44670039415359497,
    0.7290639281272888,
    0.413043349981308,
    0.5112780332565308,
    0.29189181327819824,
    0.3653844892978668,
    0.2928869426250458,
    0.6528496146202087,
    0.7524750828742981,
    0.6666665077209473,
    0.32989683747291565,
    0.47916653752326965,
    0.6350710391998291,
    0.7199998497962952,
    0.6504853367805481,
    0.2561575770378113,
    0.710382342338562,
    0.6041665077209473,
    0.6538460850715637,
    0.6336632370948792,
    0.7745096683502197,
    0.613756537437439,
    0.5686272978782654,
    0.4120602011680603,
    0.2869197428226471,
    0.29813653230667114,
    0.3980098366737366,
    0.44559577107429504,
    0.8252425789833069,
    0.6899998784065247,
    0.594594419002533,
    0.6842104196548462,
    0.2765956223011017,
    0.37320560216903687,
    0.3299999237060547,
    0.7562187314033508,
    0.7839194536209106,
    0.34722214937210083,
    0.43349742889404297,
    0.5437787175178528,
    0.360248327255249,
    0.5671641230583191,
    0.7488149404525757,
    0.5022420287132263,
    0.44827571511268616,
    0.6448596715927124,
    0.5533979535102844,
    0.6176469922065735,
    0.511627733707428,
    0.5533979535102844,
    0.6634145379066467,
    0.6538460850715637,
    0.4365480840206146,
    0.33502528071403503,
    0.7979272603988647,
    0.6103284358978271,
    0.5111110210418701,
    0.48913031816482544,
    0.28571417927742004,
    0.6037734746932983
   ],
   "time": 11.092071001417935,
   "param": null
  },
  {
   "epoch": 143,
   "train_loss": 0.5776984691619873,
   "val_loss": 2.0862491130828857,
   "acc": 53.16,
   "f1": [
    0.7745096683502197,
    0.6349205374717712,
    0.36458322405815125,
    0.3118278682231903,
    0.2838708758354187,
    0.5650222897529602,
    0.562211811542511,
    0.5478259921073914,
    0.7071821689605713,
    0.6603772640228271,
    0.3917524814605713,
    0.38647329807281494,
    0.5740739107131958,
    0.4413144290447235,
    0.5057469606399536,
    0.48034927248954773,
    0.5904760956764221,
    0.7106597423553467,
    0.44943806529045105,
    0.44827574491500854,
    0.7846888303756714,
    0.6532661318778992,
    0.5699998736381531,
    0.5818180441856384,
    0.742574155330658,
    0.4158414602279663,
    0.5230767726898193,
    0.2807016372680664,
    0.631578803062439,
    0.5435895919799805,
    0.49999988079071045,
    0.5119045972824097,
    0.5572138428688049,
    0.5434780716896057,
    0.4573989808559418,
    0.24390237033367157,
    0.4239630401134491,
    0.4324323236942291,
    0.3445691764354706,
    0.7783250212669373,
    0.45161277055740356,
    0.7474745512008667,
    0.5410627126693726,
    0.5062239766120911,
    0.3874344527721405,
    0.4210525155067444,
    0.3248729705810547,
    0.5688071846961975,
    0.7317072153091431,
    0.6635069251060486,
    0.33532923460006714,
    0.5140186548233032,
    0.5940592885017395,
    0.6837605237960815,
    0.6358972787857056,
    0.2815532982349396,
    0.7128711342811584,
    0.5643563270568848,
    0.6282721161842346,
    0.5684208869934082,
    0.7980766892433167,
    0.6859902143478394,
    0.548076868057251,
    0.4766353964805603,
    0.3168315887451172,
    0.2577318847179413,
    0.2923975884914398,
    0.4180789887905121,
    0.8390242457389832,
    0.6517856121063232,
    0.547485888004303,
    0.7106597423553467,
    0.24598921835422516,
    0.3976607024669647,
    0.3908045291900635,
    0.7419353127479553,
    0.7715734243392944,
    0.3707864284515381,
    0.4260353744029999,
    0.5820105075836182,
    0.35121941566467285,
    0.49107134342193604,
    0.7230044603347778,
    0.49999988079071045,
    0.4102562963962555,
    0.6268655061721802,
    0.574585497379303,
    0.6188339591026306,
    0.48076915740966797,
    0.504761815071106,
    0.6299998760223389,
    0.6564101576805115,
    0.4608694612979889,
    0.32888880372047424,
    0.796208381652832,
    0.6178008913993835,
    0.4729062616825104,
    0.5139663219451904,
    0.26666656136512756,
    0.6502462029457092
   ],
   "time": 10.61815498676151,
   "param": null
  },
  {
   "epoch": 144,
   "train_loss": 0.5006886720657349,
   "val_loss": 2.2602803707122803,
   "acc": 52.21,
   "f1": [
    0.7843136787414551,
    0.6153844594955444,
    0.34905651211738586,
    0.22360241413116455,
    0.32195112109184265,
    0.5410627126693726,
    0.5502644181251526,
    0.5158370137214661,
    0.6132074594497681,
    0.644067645072937,
    0.3352600038051605,
    0.2948717176914215,
    0.5321099162101746,
    0.4973543584346771,
    0.45128190517425537,
    0.509316623210907,
    0.5989846587181091,
    0.6868685483932495,
    0.404958575963974,
    0.37179476022720337,
    0.820512592792511,
    0.6178008913993835,
    0.5368419289588928,
    0.6923075318336487,
    0.728888750076294,
    0.4046241343021393,
    0.5049503445625305,
    0.34523800015449524,
    0.6777776479721069,
    0.5268816351890564,
    0.4837207794189453,
    0.5348835587501526,
    0.5437787175178528,
    0.5434780716896057,
    0.42647048830986023,
    0.2584269046783447,
    0.4588233530521393,
    0.45128190517425537,
    0.34615373611450195,
    0.7452828288078308,
    0.5170730352401733,
    0.6799998879432678,
    0.45714277029037476,
    0.5303866267204285,
    0.31428563594818115,
    0.3211008310317993,
    0.2962961792945862,
    0.5714284777641296,
    0.7244896292686462,
    0.635593056678772,
    0.3253587782382965,
    0.48958322405815125,
    0.6375544667243958,
    0.707547128200531,
    0.6403939127922058,
    0.2754489779472351,
    0.7005074620246887,
    0.5673075914382935,
    0.616278886795044,
    0.5743588209152222,
    0.7916665077209473,
    0.625640869140625,
    0.5575219988822937,
    0.4678361415863037,
    0.32804223895072937,
    0.29189181327819824,
    0.35023030638694763,
    0.467661589384079,
    0.7818180322647095,
    0.6899998784065247,
    0.5238093733787537,
    0.7083331942558289,
    0.21468918025493622,
    0.4190475046634674,
    0.34977567195892334,
    0.6910993456840515,
    0.6590908169746399,
    0.37768232822418213,
    0.4088887572288513,
    0.5514017343521118,
    0.32432422041893005,
    0.521008312702179,
    0.7297295928001404,
    0.46534639596939087,
    0.413043349981308,
    0.6516852378845215,
    0.5825241804122925,
    0.6599999070167542,
    0.44444432854652405,
    0.5136610269546509,
    0.6069650650024414,
    0.622641384601593,
    0.43999987840652466,
    0.30630621314048767,
    0.7839194536209106,
    0.5999998450279236,
    0.47761180996894836,
    0.5193368792533875,
    0.3168315887451172,
    0.5952380299568176
   ],
   "time": 9.94467248301953,
   "param": null
  },
  {
   "epoch": 145,
   "train_loss": 0.428097665309906,
   "val_loss": 2.1420888900756836,
   "acc": 52.7,
   "f1": [
    0.7115383744239807,
    0.623255729675293,
    0.3431951701641083,
    0.299465149641037,
    0.35714277625083923,
    0.5478259921073914,
    0.5090908408164978,
    0.46288198232650757,
    0.697435736656189,
    0.624390184879303,
    0.2838708758354187,
    0.3499998450279236,
    0.6214687824249268,
    0.45685264468193054,
    0.4463517963886261,
    0.45887434482574463,
    0.5786800384521484,
    0.7336682677268982,
    0.44642844796180725,
    0.42201822996139526,
    0.776698887348175,
    0.6178008913993835,
    0.5685278177261353,
    0.6299998760223389,
    0.7999997735023499,
    0.42857128381729126,
    0.48167529702186584,
    0.3018867075443268,
    0.6564101576805115,
    0.5083332657814026,
    0.5118482112884521,
    0.5358850359916687,
    0.5568180084228516,
    0.5142855644226074,
    0.4377681314945221,
    0.23589736223220825,
    0.5157893896102905,
    0.4699452221393585,
    0.3387977182865143,
    0.7641507983207703,
    0.4377681314945221,
    0.7263157367706299,
    0.4081631600856781,
    0.5454544425010681,
    0.3068782389163971,
    0.37125736474990845,
    0.228571355342865,
    0.6073297262191772,
    0.6861923336982727,
    0.6424869298934937,
    0.3786981403827667,
    0.5294116735458374,
    0.622641384601593,
    0.6515150666236877,
    0.6278025507926941,
    0.31284910440444946,
    0.7301585674285889,
    0.51301109790802,
    0.6407765746116638,
    0.5714284777641296,
    0.7731956839561462,
    0.6382977366447449,
    0.5462554097175598,
    0.5212119817733765,
    0.2871793806552887,
    0.29268282651901245,
    0.36144569516181946,
    0.438709557056427,
    0.8207545876502991,
    0.6610168218612671,
    0.547485888004303,
    0.6979165077209473,
    0.239999920129776,
    0.4090908467769623,
    0.36529669165611267,
    0.7009344696998596,
    0.7720928192138672,
    0.41176459193229675,
    0.46999987959861755,
    0.6108372807502747,
    0.31638407707214355,
    0.5314008593559265,
    0.6916664838790894,
    0.396624356508255,
    0.40206170082092285,
    0.6943003535270691,
    0.5700481534004211,
    0.6396394968032837,
    0.5056177973747253,
    0.520408034324646,
    0.6484017372131348,
    0.653465211391449,
    0.3594468832015991,
    0.29189181327819824,
    0.8247420191764832,
    0.6091952323913574,
    0.4947367310523987,
    0.45581385493278503,
    0.3134327530860901,
    0.5791853666305542
   ],
   "time": 11.485524201765656,
   "param": null
  },
  {
   "epoch": 146,
   "train_loss": 0.4060518741607666,
   "val_loss": 2.0831477642059326,
   "acc": 53.28,
   "f1": [
    0.760416567325592,
    0.6507176160812378,
    0.3824700117111206,
    0.3456788659095764,
    0.3529410660266876,
    0.5771142840385437,
    0.5099998712539673,
    0.5167463421821594,
    0.7236180305480957,
    0.6596857309341431,
    0.33502528071403503,
    0.3535352647304535,
    0.5779815316200256,
    0.4306218922138214,
    0.47190994024276733,
    0.4756755530834198,
    0.5786800384521484,
    0.7596151828765869,
    0.4537035822868347,
    0.4502616822719574,
    0.798029363155365,
    0.5971562266349792,
    0.542713463306427,
    0.6021503806114197,
    0.7022221088409424,
    0.42162150144577026,
    0.5026176571846008,
    0.3627450466156006,
    0.6521738171577454,
    0.5810053944587708,
    0.5136610269546509,
    0.5053762197494507,
    0.49999988079071045,
    0.5297296643257141,
    0.466666579246521,
    0.2933332324028015,
    0.4530385434627533,
    0.4299998879432678,
    0.38974347710609436,
    0.7289717793464661,
    0.4688993990421295,
    0.7322402596473694,
    0.4401912987232208,
    0.5497629642486572,
    0.26519328355789185,
    0.3398057222366333,
    0.24999991059303284,
    0.6502462029457092,
    0.6909089088439941,
    0.705357015132904,
    0.2937852144241333,
    0.5025123953819275,
    0.6431716680526733,
    0.7669901251792908,
    0.6767675280570984,
    0.2569831311702728,
    0.6608694195747375,
    0.596858561038971,
    0.6338796615600586,
    0.5595853924751282,
    0.7715734243392944,
    0.6236557960510254,
    0.5764191746711731,
    0.4657532870769501,
    0.3351954519748688,
    0.290502667427063,
    0.38636353611946106,
    0.45248857140541077,
    0.8151656985282898,
    0.6697246432304382,
    0.596858561038971,
    0.6637553572654724,
    0.16766461730003357,
    0.3594468832015991,
    0.33333322405815125,
    0.7368419766426086,
    0.8195120096206665,
    0.3675675094127655,
    0.4623654782772064,
    0.5242717266082764,
    0.3113206624984741,
    0.5555554032325745,
    0.7004607319831848,
    0.4319247901439667,
    0.4242422580718994,
    0.6951870322227478,
    0.5833332538604736,
    0.6834169626235962,
    0.49523797631263733,
    0.5531913042068481,
    0.5700481534004211,
    0.6636362671852112,
    0.4262293577194214,
    0.33928561210632324,
    0.8241204619407654,
    0.6190475225448608,
    0.5148513317108154,
    0.47826072573661804,
    0.3299999237060547,
    0.6425337791442871
   ],
   "time": 11.23805774282664,
   "param": null
  },
  {
   "epoch": 147,
   "train_loss": 0.5041031241416931,
   "val_loss": 2.2245800495147705,
   "acc": 53.28,
   "f1": [
    0.7715734243392944,
    0.6489360928535461,
    0.3693692684173584,
    0.33128824830055237,
    0.2749998867511749,
    0.5145226716995239,
    0.6178008913993835,
    0.4974091649055481,
    0.6633164882659912,
    0.5867767333984375,
    0.36585354804992676,
    0.3269230127334595,
    0.6439023613929749,
    0.47524741291999817,
    0.4864863455295563,
    0.5302324295043945,
    0.575107216835022,
    0.7579907178878784,
    0.4343433380126953,
    0.4257424473762512,
    0.7614678144454956,
    0.631578803062439,
    0.5070421695709229,
    0.6408838629722595,
    0.7549017667770386,
    0.3908045291900635,
    0.5326085686683655,
    0.4044942855834961,
    0.6391751170158386,
    0.5482232570648193,
    0.5022420287132263,
    0.5681816935539246,
    0.5434780716896057,
    0.5555554628372192,
    0.48888880014419556,
    0.2647058069705963,
    0.4493390619754791,
    0.4277455508708954,
    0.37815114855766296,
    0.6909089088439941,
    0.4573989808559418,
    0.6999998688697815,
    0.45714274048805237,
    0.5360823273658752,
    0.28260859847068787,
    0.34374991059303284,
    0.32432422041893005,
    0.6210044622421265,
    0.7192980647087097,
    0.7035174369812012,
    0.36082467436790466,
    0.44444435834884644,
    0.6118720173835754,
    0.7257382273674011,
    0.6846845149993896,
    0.2873562276363373,
    0.7149757146835327,
    0.6041665077209473,
    0.622641384601593,
    0.5744680166244507,
    0.7653059959411621,
    0.6435642242431641,
    0.5418717861175537,
    0.48484838008880615,
    0.28767114877700806,
    0.278787761926651,
    0.35416656732559204,
    0.4561401903629303,
    0.835051417350769,
    0.6902653574943542,
    0.5371427536010742,
    0.7096772789955139,
    0.18934904038906097,
    0.43269219994544983,
    0.2873562276363373,
    0.7487177848815918,
    0.7821780443191528,
    0.44970402121543884,
    0.4299998879432678,
    0.5599998831748962,
    0.2955664098262787,
    0.5151514410972595,
    0.7593581080436707,
    0.4102562963962555,
    0.38938042521476746,
    0.6222221255302429,
    0.5217390060424805,
    0.6216214895248413,
    0.4729062616825104,
    0.5263157486915588,
    0.6355138421058655,
    0.639593780040741,
    0.46491214632987976,
    0.36180898547172546,
    0.7476633787155151,
    0.629441499710083,
    0.5284972786903381,
    0.509316623210907,
    0.32124343514442444,
    0.6461536884307861
   ],
   "time": 10.847747896797955,
   "param": null
  },
  {
   "epoch": 148,
   "train_loss": 0.38873642683029175,
   "val_loss": 2.2306220531463623,
   "acc": 52.48,
   "f1": [
    0.7513225674629211,
    0.6355138421058655,
    0.3351350426673889,
    0.24999991059303284,
    0.3195875287055969,
    0.5773194432258606,
    0.5254236459732056,
    0.5199998617172241,
    0.6737966537475586,
    0.633333146572113,
    0.41935470700263977,
    0.3209875524044037,
    0.6210525035858154,
    0.5024153590202332,
    0.4727271497249603,
    0.44347813725471497,
    0.6113988757133484,
    0.6836733222007751,
    0.4154588282108307,
    0.41212108731269836,
    0.8272249698638916,
    0.579234778881073,
    0.5164318084716797,
    0.6434781551361084,
    0.8064514398574829,
    0.40677958726882935,
    0.48214277625083923,
    0.3551400303840637,
    0.702702522277832,
    0.526829183101654,
    0.5118108987808228,
    0.48888877034187317,
    0.5339804887771606,
    0.47798728942871094,
    0.45581385493278503,
    0.23364479839801788,
    0.5612244009971619,
    0.44444432854652405,
    0.38053086400032043,
    0.718893826007843,
    0.53465336561203,
    0.6886791586875916,
    0.4431816637516022,
    0.5479451417922974,
    0.27102795243263245,
    0.37563440203666687,
    0.2769230008125305,
    0.6161136031150818,
    0.666666567325592,
    0.6448978185653687,
    0.3118278682231903,
    0.5252523422241211,
    0.5989303588867188,
    0.704845666885376,
    0.6074764728546143,
    0.24390234053134918,
    0.6999998688697815,
    0.568720281124115,
    0.6344084739685059,
    0.6051281094551086,
    0.7537687420845032,
    0.6060605049133301,
    0.5283017754554749,
    0.4749998450279236,
    0.3351350426673889,
    0.3113771378993988,
    0.3783782720565796,
    0.40476179122924805,
    0.7999998331069946,
    0.7117116451263428,
    0.522222101688385,
    0.6321837902069092,
    0.22360241413116455,
    0.38596484065055847,
    0.34821417927742004,
    0.6777776479721069,
    0.7959181666374207,
    0.3670884966850281,
    0.4229389727115631,
    0.5527637004852295,
    0.29702961444854736,
    0.4942527115345001,
    0.7162789106369019,
    0.43171796202659607,
    0.45263150334358215,
    0.6834169626235962,
    0.5816324949264526,
    0.6504853367805481,
    0.46788978576660156,
    0.5327101349830627,
    0.5967741012573242,
    0.6599999070167542,
    0.42201822996139526,
    0.3628317713737488,
    0.8064514398574829,
    0.6380951404571533,
    0.4864863455295563,
    0.4861876964569092,
    0.2683981955051422,
    0.6411482095718384
   ],
   "time": 11.508557265624404,
   "param": null
  },
  {
   "epoch": 149,
   "train_loss": 0.36517930030822754,
   "val_loss": 2.0023679733276367,
   "acc": 53.48,
   "f1": [
    0.7958113551139832,
    0.6255922317504883,
    0.31249991059303284,
    0.3157894015312195,
    0.3483870029449463,
    0.5624998807907104,
    0.568720281124115,
    0.4824119210243225,
    0.6532661318778992,
    0.5907171964645386,
    0.4190475046634674,
    0.35023030638694763,
    0.5911328792572021,
    0.4521738290786743,
    0.542713463306427,
    0.44444435834884644,
    0.5806450843811035,
    0.678413987159729,
    0.4656083285808563,
    0.4278606176376343,
    0.7881771922111511,
    0.6018517017364502,
    0.57297283411026,
    0.6477271318435669,
    0.7609753608703613,
    0.4410255253314972,
    0.49214646220207214,
    0.34972667694091797,
    0.6737966537475586,
    0.5333331823348999,
    0.5312498211860657,
    0.5217389464378357,
    0.542713463306427,
    0.528846025466919,
    0.47470811009407043,
    0.23580780625343323,
    0.5098037719726562,
    0.4036695957183838,
    0.368663489818573,
    0.7628865242004395,
    0.48913031816482544,
    0.7389161586761475,
    0.45360812544822693,
    0.5544553399085999,
    0.28749987483024597,
    0.3523315489292145,
    0.2613064646720886,
    0.6325579881668091,
    0.7090908288955688,
    0.7083331942558289,
    0.3636362850666046,
    0.5327101349830627,
    0.6082947254180908,
    0.7443944215774536,
    0.6439023613929749,
    0.31284910440444946,
    0.7127658128738403,
    0.6914892196655273,
    0.6237622499465942,
    0.596858561038971,
    0.798029363155365,
    0.6224488615989685,
