{
 "Accuracy": 42.17,
 "Time": [
  37.90243407460395,
  4.263766447249621,
  8315.548004867509
 ],
 "Optimizer": {
  "Meta": {
   "optim": "Adam",
   "lr": 0.01
  },
  "Inner": {
   "optim": "SGD",
   "lr": 0.1,
   "momentum": 0.9,
   "decay": 0.0005,
   "nesterov": true,
   "scheduler": "cosine"
  }
 },
 "Device": "TITAN Xp",
 "Memory": [
  0.0,
  0.0
 ],
 "Log": [
  {
   "epoch": 0,
   "train_loss": 5.9746575355529785,
   "val_loss": 33.185604095458984,
   "acc": 1.19,
   "f1": [
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.014888322912156582,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.025369958952069283,
    0.01599998213350773,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.007462655194103718,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.014285671524703503,
    0.0,
    0.0,
    0.01851850003004074,
    0.0,
    0.024939006194472313,
    0.0,
    0.003891018917784095,
    0.0,
    0.0,
    0.030456800013780594,
    0.009174260310828686,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.03373153880238533,
    0.0,
    0.025806402787566185,
    0.0,
    0.0,
    0.02008926495909691,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0
   ],
   "time": 38.430435818620026,
   "param": null
  },
  {
   "epoch": 1,
   "train_loss": 4.595414161682129,
   "val_loss": 4.4633307456970215,
   "acc": 2.55,
   "f1": [
    0.0,
    0.04780871421098709,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.021937811747193336,
    0.06779659539461136,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.027681633830070496,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.08921930938959122,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.01807224564254284,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.051550887525081635,
    0.0,
    0.035153500735759735,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0
   ],
   "time": 38.97415682952851,
   "param": null
  },
  {
   "epoch": 2,
   "train_loss": 4.19329309463501,
   "val_loss": 4.294315338134766,
   "acc": 5.2,
   "f1": [
    0.0,
    0.0967741385102272,
    0.0,
    0.01941746659576893,
    0.0,
    0.012345629744231701,
    0.0,
    0.018957294523715973,
    0.017543835565447807,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0321100577712059,
    0.0,
    0.0,
    0.11666660755872726,
    0.0,
    0.0,
    0.1444694995880127,
    0.07096773386001587,
    0.0,
    0.20668688416481018,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.1969696283340454,
    0.0,
    0.0,
    0.016806693747639656,
    0.0,
    0.0,
    0.08609266579151154,
    0.0,
    0.0,
    0.0,
    0.0,
    0.16565650701522827,
    0.0,
    0.0,
    0.0,
    0.0,
    0.015999965369701385,
    0.0352940633893013,
    0.0,
    0.11618251353502274,
    0.0,
    0.0,
    0.1353135108947754,
    0.04747770354151726,
    0.0,
    0.0,
    0.0,
    0.0,
    0.014598497189581394,
    0.0,
    0.0,
    0.09642855823040009,
    0.05780346319079399,
    0.027971982955932617,
    0.029761862009763718,
    0.0,
    0.0,
    0.0,
    0.10859721153974533,
    0.02941172383725643,
    0.018518464639782906,
    0.05084741488099098,
    0.0,
    0.16666659712791443,
    0.0,
    0.06968636065721512,
    0.0,
    0.0,
    0.0,
    0.0,
    0.03951365128159523,
    0.02830183319747448,
    0.0949152335524559,
    0.0,
    0.0,
    0.0,
    0.09734509885311127,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.022684277966618538,
    0.0,
    0.04255315661430359,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0
   ],
   "time": 38.4681044369936,
   "param": null
  },
  {
   "epoch": 3,