    0.5863873362541199,
    0.509316623210907,
    0.360248327255249,
    0.2967032194137573,
    0.39603951573371887,
    0.4320986270904541,
    0.8118810057640076,
    0.6968324184417725,
    0.5833332538604736,
    0.666666567325592,
    0.21518979966640472,
    0.39069753885269165,
    0.3060108423233032,
    0.7208120226860046,
    0.7922703623771667,
    0.34343424439430237,
    0.4541061818599701,
    0.5339804887771606,
    0.3482586145401001,
    0.48535552620887756,
    0.7562187314033508,
    0.48756206035614014,
    0.4897957742214203,
    0.6702126860618591,
    0.5901637673377991,
    0.6249998807907104,
    0.46610158681869507,
    0.49350637197494507,
    0.5809522867202759,
    0.6407765746116638,
    0.3775508999824524,
    0.35532984137535095,
    0.7767855525016785,
    0.6099998950958252,
    0.5217389464378357,
    0.4927534759044647,
    0.2829267382621765,
    0.633333146572113
   ],
   "time": 11.429850606247783,
   "param": null
  },
  {
   "epoch": 150,
   "train_loss": 0.34210556745529175,
   "val_loss": 2.0457136631011963,
   "acc": 52.2,
   "f1": [
    0.7846888303756714,
    0.6153844594955444,
    0.3463686406612396,
    0.28235283493995667,
    0.3517586886882782,
    0.4926470220088959,
    0.5882351994514465,
    0.518134593963623,
    0.6631014943122864,
    0.622641384601593,
    0.3493974804878235,
    0.30097079277038574,
    0.5555554032325745,
    0.4493390619754791,
    0.5185183882713318,
    0.43027880787849426,
    0.6666665077209473,
    0.6581195592880249,
    0.4640882611274719,
    0.3555554449558258,
    0.6949151158332825,
    0.5810053944587708,
    0.520408034324646,
    0.5749998092651367,
    0.7722770571708679,
    0.4052862524986267,
    0.4731181561946869,
    0.32335323095321655,
    0.6243385076522827,
    0.5499998927116394,
    0.49999988079071045,
    0.4753361940383911,
    0.5108694434165955,
    0.5145629644393921,
    0.422641396522522,
    0.2477063536643982,
    0.45581385493278503,
    0.39215680956840515,
    0.3859647810459137,
    0.7570091485977173,
    0.41314542293548584,
    0.732673168182373,
    0.4840763211250305,
    0.5263157486915588,
    0.3169397711753845,
    0.4302324652671814,
    0.21538454294204712,
    0.6530610918998718,
    0.742857038974762,
    0.6930691599845886,
    0.32748526334762573,
    0.5026736855506897,
    0.6299998760223389,
    0.7341771125793457,
    0.6432158946990967,
    0.3068782389163971,
    0.7157893776893616,
    0.6145831942558289,
    0.5957446098327637,
    0.574585497379303,
    0.7685183882713318,
    0.6262625455856323,
    0.594594419002533,
    0.4756755530834198,
    0.3516482412815094,
    0.24598921835422516,
    0.3798881769180298,
    0.44311365485191345,
    0.7802196741104126,
    0.6899998784065247,
    0.5312498211860657,
    0.6633662581443787,
    0.18604643642902374,
    0.38709667325019836,
    0.3195265531539917,
    0.7526880502700806,
    0.7924526929855347,
    0.3703702688217163,
    0.4236452281475067,
    0.5284972786903381,
    0.34554967284202576,
    0.5543476939201355,
    0.7708331346511841,
    0.4873095452785492,
    0.42156851291656494,
    0.6120217442512512,
    0.6022725701332092,
    0.596638560295105,
    0.4561402499675751,
    0.5699998736381531,
    0.5739909410476685,
    0.6700506210327148,
    0.4170615077018738,
    0.34482747316360474,
    0.7257382273674011,
    0.6224488615989685,
    0.4766837954521179,
    0.46445485949516296,
    0.26984119415283203,
    0.609625518321991
   ],
   "time": 11.180333527736366,
   "param": null
  },
  {
   "epoch": 151,
   "train_loss": 0.40585780143737793,
   "val_loss": 2.1738152503967285,
   "acc": 53.71,
   "f1": [
    0.7407405376434326,
    0.6315788626670837,
    0.40206170082092285,
    0.2592591345310211,
    0.32835814356803894,
    0.5754715800285339,
    0.5673075914382935,
    0.5094338655471802,
    0.6834169626235962,
    0.6445496082305908,
    0.3699420988559723,
    0.3800903856754303,
    0.5816324949264526,
    0.4787232577800751,
    0.4975123405456543,
    0.45248857140541077,
    0.6282721161842346,
    0.7076921463012695,
    0.4466018080711365,
    0.44444429874420166,
    0.7809522151947021,
    0.6116504073143005,
    0.5333331823348999,
    0.5882351398468018,
    0.7777776122093201,
    0.40641695261001587,
    0.4897957742214203,
    0.3386242389678955,
    0.6428569555282593,
    0.5454543828964233,
    0.5111110210418701,
    0.46808499097824097,
    0.5252523422241211,
    0.525139570236206,
    0.49549540877342224,
    0.2424241602420807,
    0.5306121110916138,
    0.4195120930671692,
    0.4731181561946869,
    0.7722770571708679,
    0.43171796202659607,
    0.6880732178688049,
    0.5082871913909912,
    0.5769229531288147,
    0.30621999502182007,
    0.3478259742259979,
    0.26341456174850464,
    0.6378377079963684,
    0.7601808309555054,
    0.6890754699707031,
    0.3495144844055176,
    0.5291478633880615,
    0.6334840059280396,
    0.6864405274391174,
    0.6698563694953918,
    0.27380943298339844,
    0.7149757146835327,
    0.5925924181938171,
    0.6787328720092773,
    0.6019416451454163,
    0.7524750828742981,
    0.6589593291282654,
    0.5428570508956909,
    0.5287355184555054,
    0.326315701007843,
    0.2705881595611572,
    0.4059404730796814,
    0.43636354804039,
    0.8390242457389832,
    0.6729856729507446,
    0.5263156890869141,
    0.6802029013633728,
    0.2333332598209381,
    0.41095879673957825,
    0.30366483330726624,
    0.7373736500740051,
    0.7846888303756714,
    0.3882351815700531,
    0.42790690064430237,
    0.5523808598518372,
    0.367346853017807,
    0.548076868057251,
    0.7487177848815918,
    0.4622220993041992,
    0.41758227348327637,
    0.64327472448349,
    0.5999999046325684,
    0.6415093541145325,
    0.4851484000682831,
    0.5791853666305542,
    0.6027396321296692,
    0.6597937345504761,
    0.37614670395851135,
    0.36893191933631897,
    0.7999998331069946,
    0.6363635063171387,
    0.5217389464378357,
    0.47715723514556885,
    0.275229275226593,
    0.6601940989494324
   ],
   "time": 11.716118283569813,
   "param": null
  },
  {
   "epoch": 152,
   "train_loss": 0.3795432150363922,
   "val_loss": 2.3023202419281006,
   "acc": 53.3,
   "f1": [
    0.7722770571708679,
    0.6564101576805115,
    0.3703702688217163,
    0.24277448654174805,
    0.34615373611450195,
    0.572916567325592,
    0.4913792312145233,
    0.5248867273330688,
    0.6769229769706726,
    0.6197181344032288,
    0.34123215079307556,
    0.3269230127334595,
    0.6358972787857056,
    0.4550263583660126,
    0.49214646220207214,
    0.45248857140541077,
    0.6224488615989685,
    0.6930691599845886,
    0.4043714702129364,
    0.38974347710609436,
    0.8059700727462769,
    0.5963301062583923,
    0.5258214473724365,
    0.6568626165390015,
    0.7647057771682739,
    0.4725273549556732,
    0.5454543828964233,
    0.39090898633003235,
    0.6206895112991333,
    0.572916567325592,
    0.5396823883056641,
    0.528846025466919,
    0.5076140761375427,
    0.5263156294822693,
    0.4236452281475067,
    0.2444443702697754,
    0.5333331823348999,
    0.40764322876930237,
    0.41314542293548584,
    0.7722770571708679,
    0.4410255253314972,
    0.6976743340492249,
    0.4615383446216583,
    0.562211811542511,
    0.320441871881485,
    0.38888877630233765,
    0.24999991059303284,
    0.5904760956764221,
    0.7512193918228149,
    0.6511626243591309,
    0.36458322405815125,
    0.4950493574142456,
    0.6046510338783264,
    0.7049179077148438,
    0.6091369390487671,
    0.2790696620941162,
    0.6760562062263489,
    0.555065929889679,
    0.6999998688697815,
    0.579234778881073,
    0.7443944215774536,
    0.6021503806114197,
    0.558139443397522,
    0.522612988948822,
    0.3350784480571747,
    0.31034475564956665,
    0.3657141625881195,
    0.4411763548851013,
    0.8159202337265015,
    0.6936934590339661,
    0.5673075914382935,
    0.6321242451667786,
    0.24870456755161285,
    0.4257424473762512,
    0.3370785713195801,
    0.7037035822868347,
    0.7755100131034851,
    0.34042540192604065,
    0.41935470700263977,
    0.5229355692863464,
    0.3151514232158661,
    0.5247523188591003,
    0.7307690382003784,
    0.42452818155288696,
    0.45405393838882446,
    0.6464645266532898,
    0.6113988757133484,
    0.6387433409690857,
    0.5531913042068481,
    0.5999999046325684,
    0.5866665840148926,
    0.6938773989677429,
    0.4154588282108307,
    0.3653844892978668,
    0.7708331346511841,
    0.6368157267570496,
    0.4907405972480774,
    0.5056177973747253,
    0.30909082293510437,
    0.6237622499465942
   ],
   "time": 10.528102560900152,
   "param": null
  },
  {
   "epoch": 153,
   "train_loss": 0.43947461247444153,
   "val_loss": 2.1539394855499268,
   "acc": 53.93,
   "f1": [
    0.804232656955719,
    0.6210044622421265,
    0.39195966720581055,
    0.31638407707214355,
    0.39325833320617676,
    0.5526314973831177,
    0.49999988079071045,
    0.5164318084716797,
    0.666666567325592,
    0.649214506149292,
    0.3657141625881195,
    0.3899998664855957,
    0.6103284358978271,
    0.4766837954521179,
    0.49999988079071045,
    0.507771909236908,
    0.6666665077209473,
    0.725490152835846,
    0.45631060004234314,
    0.44559577107429504,
    0.7804876565933228,
    0.595959484577179,
    0.5098037719726562,
    0.6214687824249268,
    0.7441859841346741,
    0.45714274048805237,
    0.5052630305290222,
    0.3950616121292114,
    0.6557375192642212,
    0.5654449462890625,
    0.5213268995285034,
    0.5130888819694519,
    0.5025123953819275,
    0.5065500736236572,
    0.44615375995635986,
    0.2758619785308838,
    0.49484527111053467,
    0.4413144290447235,
    0.3720929026603699,
    0.7804876565933228,
    0.4666665494441986,
    0.7064675688743591,
    0.4190475046634674,
    0.5112106204032898,
    0.3636362552642822,
    0.38578668236732483,
    0.3068180978298187,
    0.6063346862792969,
    0.7407405376434326,
    0.7102801203727722,
    0.33333322405815125,
    0.46082934737205505,
    0.5849055051803589,
    0.7523808479309082,
    0.7019230127334595,
    0.28571417927742004,
    0.7064675688743591,
    0.6344084739685059,
    0.6597937345504761,
    0.5728641748428345,
    0.7669901251792908,
    0.6407765746116638,
    0.5769229531288147,
    0.5257730484008789,
    0.38157883286476135,
    0.30046939849853516,
    0.3369564116001129,
    0.4044942855834961,
    0.8115940690040588,
    0.6633662581443787,
    0.5280897617340088,
    0.6594592928886414,
    0.23684203624725342,
    0.3904760777950287,
    0.2999999225139618,
    0.7363182306289673,
    0.7707315683364868,
    0.318471223115921,
    0.46632111072540283,
    0.5446427464485168,
    0.3421051502227783,
    0.5152837038040161,
    0.7653059959411621,
    0.47846877574920654,
    0.4734298884868622,
    0.6775954961776733,
    0.6145831942558289,
    0.6261681318283081,
    0.50862056016922,
    0.5772356390953064,
    0.6019416451454163,
    0.6836733222007751,
    0.4485980272293091,
    0.3587442934513092,
    0.7798163890838623,
    0.6349205374717712,
    0.5294116735458374,
    0.49019595980644226,
    0.2999999225139618,
    0.683937668800354
   ],
   "time": 11.232593228109181,
   "param": null
  },
  {
   "epoch": 154,
   "train_loss": 0.3475607931613922,
   "val_loss": 2.399244785308838,
   "acc": 53.32,
   "f1": [
    0.7614211440086365,
    0.5866665840148926,
    0.36714968085289,
    0.2999999225139618,
    0.34999990463256836,
    0.6010361909866333,
    0.5408161878585815,
    0.5257730484008789,
    0.696517288684845,
    0.636871337890625,
    0.31325289607048035,
    0.32584258913993835,
    0.662983238697052,
    0.44791656732559204,
    0.42931926250457764,
    0.45918354392051697,
    0.6432158946990967,
    0.6899998784065247,
    0.40160635113716125,
    0.4021162986755371,
    0.8118810057640076,
    0.6734693050384521,
    0.497175008058548,
    0.6521738171577454,
    0.7339447736740112,
    0.4632767140865326,
    0.4792625606060028,
    0.37158459424972534,
    0.6994534134864807,
    0.518134593963623,
    0.5410627126693726,
    0.494381844997406,
    0.5213268995285034,
    0.5168538093566895,
    0.45081958174705505,
    0.299465149641037,
    0.4808742105960846,
    0.43850257992744446,
    0.4083768427371979,
    0.7403844594955444,
    0.43956032395362854,
    0.7290639281272888,
    0.4733726978302002,
    0.526829183101654,
    0.33802807331085205,
    0.40975597500801086,
    0.29885047674179077,
    0.5862067937850952,
    0.7443944215774536,
    0.6968324184417725,
    0.3111110329627991,
    0.5193368792533875,
    0.6206895112991333,
    0.6938773989677429,
    0.6521738171577454,
    0.2783504128456116,
    0.7487682700157166,
    0.5607475638389587,
    0.6594592928886414,
    0.5999999046325684,
    0.7729466557502747,
    0.6635943651199341,
    0.5267855525016785,
    0.4705881178379059,
    0.2765956223011017,
    0.3101603388786316,
    0.3736262619495392,
    0.42156851291656494,
    0.8039213418960571,
    0.7081338167190552,
    0.45714274048805237,
    0.6600984334945679,
    0.30939218401908875,
    0.43049317598342896,
    0.32888880372047424,
    0.7549017667770386,
    0.8040199875831604,
    0.35416656732559204,
    0.4358973503112793,
    0.5302324295043945,
    0.33333325386047363,
    0.5643563270568848,
    0.7348835468292236,
    0.396624356508255,
    0.5136610269546509,
    0.6785712838172913,
    0.6161615252494812,
    0.6458331942558289,
    0.5273630023002625,
    0.5948716402053833,
    0.6139533519744873,
    0.6296295523643494,
    0.40329205989837646,
    0.3465345501899719,
    0.8140701651573181,
    0.6399998664855957,
    0.4976075291633606,
    0.4347825050354004,
    0.22950810194015503,
    0.6633662581443787
   ],
   "time": 10.643813817761838,
   "param": null
  },
  {
   "epoch": 155,
   "train_loss": 0.33083516359329224,
   "val_loss": 2.2583200931549072,
   "acc": 53.36,
   "f1": [
    0.7745096683502197,
    0.587155818939209,
    0.34862375259399414,
    0.2784809172153473,
    0.36585354804992676,
    0.5809127688407898,
    0.5445543527603149,
    0.5049503445625305,
    0.7446807622909546,
    0.6071427464485168,
    0.36686381697654724,
    0.3232322335243225,
    0.6203702688217163,
    0.5148513317108154,
    0.5099998712539673,
    0.48598119616508484,
    0.6321242451667786,
    0.6781114935874939,
    0.4812833070755005,
    0.3999999165534973,
    0.753488302230835,
    0.577777624130249,
    0.5023695826530457,
    0.5306121110916138,
    0.7336682677268982,
    0.4541061818599701,
    0.502923846244812,
    0.3195265531539917,
    0.6806281208992004,
    0.5555554032325745,
    0.5054942965507507,
    0.5333331823348999,
    0.5136610269546509,
    0.5414363145828247,
    0.47619035840034485,
    0.2723003923892975,
    0.45161280035972595,
    0.42735034227371216,
    0.39195966720581055,
    0.7395831346511841,
    0.5076140761375427,
    0.7765957117080688,
    0.40206170082092285,
    0.5205478072166443,
    0.37614670395851135,
    0.38043469190597534,
    0.2702701687812805,
    0.623255729675293,
    0.753488302230835,
    0.6489360928535461,
    0.3022221326828003,
    0.492890864610672,
    0.6153844594955444,
    0.6798418164253235,
    0.6551722884178162,
    0.27218925952911377,
    0.6796115040779114,
    0.6231154203414917,
    0.6831682324409485,
    0.5901637673377991,
    0.7609753608703613,
    0.6376810669898987,
    0.5380709171295166,
    0.553672194480896,
    0.28571417927742004,
    0.29850736260414124,
    0.3940885663032532,
    0.45810040831565857,
    0.8076921701431274,
    0.675555408000946,
    0.5384613871574402,
    0.6699027419090271,
    0.23312875628471375,
    0.36180898547172546,
    0.28571417927742004,
    0.7309643626213074,
    0.8040199875831604,
    0.3699420988559723,
    0.44651150703430176,
    0.5624998807907104,
    0.3478260338306427,
    0.5286343097686768,
    0.7783782482147217,
    0.4319247901439667,
    0.4177776873111725,
    0.6276593804359436,
    0.5882351994514465,
    0.5897434949874878,
    0.4854367673397064,
    0.5951218605041504,
    0.6262625455856323,
    0.6854459643363953,
    0.43835610151290894,
    0.35416656732559204,
    0.7619046568870544,
    0.5951218605041504,
    0.5284972786903381,
    0.5026176571846008,
    0.327868789434433,
    0.6564101576805115
   ],
   "time": 11.1479880111292,
   "param": null
  },
  {
   "epoch": 156,
   "train_loss": 0.3528387248516083,
   "val_loss": 2.116581678390503,
   "acc": 53.41,
   "f1": [
    0.7959181666374207,
    0.6095237135887146,
    0.38647329807281494,
    0.2929935157299042,
    0.3563217520713806,
    0.5470851063728333,
    0.5425531268119812,
    0.5140186548233032,
    0.6481480002403259,
    0.6731706857681274,
    0.3703702688217163,
    0.31632643938064575,
    0.6183573603630066,
    0.4949493706226349,
    0.4433496594429016,
    0.49999988079071045,
    0.6122447848320007,
    0.711340069770813,
    0.47572803497314453,
    0.37125736474990845,
    0.7297295928001404,
    0.6288658380508423,
    0.5412842631340027,
    0.5341613292694092,
    0.760416567325592,
    0.4705881178379059,
    0.4818180501461029,
    0.34972667694091797,
    0.6735749840736389,
    0.534031331539154,
    0.5042015910148621,
    0.5310733318328857,
    0.6086955666542053,
    0.5517240166664124,
    0.4541061818599701,
    0.2647058069705963,
    0.4834122061729431,
    0.42931926250457764,
    0.4248703718185425,
    0.7462685704231262,
    0.4646463394165039,
    0.7437184453010559,
    0.4508668780326843,
    0.510416567325592,
    0.3398057222366333,
    0.34482747316360474,
    0.2751321792602539,
    0.6113536357879639,
    0.7627905607223511,
    0.6631577014923096,
    0.31901830434799194,
    0.5096152424812317,
    0.6175113916397095,
    0.70588219165802,
    0.6044443249702454,
    0.2378377616405487,
    0.6893202662467957,
    0.5972849726676941,
    0.6560845375061035,
    0.5876287817955017,
    0.7804876565933228,
    0.6078430414199829,
    0.5277776718139648,
    0.5581393837928772,
    0.30303019285202026,
    0.3169397711753845,
    0.4077668786048889,
    0.4431816637516022,
    0.8039213418960571,
    0.6666665077209473,
    0.559139609336853,
    0.6859902143478394,
    0.20987647771835327,
    0.35467973351478577,
    0.32369929552078247,
    0.7319586277008057,
    0.7864076495170593,
    0.3365383446216583,
    0.4262293875217438,
    0.5471696853637695,
    0.36018943786621094,
    0.5064376592636108,
    0.7881771922111511,
    0.4491977095603943,
    0.4507041275501251,
    0.6489360928535461,
    0.6735749840736389,
    0.680412232875824,
    0.4596773386001587,
    0.5753422975540161,
    0.6082472205162048,
    0.657534122467041,
    0.41818171739578247,
    0.31067952513694763,
    0.7999998331069946,
    0.613065242767334,
    0.5268816351890564,
    0.517646849155426,
    0.3043477237224579,
    0.6567163467407227
   ],
   "time": 10.773770443163812,
   "param": null
  },
  {
   "epoch": 157,
   "train_loss": 0.2844945788383484,
   "val_loss": 2.584371328353882,
   "acc": 54.32,
   "f1": [
    0.7368419766426086,
    0.6063346862792969,
    0.3936169147491455,
    0.28571417927742004,
    0.3957218527793884,
    0.5701355934143066,
    0.5355647206306458,
    0.5089284181594849,
    0.6739128828048706,
    0.6346153020858765,
    0.3855420649051666,
    0.3386242389678955,
    0.6111109852790833,
    0.4694834351539612,
    0.43956032395362854,
    0.4780486822128296,
    0.6299998760223389,
    0.7314813137054443,
    0.4174756109714508,
    0.4410255253314972,
    0.7570091485977173,
    0.6146340370178223,
    0.5273630023002625,
    0.596684992313385,
    0.7864076495170593,
    0.4631577730178833,
    0.4976075291633606,
    0.31088075041770935,
    0.7015705108642578,
    0.5567008852958679,
    0.49999988079071045,
    0.5133689045906067,
    0.5988698601722717,
    0.5314008593559265,
    0.48756206035614014,
    0.2898550033569336,
    0.47115376591682434,
    0.44651150703430176,
    0.43575406074523926,
    0.7959181666374207,
    0.5151513814926147,
    0.7373736500740051,
    0.4905658960342407,
    0.5249999165534973,
    0.35602086782455444,
    0.4153004288673401,
    0.26666656136512756,
    0.6181817054748535,
    0.7522933483123779,
    0.7081338167190552,
    0.3837208151817322,
    0.5576921701431274,
    0.6018517017364502,
    0.6938773989677429,
    0.6540283560752869,
    0.28415289521217346,
    0.666666567325592,
    0.5990337133407593,
    0.6697246432304382,
    0.6404492855072021,
    0.7677723169326782,
    0.6113988757133484,
    0.5575219988822937,
    0.5106381177902222,
    0.36686381697654724,
    0.329670250415802,
    0.378109335899353,
    0.4186045527458191,
    0.8173075318336487,
    0.6912441253662109,
    0.4919784665107727,
    0.6565654873847961,
    0.24999989569187164,
    0.4158414602279663,
    0.326315701007843,
    0.7272725701332092,
    0.7904760241508484,
    0.3832334280014038,
    0.42708319425582886,
    0.5743588209152222,
    0.33502528071403503,
    0.49999988079071045,
    0.7761192321777344,
    0.42857131361961365,
    0.44444435834884644,
    0.6699027419090271,
    0.6358972787857056,
    0.6481480002403259,
    0.505154550075531,
    0.5701355934143066,
    0.5779815316200256,
    0.6976743340492249,
    0.42477864027023315,
    0.37894728779792786,
    0.8093022108078003,
    0.6338796615600586,
    0.5161289572715759,
    0.48936155438423157,
    0.2870812714099884,
    0.6560845375061035
   ],
   "time": 10.201924198307097,
   "param": null
  },
  {
   "epoch": 158,
   "train_loss": 0.3328147232532501,
   "val_loss": 2.4637300968170166,
   "acc": 53.71,
   "f1": [
    0.762376070022583,
    0.5907171964645386,
    0.35820886492729187,
    0.2389935851097107,
    0.3121386468410492,
    0.5781989693641663,
    0.5106382369995117,
    0.5043476819992065,
    0.6899998784065247,
    0.6243385076522827,
    0.3272726535797119,
    0.3131312429904938,
    0.6458331942558289,
    0.5084744095802307,
    0.474226713180542,
    0.4811319410800934,
    0.6146340370178223,
    0.7378638982772827,
    0.4474884569644928,
    0.3894736170768738,
    0.7922703623771667,
    0.6467660069465637,
    0.49019595980644226,
    0.6938773989677429,
    0.7745096683502197,
    0.42168664932250977,
    0.4545453190803528,
    0.30939218401908875,
    0.6907215118408203,
    0.5698322653770447,
    0.528846025466919,
    0.5202310085296631,
    0.542713463306427,
    0.5388599634170532,
    0.4788731336593628,
    0.24999991059303284,
    0.4607328474521637,
    0.45595842599868774,
    0.36180898547172546,
    0.7745096683502197,
    0.4705881178379059,
    0.7336682677268982,
    0.4418603479862213,
    0.5544553399085999,
    0.3170730471611023,
    0.364531934261322,
    0.2780747711658478,
    0.6396394968032837,
    0.7339447736740112,
    0.7009344696998596,
    0.35643553733825684,
    0.5116277933120728,
    0.5990337133407593,
    0.6887965798377991,
    0.6113536357879639,
    0.28235283493995667,
    0.7040814757347107,
    0.5560536980628967,
    0.6599999070167542,
    0.5870645046234131,
    0.7393363118171692,
    0.6464645266532898,
    0.5120771527290344,
    0.5524860620498657,
    0.33333322405815125,
    0.32291656732559204,
    0.3999998867511749,
    0.41414129734039307,
    0.8292681574821472,
    0.7096772789955139,
    0.5045044422149658,
    0.6526314616203308,
    0.23076915740966797,
    0.41148313879966736,
    0.3727271258831024,
    0.7857141494750977,
    0.7638189196586609,
    0.3894736170768738,
    0.4363635182380676,
    0.5345621109008789,
    0.3874344527721405,
    0.507771909236908,
    0.766355037689209,
    0.44651150703430176,
    0.4631577730178833,
    0.6775954961776733,
    0.6270268559455872,
    0.6600984334945679,
    0.4734298884868622,
    0.5894736051559448,
    0.6082947254180908,
    0.6731706857681274,
    0.44651150703430176,
    0.3867923319339752,
    0.8019322156906128,
    0.6198828816413879,
    0.49999988079071045,
    0.5128204226493835,
    0.299465149641037,
    0.6603772640228271
   ],
   "time": 10.081497153267264,
   "param": null
  },
  {
   "epoch": 159,
   "train_loss": 0.2619077265262604,
   "val_loss": 2.136976480484009,
   "acc": 53.16,
   "f1": [
    0.775119423866272,
    0.6842104196548462,
    0.32558128237724304,
    0.327868789434433,
    0.39130425453186035,
    0.5394189953804016,
    0.5423727631568909,
    0.5312498211860657,
    0.6478871703147888,
    0.5897434949874878,
    0.4260353744029999,
    0.28712859749794006,
    0.5897434949874878,
    0.41304340958595276,
    0.48167529702186584,
    0.4596773386001587,
    0.6086955666542053,
    0.7247704863548279,
    0.4756755530834198,
    0.43298953771591187,
    0.7094016075134277,
    0.6274508833885193,
    0.5527637004852295,
    0.6187844276428223,
    0.7979272603988647,
    0.3846152722835541,
    0.4923075735569,
    0.32911381125450134,
    0.6666665077209473,
    0.5230767726898193,
    0.4736841320991516,
    0.5463916063308716,
    0.5154638290405273,
    0.5026176571846008,
    0.44791656732559204,
    0.2796609401702881,
    0.45685264468193054,
    0.3940885663032532,
    0.3598325252532959,
    0.8020302057266235,
    0.46363624930381775,
    0.7403844594955444,
    0.48913031816482544,
    0.5511109828948975,
    0.32335323095321655,
    0.45454537868499756,
    0.2913385033607483,
    0.6564101576805115,
    0.7305934429168701,
    0.7010307908058167,
    0.32142847776412964,
    0.5022420287132263,
    0.6334840059280396,
    0.7476633787155151,
    0.6320753693580627,
    0.26804113388061523,
    0.6943003535270691,
    0.6428569555282593,
    0.6396394968032837,
    0.5999999046325684,
    0.776698887348175,
    0.6169153451919556,
    0.5533979535102844,
    0.4907974302768707,
    0.29940110445022583,
    0.30487796664237976,
    0.3517586886882782,
    0.41975298523902893,
    0.8124998211860657,
    0.6752135157585144,
    0.5443785786628723,
    0.6698111891746521,
    0.2275448441505432,
    0.42639580368995667,
    0.2972972095012665,
    0.735751211643219,
    0.8247420191764832,
    0.34013596177101135,
    0.4795917272567749,
    0.5368419289588928,
    0.2873562276363373,
    0.44239622354507446,
    0.7363182306289673,
    0.4666665494441986,
    0.4433496594429016,
    0.6486485004425049,
    0.6179773807525635,
    0.6153844594955444,
    0.4812833070755005,
    0.5021275877952576,
    0.5688887238502502,
    0.7089946269989014,
    0.413043349981308,
    0.3370785713195801,
    0.7532466053962708,
    0.5888323187828064,
    0.525139570236206,
    0.48167529702186584,
    0.30882343649864197,
    0.6565654873847961
   ],
   "time": 9.616489727981389,
   "param": null
  },
  {
   "epoch": 160,
   "train_loss": 0.3341772258281708,
   "val_loss": 2.2842164039611816,
   "acc": 54.07,
   "f1": [
    0.7684727907180786,
    0.6507176160812378,
    0.3775508999824524,
    0.3351350426673889,
    0.3469386696815491,
    0.5702126026153564,
    0.4950493574142456,
    0.5242717266082764,
    0.72251296043396,
    0.5806450843811035,
    0.36144572496414185,
    0.3369564116001129,
    0.6124400496482849,
    0.44670039415359497,
    0.5188678503036499,
    0.43720918893814087,
    0.5700933337211609,
    0.7142855525016785,
    0.45535701513290405,
    0.4108106791973114,
    0.7636361122131348,
    0.6532661318778992,
    0.46242761611938477,
    0.6702126860618591,
    0.7525771856307983,
    0.4137929677963257,
    0.5303866267204285,
    0.36269423365592957,
    0.6878305077552795,
    0.5714284777641296,
    0.5538460612297058,
    0.5380709171295166,
    0.5291004180908203,
    0.5151513814926147,
    0.43835610151290894,
    0.26666656136512756,
    0.44230756163597107,
    0.4021162986755371,
    0.436893105506897,
    0.7817257046699524,
    0.47368407249450684,
    0.7958113551139832,
    0.46808499097824097,
    0.5714284181594849,
    0.3535352647304535,
    0.41379299759864807,
    0.32978713512420654,
    0.6082947254180908,
    0.7575755715370178,
    0.7029701471328735,
    0.3540668785572052,
    0.5118482112884521,
    0.5971562266349792,
    0.6776858568191528,
    0.6602869629859924,
    0.2288556545972824,
    0.7309643626213074,
    0.6054052114486694,
    0.6602869629859924,
    0.5870645046234131,
    0.8053095936775208,
    0.666666567325592,
    0.5315313935279846,
    0.5434780716896057,
    0.31034475564956665,
    0.3260868787765503,
    0.38144323229789734,
    0.47236168384552,
    0.8246443271636963,
    0.7009344696998596,
    0.5743588209152222,
    0.6893202662467957,
    0.18292675912380219,
    0.4319247901439667,
    0.3626372814178467,
    0.7446807622909546,
    0.7943924069404602,
    0.40764322876930237,
    0.4221104085445404,
    0.5612244009971619,
    0.32978713512420654,
    0.5238093733787537,
    0.7393363118171692,
    0.4593299925327301,
    0.3999998867511749,
    0.6871793866157532,
    0.6011558771133423,
    0.6181817054748535,
    0.49765241146087646,
    0.5603446960449219,
    0.6098653674125671,
    0.7052630186080933,
    0.4489794969558716,
    0.3316582143306732,
    0.7570091485977173,
    0.6145831942558289,
    0.4947367310523987,
    0.45544540882110596,
    0.32258057594299316,
    0.6461536884307861
   ],
   "time": 9.988709228113294,
   "param": null
  },
  {
   "epoch": 161,
   "train_loss": 0.2782951295375824,
   "val_loss": 2.187408924102783,
   "acc": 52.63,
   "f1": [
    0.7920790910720825,
    0.6363635063171387,
    0.39622631669044495,
    0.3508770763874054,
    0.32558128237724304,
    0.49999988079071045,
    0.5497074723243713,
    0.5698922872543335,
    0.6907215118408203,
    0.6025103330612183,
    0.3529410660266876,
    0.30769219994544983,
    0.5910930633544922,
    0.44651150703430176,
    0.5029938817024231,
    0.41379299759864807,
    0.5779815316200256,
    0.6752135157585144,
    0.46874985098838806,
    0.3923443853855133,
    0.7264572381973267,
    0.6702701449394226,
    0.5420559644699097,
    0.44137921929359436,
    0.7699998021125793,
    0.33962252736091614,
    0.4910178482532501,
    0.2774565517902374,
    0.6504853367805481,
    0.5668447613716125,
    0.4599998891353607,
    0.5227271318435669,
    0.5363127589225769,
    0.4923075735569,
    0.4135337173938751,
    0.26600977778434753,
    0.4385963976383209,
    0.36619704961776733,
    0.4088887572288513,
    0.7536230683326721,
    0.47115376591682434,
    0.7499998807907104,
    0.47368407249450684,
    0.5446807742118835,
    0.34482747316360474,
    0.4180789887905121,
    0.3179486393928528,
    0.6548671722412109,
    0.7699998021125793,
    0.603550136089325,
    0.34482747316360474,
    0.48076915740966797,
    0.6633164882659912,
    0.6995883584022522,
    0.6507176160812378,
    0.28402355313301086,
    0.6769229769706726,
    0.5970147848129272,
    0.607594907283783,
    0.6073297262191772,
    0.7860695123672485,
    0.6054052114486694,
    0.5428570508956909,
    0.5306121110916138,
    0.25675666332244873,
    0.31249991059303284,
    0.3771427571773529,
    0.4402514398097992,
    0.8275859951972961,
    0.6434781551361084,
    0.5197739005088806,
    0.6846845149993896,
    0.21428564190864563,
    0.41176459193229675,
    0.33548372983932495,
    0.7127658128738403,
    0.8040199875831604,
    0.3502824008464813,
    0.46376800537109375,
    0.547485888004303,
    0.3421051502227783,
    0.5123965740203857,
    0.7578946352005005,
    0.43298953771591187,
    0.41048023104667664,
    0.631578803062439,
    0.5856351852416992,
    0.59227454662323,
    0.48936155438423157,
    0.5249999165534973,
    0.5809522867202759,
    0.6439023613929749,
    0.44444429874420166,
    0.3370785713195801,
    0.6821704506874084,
    0.5701355934143066,
    0.5434780716896057,
    0.46938762068748474,
    0.3419688045978546,
    0.6326529383659363
   ],
   "time": 9.311079665087163,
   "param": null
  },
  {
   "epoch": 162,
   "train_loss": 0.23763242363929749,
   "val_loss": 2.0386788845062256,
   "acc": 54.97,
   "f1": [
    0.8102562427520752,
    0.6497460603713989,
    0.3980098366737366,
    0.2588233947753906,
    0.3809523284435272,
    0.5818180441856384,
    0.582914412021637,
    0.5363634824752808,
    0.6951870322227478,
    0.6428569555282593,
    0.31818172335624695,
    0.3489360511302948,
    0.6376810669898987,
    0.4607328474521637,
    0.4705880880355835,
    0.4705880880355835,
    0.6326529383659363,
    0.6985644102096558,
    0.48421040177345276,
    0.4242422878742218,
    0.7826085686683655,
    0.6411482095718384,
    0.5396823883056641,
    0.6735749840736389,
    0.7599998116493225,
    0.4615383446216583,
    0.486772358417511,
    0.37696322798728943,
    0.6407765746116638,
    0.5416665077209473,
    0.5067872405052185,
    0.563535749912262,
    0.5837836861610413,
    0.5280897617340088,
    0.46009382605552673,
    0.22222213447093964,
    0.4976075291633606,
    0.4408600926399231,
    0.47761180996894836,
    0.7821780443191528,
    0.4924621880054474,
    0.7307690382003784,
    0.4607841968536377,
    0.5486724376678467,
    0.33333322405815125,
    0.40404030680656433,
    0.29951682686805725,
    0.6600984334945679,
    0.7477476000785828,
    0.6822428703308105,
    0.38578668236732483,
    0.5094338655471802,
    0.6694559454917908,
    0.7192980647087097,
    0.6903551816940308,
    0.30232545733451843,
    0.7411166429519653,
    0.5699998736381531,
    0.6697246432304382,
    0.589371919631958,
    0.7614211440086365,
    0.6799998879432678,
    0.5610858201980591,
    0.5052630305290222,
    0.3066665530204773,
    0.3351954519748688,
    0.4158414602279663,
    0.48756206035614014,
    0.7999998331069946,
    0.7478260397911072,
    0.5561496019363403,
    0.6754384636878967,
    0.27999991178512573,
    0.4102562665939331,
    0.35897424817085266,
    0.7578946352005005,
    0.7979272603988647,
    0.42168664932250977,
    0.45631060004234314,
    0.5583755373954773,
    0.37433144450187683,
    0.5545453429222107,
    0.7586205005645752,
    0.4792625606060028,
    0.4812833070755005,
    0.6874998807907104,
    0.6222221255302429,
    0.6376810669898987,
    0.488262802362442,
    0.619289219379425,
    0.5951218605041504,
    0.6666665077209473,
    0.45405393838882446,
    0.3778800964355469,
    0.7846888303756714,
    0.5858584046363831,
    0.4914284646511078,
    0.48421040177345276,
    0.3249998688697815,
    0.6341462135314941
   ],
   "time": 10.269714222289622,
   "param": null
  },
  {
   "epoch": 163,
   "train_loss": 0.26222819089889526,
   "val_loss": 2.173666477203369,
   "acc": 54.26,
   "f1": [
    0.7735847234725952,
    0.6461536884307861,
    0.3594468832015991,
    0.31249991059303284,
    0.37563440203666687,
    0.5589519143104553,
    0.5549736618995667,
    0.5142855644226074,
    0.7024388909339905,
    0.6140349507331848,
    0.37305691838264465,
    0.3592231869697571,
    0.6467660069465637,
    0.44444435834884644,
    0.4731181561946869,
    0.4593299925327301,
    0.5922329425811768,
    0.7920790910720825,
    0.43298953771591187,
    0.4090908467769623,
    0.7511310577392578,
    0.6731706857681274,
    0.5167463421821594,
    0.6222221255302429,
    0.736263632774353,
    0.43216070532798767,
    0.49999988079071045,
    0.36686381697654724,
    0.6511626243591309,
    0.5921786427497864,
    0.520408034324646,
    0.5405403971672058,
    0.5312498211860657,
    0.5425531268119812,
    0.4657532870769501,
    0.2577318847179413,
    0.5145629644393921,
    0.43850257992744446,
    0.4593299925327301,
    0.7439612150192261,
    0.47761180996894836,
    0.7155961990356445,
    0.5058822631835938,
    0.5497629642486572,
    0.29319363832473755,
    0.39784935116767883,
    0.34920626878738403,
    0.6118720173835754,
    0.7981219291687012,
    0.6918917894363403,
    0.3141360282897949,
    0.4953269362449646,
    0.6069650650024414,
    0.7179485559463501,
    0.6731706857681274,
    0.24210518598556519,
    0.7336682677268982,
    0.582914412021637,
    0.6167399883270264,
    0.6074764728546143,
    0.7850465774536133,
    0.645502507686615,
    0.5628139972686768,
    0.5402297377586365,
    0.3351954519748688,
    0.3313608467578888,
    0.4161849021911621,
    0.4945053458213806,
    0.8169012069702148,
    0.6367345452308655,
    0.5951218605041504,
    0.6824643611907959,
    0.20111726224422455,
    0.3794870972633362,
    0.34254133701324463,
    0.7319586277008057,
    0.7809522151947021,
    0.41340771317481995,
    0.4433496594429016,
    0.5151513814926147,
    0.33333322405815125,
    0.5412842631340027,
    0.7715734243392944,
    0.46938762068748474,
    0.43956032395362854,
    0.7071821689605713,
    0.6031745076179504,
    0.6181817054748535,
    0.4694834351539612,
    0.5358850359916687,
    0.6540283560752869,
    0.6633662581443787,
    0.4324323236942291,
    0.3367346227169037,
    0.7873300909996033,
    0.5641024708747864,
    0.5079363584518433,
    0.4823527932167053,
    0.31092432141304016,
    0.666666567325592
   ],
   "time": 9.668056250549853,
   "param": null
  },