   "train_loss": 4.023987770080566,
   "val_loss": 3.971299409866333,
   "acc": 8.83,
   "f1": [
    0.2136751413345337,
    0.0825958177447319,
    0.0,
    0.06837603449821472,
    0.0,
    0.027397213503718376,
    0.03149602562189102,
    0.05128201097249985,
    0.05714280903339386,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0,
    0.0417633056640625,
    0.0,
    0.03883489966392517,
    0.1414140909910202,
    0.0,
    0.0,
    0.19195042550563812,
    0.10682490468025208,
    0.07751933485269547,
    0.23376618325710297,
    0.26315781474113464,
    0.0,
    0.0,
    0.032558102160692215,
    0.0,
    0.018691571429371834,
    0.20761239528656006,
    0.013698585331439972,
    0.03448271006345749,
    0.04999994859099388,
    0.0,
    0.03669722378253937,
    0.05084741488099098,
    0.04608289524912834,
    0.0,
    0.0,
    0.0,
    0.21243515610694885,
    0.027649717405438423,
    0.09090905636548996,
    0.0,
    0.0,
    0.015267136506736279,
    0.17187494039535522,
    0.0,
    0.14965979754924774,
    0.0,
    0.06436777114868164,
    0.31372547149658203,
    0.2816900610923767,
    0.0,
    0.027210839092731476,
    0.1103447824716568,
    0.0,
    0.0,
    0.01941746659576893,
    0.2634729743003845,
    0.12014129757881165,
    0.20795102417469025,
    0.06417110562324524,
    0.0,
    0.02539677917957306,
    0.0,
    0.10084028542041779,
    0.1445782482624054,
    0.051281996071338654,
    0.0,
    0.1503758728504181,
    0.018181798979640007,
    0.21374039351940155,
    0.0,
    0.0,
    0.12307687848806381,
    0.0,
    0.0,
    0.0,
    0.0763358399271965,
    0.03809518739581108,
    0.24277448654174805,
    0.017241353169083595,
    0.0,
    0.12307687848806381,
    0.1374794989824295,
    0.0,
    0.0,
    0.07812494784593582,
    0.05128201097249985,
    0.0,
    0.1126759946346283,
    0.0,
    0.07894731312990189,
    0.179775208234787,
    0.03973504900932312,
    0.06249995529651642,
    0.03973504900932312,
    0.0
   ],
   "time": 39.01171095203608,
   "param": null
  },
  {
   "epoch": 4,
   "train_loss": 3.8107852935791016,
   "val_loss": 3.8461735248565674,
   "acc": 11.83,
   "f1": [
    0.1777777075767517,
    0.1843002885580063,
    0.03389827162027359,
    0.15813946723937988,
    0.0,
    0.08062417060136795,
    0.11343278735876083,
    0.1258740872144699,
    0.054347772151231766,
    0.018181798979640007,
    0.0,
    0.0,
    0.05504584312438965,
    0.014925332739949226,
    0.012903177179396152,
    0.054794467985630035,
    0.0,
    0.18390797078609467,
    0.017391279339790344,
    0.066985584795475,
    0.22043004631996155,
    0.10931170731782913,
    0.07246371358633041,
    0.2790696918964386,
    0.299999862909317,
    0.0,
    0.0,
    0.0,
    0.12080531567335129,
    0.0,
    0.154929518699646,
    0.10038603842258453,
    0.052631545811891556,
    0.07373267412185669,
    0.048192720860242844,
    0.05291000008583069,
    0.1754385232925415,
    0.043165422976017,
    0.08114554733037949,
    0.0,
    0.0,
    0.22105255722999573,
    0.015037554316222668,
    0.10792576521635056,
    0.0,
    0.0,
    0.0,
    0.19491519033908844,
    0.01538457814604044,
    0.17610056698322296,
    0.0,
    0.07802338898181915,
    0.38888880610466003,
    0.3999999165534973,
    0.1254124790430069,
    0.029850704595446587,
    0.16279064118862152,
    0.09599995613098145,
    0.0,
    0.0,
    0.3407406508922577,
    0.1836734414100647,
    0.1862744390964508,
    0.13930343091487885,
    0.03614452853798866,
    0.0,
    0.08333326876163483,
    0.10084028542041779,
    0.28806576132774353,
    0.0,