  {
   "epoch": 164,
   "train_loss": 0.2306620329618454,
   "val_loss": 2.2575130462646484,
   "acc": 54.27,
   "f1": [
    0.7722770571708679,
    0.5932202339172363,
    0.39325833320617676,
    0.26519328355789185,
    0.4086019992828369,
    0.5837318897247314,
    0.5271965861320496,
    0.49999988079071045,
    0.6774192452430725,
    0.633165717124939,
    0.3431951701641083,
    0.34343424439430237,
    0.6280191540718079,
    0.4854367673397064,
    0.49756085872650146,
    0.43720918893814087,
    0.5999999046325684,
    0.7177032232284546,
    0.4415583610534668,
    0.37735840678215027,
    0.753488302230835,
    0.6368157267570496,
    0.49999988079071045,
    0.6262625455856323,
    0.7999998331069946,
    0.41340771317481995,
    0.4878047704696655,
    0.3253011107444763,
    0.6910993456840515,
    0.558139443397522,
    0.53465336561203,
    0.5333331823348999,
    0.5989303588867188,
    0.510416567325592,
    0.46956515312194824,
    0.24390237033367157,
    0.45595842599868774,
    0.43564343452453613,
    0.41414129734039307,
    0.7474745512008667,
    0.43956032395362854,
    0.7722770571708679,
    0.4516127407550812,
    0.5531913638114929,
    0.34449753165245056,
    0.4148934781551361,
    0.30851057171821594,
    0.6009851098060608,
    0.7804876565933228,
    0.7452828288078308,
    0.31914883852005005,
    0.5714284181594849,
    0.62135910987854,
    0.7192980647087097,
    0.6502462029457092,
    0.2580644488334656,
    0.72251296043396,
    0.6009851098060608,
    0.6666665077209473,
    0.6524062752723694,
    0.7772510051727295,
    0.6601940989494324,
    0.5283017754554749,
    0.5287355184555054,
    0.3516482412815094,
    0.2976189851760864,
    0.40191373229026794,
    0.4777776598930359,
    0.8437498211860657,
    0.675555408000946,
    0.5686272978782654,
    0.6559138894081116,
    0.2545453608036041,
    0.42051267623901367,
    0.336633563041687,
    0.7512688636779785,
    0.796116292476654,
    0.3443707227706909,
    0.4221104085445404,
    0.5929647088050842,
    0.38150280714035034,
    0.5161288380622864,
    0.7403844594955444,
    0.45714277029037476,
    0.486772358417511,
    0.7234041690826416,
    0.6413041353225708,
    0.6090908050537109,
    0.5291004180908203,
    0.553571343421936,
    0.6098653674125671,
    0.6903551816940308,
    0.41176462173461914,
    0.3179486393928528,
    0.7850465774536133,
    0.6107783317565918,
    0.5599998831748962,
    0.4630540609359741,
    0.306122362613678,
    0.649214506149292
   ],
   "time": 9.957121103070676,
   "param": null
  },
  {
   "epoch": 165,
   "train_loss": 0.22420035302639008,
   "val_loss": 2.2065885066986084,
   "acc": 54.66,
   "f1": [
    0.776698887348175,
    0.6355138421058655,
    0.3636362552642822,
    0.3016759157180786,
    0.37894728779792786,
    0.5833332538604736,
    0.5254236459732056,
    0.5112106204032898,
    0.6769229769706726,
    0.6473428606987,
    0.3478259742259979,
    0.3417084515094757,
    0.6810809373855591,
    0.46938762068748474,
    0.49019595980644226,
    0.44715434312820435,
    0.6195651292800903,
    0.741463303565979,
    0.43925222754478455,
    0.43678146600723267,
    0.776698887348175,
    0.6046510338783264,
    0.5388599634170532,
    0.6859902143478394,
    0.772486686706543,
    0.41717782616615295,
    0.528846025466919,
    0.3249998986721039,
    0.697435736656189,
    0.5921786427497864,
    0.5486724376678467,
    0.5026176571846008,
    0.5492226481437683,
    0.49729716777801514,
    0.4788731336593628,
    0.26666656136512756,
    0.49484527111053467,
    0.4919784665107727,
    0.42156851291656494,
    0.7450978755950928,
    0.48598119616508484,
    0.706976592540741,
    0.49999988079071045,
    0.5344826579093933,
    0.3113206624984741,
    0.41935470700263977,
    0.3091786503791809,
    0.619999885559082,
    0.7345131635665894,
    0.7241377830505371,
    0.37185919284820557,
    0.5238093733787537,
    0.6118720173835754,
    0.7522933483123779,
    0.6699506640434265,
    0.30409345030784607,
    0.7142855525016785,
    0.5922329425811768,
    0.6893202662467957,
    0.5818180441856384,
    0.7488985657691956,
    0.6458331942558289,
    0.5904760956764221,
    0.4855490028858185,
    0.36065563559532166,
    0.3249998986721039,
    0.3917524814605713,
    0.4242422580718994,
    0.8325356841087341,
    0.6851851344108582,
    0.5599998831748962,
    0.7291665077209473,
    0.2404370754957199,
    0.39560428261756897,
    0.306122362613678,
    0.7087377309799194,
    0.820512592792511,
    0.38961026072502136,
    0.4734298884868622,
    0.5497629642486572,
    0.36158180236816406,
    0.5352111458778381,
    0.6912441253662109,
    0.4688993990421295,
    0.49999988079071045,
    0.710382342338562,
    0.6170212030410767,
    0.6384975910186768,
    0.5230767726898193,
    0.5491801500320435,
    0.6380951404571533,
    0.6889951229095459,
    0.41379299759864807,
    0.33962252736091614,
    0.7906975150108337,
    0.636871337890625,
    0.4947367310523987,
    0.4516127407550812,
    0.33027511835098267,
    0.6769229769706726
   ],
   "time": 10.414801898412406,
   "param": null
  },
  {
   "epoch": 166,
   "train_loss": 0.24986104667186737,
   "val_loss": 2.099187135696411,
   "acc": 54.02,
   "f1": [
    0.7878786325454712,
    0.5972849726676941,
    0.41666656732559204,
    0.29714274406433105,
    0.3179486393928528,
    0.5991559624671936,
    0.5315313935279846,
    0.5599998831748962,
    0.6764704585075378,
    0.6341462135314941,
    0.3529410660266876,
    0.3578946590423584,
    0.6028706431388855,
    0.46938762068748474,
    0.4593299925327301,
    0.4537035822868347,
    0.6256982088088989,
    0.7272725701332092,
    0.4621847867965698,
    0.47474732995033264,
    0.7677723169326782,
    0.6183573603630066,
    0.5053762197494507,
    0.6310158967971802,
    0.7614211440086365,
    0.4022987186908722,
    0.5049503445625305,
    0.3463686406612396,
    0.6951870322227478,
    0.5743588209152222,
    0.47120407223701477,
    0.5684208869934082,
    0.5728641748428345,
    0.487046480178833,
    0.43946176767349243,
    0.28571417927742004,
    0.45631060004234314,
    0.41628947854042053,
    0.42477864027023315,
    0.7562187314033508,
    0.4694834351539612,
    0.7395831346511841,
    0.47674402594566345,
    0.5296802520751953,
    0.30857133865356445,
    0.41269823908805847,
    0.36180898547172546,
    0.6274508833885193,
    0.7685183882713318,
    0.6806281208992004,
    0.3315507173538208,
    0.5294116735458374,
    0.6220094561576843,
    0.7333331108093262,
    0.6507176160812378,
    0.2873562276363373,
    0.688372015953064,
    0.6057690978050232,
    0.6666665077209473,
    0.5670101642608643,
    0.7575755715370178,
    0.6666665077209473,
    0.5742572546005249,
    0.5121949315071106,
    0.3050846457481384,
    0.299465149641037,
    0.44444432854652405,
    0.4632767140865326,
    0.8666665554046631,
    0.6822428703308105,
    0.5999999046325684,
    0.6938773989677429,
    0.239999920129776,
    0.3794870972633362,
    0.3157893717288971,
    0.7179486155509949,
    0.753488302230835,
    0.3999998867511749,
    0.41269823908805847,
    0.5360823273658752,
    0.3232322335243225,
    0.4782607853412628,
    0.747572660446167,
    0.4595744013786316,
    0.47368407249450684,
    0.6806281208992004,
    0.6483515501022339,
    0.6111109852790833,
    0.4897957742214203,
    0.6036034822463989,
    0.6009388566017151,
    0.6545453667640686,
    0.3899998664855957,
    0.3636362850666046,
    0.7574467062950134,
    0.6046510338783264,
    0.5517240166664124,
    0.4338623583316803,
    0.31730762124061584,
    0.669999897480011
   ],
   "time": 9.943562366068363,
   "param": null
  },
  {
   "epoch": 167,
   "train_loss": 0.2212723046541214,
   "val_loss": 2.214261293411255,
   "acc": 54.07,
   "f1": [
    0.7804876565933228,
    0.6464645266532898,
    0.34736835956573486,
    0.2888887822628021,
    0.35051536560058594,
    0.5812807083129883,
    0.5381165146827698,
    0.5042015910148621,
    0.7083331942558289,
    0.625640869140625,
    0.3351350426673889,
    0.38541653752326965,
    0.633165717124939,
    0.5099998712539673,
    0.4366810917854309,
    0.43925222754478455,
    0.6249998807907104,
    0.6763284206390381,
    0.46363624930381775,
    0.41176459193229675,
    0.8019800782203674,
    0.6249998807907104,
    0.5284972786903381,
    0.6666665077209473,
    0.7783782482147217,
    0.3999998867511749,
    0.49999988079071045,
    0.32402223348617554,
    0.6632652282714844,
    0.572916567325592,
    0.48913031816482544,
    0.5317917466163635,
    0.5402842164039612,
    0.5029938817024231,
    0.47619035840034485,
    0.24137921631336212,
    0.4162435233592987,
    0.3444443643093109,
    0.39130425453186035,
    0.7437184453010559,
    0.4736841320991516,
    0.7156862020492554,
    0.47398826479911804,
    0.5821594595909119,
    0.30526304244995117,
    0.4469272196292877,
    0.3317534327507019,
    0.602040708065033,
    0.7372879981994629,
    0.6747965812683105,
    0.32804223895072937,
    0.542713463306427,
    0.6244724988937378,
    0.7136561870574951,
    0.6666665077209473,
    0.2941175401210785,
    0.6822428703308105,
    0.5812807083129883,
    0.679245114326477,
    0.5658535361289978,
    0.7783250212669373,
    0.639593780040741,
    0.563380241394043,
    0.5227271318435669,
    0.33333322405815125,
    0.27777770161628723,
    0.3842363655567169,
    0.5130888819694519,
    0.8075116276741028,
    0.7109003663063049,
    0.6183573603630066,
    0.7040814757347107,
    0.23463678359985352,
    0.40975597500801086,
    0.331707239151001,
    0.7399998903274536,
    0.7772510051727295,
    0.3926379084587097,
    0.43349742889404297,
    0.5333331823348999,
    0.3387977182865143,
    0.5621620416641235,
    0.721153736114502,
    0.4766353964805603,
    0.48309168219566345,
    0.715083658695221,
    0.5951218605041504,
    0.6439023613929749,
    0.5185183882713318,
    0.5631066560745239,
    0.6481480002403259,
    0.6862744092941284,
    0.4020099639892578,
    0.3659573495388031,
    0.8078815937042236,
    0.6321242451667786,
    0.4799998700618744,
    0.47826072573661804,
    0.3196346163749695,
    0.6399998664855957
   ],
   "time": 9.934484475292265,
   "param": null
  },
  {
   "epoch": 168,
   "train_loss": 0.20406465232372284,
   "val_loss": 2.4514856338500977,
   "acc": 54.94,
   "f1": [
    0.762376070022583,
    0.6432158946990967,
    0.3428570628166199,
    0.31999990344047546,
    0.3563217520713806,
    0.5961536765098572,
    0.5358850359916687,
    0.5312498211860657,
    0.7076921463012695,
    0.624390184879303,
    0.33684200048446655,
    0.34042540192604065,
    0.639593780040741,
    0.46363624930381775,
    0.47761180996894836,
    0.46363624930381775,
    0.6237622499465942,
    0.7799997925758362,
    0.467661589384079,
    0.4232803285121918,
    0.7677723169326782,
    0.613065242767334,
    0.5081079602241516,
    0.6666665077209473,
    0.820512592792511,
    0.4607328474521637,
    0.518134593963623,
    0.32748526334762573,
    0.6836733222007751,
    0.6060605049133301,
    0.5402842164039612,
    0.5252523422241211,
    0.5921786427497864,
    0.5081079602241516,
    0.4493390619754791,
    0.2790696918964386,
    0.47474732995033264,
    0.42857128381729126,
    0.4075828194618225,
    0.7707315683364868,
    0.5756096839904785,
    0.6956520080566406,
    0.491227924823761,
    0.5344826579093933,
    0.2934781610965729,
    0.38674020767211914,
    0.35294109582901,
    0.6028706431388855,
    0.7280700206756592,
    0.6995072364807129,
    0.348314493894577,
    0.5422221422195435,
    0.6167399883270264,
    0.7186145782470703,
    0.6761903762817383,
    0.2692306637763977,
    0.7238093614578247,
    0.6099998950958252,
    0.6697673201560974,
    0.5858584046363831,
    0.7499998807907104,
    0.6428569555282593,
    0.5741626024246216,
    0.5389220714569092,
    0.31764698028564453,
    0.2941175401210785,
    0.44221094250679016,
    0.486772358417511,
    0.8190473914146423,
    0.6754384636878967,
    0.5925924777984619,
    0.7232141494750977,
    0.24210518598556519,
    0.35051536560058594,
    0.3265305161476135,
    0.7348835468292236,
    0.7772510051727295,
    0.4302324652671814,
    0.4411763548851013,
    0.5641024112701416,
    0.35955044627189636,
    0.5151513814926147,
    0.7619046568870544,
    0.4765956401824951,
    0.474226713180542,
    0.6767675280570984,
    0.6310158967971802,
    0.6545453667640686,
    0.49765241146087646,
    0.5702126026153564,
    0.6283184885978699,
    0.6923075318336487,
    0.44221094250679016,
    0.3743841052055359,
    0.7999998927116394,
    0.6132074594497681,
    0.5476189255714417,
    0.446808397769928,
    0.35398221015930176,
    0.6634145379066467
   ],
   "time": 9.938457872718573,
   "param": null
  },
  {
   "epoch": 169,
   "train_loss": 0.28702184557914734,
   "val_loss": 2.191938877105713,
   "acc": 54.82,
   "f1": [
    0.7684727907180786,
    0.592920184135437,
    0.37914684414863586,
    0.29268282651901245,
    0.3654821515083313,
    0.5907171964645386,
    0.5428570508956909,
    0.5592415928840637,
    0.6999998688697815,
    0.683937668800354,
    0.3389829397201538,
    0.3666665554046631,
    0.6363635063171387,
    0.5123152136802673,
    0.5050503611564636,
    0.44239622354507446,
    0.6444442868232727,
    0.6995072364807129,
    0.4734298884868622,
    0.48205116391181946,
    0.7826085686683655,
    0.6564101576805115,
    0.5026736855506897,
    0.6153845191001892,
    0.7960197329521179,
    0.41711217164993286,
    0.46363624930381775,
    0.3387977182865143,
    0.6907215118408203,
    0.5550238490104675,
    0.5418717861175537,
    0.5402297377586365,
    0.5567008852958679,
    0.4812833070755005,
    0.4837207794189453,
    0.2727271616458893,
    0.43518510460853577,
    0.38043469190597534,
    0.40404030680656433,
    0.7536230683326721,
    0.46376800537109375,
    0.7562187314033508,
    0.509090781211853,
    0.5381165146827698,
    0.34554967284202576,
    0.38918909430503845,
    0.326315701007843,
    0.5919281840324402,
    0.7609753608703613,
    0.7136148810386658,
    0.35359105467796326,
    0.5388126373291016,
    0.6099998950958252,
    0.6963561773300171,
    0.6504853367805481,
    0.2762430012226105,
    0.7264149188995361,
    0.6146340370178223,
    0.6701029539108276,
    0.5773194432258606,
    0.7678569555282593,
    0.6865670084953308,
    0.5773194432258606,
    0.535519003868103,
    0.31284910440444946,
    0.3314915895462036,
    0.4180789887905121,
    0.45197728276252747,
    0.8229663372039795,
    0.6849313974380493,
    0.579234778881073,
    0.6990289688110352,
    0.2333332598209381,
    0.43749991059303284,
    0.30051806569099426,
    0.7536230683326721,
    0.8058250546455383,
    0.40217384696006775,
    0.42639580368995667,
    0.5517240166664124,
    0.3736262619495392,
    0.5490195155143738,
    0.7464112639427185,
    0.47963786125183105,
    0.45263150334358215,
    0.6969695687294006,
    0.6408838629722595,
    0.657534122467041,
    0.5273630023002625,
    0.5658535361289978,
    0.6194689869880676,
    0.6347824931144714,
    0.4499998688697815,
    0.3867923319339752,
    0.8262909054756165,
    0.6326529383659363,
    0.5174128413200378,
    0.4835163354873657,
    0.3348415493965149,
    0.6153844594955444
   ],
   "time": 10.102419444359839,
   "param": null
  },
  {
   "epoch": 170,
   "train_loss": 0.22769619524478912,
   "val_loss": 2.1019856929779053,
   "acc": 54.78,
   "f1": [
    0.7499999403953552,
    0.579439103603363,
    0.3842363655567169,
    0.30952370166778564,
    0.36686381697654724,
    0.6133331656455994,
    0.5370368957519531,
    0.5454544425010681,
    0.7083331942558289,
    0.6473428606987,
    0.36065563559532166,
    0.3248729705810547,
    0.6407765746116638,
    0.5230767726898193,
    0.45263150334358215,
    0.452830046415329,
    0.6489360928535461,
    0.707547128200531,
    0.43720918893814087,
    0.4432430863380432,
    0.7884613275527954,
    0.6376810669898987,
    0.5067872405052185,
    0.6557375192642212,
    0.8064514398574829,
    0.44198882579803467,
    0.5049503445625305,
    0.35502949357032776,
    0.6489360928535461,
    0.5454543828964233,
    0.49999988079071045,
    0.5586591362953186,
    0.5641024112701416,
    0.5168538093566895,
    0.4405285120010376,
    0.30051806569099426,
    0.48039206862449646,
    0.4077668786048889,
    0.45544540882110596,
    0.7582937479019165,
    0.4951455295085907,
    0.7289717793464661,
    0.4725273549556732,
    0.6060605049133301,
    0.3398057222366333,
    0.3763439953327179,
    0.32352936267852783,
    0.619289219379425,
    0.7720928192138672,
    0.7019230127334595,
    0.37433144450187683,
    0.5560536980628967,
    0.6315788626670837,
    0.7305934429168701,
    0.6540283560752869,
    0.30409345030784607,
    0.7230044603347778,
    0.5999999046325684,
    0.7029701471328735,
    0.5812807083129883,
    0.7735847234725952,
    0.6947367191314697,
    0.525345504283905,
    0.5443036556243896,
    0.32051271200180054,
    0.3152172863483429,
    0.4162435233592987,
    0.44848471879959106,
    0.8018431067466736,
    0.6915886998176575,
    0.5833332538604736,
    0.7083331942558289,
    0.228571355342865,
    0.4120602011680603,
    0.3386242389678955,
    0.725490152835846,
    0.8159202337265015,
    0.38636353611946106,
    0.4279474914073944,
    0.5320196151733398,
    0.37209296226501465,
    0.5291478633880615,
    0.7464112639427185,
    0.49372372031211853,
    0.4878047704696655,
    0.6938773989677429,
    0.6236557960510254,
    0.6636362671852112,
    0.49019595980644226,
    0.5279186367988586,
    0.5898616909980774,
    0.6509432196617126,
    0.39810416102409363,
    0.37558677792549133,
    0.8380950689315796,
    0.6138612627983093,
    0.5347592234611511,
    0.486772358417511,
    0.33333322405815125,
    0.6350710391998291
   ],
   "time": 10.849827034398913,
   "param": null
  },
  {
   "epoch": 171,
   "train_loss": 0.19765855371952057,
   "val_loss": 2.213679313659668,
   "acc": 55.2,
   "f1": [
    0.7738691568374634,
    0.6355138421058655,
    0.4083768427371979,
    0.30857133865356445,
    0.38502663373947144,
    0.6180256605148315,
    0.525345504283905,
    0.5888323187828064,
    0.6984125375747681,
    0.6478871703147888,
    0.3463686406612396,
    0.38674020767211914,
    0.6325579881668091,
    0.4748857021331787,
    0.49484527111053467,
    0.4377681314945221,