    0.12646366655826569,
    0.2883720099925995,
    0.019230758771300316,
    0.2443729192018509,
    0.07228909432888031,
    0.11678828299045563,
    0.2251655012369156,
    0.0,
    0.01960783451795578,
    0.05128201097249985,
    0.0,
    0.0,
    0.21857915818691254,
    0.06299208104610443,
    0.047244053333997726,
    0.16753920912742615,
    0.25906726717948914,
    0.07317067682743073,
    0.0,
    0.16806717216968536,
    0.1339712291955948,
    0.23076915740966797,
    0.0,
    0.017241353169083595,
    0.1336633265018463,
    0.360248327255249,
    0.08791202306747437,
    0.07746473699808121,
    0.07999995350837708,
    0.0
   ],
   "time": 38.215000761672854,
   "param": null
  },
  {
   "epoch": 5,
   "train_loss": 3.7120609283447266,
   "val_loss": 3.701364278793335,
   "acc": 13.79,
   "f1": [
    0.2649571895599365,
    0.10606056451797485,
    0.09756091237068176,
    0.06535942107439041,
    0.0,
    0.09326418489217758,
    0.0983605906367302,
    0.17674411833286285,
    0.09486160427331924,
    0.1857142299413681,
    0.0,
    0.0,
    0.12413787841796875,
    0.0,
    0.02941172383725643,
    0.07476629316806793,
    0.12865491211414337,
    0.23809517920017242,
    0.0,
    0.0,
    0.28310492634773254,
    0.14917123317718506,
    0.13836471736431122,
    0.19736838340759277,
    0.3575417995452881,
    0.0,
    0.0,
    0.0,
    0.12676051259040833,
    0.16216209530830383,
    0.2686566412448883,
    0.10894935578107834,
    0.06622510403394699,
    0.08333326876163483,
    0.06691444665193558,
    0.04580147936940193,
    0.14715713262557983,
    0.1317829042673111,
    0.10185178369283676,
    0.019047604873776436,
    0.07812494784593582,
    0.48809507489204407,
    0.04395600035786629,
    0.12084588408470154,
    0.0,
    0.0,
    0.017543835565447807,
    0.3111110031604767,
    0.15894033014774323,
    0.0645160898566246,
    0.0,
    0.07291661202907562,
    0.4871794283390045,
    0.39043813943862915,
    0.1481480747461319,
    0.018691571429371834,
    0.1647058129310608,
    0.11842100322246552,
    0.05555550009012222,
    0.14150936901569366,
    0.2992125153541565,
    0.19736838340759277,
    0.11864402145147324,
    0.19999994337558746,
    0.051947999745607376,
    0.025973977521061897,
    0.0,
    0.0707964226603508,
    0.4249998927116394,
    0.12865489721298218,
    0.01960783451795578,
    0.18333324790000916,
    0.03488366678357124,
    0.15189866721630096,
    0.06896546483039856,
    0.13375794887542725,
    0.24817509949207306,
    0.0,
    0.04225347563624382,
    0.14349770545959473,
    0.05333328619599342,
    0.08835338056087494,
    0.34343424439430237,
    0.01960783451795578,
    0.05161285027861595,
    0.1759999394416809,
    0.26909083127975464,
    0.0,
    0.03199996426701546,
    0.18978095054626465,
    0.1081080511212349,
    0.2181817591190338,
    0.12383896112442017,
    0.08823523670434952,
    0.2621358335018158,
    0.3493974804878235,
    0.145695298910141,
    0.09345792233943939,
    0.08264456689357758,
    0.11678826063871384
   ],
   "time": 39.05381680652499,
   "param": null
  },
  {
   "epoch": 6,
   "train_loss": 3.4827513694763184,
   "val_loss": 3.529026746749878,
   "acc": 16.34,
   "f1": [
    0.3299999237060547,
    0.24999991059303284,
    0.05607474222779274,
    0.1258740872144699,
    0.05714280530810356,
    0.10309270769357681,
    0.16304342448711395,
    0.13114748895168304,
    0.10041835159063339,
    0.22009563446044922,
    0.0,
    0.0,
    0.0666666254401207,
    0.08510631322860718,
    0.06572763621807098,
    0.062499940395355225,
    0.03947363793849945,
    0.2654866576194763,
    0.05194799602031708,
    0.05970144271850586,
    0.3209875524044037,
    0.21686740219593048,
    0.12080531567335129,
    0.3790321350097656,
    0.43781083822250366,
    0.1449274718761444,
    0.0,
    0.0,
    0.2716048061847687,
    0.14285707473754883,
    0.31275710463523865,
    0.10377352684736252,
    0.0,
    0.18223229050636292,
    0.10421832650899887,
    0.048484791070222855,
    0.17085421085357666,
    0.1379309743642807,
    0.06965168565511703,
    0.03389827162027359,
    0.04838705435395241,
    0.37246954441070557,
    0.11003232002258301,
    0.13722124695777893,
    0.0,
    0.035928089171648026,
    0.0666666105389595,
    0.35772350430488586,
    0.1885245442390442,
    0.17171710729599,
    0.0,
    0.10240960121154785,
    0.5042734146118164,
    0.3529411256313324,
    0.16494841873645782,
    0.03252029046416283,
    0.18260863423347473,
    0.07999995350837708,
    0.09230762720108032,
    0.03809521719813347,
    0.5134099125862122,
    0.21428565680980682,
    0.24154582619667053,
    0.16184966266155243,
    0.0,
    0.01333328615874052,
    0.047618988901376724,
    0.16417904198169708,
    0.4249998927116394,
    0.19047611951828003,
    0.03773583099246025,
    0.26153838634490967,
    0.01694912277162075,
    0.12307687103748322,
    0.03896098956465721,
    0.2545453906059265,
    0.30857133865356445,
    0.018181798979640007,
    0.0,
    0.16289585828781128,
    0.05063285678625107,
    0.10650881379842758,
    0.32888880372047424,
    0.0869564637541771,
    0.08275856822729111,
    0.18101540207862854,
    0.2788843810558319,
    0.09929072856903076,
    0.0,
    0.21428564190864563,
    0.09937881678342819,
    0.2923975884914398,
    0.14705877006053925,
    0.05172409862279892,
    0.24390235543251038,
    0.28099167346954346,
    0.11428564786911011,
    0.0672268345952034,
    0.0853080227971077,
    0.14876028895378113
   ],
   "time": 39.02884499914944,
   "param": null
  },
  {
   "epoch": 7,
   "train_loss": 3.386063575744629,
   "val_loss": 3.4934029579162598,
   "acc": 17.55,
   "f1": [
    0.34686335921287537,
    0.193548321723938,
    0.1156068742275238,
    0.13375791907310486,
    0.048780445009469986,
    0.12307687848806381,
    0.1845017820596695,
    0.22510816156864166,
    0.08678498864173889,
    0.19736838340759277,
    0.03773583099246025,
    0.0,
    0.2707422971725464,
    0.18181809782981873,
    0.07766983658075333,
    0.14736837148666382,
    0.09523804485797882,
    0.2710842788219452,
    0.09756092727184296,
    0.09401702880859375,
    0.32638880610466003,
    0.21940921247005463,
    0.14864858984947205,
    0.33962252736091614,
    0.38144323229789734,
    0.0,
    0.04040398821234703,
    0.10572681576013565,
    0.21917803585529327,
    0.12987005710601807,
    0.30996301770210266,
    0.08633087575435638,
    0.09929072856903076,
    0.20224712789058685,
    0.11049716919660568,
    0.11192210018634796,
    0.19742482900619507,
    0.1390373706817627,
    0.09655166417360306,
    0.07692301273345947,
    0.06611566245555878,
    0.43243229389190674,
    0.014925332739949226,
    0.15355083346366882,
    0.02919703535735607,
    0.0853080004453659,
    0.1414140909910202,
    0.2953019142150879,
    0.18897630274295807,
    0.16666661202907562,
    0.0,
    0.043715789914131165,
    0.5333332419395447,
    0.3583814203739166,
    0.19444440305233002,
    0.01785712130367756,
    0.21965309977531433,
    0.17441853880882263,
    0.10989003628492355,
    0.05309731885790825,
    0.5783131122589111,
    0.2295081466436386,
    0.08620686084032059,