    0.6299998760223389,
    0.7177032232284546,
    0.44036686420440674,
    0.4387753903865814,
    0.7884613275527954,
    0.6210044622421265,
    0.49746179580688477,
    0.6632122993469238,
    0.8265304565429688,
    0.45054933428764343,
    0.46874985098838806,
    0.32584258913993835,
    0.6770831346511841,
    0.5876287817955017,
    0.5185183882713318,
    0.5638296604156494,
    0.5925924777984619,
    0.49999988079071045,
    0.4629628360271454,
    0.2485874742269516,
    0.43269219994544983,
    0.3934425115585327,
    0.4278606176376343,
    0.7676765322685242,
    0.48623839020729065,
    0.7549017667770386,
    0.47120407223701477,
    0.5321099162101746,
    0.3478259742259979,
    0.3874344527721405,
    0.3478259742259979,
    0.6190475225448608,
    0.7727271318435669,
    0.7162789106369019,
    0.3626372814178467,
    0.5479451417922974,
    0.6355138421058655,
    0.7281104326248169,
    0.6699506640434265,
    0.28571417927742004,
    0.7559806704521179,
    0.6145831942558289,
    0.6826921701431274,
    0.5957446098327637,
    0.7817257046699524,
    0.6834169626235962,
    0.5555554628372192,
    0.535519003868103,
    0.32402223348617554,
    0.3195265531539917,
    0.41711217164993286,
    0.4745761454105377,
    0.8405795097351074,
    0.6849313974380493,
    0.6082472205162048,
    0.6757989525794983,
    0.2541435658931732,
    0.39603951573371887,
    0.32291656732559204,
    0.7411166429519653,
    0.8039213418960571,
    0.40718549489974976,
    0.4688993990421295,
    0.5196077227592468,
    0.36269423365592957,
    0.529999852180481,
    0.7738691568374634,
    0.4930231273174286,
    0.5025123953819275,
    0.7099998593330383,
    0.6145250201225281,
    0.6481480002403259,
    0.46829259395599365,
    0.555065929889679,
    0.6210044622421265,
    0.6605502963066101,
    0.4145076870918274,
    0.37373724579811096,
    0.7733331918716431,
    0.6354165077209473,
    0.5373133420944214,
    0.4646463394165039,
    0.3431371748447418,
    0.6733667254447937
   ],
   "time": 10.443102621473372,
   "param": null
  },
  {
   "epoch": 172,
   "train_loss": 0.2772502899169922,
   "val_loss": 2.192553997039795,
   "acc": 55.11,
   "f1": [
    0.7647057771682739,
    0.5866665840148926,
    0.3940885663032532,
    0.31645557284355164,
    0.34972667694091797,
    0.6037734746932983,
    0.5384615063667297,
    0.5511109828948975,
    0.7009344696998596,
    0.6428569555282593,
    0.33720916509628296,
    0.34042540192604065,
    0.6770831346511841,
    0.5120771527290344,
    0.48076915740966797,
    0.434782475233078,
    0.6262625455856323,
    0.7537687420845032,
    0.4727271497249603,
    0.4550263583660126,
    0.8118810057640076,
    0.6206895112991333,
    0.5294116735458374,
    0.6530610918998718,
    0.7738691568374634,
    0.44067782163619995,
    0.4811319410800934,
    0.3711339235305786,
    0.6772485375404358,
    0.5999998450279236,
    0.522612988948822,
    0.5505616068840027,
    0.5846152901649475,
    0.5319147706031799,
    0.44347813725471497,
    0.2673795819282532,
    0.48453593254089355,
    0.44943806529045105,
    0.42931926250457764,
    0.7499998211860657,
    0.48484835028648376,
    0.7448978424072266,
    0.4577113389968872,
    0.5454544425010681,
    0.36842095851898193,
    0.37894728779792786,
    0.35483860969543457,
    0.6336632370948792,
    0.7830187082290649,
    0.7177032232284546,
    0.36269423365592957,
    0.5471696853637695,
    0.6341462135314941,
    0.7499998211860657,
    0.6696831583976746,
    0.3016759157180786,
    0.7378638982772827,
    0.595959484577179,
    0.6731706857681274,
    0.589371919631958,
    0.7411166429519653,
    0.6507176160812378,
    0.5514017343521118,
    0.5666665434837341,
    0.34042540192604065,
    0.3076922297477722,
    0.43979042768478394,
    0.47619032859802246,
    0.8341230750083923,
    0.6636362671852112,
    0.5971562266349792,
    0.6826921701431274,
    0.25157222151756287,
    0.4086019992828369,
    0.3578946590423584,
    0.7263681292533875,
    0.7699998021125793,
    0.3999998867511749,
    0.42290738224983215,
    0.5377357006072998,
    0.3594468832015991,
    0.5118482112884521,
    0.7333331108093262,
    0.5023695826530457,
    0.4897957742214203,
    0.7111109495162964,
    0.6263735294342041,
    0.6769229769706726,
    0.46956515312194824,
    0.5936071872711182,
    0.6372547745704651,
    0.657142698764801,
    0.425531804561615,
    0.36815908551216125,
    0.7924526929855347,
    0.6298341155052185,
    0.5145629644393921,
    0.48453593254089355,
    0.33333325386047363,
    0.6325579881668091
   ],
   "time": 9.906975906342268,
   "param": null
  },
  {
   "epoch": 173,
   "train_loss": 0.2773294150829315,
   "val_loss": 2.183366298675537,
   "acc": 54.78,
   "f1": [
    0.762376070022583,
    0.6445496082305908,
    0.4019606411457062,
    0.3151514232158661,
    0.34254133701324463,
    0.6261681318283081,
    0.5507245063781738,
    0.5728154182434082,
    0.7115383744239807,
    0.6635069251060486,
    0.33333319425582886,
    0.3535352647304535,
    0.625640869140625,
    0.4729062616825104,
    0.48913031816482544,
    0.4401912987232208,
    0.6344084739685059,
    0.693333089351654,
    0.4976075291633606,
    0.44210511445999146,
    0.7605632543563843,
    0.6934671998023987,
    0.5076140761375427,
    0.6666665077209473,
    0.7676765322685242,
    0.46486473083496094,
    0.46376800537109375,
    0.34482747316360474,
    0.6736840605735779,
    0.5806450843811035,
    0.4975123405456543,
    0.522612988948822,
    0.5882351994514465,
    0.5174128413200378,
    0.4609052240848541,
    0.2541435658931732,
    0.48958322405815125,
    0.37894728779792786,
    0.3981480300426483,
    0.7358488440513611,
    0.47619032859802246,
    0.735293984413147,
    0.46829259395599365,
    0.48908287286758423,
    0.3823528587818146,
    0.42780739068984985,
    0.3168315887451172,
    0.5743588209152222,
    0.7981219291687012,
    0.7238093614578247,
    0.39153432846069336,
    0.5312498211860657,
    0.6249998807907104,
    0.7297295928001404,
    0.6442306041717529,
    0.30232545733451843,
    0.727272629737854,
    0.6145831942558289,
    0.6831682324409485,
    0.5527637004852295,
    0.7793425917625427,
    0.6769229769706726,
    0.548076868057251,
    0.5348835587501526,
    0.30120471119880676,
    0.3169397711753845,
    0.42857128381729126,
    0.4606740176677704,
    0.8301885724067688,
    0.7169809341430664,
    0.6010361909866333,
    0.7171715497970581,
    0.22222214937210083,
    0.38139525055885315,
    0.3617020547389984,
    0.7437184453010559,
    0.7547168731689453,
    0.42168664932250977,
    0.45128190517425537,
    0.5658535361289978,
    0.3383083641529083,
    0.5495494604110718,
    0.7632849216461182,
    0.4903845191001892,
    0.46999987959861755,
    0.6798028349876404,
    0.6136362552642822,
    0.6132074594497681,
    0.4705880880355835,
    0.5577688217163086,
    0.602620005607605,
    0.6796115040779114,
    0.4137929677963257,
    0.34482747316360474,
    0.801762044429779,
    0.6153844594955444,
    0.47619032859802246,
    0.46632111072540283,
    0.34482747316360474,
    0.6428569555282593
   ],
   "time": 9.625107377767563,
   "param": null
  },
  {
   "epoch": 174,
   "train_loss": 0.23517081141471863,
   "val_loss": 1.8891819715499878,
   "acc": 55.35,
   "f1": [
    0.7684727907180786,
    0.6301368474960327,
    0.3599999248981476,
    0.3295453190803528,
    0.3419688045978546,
    0.6457397937774658,
    0.5882351994514465,
    0.5714284777641296,
    0.6923075318336487,
    0.663461446762085,
    0.34782594442367554,
    0.35294109582901,
    0.6384975910186768,
    0.4927534759044647,
    0.4919784665107727,
    0.439655065536499,
    0.645502507686615,
    0.6851851344108582,
    0.5050503611564636,
    0.4606740176677704,
    0.8118810057640076,
    0.6415093541145325,
    0.5345621109008789,
    0.7096772789955139,
    0.7999997735023499,
    0.45454537868499756,
    0.49214646220207214,
    0.3999998867511749,
    0.6878305077552795,
    0.56043940782547,
    0.5142855644226074,
    0.5263156890869141,
    0.5913977026939392,
    0.5326085686683655,
    0.48305076360702515,
    0.2694299519062042,
    0.45405393838882446,
    0.4210525155067444,
    0.434782475233078,
    0.7761192321777344,
    0.4949493706226349,
    0.7342994213104248,
    0.467661589384079,
    0.5508472919464111,
    0.4077668786048889,
    0.4111110270023346,
    0.31914883852005005,
    0.5865383148193359,
    0.7565216422080994,
    0.7149757146835327,
    0.37288129329681396,
    0.5428570508956909,
    0.6203702688217163,
    0.7239817380905151,
    0.7106597423553467,
    0.2771083414554596,
    0.7184464335441589,
    0.6060605049133301,
    0.6731706857681274,
    0.5929647088050842,
    0.8078815937042236,
    0.666666567325592,
    0.5660375952720642,
    0.502923846244812,
    0.2999999225139618,
    0.2923975884914398,
    0.4242422580718994,
    0.4699452221393585,
    0.8155338168144226,
    0.7177032232284546,
    0.5882351994514465,
    0.7255812287330627,
    0.26900574564933777,
    0.3743841052055359,
    0.327868789434433,
    0.7572813630104065,
    0.7920790910720825,
    0.3882351815700531,
    0.46376800537109375,
    0.5685278177261353,
    0.3654821515083313,
    0.5624998807907104,
    0.7761192321777344,
    0.48623839020729065,
    0.4974091649055481,
    0.6734693050384521,
    0.6145250201225281,
    0.6509432196617126,
    0.4744184911251068,
    0.5614033937454224,
    0.6167399883270264,
    0.6540283560752869,
    0.40641695261001587,
    0.3300969898700714,
    0.794520378112793,
    0.5979380011558533,
    0.5185183882713318,
    0.44559577107429504,
    0.3121950626373291,
    0.6769229769706726
   ],
   "time": 10.566011030226946,
   "param": null
  },
  {
   "epoch": 175,
   "train_loss": 0.18127471208572388,
   "val_loss": 2.264758348464966,
   "acc": 54.63,
   "f1": [
    0.7572813630104065,
    0.6111109852790833,
    0.35643553733825684,
    0.25157222151756287,
    0.3369564116001129,
    0.6261681318283081,
    0.526829183101654,
    0.5333331823348999,
    0.7121950387954712,
    0.6368157267570496,
    0.3720929026603699,
    0.34920626878738403,
    0.649484395980835,
    0.49261072278022766,
    0.4827585518360138,
    0.4474884569644928,
    0.6417111158370972,
    0.7512193918228149,
    0.4834122061729431,
    0.45595842599868774,
    0.8078815937042236,
    0.6926827430725098,
    0.5410627126693726,
    0.7010307908058167,
    0.7918779850006104,
    0.45810040831565857,
    0.4899998903274536,
    0.35359105467796326,
    0.6914892196655273,
    0.5494503974914551,
    0.5079363584518433,
    0.5151513814926147,
    0.596858561038971,
    0.505154550075531,
    0.46025097370147705,
    0.24580998718738556,
    0.4766837954521179,
    0.4086019992828369,
    0.4248703718185425,
    0.7676765322685242,
    0.47236168384552,
    0.7192116975784302,
    0.4692735970020294,
    0.553571343421936,
    0.3428570628166199,
    0.3823528587818146,
    0.30107519030570984,
    0.6380951404571533,
    0.742081344127655,
    0.7184464335441589,
    0.3894736170768738,
    0.5145629644393921,
    0.6305417418479919,
    0.7272725701332092,
    0.6834169626235962,
    0.2923975884914398,
    0.7149757146835327,
    0.5989846587181091,
    0.6731706857681274,
    0.6120217442512512,
    0.766355037689209,
    0.6595743298530579,
    0.5488370656967163,
    0.497175008058548,
    0.3265305161476135,
    0.27380943298339844,
    0.39325833320617676,
    0.44198882579803467,
    0.8405795097351074,
    0.6948355436325073,
    0.5684208869934082,
    0.6985644102096558,
    0.26900574564933777,
    0.4036695957183838,
    0.32432422041893005,
    0.732673168182373,
    0.7920790910720825,
    0.393063485622406,
    0.43269219994544983,
    0.5533979535102844,
    0.3578946590423584,
    0.5454544425010681,
    0.7476633787155151,
    0.4561402499675751,
    0.5079363584518433,
    0.6878305077552795,
    0.6243385076522827,
    0.6425337791442871,
    0.49549540877342224,
    0.5739909410476685,
    0.6027396321296692,
    0.6532661318778992,
    0.3980098366737366,
    0.3300969898700714,
    0.8018431067466736,
    0.5989846587181091,
    0.526829183101654,
    0.45320188999176025,
    0.3047617971897125,
    0.6368157267570496
   ],
   "time": 9.894897502847016,
   "param": null
  },
  {
   "epoch": 176,
   "train_loss": 0.23030199110507965,
   "val_loss": 2.0210165977478027,
   "acc": 55.23,
   "f1": [
    0.7722770571708679,
    0.6027396321296692,
    0.36111101508140564,
    0.30487796664237976,
    0.35955044627189636,
    0.602620005607605,
    0.5294116735458374,
    0.5576921701431274,
    0.7164177894592285,
    0.6330273747444153,
    0.3315507173538208,
    0.33684200048446655,
    0.6951870322227478,
    0.47715723514556885,
    0.4615383446216583,
    0.4734298884868622,
    0.6161615252494812,
    0.722222089767456,
    0.47572803497314453,
    0.4705881178379059,
    0.798029363155365,
    0.657142698764801,
    0.561576247215271,
    0.6516852378845215,
    0.7939696907997131,
    0.4432430863380432,
    0.4949493706226349,
    0.367346853017807,
    0.697435736656189,
    0.5333331823348999,
    0.5106381177902222,
    0.5524860620498657,
    0.5833332538604736,
    0.5333331823348999,
    0.4976957440376282,
    0.2473117560148239,
    0.48958322405815125,
    0.42857128381729126,
    0.4183672070503235,
    0.7799997925758362,
    0.4927534759044647,
    0.7575755715370178,
    0.4632767140865326,
    0.563380241394043,
    0.33333322405815125,
    0.40206170082092285,
    0.3147207200527191,
    0.6090908050537109,
    0.7699528932571411,
    0.704761803150177,
    0.39795905351638794,
    0.5110130310058594,
    0.6175113916397095,
    0.6970952749252319,
    0.7203789353370667,
    0.29508185386657715,
    0.7081338167190552,
    0.5899998545646667,
    0.6763284206390381,
    0.6010361909866333,
    0.7772510051727295,
    0.6701029539108276,
    0.5446008443832397,
    0.5054942965507507,
    0.3575417995452881,
    0.3352600038051605,
    0.43930622935295105,
    0.44444432854652405,
    0.8380950689315796,
    0.6822428703308105,
    0.5631066560745239,
    0.7184464335441589,
    0.2588233947753906,
    0.37914684414863586,
    0.3535352647304535,
    0.738461434841156,
    0.7980766892433167,
    0.38150280714035034,
    0.44230756163597107,
    0.5631066560745239,
    0.3459458649158478,
    0.5688071846961975,
    0.7826085686683655,
    0.4533332288265228,
    0.48936155438423157,
    0.7173911929130554,
    0.6631014943122864,
    0.6543776988983154,
    0.4857141971588135,
    0.6181817054748535,
    0.6034481525421143,
    0.6763284206390381,
    0.4075828194618225,
    0.3707316219806671,
    0.7729466557502747,
    0.6315788626670837,
    0.5081079602241516,
    0.45810040831565857,
    0.3271027207374573,
    0.6666665077209473
   ],
   "time": 10.346729748882353,
   "param": null
  },
  {
   "epoch": 177,
   "train_loss": 0.25131869316101074,
   "val_loss": 2.1930720806121826,
   "acc": 55.53,
   "f1": [
    0.7586205005645752,
    0.6445496082305908,
    0.4059404730796814,
    0.2716048061847687,
    0.4088396728038788,
    0.6244342923164368,
    0.525345504283905,
    0.5436891913414001,
    0.7099998593330383,
    0.6666665077209473,
    0.35602086782455444,
    0.3469386696815491,
    0.6542055010795593,
    0.4824119210243225,
    0.4795917272567749,
    0.4684683382511139,
    0.6382977366447449,
    0.7403844594955444,
    0.4792625606060028,
    0.42708319425582886,
    0.7830187082290649,
    0.6570047736167908,
    0.5913977026939392,
    0.70588219165802,
    0.7878786325454712,
    0.44210511445999146,
    0.4974091649055481,
    0.3586955666542053,
    0.7150257229804993,
    0.5284972786903381,
    0.5652172565460205,
    0.5319147706031799,
    0.572916567325592,
    0.5297296643257141,
    0.48908287286758423,
    0.228260800242424,
    0.5128204226493835,
    0.4245808720588684,
    0.41314542293548584,
    0.7745096683502197,
    0.49261072278022766,
    0.7363182306289673,
    0.46231144666671753,
    0.5302324295043945,
    0.3592231869697571,
    0.37696322798728943,
    0.30526304244995117,
    0.6305417418479919,
    0.7589284181594849,
    0.6877826452255249,
    0.40217384696006775,
    0.5471696853637695,
    0.6255922317504883,
    0.7257382273674011,
    0.7128711342811584,
    0.3208555281162262,
    0.7024388909339905,
    0.5948716402053833,
    0.6896550059318542,
    0.619289219379425,
    0.7699528932571411,
    0.680412232875824,
    0.5523808598518372,
    0.5263156294822693,
    0.34482747316360474,
    0.3409090042114258,
    0.4382021129131317,
    0.44808733463287354,
    0.8516744375228882,
    0.7196259498596191,
    0.5911328792572021,
    0.7263681292533875,
    0.24096375703811646,
    0.3980098366737366,
    0.3299999237060547,
    0.738461434841156,
    0.8241204619407654,
    0.3999998867511749,
    0.4577113389968872,
    0.5544553399085999,
    0.3763439953327179,
    0.5308055877685547,
    0.7655500173568726,
    0.46082934737205505,
    0.47368407249450684,
    0.7015705108642578,
    0.6195651292800903,
    0.6666665077209473,
    0.49549540877342224,
    0.5938863754272461,
    0.5991901755332947,
    0.6600984334945679,
    0.4059404730796814,
    0.3627450466156006,
    0.7981649041175842,
    0.6467660069465637,
    0.5157893896102905,
    0.4489794969558716,
    0.3167419731616974,
    0.6770831346511841
   ],
   "time": 10.448173605836928,
   "param": null
  },
  {
   "epoch": 178,
   "train_loss": 0.19768935441970825,
   "val_loss": 2.09964919090271,
   "acc": 55.22,
   "f1": [
    0.7537687420845032,
    0.6415093541145325,
    0.39999985694885254,
    0.2923975884914398,
    0.38043469190597534,
    0.6183573603630066,
    0.5479451417922974,
    0.5283017754554749,
    0.6985644102096558,
    0.6216214895248413,
    0.32748526334762573,
    0.34554967284202576,
    0.6538460850715637,
    0.4788731336593628,
    0.4949493706226349,
    0.4684683382511139,
    0.631578803062439,
    0.7524750828742981,
    0.4519229531288147,
    0.45595842599868774,
    0.7884613275527954,
    0.6330273747444153,
    0.5599998831748962,
    0.666666567325592,
    0.814814567565918,
    0.4491977095603943,
    0.47474732995033264,
    0.33333319425582886,
    0.6989246010780334,
    0.5527637004852295,
    0.5544553399085999,
    0.5333331823348999,
    0.5888323187828064,
    0.5139663219451904,
    0.4912279546260834,
    0.22459883987903595,
    0.4717947542667389,