    0.18978095054626465,
    0.04790413752198219,
    0.0,
    0.09245738387107849,
    0.08474572747945786,
    0.5473682880401611,
    0.22905020415782928,
    0.30588221549987793,
    0.19298239052295685,
    0.03571426123380661,
    0.12030069530010223,
    0.07185622304677963,
    0.267080694437027,
    0.3265305161476135,
    0.01626013033092022,
    0.04907969757914543,
    0.16312050819396973,
    0.05714280903339386,
    0.04545450210571289,
    0.3999999165534973,
    0.09999995678663254,
    0.05970144271850586,
    0.22499993443489075,
    0.27160489559173584,
    0.1452513188123703,
    0.040816277265548706,
    0.2036363184452057,
    0.019230758771300316,
    0.28712859749794006,
    0.06493500620126724,
    0.03448272496461868,
    0.32034626603126526,
    0.36144572496414185,
    0.1325300633907318,
    0.07692302018404007,
    0.0,
    0.18257255852222443
   ],
   "time": 38.326666000299156,
   "param": null
  },
  {
   "epoch": 8,
   "train_loss": 3.2380213737487793,
   "val_loss": 3.46028733253479,
   "acc": 18.73,
   "f1": [
    0.3853210210800171,
    0.24050623178482056,
    0.05607474222779274,
    0.10980386286973953,
    0.018348604440689087,
    0.13983048498630524,
    0.14285707473754883,
    0.22222214937210083,
    0.14432983100414276,
    0.27488142251968384,
    0.0,
    0.09389665722846985,
    0.13333328068256378,
    0.030769191682338715,
    0.10666660219430923,
    0.13749992847442627,
    0.1395348161458969,
    0.2686566412448883,
    0.0701754093170166,
    0.0701754093170166,
    0.23843412101268768,
    0.2150537073612213,
    0.1503758728504181,
    0.2807016670703888,
    0.3636362552642822,
    0.030769191682338715,
    0.016528895124793053,
    0.08284018188714981,
    0.2629968822002411,
    0.1395348310470581,
    0.3157894015312195,
    0.0813007652759552,
    0.14598533511161804,
    0.14689259231090546,
    0.0759493038058281,
    0.0780487209558487,
    0.19607838988304138,
    0.07518791407346725,
    0.1290322095155716,
    0.07100585103034973,
    0.1333332657814026,
    0.48044681549072266,
    0.12121205776929855,
    0.16494841873645782,
    0.07608690112829208,
    0.06896545737981796,
    0.13017743825912476,
    0.3253011107444763,
    0.17518241703510284,
    0.2258063703775406,
    0.0,
    0.11764702200889587,
    0.5071768760681152,
    0.4311925768852234,
    0.17902810871601105,
    0.05882347747683525,
    0.26315781474113464,
    0.19999994337558746,
    0.20276491343975067,
    0.09230764210224152,
    0.5851062536239624,
    0.2613064646720886,
    0.22666659951210022,
    0.17877088487148285,
    0.03508768975734711,
    0.04799995943903923,
    0.05780341476202011,
    0.22222213447093964,
    0.40624988079071045,
    0.2620689272880554,
    0.1774192750453949,
    0.43850257992744446,
    0.054421715438365936,
    0.08264458924531937,
    0.03149602562189102,
    0.29629620909690857,
    0.3495934009552002,
    0.10370365530252457,
    0.06470583379268646,
    0.1655171811580658,
    0.026666617020964622,
    0.09574461728334427,
    0.4967319071292877,
    0.018867909908294678,
    0.07207204401493073,
    0.2127659022808075,
    0.3157893717288971,
    0.1103447824716568,
    0.03603601083159447,
    0.08403357863426208,
    0.06611566245555878,
    0.25668442249298096,
    0.1818181276321411,
    0.05309731885790825,
    0.2393161952495575,
    0.3259258270263672,
    0.2099999338388443,
    0.11295676976442337,
    0.11822652816772461,
    0.23140490055084229
   ],
   "time": 38.98956323042512,
   "param": null
  },
  {
   "epoch": 9,
   "train_loss": 3.0073766708374023,