    0.3934425115585327,
    0.4387753903865814,
    0.7609753608703613,
    0.47524741291999817,
    0.732673168182373,
    0.4731181561946869,
    0.5514017343521118,
    0.3208555281162262,
    0.3917524814605713,
    0.33333322405815125,
    0.6185566186904907,
    0.7826085686683655,
    0.6919430494308472,
    0.39378228783607483,
    0.5352111458778381,
    0.6216214895248413,
    0.7033896446228027,
    0.6766167879104614,
    0.2872926890850067,
    0.696078360080719,
    0.5948716402053833,
    0.6896550059318542,
    0.6122447848320007,
    0.766355037689209,
    0.6798028349876404,
    0.5700933337211609,
    0.5207098722457886,
    0.3468207120895386,
    0.33720916509628296,
    0.43715834617614746,
    0.4606740176677704,
    0.8333331942558289,
    0.7129628658294678,
    0.5906734466552734,
    0.7064675688743591,
    0.251428484916687,
    0.39795905351638794,
    0.3269230127334595,
    0.7525771856307983,
    0.8159202337265015,
    0.4150942265987396,
    0.44554442167282104,
    0.5490195155143738,
    0.3711339235305786,
    0.5381165146827698,
    0.7522933483123779,
    0.46491214632987976,
    0.4615383446216583,
    0.711340069770813,
    0.6421051621437073,
    0.6484017372131348,
    0.46788978576660156,
    0.580357015132904,
    0.6415093541145325,
    0.6859902143478394,
    0.40975597500801086,
    0.3232322335243225,
    0.7714284658432007,
    0.6633164882659912,
    0.5416665077209473,
    0.487046480178833,
    0.3454544246196747,
    0.6372547745704651
   ],
   "time": 10.439915693365037,
   "param": null
  },
  {
   "epoch": 179,
   "train_loss": 0.1501111388206482,
   "val_loss": 2.225163698196411,
   "acc": 55.19,
   "f1": [
    0.7653059959411621,
    0.624390184879303,
    0.3827749788761139,
    0.29813653230667114,
    0.34482747316360474,
    0.6388887763023376,
    0.5258214473724365,
    0.525345504283905,
    0.6834169626235962,
    0.6634145379066467,
    0.35675665736198425,
    0.3586955666542053,
    0.6868685483932495,
    0.4873095452785492,
    0.4795917272567749,
    0.46788978576660156,
    0.6349205374717712,
    0.7562187314033508,
    0.46376800537109375,
    0.43333321809768677,
    0.7922703623771667,
    0.6767675280570984,
    0.5654449462890625,
    0.70588219165802,
    0.8020302057266235,
    0.4108106791973114,
    0.4927534759044647,
    0.34042540192604065,
    0.6701029539108276,
    0.5638296604156494,
    0.5472635626792908,
    0.5444443225860596,
    0.6113988757133484,
    0.5257141590118408,
    0.48648640513420105,
    0.251308798789978,
    0.5026176571846008,
    0.40659332275390625,
    0.4070795178413391,
    0.7638189196586609,
    0.5079363584518433,
    0.7081338167190552,
    0.4499998688697815,
    0.5044246912002563,
    0.32075464725494385,
    0.39378228783607483,
    0.32820504903793335,
    0.6190475225448608,
    0.7368419766426086,
    0.7314813137054443,
    0.3654821515083313,
    0.5248867273330688,
    0.5945944786071777,
    0.7099565267562866,
    0.6893202662467957,
    0.32183900475502014,
    0.707547128200531,
    0.5743588209152222,
    0.6732671856880188,
    0.5786800384521484,
    0.7671231031417847,
    0.6767675280570984,
    0.5648146867752075,
    0.5435895919799805,
    0.32335323095321655,
    0.3468207120895386,
    0.43930622935295105,
    0.41884803771972656,
    0.8246443271636963,
    0.7149319648742676,
    0.6315788626670837,
    0.7317072153091431,
    0.2824857831001282,
    0.39153432846069336,
    0.32835814356803894,
    0.7309643626213074,
    0.8061222434043884,
    0.37575745582580566,
    0.44444432854652405,
    0.561576247215271,
    0.34972667694091797,
    0.5420559644699097,
    0.7619046568870544,
    0.4818180501461029,
    0.47715723514556885,
    0.7046630382537842,
    0.5989303588867188,
    0.6543776988983154,
    0.4818180501461029,
    0.5560536980628967,
    0.6341462135314941,
    0.6731706857681274,
    0.3979056477546692,
    0.33802807331085205,
    0.790908932685852,
    0.6380951404571533,
    0.5099998712539673,
    0.48421040177345276,
    0.367346853017807,
    0.6802029013633728
   ],
   "time": 9.573680344969034,
   "param": null
  },
  {
   "epoch": 180,
   "train_loss": 0.18833912909030914,
   "val_loss": 2.137962818145752,
   "acc": 55.25,
   "f1": [
    0.7777776122093201,
    0.6439023613929749,
    0.4019606411457062,
    0.278787761926651,
    0.3575417995452881,
    0.6451612114906311,
    0.5686272978782654,
    0.5507245063781738,
    0.7177032232284546,
    0.6698563694953918,
    0.32222211360931396,
    0.329670250415802,
    0.666666567325592,
    0.4899998903274536,
    0.46391740441322327,
    0.4566209018230438,
    0.6358972787857056,
    0.728155255317688,
    0.44976064562797546,
    0.413043349981308,
    0.7641507983207703,
    0.6497460603713989,
    0.5408161878585815,
    0.6631014943122864,
    0.8144328594207764,
    0.4469272196292877,
    0.5025123953819275,
    0.34554967284202576,
    0.6842104196548462,
    0.5333331823348999,
    0.539215624332428,
    0.5130888819694519,
    0.5671641230583191,
    0.5227271318435669,
    0.4907405972480774,
    0.228260800242424,
    0.4950493574142456,
    0.3771427571773529,
    0.44444432854652405,
    0.7586205005645752,
    0.4924621880054474,
    0.7238093614578247,
    0.4731181561946869,
    0.5446427464485168,
    0.33333322405815125,
    0.4108106791973114,
    0.33333325386047363,
    0.639593780040741,
    0.7582937479019165,
    0.7255812287330627,
    0.3999999165534973,
    0.5185183882713318,
    0.6228069067001343,
    0.7345131635665894,
    0.7024388909339905,
    0.2967032194137573,
    0.7009344696998596,
    0.6039602756500244,
    0.696517288684845,
    0.5742572546005249,
    0.770642101764679,
    0.666666567325592,
    0.5812807083129883,
    0.5235601663589478,
    0.3121386468410492,
    0.3295453190803528,
    0.44827571511268616,
    0.4623654782772064,
    0.8110597729682922,
    0.7181816697120667,
    0.6183573603630066,
    0.7227722406387329,
    0.2485874742269516,
    0.39195966720581055,
    0.3703702688217163,
    0.7093595266342163,
    0.7999998927116394,
    0.43373486399650574,
    0.44559577107429504,
    0.5714284181594849,
    0.3459458649158478,
    0.5370368957519531,
    0.7582937479019165,
    0.48908287286758423,
    0.44670039415359497,
    0.6918917894363403,
    0.6243385076522827,
    0.6460175514221191,
    0.47619035840034485,
    0.5866665840148926,
    0.6244342923164368,
    0.6666665077209473,
    0.41269823908805847,
    0.3398057222366333,
    0.796208381652832,
    0.6206895112991333,
    0.507771909236908,
    0.4972374439239502,
    0.3111110329627991,
    0.6442306041717529
   ],
   "time": 10.068516314961016,
   "param": null
  },
  {
   "epoch": 181,
   "train_loss": 0.2011539191007614,
   "val_loss": 1.9638571739196777,
   "acc": 55.41,
   "f1": [
    0.7661689519882202,
    0.657142698764801,
    0.39805811643600464,
    0.265060156583786,
    0.37499991059303284,
    0.6228069067001343,
    0.5437787175178528,
    0.5497629642486572,
    0.6859902143478394,
    0.6602869629859924,
    0.3578946590423584,
    0.3406592309474945,
    0.649484395980835,
    0.4923075735569,
    0.47474732995033264,
    0.4705880880355835,
    0.6598983407020569,
    0.741463303565979,
    0.49999988079071045,
    0.4262293577194214,
    0.7772510051727295,
    0.6445496082305908,
    0.5612244009971619,
    0.684491753578186,
    0.7918779850006104,
    0.4245808720588684,
    0.4827585518360138,
    0.3444443643093109,
    0.7076921463012695,
    0.5388599634170532,
    0.5463916063308716,
    0.5347592234611511,
    0.5700481534004211,
    0.5197739005088806,
    0.488262802362442,
    0.24615377187728882,
    0.47916653752326965,
    0.3999998867511749,
    0.44339612126350403,
    0.742857038974762,
    0.5076140761375427,
    0.6981130838394165,
    0.47619032859802246,
    0.5592415928840637,
    0.33497530221939087,
    0.38709667325019836,
    0.3141360282897949,
    0.6153844594955444,
    0.7641507983207703,
    0.7238093614578247,
    0.40677958726882935,
    0.5395347476005554,
    0.623255729675293,
    0.7063828706741333,
    0.6889951229095459,
    0.32222211360931396,
    0.7019230127334595,
    0.5786800384521484,
    0.6899998784065247,
    0.5643563270568848,
    0.7735847234725952,
    0.6808508634567261,
    0.577777624130249,
    0.5573769211769104,
    0.29213473200798035,
    0.3169397711753845,
    0.43333321809768677,
    0.45263150334358215,
    0.8285712599754333,
    0.7042252421379089,
    0.6139533519744873,
    0.728155255317688,
    0.2727271616458893,
    0.36180898547172546,
    0.364531934261322,
    0.7647057771682739,
    0.798029363155365,
    0.44311365485191345,
    0.43349742889404297,
    0.5576921701431274,
    0.35359105467796326,
    0.5610858201980591,
    0.7452828288078308,
    0.47115376591682434,
    0.45918354392051697,
    0.7096772789955139,
    0.6338796615600586,
    0.6451612114906311,
    0.4684683382511139,
    0.5948274731636047,
    0.6350710391998291,
    0.6826921701431274,
    0.41711217164993286,
    0.37185919284820557,
    0.8207545876502991,
    0.6220094561576843,
    0.5098037719726562,
    0.4945053458213806,
    0.3047617971897125,
    0.6432158946990967
   ],
   "time": 10.170256985351443,
   "param": null
  },
  {
   "epoch": 182,
   "train_loss": 0.18770068883895874,
   "val_loss": 2.002652645111084,
   "acc": 55.38,
   "f1": [
    0.7699998021125793,
    0.6261681318283081,
    0.396135151386261,
    0.3370785713195801,
    0.38461530208587646,
    0.6222221255302429,
    0.563380241394043,
    0.5507245063781738,
    0.7399998903274536,
    0.6513760089874268,
    0.3209875524044037,
    0.327868789434433,
    0.6764704585075378,
    0.45685264468193054,
    0.4491977095603943,
    0.46636757254600525,
    0.631578803062439,
    0.725490152835846,
    0.48803818225860596,
    0.43715834617614746,
    0.7735847234725952,
    0.6334840059280396,
    0.5339804887771606,
    0.666666567325592,
    0.8105260729789734,
    0.4408600926399231,
    0.5130888819694519,
    0.3555554449558258,
    0.6878305077552795,
    0.5685278177261353,
    0.53465336561203,
    0.5388599634170532,
    0.5888323187828064,
    0.5197739005088806,
    0.4405285120010376,
    0.2541435658931732,
    0.46391740441322327,
    0.43298953771591187,
    0.4271843731403351,
    0.742857038974762,
    0.5188678503036499,
    0.7109003663063049,
    0.4574466943740845,
    0.5402842164039612,
    0.31249991059303284,
    0.38043469190597534,
    0.3179486393928528,
    0.6497460603713989,
    0.7714284658432007,
    0.7264149188995361,
    0.3510637581348419,
    0.5205478072166443,
    0.6396394968032837,
    0.7327585220336914,
    0.6995072364807129,
    0.2873562276363373,
    0.6976743340492249,
    0.6224488615989685,
    0.6930691599845886,
    0.6122447848320007,
    0.7605632543563843,
    0.6903551816940308,
    0.5727270841598511,
    0.5357141494750977,
    0.3195265531539917,
    0.32941165566444397,
    0.42162150144577026,
    0.4574466943740845,
    0.8190473914146423,
    0.7042252421379089,
    0.6206895112991333,
    0.7346937656402588,
    0.2584269046783447,
    0.38144323229789734,
    0.345177561044693,
    0.747572660446167,
    0.8099998235702515,
    0.4191615581512451,
    0.4331796169281006,
    0.5631066560745239,
    0.3399999141693115,
    0.5529952645301819,
    0.7368419766426086,
    0.49090901017189026,
    0.43523305654525757,
    0.6769229769706726,
    0.6187844276428223,
    0.6572768688201904,
    0.46082934737205505,
    0.5897434949874878,
    0.6570047736167908,
    0.6865670084953308,
    0.43333321809768677,
    0.36714968085289,
    0.8018866777420044,
    0.6376810669898987,
    0.5148513317108154,
    0.48453593254089355,
    0.33789944648742676,
    0.6532661318778992
   ],
   "time": 9.644868011586368,
   "param": null
  },
  {
   "epoch": 183,
   "train_loss": 0.14878351986408234,
   "val_loss": 2.1202385425567627,
   "acc": 55.15,
   "f1": [
    0.7755100131034851,
    0.6470587849617004,
    0.4095236659049988,
    0.278787761926651,
    0.36649200320243835,
    0.6146787405014038,
    0.5566036701202393,
    0.5420559644699097,
    0.6893202662467957,
    0.6634145379066467,
    0.34523800015449524,
    0.3260868787765503,
    0.6600984334945679,
    0.4577113389968872,
    0.46808499097824097,
    0.47963786125183105,
    0.609625518321991,
    0.747572660446167,
    0.492890864610672,
    0.42162150144577026,
    0.7904760241508484,
    0.6481480002403259,
    0.5527637004852295,
    0.7040814757347107,
    0.7755100131034851,
    0.42857128381729126,
    0.5074625611305237,
    0.34224584698677063,
    0.6910993456840515,
    0.5561496019363403,
    0.5482232570648193,
    0.5319147706031799,
    0.5463916063308716,
    0.5303866267204285,
    0.4675323963165283,
    0.20430098474025726,
    0.4897957742214203,
    0.4114284813404083,
    0.42452818155288696,
    0.7512193918228149,
    0.4923075735569,
    0.732673168182373,
    0.4413144290447235,
    0.5185183882713318,
    0.324607253074646,
    0.38502663373947144,
    0.32291656732559204,
    0.6411482095718384,
    0.7323941588401794,
    0.7123286128044128,
    0.39325833320617676,
    0.5248867273330688,
    0.635944664478302,
    0.746666431427002,
    0.6893202662467957,
    0.3139533996582031,
    0.7121950387954712,
    0.6249998807907104,
    0.6926827430725098,
    0.5841582417488098,
    0.766355037689209,
    0.6769229769706726,
    0.5767440795898438,
    0.5555554628372192,
    0.30952370166778564,
    0.3625729978084564,
    0.4262293577194214,
    0.4565216302871704,
    0.8186044692993164,
    0.7081338167190552,
    0.6280191540718079,
    0.7171715497970581,
    0.2514968812465668,
    0.3861384987831116,
    0.33333322405815125,
    0.7487682700157166,
    0.798029363155365,
    0.38095223903656006,
    0.4257424473762512,
    0.5463413596153259,
    0.3384614586830139,
    0.5462554097175598,
    0.7499997615814209,
    0.48623839020729065,
    0.4630540609359741,
    0.6934671998023987,
    0.636871337890625,
    0.6570047736167908,
    0.44444435834884644,
    0.5714285373687744,
    0.6018517017364502,
    0.6666665077209473,
    0.4408600926399231,
    0.3441859781742096,
    0.8202763199806213,
    0.6633164882659912,
    0.5252523422241211,
    0.45360812544822693,
    0.3228698670864105,
    0.6567163467407227
   ],
   "time": 10.192058310844004,
   "param": null
  },
  {
   "epoch": 184,
   "train_loss": 0.1328980177640915,
   "val_loss": 2.0469653606414795,
   "acc": 55.26,
   "f1": [
    0.7699998021125793,
    0.6666665077209473,
    0.41414129734039307,
    0.30588221549987793,
    0.37499991059303284,
    0.616071343421936,
    0.5700481534004211,
    0.5283017754554749,
    0.7019230127334595,
    0.6635512709617615,
    0.32402223348617554,
    0.33333325386047363,
    0.6802029013633728,
    0.43601882457733154,
    0.4631577730178833,
    0.46636757254600525,
    0.6224488615989685,
    0.7307690382003784,
    0.48076915740966797,
    0.4432430863380432,
    0.7924526929855347,
    0.6484017372131348,
    0.5816324949264526,
    0.684491753578186,
    0.7979272603988647,
    0.41666656732559204,
    0.505154550075531,
    0.33333325386047363,
    0.6802029013633728,
    0.5595853924751282,
    0.5497629642486572,
    0.5161289572715759,
    0.5979380011558533,
    0.522222101688385,
    0.4529913365840912,
    0.21505369246006012,
    0.4974091649055481,
    0.4043714702129364,
    0.43946176767349243,
    0.7403844594955444,
    0.5142855644226074,
    0.7109003663063049,
    0.4725273549556732,
    0.5619046092033386,
    0.34554967284202576,
    0.4232803285121918,
    0.3147207200527191,
    0.6341462135314941,
    0.766355037689209,
    0.741783857345581,
    0.38918909430503845,
    0.5248867273330688,
    0.6044443249702454,
    0.7400879263877869,
    0.6893202662467957,
    0.3157894015312195,
    0.6896550059318542,
    0.6276593804359436,
    0.6857141852378845,
    0.5989846587181091,
    0.7757007479667664,
    0.7040814757347107,
    0.5727698802947998,
    0.5149698853492737,
    0.2840908169746399,
    0.3522725999355316,
    0.4277455508708954,
    0.4491977095603943,
    0.8055554032325745,
    0.7117116451263428,
    0.6169153451919556,
    0.7363182306289673,
    0.2105262726545334,
    0.38578668236732483,
    0.3367346227169037,
    0.7450978755950928,
    0.8241204619407654,
    0.3636362850666046,
    0.4499998688697815,
    0.5658535361289978,
    0.3386242389678955,
    0.5327101349830627,
    0.7609753608703613,
    0.492890864610672,
    0.42639580368995667,
    0.7010307908058167,
    0.6249998807907104,
    0.666666567325592,
    0.4629628360271454,
    0.5726494193077087,
    0.6415093541145325,
    0.6829267144203186,
    0.39999985694885254,
    0.34343424439430237,
    0.794520378112793,
    0.6305417418479919,
    0.4946235418319702,
    0.4731181561946869,
    0.30630621314048767,
    0.6599999070167542
   ],
   "time": 9.46528578363359,
   "param": null
  },
  {
   "epoch": 185,
   "train_loss": 0.23275959491729736,
   "val_loss": 2.211778402328491,
   "acc": 55.35,
   "f1": [
    0.7638189196586609,
    0.6363635063171387,
    0.40394076704978943,
    0.30769217014312744,
    0.41052618622779846,
    0.6283184885978699,
    0.5488370656967163,
    0.528846025466919,
    0.6969695687294006,
    0.622641384601593,
    0.3151514232158661,
    0.3060108423233032,
    0.6632122993469238,
    0.4780486822128296,
    0.4924621880054474,
    0.4711109697818756,
    0.6113988757133484,
    0.7219511270523071,
    0.4854367673397064,
    0.40659332275390625,
    0.8155338168144226,
    0.6448596715927124,
    0.561576247215271,
    0.6767675280570984,
    0.7857141494750977,
    0.45197728276252747,
    0.49756085872650146,
    0.3195265531539917,
    0.680412232875824,
    0.5628139972686768,
    0.5373133420944214,
    0.5133689045906067,
    0.5999999046325684,
    0.5111110210418701,
    0.49999988079071045,
    0.2473117560148239,
    0.47474732995033264,
    0.42639580368995667,
    0.4278606176376343,
    0.7399998903274536,
    0.4951455295085907,
    0.7317072153091431,
    0.45405393838882446,
    0.5566036701202393,
    0.3384614586830139,
    0.41935470700263977,
    0.28999990224838257,
    0.6368157267570496,
    0.7720928192138672,
    0.7232141494750977,
    0.40659332275390625,
    0.5140186548233032,
    0.6278025507926941,
    0.7312772870063782,
    0.6732671856880188,
    0.28402355313301086,
    0.7024388909339905,
    0.6326529383659363,
    0.6995072364807129,
    0.619289219379425,
    0.7547168731689453,
    0.6934671998023987,
    0.5925924181938171,
    0.5263156294822693,
    0.3502824008464813,
    0.3411763310432434,
    0.4293783903121948,
    0.4812833070755005,
    0.7999998331069946,
    0.6972475647926331,
    0.6285713315010071,
    0.7150257229804993,
    0.239999920129776,
    0.4226802885532379,
    0.3419688045978546,
    0.7524750828742981,
    0.7809522151947021,
    0.432748407125473,
    0.4174756109714508,
    0.5446008443832397,
    0.3523315489292145,
    0.5446427464485168,
    0.7383176684379578,
    0.48803818225860596,
    0.45226117968559265,
    0.6735749840736389,
    0.6483515501022339,
    0.6729856729507446,
    0.46017688512802124,
    0.5855854153633118,
    0.6228069067001343,
    0.6796115040779114,
    0.4020099639892578,
    0.3696681261062622,
    0.7772510051727295,
    0.6632122993469238,
    0.5052630305290222,
    0.4607328474521637,
    0.3196346163749695,
    0.6633662581443787
   ],
   "time": 11.87216498889029,
   "param": null
  },
  {
   "epoch": 186,
   "train_loss": 0.17786066234111786,
   "val_loss": 2.305384397506714,
   "acc": 55.13,
   "f1": [
    0.7537687420845032,
    0.6448596715927124,
    0.4018690288066864,
    0.30303019285202026,
    0.35714277625083923,
    0.6249998807907104,
    0.5714284777641296,
    0.5302324295043945,
    0.6836733222007751,
    0.6633662581443787,
    0.3050846457481384,
    0.33333322405815125,
    0.6632122993469238,
    0.4646463394165039,
    0.487046480178833,
    0.47747737169265747,
    0.6145831942558289,
    0.7487682700157166,
    0.48076915740966797,
    0.42285704612731934,
    0.7830187082290649,
    0.6633662581443787,
    0.5714284181594849,
    0.644067645072937,
    0.7999997735023499,
    0.43093910813331604,
    0.4827585518360138,
    0.3555554449558258,
    0.6836733222007751,
    0.5510202646255493,
    0.5148513317108154,
    0.522222101688385,
    0.5684208869934082,
    0.5197739005088806,
    0.46696019172668457,
    0.2234041839838028,
    0.47846877574920654,
    0.4145076870918274,
    0.4271843731403351,
    0.7307690382003784,
    0.5157893896102905,
    0.728155255317688,
    0.4756755530834198,
    0.563380241394043,
    0.3179486393928528,
    0.4338623583316803,
    0.3068782389163971,
    0.6380951404571533,
    0.770642101764679,
    0.7058822512626648,
    0.4044942855834961,
    0.511415421962738,
    0.6301368474960327,
    0.70588219165802,
    0.6831682324409485,
    0.30409345030784607,
    0.6794257164001465,
    0.602040708065033,
    0.696078360080719,
    0.5825241804122925,
    0.7813951373100281,
    0.7040814757347107,
    0.5555554032325745,
    0.5497074723243713,
    0.31999990344047546,
    0.32183900475502014,
    0.43093910813331604,
    0.4550263583660126,
    0.8055554032325745,
    0.6999998688697815,
    0.5951218605041504,
    0.741463303565979,
    0.2643677294254303,
    0.39069753885269165,
    0.3179486393928528,
    0.732673168182373,
    0.7920790910720825,
    0.39325833320617676,
    0.42253509163856506,
    0.5592415928840637,
    0.35294109582901,
    0.5470851063728333,
    0.7632849216461182,
    0.488262802362442,
    0.4307691156864166,
    0.7010307908058167,
    0.6327682137489319,
    0.6796115040779114,
    0.46956515312194824,
    0.590908944606781,
    0.6320753693580627,
    0.6831682324409485,
    0.4041449725627899,
    0.3654821515083313,
    0.8075116276741028,
    0.639593780040741,
    0.510416567325592,
    0.4717947542667389,
    0.3436122238636017,
    0.6570047736167908
   ],
   "time": 10.898462166078389,
   "param": null
  },
  {
   "epoch": 187,
   "train_loss": 0.2140333652496338,
   "val_loss": 2.1834378242492676,
   "acc": 55.43,
   "f1": [
    0.7676765322685242,
    0.6415093541145325,
    0.4183672070503235,
    0.30952370166778564,
    0.3999999165534973,
    0.6167399883270264,
    0.5514017343521118,
    0.5233643651008606,
    0.6868685483932495,
    0.6699506640434265,
    0.3555554449558258,
    0.31632643938064575,
    0.6943003535270691,
    0.45918354392051697,
    0.49999988079071045,
    0.4690264165401459,
    0.631578803062439,
    0.7586205005645752,
    0.47115376591682434,
    0.4324323236942291,
    0.7904760241508484,
    0.624390184879303,
    0.5743588209152222,
    0.6631014943122864,
    0.7999997735023499,
    0.43181803822517395,
    0.49019595980644226,
    0.3575417995452881,
    0.6802029013633728,
    0.5567008852958679,
    0.5096152424812317,
    0.5168538093566895,
    0.5743588209152222,
    0.5257141590118408,
    0.46636757254600525,
    0.24742262065410614,
    0.4795917272567749,
    0.4042551815509796,
    0.41314542293548584,
    0.7464112639427185,
    0.5025123953819275,
    0.7142855525016785,
    0.46739116311073303,
    0.5648146867752075,
    0.3157893717288971,
    0.39795905351638794,
    0.324607253074646,
    0.6380951404571533,
    0.7614678144454956,
    0.7239817380905151,
    0.38461530208587646,
    0.5229355692863464,
    0.6306304931640625,
    0.7241377830505371,
    0.7064675688743591,
    0.2941175401210785,
    0.6985644102096558,
    0.5937498807907104,
    0.7064675688743591,
    0.6231154203414917,
    0.7757007479667664,
    0.7142855525016785,
    0.555065929889679,
    0.5257141590118408,
    0.3387977182865143,
    0.3113771378993988,
    0.4277455508708954,
    0.4598929286003113,
    0.8075116276741028,
    0.7064219117164612,
    0.6176469922065735,
    0.742574155330658,
    0.25555548071861267,
    0.39215680956840515,
    0.32820504903793335,
    0.732673168182373,
    0.8140701651573181,
    0.3882351815700531,
    0.44339612126350403,
    0.5517240166664124,
    0.35897424817085266,
    0.5714284777641296,
    0.7441859841346741,
    0.4976075291633606,
    0.44444429874420166,
    0.7150257229804993,
    0.6480445265769958,
    0.6889951229095459,
    0.4622220993041992,
    0.5814977288246155,
    0.6027396321296692,
    0.6857141852378845,
    0.4145076870918274,
    0.364531934261322,
    0.8148146271705627,
    0.639593780040741,
    0.5154638290405273,
    0.47916653752326965,
    0.32558128237724304,
    0.6600984334945679
   ],
   "time": 10.578048959374428,
   "param": null
  },
  {
   "epoch": 188,
   "train_loss": 0.14625509083271027,
   "val_loss": 2.342913866043091,
   "acc": 55.38,
   "f1": [
    0.7794870138168335,
    0.6445496082305908,
    0.4313724637031555,
    0.28220847249031067,
    0.3763439953327179,
    0.6044443249702454,
    0.5497629642486572,
    0.5164318084716797,
    0.696517288684845,
    0.666666567325592,
    0.3459458649158478,
    0.35602086782455444,
    0.6871793866157532,
    0.4717947542667389,
    0.4974091649055481,
    0.4748857021331787,
    0.6282721161842346,
    0.776698887348175,
    0.48076915740966797,
    0.44198882579803467,
    0.7793425917625427,
    0.6415093541145325,
    0.5631066560745239,
    0.6524062752723694,
    0.7715734243392944,
    0.41758227348327637,
    0.48076915740966797,
    0.3169397711753845,
    0.6802029013633728,
    0.5399999022483826,
    0.528846025466919,
    0.5197739005088806,
    0.5743588209152222,
    0.5168538093566895,
    0.46428558230400085,
    0.24870456755161285,
    0.5052630305290222,
    0.40677958726882935,
    0.4112148582935333,
    0.7368419766426086,
    0.5025123953819275,
    0.7115383744239807,
    0.45360812544822693,
    0.548076868057251,
    0.324607253074646,
    0.4123710095882416,
    0.326315701007843,
    0.633165717124939,
    0.7499998211860657,
    0.7136561870574951,
    0.3763439953327179,
    0.5135133862495422,
    0.6222221255302429,
    0.7433626651763916,
    0.6969695687294006,
    0.28742504119873047,
    0.6985644102096558,
    0.6153844594955444,
    0.7099998593330383,
    0.5809522867202759,
    0.786729633808136,
    0.6969695687294006,
    0.5688071846961975,
    0.535519003868103,
    0.3314284682273865,
    0.32941165566444397,
    0.4382021129131317,
    0.4410255253314972,
    0.8055554032325745,
    0.7312772870063782,
    0.62135910987854,
    0.7499999403953552,
    0.24277448654174805,
    0.40624988079071045,
    0.34920626878738403,
    0.725490152835846,
    0.8199998736381531,
    0.3699420988559723,
    0.4230768084526062,
    0.5428570508956909,
    0.35532984137535095,
    0.5829595327377319,
    0.7632849216461182,
    0.5024153590202332,
    0.41711217164993286,
    0.7157893776893616,
    0.6516852378845215,
    0.6794257164001465,
    0.4521738290786743,
    0.570175290107727,
    0.6380951404571533,
    0.6761903762817383,
    0.4301074147224426,
    0.364531934261322,
    0.8130839467048645,
    0.6532661318778992,
    0.4974091649055481,
    0.486772358417511,
    0.3148147463798523,
    0.6568626165390015
   ],
   "time": 11.494972710497677,
   "param": null
  },
  {
   "epoch": 189,
   "train_loss": 0.23492169380187988,
   "val_loss": 2.106058120727539,
   "acc": 55.35,
   "f1": [
    0.7614211440086365,
    0.6538460850715637,
    0.4179103374481201,
    0.28571417927742004,
    0.38461530208587646,
    0.6200872659683228,
    0.5592415928840637,
    0.5358850359916687,
    0.6865670084953308,
    0.6467660069465637,
    0.3352600038051605,
    0.3387977182865143,
    0.6770831346511841,
    0.474226713180542,
    0.47120407223701477,
    0.45814967155456543,
    0.6249998807907104,
    0.7264149188995361,
    0.4734298884868622,
    0.4338623583316803,
    0.7999998331069946,
    0.6415093541145325,
    0.5463413596153259,
    0.6702126860618591,
    0.8105260729789734,
    0.4301074147224426,
    0.4975123405456543,
    0.3626372814178467,
    0.683937668800354,
    0.5257730484008789,
    0.5402842164039612,
    0.535519003868103,
    0.5743588209152222,
    0.5227271318435669,
    0.46551719307899475,
    0.24489787220954895,
    0.4897957742214203,
    0.43979042768478394,
    0.4306218922138214,
    0.747572660446167,
    0.49999988079071045,
    0.721153736114502,
    0.4565216302871704,
    0.5619046092033386,
    0.3157893717288971,
    0.4148934781551361,
    0.33333325386047363,
    0.629441499710083,
    0.754545271396637,
    0.7203789353370667,
    0.39778995513916016,
    0.5205478072166443,
    0.6339284181594849,
    0.7327585220336914,
    0.6760562062263489,
    0.3068180978298187,
    0.6985644102096558,
    0.5989846587181091,
    0.6930691599845886,
    0.5812807083129883,
    0.766355037689209,
    0.7046630382537842,
    0.568720281124115,
    0.5294116139411926,
    0.36158180236816406,
    0.3113771378993988,
    0.41340771317481995,
    0.47368407249450684,
    0.8262909054756165,
    0.693333089351654,
    0.6069650650024414,
    0.7236180305480957,
    0.2470587193965912,
    0.37499991059303284,
    0.326315701007843,
    0.7342994213104248,
    0.7979796528816223,
    0.37125736474990845,
    0.45631060004234314,
    0.5673075914382935,
    0.36649200320243835,
    0.577777624130249,
    0.7314813137054443,
    0.4976957440376282,
    0.4432988464832306,
    0.6907215118408203,
    0.659340500831604,
    0.6698111891746521,
    0.45132729411125183,
    0.5764191746711731,
    0.6197181344032288,
    0.6826921701431274,
    0.4162435233592987,
    0.35820886492729187,
    0.8110597729682922,
    0.6473428606987,
    0.5125626921653748,
    0.46874985098838806,
    0.3211008310317993,
    0.669999897480011
   ],
   "time": 11.41632548905909,
   "param": null
  },
  {
   "epoch": 190,
   "train_loss": 0.1784144937992096,
   "val_loss": 2.1189279556274414,
   "acc": 55.42,
   "f1": [
    0.7661689519882202,
    0.6601940989494324,
    0.4299998879432678,
    0.30057793855667114,
    0.3703702688217163,
    0.6249998807907104,
    0.5412842631340027,
    0.5092591643333435,
    0.7184464335441589,
    0.6415093541145325,
    0.32142847776412964,
    0.33333325386047363,
    0.6836733222007751,
    0.4717947542667389,
    0.4646463394165039,
    0.45414838194847107,
    0.631578803062439,
    0.7549017667770386,
    0.48039206862449646,
    0.4408600926399231,
    0.7887322306632996,
    0.6350710391998291,
    0.5583755373954773,
    0.6596857309341431,
    0.7894735336303711,
    0.4262293577194214,
    0.4878047704696655,
    0.3370785713195801,
    0.6836733222007751,
    0.5538460612297058,
    0.5402842164039612,
    0.5384613871574402,
    0.5773194432258606,
    0.5136610269546509,
    0.4615383744239807,
    0.22916659712791443,
    0.47474732995033264,
    0.423912912607193,
    0.4331796169281006,
    0.7536230683326721,
    0.46534639596939087,
    0.728155255317688,
    0.4623654782772064,
    0.5781989693641663,
    0.3384614586830139,
    0.4086019992828369,
    0.30999991297721863,
    0.6368157267570496,
    0.766355037689209,
    0.7196259498596191,
    0.3999998867511749,
    0.5205478072166443,
    0.6238530874252319,
    0.7304347157478333,
    0.6763284206390381,
    0.2941175401210785,
    0.7053138613700867,
    0.6217615604400635,
    0.6798028349876404,
    0.5742572546005249,
    0.7627905607223511,
    0.7150257229804993,
    0.5741626024246216,
    0.5325441956520081,
    0.348314493894577,
    0.3352600038051605,
    0.4269661605358124,
    0.4574466943740845,
    0.8301885724067688,
    0.7090908288955688,
    0.6169153451919556,
    0.7363182306289673,
    0.2658958435058594,
    0.37499991059303284,
    0.3367346227169037,
    0.7462685704231262,
    0.8019800782203674,
    0.3878786563873291,
    0.43902426958084106,
    0.561576247215271,
    0.36559128761291504,
    0.580357015132904,
    0.7314813137054443,
    0.5123152136802673,
    0.4248703718185425,
    0.6874998807907104,
    0.6338796615600586,
    0.6698111891746521,
    0.4533332288265228,
    0.587719202041626,
    0.6334840059280396,
    0.6857141852378845,
    0.4292682111263275,
    0.36180898547172546,
    0.8110597729682922,
    0.6470587849617004,
    0.5257730484008789,
    0.48421040177345276,
    0.31858399510383606,
    0.6731706857681274
   ],
   "time": 11.718681704252958,
   "param": null
  },
  {
   "epoch": 191,
   "train_loss": 0.16422560811042786,
   "val_loss": 1.9693529605865479,
   "acc": 55.36,
   "f1": [
    0.7661689519882202,
    0.6538460850715637,
    0.41176459193229675,
    0.2576685845851898,
    0.3542855978012085,
    0.6334840059280396,
    0.5619046092033386,
    0.5308055877685547,
    0.6899998784065247,
    0.6315788626670837,
    0.3406592309474945,
    0.34554967284202576,
    0.6733667254447937,
    0.46231144666671753,
    0.47916653752326965,
    0.4594593644142151,
    0.6349205374717712,
    0.7462685704231262,
    0.47524741291999817,
    0.42162150144577026,
    0.7887322306632996,
    0.6481480002403259,
    0.5846152901649475,
    0.6702701449394226,
    0.7958113551139832,
    0.4245808720588684,
    0.48076915740966797,
    0.3351954519748688,
    0.6938773989677429,
    0.5360823273658752,
    0.5471696853637695,
    0.5444443225860596,
    0.5685278177261353,
    0.5197739005088806,
    0.4594593644142151,
    0.2577318847179413,
    0.4729062616825104,
    0.42857128381729126,
    0.41148313879966736,
    0.747572660446167,
    0.4827585518360138,
    0.721153736114502,
    0.4756755530834198,
    0.5741626024246216,
    0.32124343514442444,
    0.4086019992828369,
    0.324607253074646,
    0.6368157267570496,
    0.7601808309555054,
    0.7037035822868347,
    0.39784935116767883,
    0.525345504283905,
    0.6301368474960327,
    0.7304347157478333,
    0.6666665077209473,
    0.314606636762619,
    0.7227722406387329,
    0.6185566186904907,
    0.6731706857681274,
    0.5970147848129272,
    0.7720928192138672,
    0.7142855525016785,
    0.5700933337211609,
    0.5263156294822693,
    0.32558128237724304,
    0.32584258913993835,
    0.4262293577194214,
    0.4731181561946869,
    0.8113206028938293,
    0.7022221088409424,
    0.613065242767334,
    0.7450978755950928,
    0.2528734505176544,
    0.39603951573371887,
    0.345177561044693,
    0.7177032232284546,
    0.8040199875831604,
    0.38095223903656006,
    0.434782475233078,
    0.5544553399085999,
    0.34999990463256836,
    0.5676854848861694,
    0.7383176684379578,
    0.5188678503036499,
    0.43523305654525757,
    0.6874998807907104,
    0.6519335508346558,
    0.6666665077209473,
    0.46428558230400085,
    0.5840706825256348,
    0.635944664478302,
    0.6761903762817383,
    0.4278606176376343,
    0.34482747316360474,
    0.8075116276741028,
    0.6467660069465637,
    0.5130888819694519,
    0.48421040177345276,
    0.33333325386047363,
    0.6766167879104614
   ],
   "time": 11.354882317595184,
   "param": null
  },
  {
   "epoch": 192,
   "train_loss": 0.17888523638248444,
   "val_loss": 2.0760819911956787,
   "acc": 55.47,
   "f1": [
    0.7722770571708679,
    0.6538460850715637,
    0.41176459193229675,
    0.2771083414554596,
    0.35955044627189636,
    0.6283184885978699,
    0.5462961196899414,
    0.5258214473724365,
    0.6799998879432678,
    0.6380951404571533,
    0.3370785713195801,
    0.3260868787765503,
    0.6874998807907104,
    0.47236168384552,
    0.47120407223701477,
    0.4493390619754791,
    0.6249998807907104,
    0.7499997615814209,
    0.47115376591682434,
    0.44210511445999146,
    0.796208381652832,
    0.6384975910186768,
    0.5641024112701416,
    0.684491753578186,
    0.7916665077209473,
    0.43715834617614746,
    0.49261072278022766,
    0.3478259742259979,
    0.7015705108642578,
    0.5380709171295166,
    0.5454544425010681,
    0.5274723768234253,
    0.5773194432258606,
    0.5139663219451904,
    0.4684683382511139,
    0.2699999213218689,
    0.4705880880355835,
    0.4301074147224426,
    0.4487804174423218,
    0.7572813630104065,
    0.49261072278022766,
    0.735293984413147,
    0.4656083285808563,
    0.5619046092033386,
    0.326315701007843,
    0.4021162986755371,
    0.3141360282897949,
    0.6368157267570496,
    0.7757007479667664,
    0.7117116451263428,
    0.40217384696006775,
    0.506912350654602,
    0.6272726058959961,
    0.7327585220336914,
    0.6761903762817383,
    0.31764698028564453,
    0.7156862020492554,
    0.6224488615989685,
    0.6926827430725098,
    0.5741626024246216,
    0.7793425917625427,
    0.7005074620246887,
    0.5806450843811035,
    0.5294116139411926,
    0.314606636762619,
    0.31764698028564453,
    0.4269661605358124,
    0.46808499097824097,
    0.8202763199806213,
    0.7096772789955139,
    0.6206895112991333,
    0.742574155330658,
    0.2470587193965912,
    0.3743841052055359,
    0.3402060866355896,
    0.7317072153091431,
    0.8078815937042236,
    0.37349388003349304,
    0.43999987840652466,
    0.5410627126693726,
    0.3578946590423584,
    0.5638765096664429,
    0.7214610576629639,
    0.5048542022705078,
    0.4307691156864166,
    0.6907215118408203,
    0.659340500831604,
    0.6857141852378845,
    0.46082934737205505,
    0.5826086401939392,
    0.6244342923164368,
    0.6798028349876404,
    0.42708319425582886,
    0.35467973351478577,
    0.8207545876502991,
    0.6368157267570496,
    0.49999988079071045,
    0.4999998211860657,
    0.3408070504665375,
    0.6831682324409485
   ],
   "time": 11.815166604705155,
   "param": null
  },
  {
   "epoch": 193,
   "train_loss": 0.2163245677947998,
   "val_loss": 2.0171170234680176,
   "acc": 55.68,
   "f1": [
    0.7676765322685242,
    0.6507176160812378,
    0.4179103374481201,
    0.30409345030784607,
    0.3675675094127655,
    0.6339284181594849,
    0.5658535361289978,
    0.5283017754554749,
    0.6859902143478394,
    0.6476188898086548,
    0.3370785713195801,
    0.3350784480571747,
    0.6633662581443787,
    0.46534639596939087,
    0.4812833070755005,
    0.45132729411125183,
    0.6464645266532898,
    0.7669901251792908,
    0.4734298884868622,
    0.45128190517425537,
    0.7850465774536133,
    0.6346153020858765,
    0.5643563270568848,
    0.7120417356491089,
    0.7916665077209473,
    0.43333321809768677,
    0.4950493574142456,
    0.3440859317779541,
    0.6943003535270691,
    0.5567008852958679,
    0.5402842164039612,
    0.535519003868103,
    0.5773194432258606,
    0.5113635063171387,
    0.45814967155456543,
    0.22999992966651917,
    0.48205116391181946,
    0.41052618622779846,
    0.43601882457733154,
    0.7647057771682739,
    0.49261072278022766,
    0.732673168182373,
    0.4631577730178833,
    0.5648146867752075,
    0.32978713512420654,
    0.41711217164993286,
    0.33333322405815125,
    0.6403939127922058,
    0.766355037689209,
    0.7264149188995361,
    0.38043469190597534,
    0.5327101349830627,
    0.6272726058959961,
    0.7488985657691956,
    0.6854459643363953,
    0.30588221549987793,
    0.6956520080566406,
    0.6185566186904907,
    0.6969695687294006,
    0.582914412021637,
    0.7735847234725952,
    0.7150257229804993,
    0.5767440795898438,
    0.5317917466163635,
    0.3444443643093109,
    0.31764698028564453,
    0.43333321809768677,
    0.4598929286003113,
    0.8186044692993164,
    0.6964284181594849,
    0.6299998760223389,
    0.7227722406387329,
    0.2598869204521179,
    0.4020099639892578,
    0.33333322405815125,
    0.7399998903274536,
    0.8059700727462769,
    0.37575745582580566,
    0.4509802758693695,
    0.5572138428688049,
    0.3523315489292145,
    0.5727270841598511,
    0.7452828288078308,
    0.5024153590202332,
    0.4387753903865814,
    0.7015705108642578,
    0.6519335508346558,
    0.666666567325592,
    0.4594593644142151,
    0.5964910984039307,
    0.6454544067382812,
    0.6796115040779114,
    0.4432988464832306,
    0.35467973351478577,
    0.8148146271705627,
    0.6499998569488525,
    0.5208331942558289,
    0.47120407223701477,
    0.3362830877304077,
    0.6934671998023987
   ],
   "time": 11.183581874705851,
   "param": null
  },
  {
   "epoch": 194,
   "train_loss": 0.16260939836502075,
   "val_loss": 2.0550668239593506,
   "acc": 55.6,
   "f1": [
    0.762376070022583,
    0.6538460850715637,
    0.4137929677963257,
    0.29585790634155273,
    0.3314915895462036,
    0.6283184885978699,
    0.5446008443832397,
    0.5209301114082336,
    0.7029701471328735,
    0.6568626165390015,
    0.3463686406612396,
    0.33684200048446655,
    0.6633662581443787,
    0.467661589384079,
    0.48205116391181946,
    0.4615383744239807,
    0.6288658380508423,
    0.7609753608703613,
    0.4788731336593628,
    0.4408600926399231,
    0.7924526929855347,
    0.6291078925132751,
    0.5757573843002319,
    0.6947367191314697,
    0.79365074634552,
    0.43333321809768677,
    0.49261072278022766,
    0.3675675094127655,
    0.6943003535270691,
    0.5368419289588928,
    0.5488370656967163,
    0.5384613871574402,
    0.5773194432258606,
    0.5168538093566895,
    0.46491214632987976,
    0.24999991059303284,
    0.4824119210243225,
    0.413043349981308,
    0.43601882457733154,
    0.7572813630104065,
    0.5025123953819275,
    0.7317072153091431,
    0.4705881178379059,
    0.5809522867202759,
    0.326315701007843,
    0.4021162986755371,
    0.34920626878738403,
    0.624390184879303,
    0.7720928192138672,
    0.722222089767456,
    0.4022345542907715,
    0.5339365601539612,
    0.6244342923164368,
    0.7327585220336914,
    0.679245114326477,
    0.30952370166778564,
    0.6948355436325073,
    0.6185566186904907,
    0.6899998784065247,
    0.582914412021637,
    0.7677723169326782,
    0.7216493487358093,
    0.5806450843811035,
    0.5232557058334351,
    0.30588221549987793,
    0.3314284682273865,
    0.4293783903121948,
    0.44791656732559204,
    0.8113206028938293,
    0.7129628658294678,
    0.6161615252494812,
    0.7156862020492554,
    0.2456139326095581,
    0.40796008706092834,
    0.345177561044693,
    0.725490152835846,
    0.7960197329521179,
    0.3786981403827667,
    0.43349742889404297,
    0.5643563270568848,
    0.3386242389678955,
    0.5596328973770142,
    0.7314813137054443,
    0.5120771527290344,
    0.4387753903865814,
    0.711340069770813,
    0.6448085904121399,
    0.6761903762817383,
    0.4484303891658783,
    0.5974025130271912,
    0.6425337791442871,
    0.6893202662467957,
    0.42639580368995667,
    0.3654821515083313,
    0.8110597729682922,
    0.6502462029457092,
    0.510416567325592,
    0.486772358417511,
    0.3363635540008545,
    0.6831682324409485
   ],
   "time": 11.39444275945425,
   "param": null
  },
  {
   "epoch": 195,
   "train_loss": 0.16208066046237946,
   "val_loss": 2.152204751968384,
   "acc": 55.69,
   "f1": [
    0.7599998116493225,
    0.6476188898086548,
    0.4158414602279663,
    0.2906976044178009,
    0.3502824008464813,
    0.6311109066009521,
    0.5428570508956909,
    0.5308055877685547,
    0.7058822512626648,
    0.6538460850715637,
    0.3516482412815094,
    0.3386242389678955,
    0.6734693050384521,
    0.47474732995033264,
    0.49484527111053467,
    0.4573989808559418,
    0.6326529383659363,
    0.7536230683326721,
    0.48076915740966797,
    0.4361701011657715,
    0.7887322306632996,
    0.6346153020858765,
    0.5685278177261353,
    0.6836733222007751,
    0.7979272603988647,
    0.445652037858963,
    0.4878047704696655,
    0.35359105467796326,
    0.7089946269989014,
    0.5502644181251526,
    0.5645932555198669,
    0.5384613871574402,
    0.5743588209152222,
    0.5139663219451904,
    0.46288198232650757,
    0.2176164984703064,
    0.46999987959861755,
    0.423912912607193,
    0.434782475233078,
    0.7684727907180786,
    0.49999988079071045,
    0.735293984413147,
    0.4574466943740845,
    0.5714284777641296,
    0.32820504903793335,
    0.425531804561615,
    0.3419688045978546,
    0.6336632370948792,
    0.7772510051727295,
    0.7230044603347778,
    0.39784935116767883,
    0.517857015132904,
    0.6301368474960327,
    0.7359305620193481,
    0.6822428703308105,
    0.2976189851760864,
    0.7164177894592285,
    0.6069650650024414,
    0.7035174369812012,
    0.595959484577179,
    0.7699528932571411,
    0.7216493487358093,
    0.5898616909980774,
    0.5317917466163635,
    0.3387977182865143,
    0.33333319425582886,
    0.4111110270023346,
    0.4550263583660126,
    0.8246443271636963,
    0.7155961990356445,
    0.619999885559082,
    0.7156862020492554,
    0.26900574564933777,
    0.40796008706092834,
    0.34343424439430237,
    0.7317072153091431,
    0.798029363155365,
    0.3803679943084717,
    0.4411763548851013,
    0.5592415928840637,
    0.3265305161476135,
    0.5688071846961975,
    0.7314813137054443,
    0.5170730352401733,
    0.43298953771591187,
    0.7120417356491089,
    0.644067645072937,
    0.6698111891746521,
    0.4566209018230438,
    0.5938863754272461,
    0.6425337791442871,
    0.6862744092941284,
    0.42857128381729126,
    0.35643553733825684,
    0.8148146271705627,
    0.6530610918998718,
    0.507771909236908,
    0.4923075735569,
    0.31999990344047546,
    0.6831682324409485
   ],
   "time": 10.991444126702845,
   "param": null
  },
  {
   "epoch": 196,
   "train_loss": 0.18432235717773438,
   "val_loss": 2.0277509689331055,
   "acc": 55.52,
   "f1": [
    0.7755100131034851,
    0.6507176160812378,
    0.40579700469970703,
    0.29585790634155273,
    0.3444443643093109,
    0.6283184885978699,
    0.5428570508956909,
    0.5238093733787537,
    0.6893202662467957,
    0.6476188898086548,
    0.3575417995452881,
    0.33333322405815125,
    0.683937668800354,
    0.46534639596939087,
    0.4973543584346771,
    0.46428558230400085,
    0.6249998807907104,
    0.7559806704521179,
    0.48039206862449646,
    0.44210511445999146,
    0.796208381652832,
    0.6538460850715637,
    0.5572138428688049,
    0.6907215118408203,
    0.8020831942558289,
    0.43956032395362854,
    0.49019595980644226,
    0.3502824008464813,
    0.6943003535270691,
    0.5360823273658752,
    0.5566036701202393,
    0.535519003868103,
    0.5714284777641296,
    0.5227271318435669,
    0.46491214632987976,
    0.25490185618400574,
    0.45320188999176025,
    0.4086019992828369,
    0.4401912987232208,
    0.7609753608703613,
    0.510416567325592,
    0.742574155330658,
    0.4574466943740845,
    0.5660375952720642,
    0.32820504903793335,
    0.4086019992828369,
    0.3265305161476135,
    0.6439023613929749,
    0.7720928192138672,
    0.7169809341430664,
    0.4108106791973114,
    0.5345621109008789,
    0.6216214895248413,
    0.7172995209693909,
    0.6923075318336487,
    0.31764698028564453,
    0.6952379941940308,
    0.6122447848320007,
    0.6896550059318542,
    0.5876287817955017,
    0.7699528932571411,
    0.7179486155509949,
    0.5809522867202759,
    0.5232557058334351,
    0.32584258913993835,
    0.3139533996582031,
    0.4153004288673401,
    0.4623654782772064,
    0.8240739107131958,
    0.7031961679458618,
    0.6262625455856323,
    0.727272629737854,
    0.251428484916687,
    0.4020099639892578,
    0.3419688045978546,
    0.7317072153091431,
    0.7804876565933228,
    0.37575745582580566,
    0.43999987840652466,
    0.5463413596153259,
    0.34554967284202576,
    0.5688071846961975,
    0.7314813137054443,
    0.5071768760681152,
    0.42051267623901367,
    0.7015705108642578,
    0.6413041353225708,
    0.6603772640228271,
    0.45248857140541077,
    0.5913042426109314,
    0.6371680498123169,
    0.6829267144203186,
    0.4221104085445404,
    0.35467973351478577,
    0.8130839467048645,
    0.6499998569488525,
    0.5157893896102905,
    0.48387083411216736,
    0.33333325386047363,
    0.6865670084953308
   ],
   "time": 10.119346667081118,
   "param": null
  },
  {
   "epoch": 197,
   "train_loss": 0.1623140275478363,
   "val_loss": 2.3505051136016846,
   "acc": 55.58,
   "f1": [
    0.7676765322685242,
    0.6478871703147888,
    0.4179103374481201,
    0.2923975884914398,
    0.3555554449558258,
    0.6255505681037903,
    0.5566036701202393,
    0.528846025466919,
    0.6796115040779114,
    0.6570047736167908,
    0.3522725999355316,
    0.3419688045978546,
    0.6700506210327148,
    0.4630540609359741,
    0.487046480178833,
    0.45132729411125183,
    0.6321242451667786,
    0.7632849216461182,
    0.4857141971588135,
    0.43979042768478394,
    0.7924526929855347,
    0.6538460850715637,
    0.5728641748428345,
    0.6989246010780334,
    0.7979272603988647,
    0.4338623583316803,
    0.49019595980644226,
    0.3586955666542053,
    0.6979165077209473,
    0.5360823273658752,
    0.5576921701431274,
    0.5303866267204285,
    0.5773194432258606,
    0.5113635063171387,
    0.46428558230400085,
    0.24120594561100006,
    0.4646463394165039,
    0.43093910813331604,
    0.44230756163597107,
    0.7647057771682739,
    0.518134593963623,
    0.728155255317688,
    0.46486473083496094,
    0.5728154182434082,
    0.32989683747291565,
    0.4086019992828369,
    0.3316582143306732,
    0.6439023613929749,
    0.7699528932571411,
    0.7196259498596191,
    0.3999998867511749,
    0.5248867273330688,
    0.6330273747444153,
    0.7296136021614075,
    0.6893202662467957,
    0.29940110445022583,
    0.7058822512626648,
    0.6161615252494812,
    0.6930691599845886,
    0.5812807083129883,
    0.7641507983207703,
    0.7187498211860657,
    0.579439103603363,
    0.5317917466163635,
    0.3121386468410492,
    0.33333319425582886,
    0.4293783903121948,
    0.446808397769928,
    0.8130839467048645,
    0.7123286128044128,
    0.619289219379425,
    0.728155255317688,
    0.2485205978155136,
    0.4020099639892578,
    0.33502528071403503,
    0.7219511270523071,
    0.7902437448501587,
    0.3878786563873291,
    0.43564343452453613,
    0.5517240166664124,
    0.3419688045978546,
    0.5570775270462036,
    0.7441859841346741,
    0.5140186548233032,
    0.4365480840206146,
    0.7015705108642578,
    0.6483515501022339,
    0.6604650020599365,
    0.45248857140541077,
    0.5948274731636047,
    0.6249998807907104,
    0.6862744092941284,
    0.4221104085445404,
    0.35467973351478577,
    0.8130839467048645,
    0.6568626165390015,
    0.5026176571846008,
    0.48958322405815125,
    0.31999990344047546,
    0.6831682324409485
   ],
   "time": 11.147748243063688,
   "param": null
  },
  {
   "epoch": 198,
   "train_loss": 0.1597779393196106,
   "val_loss": 2.2354538440704346,
   "acc": 55.55,
   "f1": [
    0.7661689519882202,
    0.6473428606987,
    0.419999897480011,
    0.30057793855667114,
    0.36065563559532166,
    0.616071343421936,
    0.5454544425010681,
    0.5327101349830627,
    0.6896550059318542,
    0.6476188898086548,
    0.3409090042114258,
    0.3350784480571747,
    0.6565654873847961,
    0.47236168384552,
    0.47916653752326965,
    0.45535701513290405,
    0.6321242451667786,
    0.7572813630104065,
    0.4694834351539612,
    0.4615383446216583,
    0.796208381652832,
    0.6411482095718384,
    0.5671641230583191,
    0.6984125375747681,
    0.7958113551139832,
    0.4293783903121948,
    0.48309168219566345,
    0.3586955666542053,
    0.6943003535270691,
    0.534031331539154,
    0.5497629642486572,
    0.5326085686683655,
    0.5685278177261353,
    0.5227271318435669,
    0.46428558230400085,
    0.25125616788864136,
    0.47236168384552,
    0.425531804561615,
    0.4411763548851013,
    0.7572813630104065,
    0.4899998903274536,
    0.7389161586761475,
    0.4623654782772064,
    0.5756096839904785,
    0.34343424439430237,
    0.413043349981308,
    0.3367346227169037,
    0.6341462135314941,
    0.7699528932571411,
    0.7196259498596191,
    0.39130425453186035,
    0.5248867273330688,
    0.6244342923164368,
    0.7118643522262573,
    0.6794257164001465,
    0.3157894015312195,
    0.7184464335441589,
    0.6217615604400635,
    0.696517288684845,
    0.5929647088050842,
    0.7735847234725952,
    0.7179486155509949,
    0.579439103603363,
    0.5287355184555054,
    0.29714274406433105,
    0.30769217014312744,
    0.4222221076488495,
    0.4550263583660126,
    0.8113206028938293,
    0.722222089767456,
    0.6299998760223389,
    0.7290639281272888,
    0.24137921631336212,
    0.4020099639892578,
    0.3316582143306732,
    0.732673168182373,
    0.798029363155365,
    0.37804868817329407,
    0.4411763548851013,
    0.5410627126693726,
    0.35416656732559204,
    0.5779815316200256,
    0.7452828288078308,
    0.5118482112884521,
    0.42051267623901367,
    0.7150257229804993,
    0.6519335508346558,
    0.6698111891746521,
    0.4545453190803528,
    0.6052630543708801,
    0.6484017372131348,
    0.6796115040779114,
    0.4242422580718994,
    0.35643553733825684,
    0.8186044692993164,
    0.6467660069465637,
    0.5102038979530334,
    0.46874985098838806,
    0.33027511835098267,
    0.6798028349876404
   ],
   "time": 10.364807679317892,
   "param": null
  },
  {
   "epoch": 199,
   "train_loss": 0.14992795884609222,
   "val_loss": 2.0635290145874023,
   "acc": 55.5,
   "f1": [
    0.7661689519882202,
    0.6538460850715637,
    0.4158414602279663,
    0.2891565263271332,
    0.3516482412815094,
    0.6249998807907104,
    0.5471696853637695,
    0.5327101349830627,
    0.6824643611907959,
    0.6445496082305908,
    0.3295453190803528,
    0.3440859317779541,
    0.669999897480011,
    0.47236168384552,
    0.487046480178833,
    0.4533332288265228,
    0.6288658380508423,
    0.7488149404525757,
    0.4976075291633606,
    0.4516127407550812,
    0.7924526929855347,
    0.6415093541145325,
    0.5671641230583191,
    0.6910993456840515,
    0.7979272603988647,
    0.4301074147224426,
    0.48309168219566345,
    0.35359105467796326,
    0.6871793866157532,
    0.5333331823348999,
    0.5576921701431274,
    0.5384613871574402,
    0.5714284777641296,
    0.5197739005088806,
    0.46428558230400085,
    0.22999992966651917,
    0.4670049846172333,
    0.4301074147224426,
    0.4306218922138214,
    0.7536230683326721,
    0.5076140761375427,
    0.728155255317688,
    0.445652037858963,
    0.5754715800285339,
    0.3068782389163971,
    0.4021162986755371,
    0.32124343514442444,
    0.6274508833885193,
    0.7757007479667664,
    0.7230044603347778,
    0.4086019992828369,
    0.5296802520751953,
    0.6272726058959961,
    0.726495623588562,
    0.679245114326477,
    0.29940110445022583,
    0.7093595266342163,
    0.6288658380508423,
    0.6896550059318542,
    0.5888323187828064,
    0.7735847234725952,
    0.711340069770813,
    0.568720281124115,
    0.5232557058334351,
    0.30337071418762207,
    0.31034475564956665,
    0.413043349981308,
    0.4550263583660126,
    0.8073392510414124,
    0.7096772789955139,
    0.6268655061721802,
    0.729999840259552,
    0.2558138370513916,
    0.40404030680656433,
    0.3419688045978546,
    0.7317072153091431,
    0.7881771922111511,
    0.3832334280014038,
    0.45226117968559265,
    0.5454544425010681,
    0.35051536560058594,
    0.5662099123001099,
    0.741783857345581,
    0.5145629644393921,
    0.42708319425582886,
    0.7150257229804993,
    0.6408838629722595,
    0.6666665077209473,
    0.4579438269138336,
    0.5974025130271912,
    0.6306304931640625,
    0.6893202662467957,
    0.4307691156864166,
    0.3599999248981476,
    0.8130839467048645,
    0.6435642242431641,
    0.5130888819694519,
    0.48167529702186584,
    0.33035704493522644,
    0.6865670084953308
   ],
   "time": 11.886207279749215,
   "param": null
  }
 ]
}