   "val_loss": 3.226480007171631,
   "acc": 22.08,
   "f1": [
    0.4705880880355835,
    0.2721518278121948,
    0.08695648610591888,
    0.05797096714377403,
    0.06451607495546341,
    0.16052056849002838,
    0.16793887317180634,
    0.09090904891490936,
    0.16455689072608948,
    0.30065348744392395,
    0.09929072856903076,
    0.077922023832798,
    0.25210076570510864,
    0.12499994039535522,
    0.1194029152393341,
    0.09448814392089844,
    0.17647051811218262,
    0.42162150144577026,
    0.27551010251045227,
    0.12218645960092545,
    0.3726707398891449,
    0.26837053894996643,
    0.19736838340759277,
    0.3341403603553772,
    0.4415583610534668,
    0.1449274867773056,
    0.06282716244459152,
    0.12332435697317123,
    0.3841806650161743,
    0.01941746659576893,
    0.32105258107185364,
    0.07999995350837708,
    0.12987008690834045,
    0.23255807161331177,
    0.11111105233430862,
    0.15217386186122894,
    0.18884113430976868,
    0.1619046926498413,
    0.06299208104610443,
    0.13043473660945892,
    0.2181817591190338,
    0.4671531319618225,
    0.1911763846874237,
    0.2091502845287323,
    0.056337978690862656,
    0.05309731885790825,
    0.12598420679569244,
    0.35616424679756165,
    0.2649005651473999,
    0.29743579030036926,
    0.0,
    0.11552341282367706,
    0.4949493706226349,
    0.42857134342193604,
    0.2519684433937073,
    0.052173878997564316,
    0.28571417927742004,
    0.13008125126361847,
    0.2177649885416031,
    0.1126759946346283,
    0.5599998831748962,
    0.30662015080451965,
    0.3578946590423584,
    0.23076915740966797,
    0.07567562162876129,
    0.08333329111337662,
    0.019230758771300316,
    0.16766461730003357,
    0.5675674080848694,
    0.34126976132392883,
    0.11382109671831131,
    0.44221094250679016,
    0.08764934539794922,
    0.2061854749917984,
    0.12359543144702911,
    0.2870369553565979,
    0.3980098366737366,
    0.09448812901973724,
    0.11458326876163483,
    0.08264458924531937,
    0.03636360913515091,
    0.06382972002029419,
    0.5876287817955017,
    0.12499994784593582,
    0.10126575827598572,
    0.2525251507759094,
    0.2871793806552887,
    0.17283941805362701,
    0.027026981115341187,
    0.26890748739242554,
    0.17105256021022797,
    0.2560974657535553,
    0.1650484949350357,
    0.05172409862279892,
    0.4030417203903198,
    0.3670884966850281,
    0.1762113720178604,
    0.13872826099395752,
    0.07407402247190475,
    0.03225803002715111
   ],
   "time": 38.937592449598014,
   "param": null
  },
  {
   "epoch": 10,
   "train_loss": 3.041260242462158,
   "val_loss": 3.2315635681152344,
   "acc": 23.1,
   "f1": [
    0.4659089744091034,
    0.30697670578956604,
    0.20155030488967896,
    0.16883111000061035,
    0.031249960884451866,
    0.2127659022808075,
    0.1481480896472931,
    0.28260859847068787,
    0.1362006962299347,
    0.2793295085430145,
    0.09160300344228745,
    0.05084741488099098,
    0.22314044833183289,
    0.15609751641750336,
    0.15920390188694,
    0.04958673566579819,
    0.13675208389759064,
    0.26519328355789185,
    0.23529404401779175,
    0.1654134839773178,
    0.41249990463256836,
    0.3010752201080322,
    0.145695298910141,
    0.3798881769180298,
    0.5031445622444153,
    0.15300540626049042,
    0.03389827162027359,
    0.1395348161458969,
    0.28136876225471497,
    0.20437948405742645,
    0.31818169355392456,
    0.1391303837299347,
    0.17567561566829681,
    0.19230763614177704,
    0.15238089859485626,
    0.061538416892290115,
    0.1503758728504181,
    0.1641024947166443,
    0.06993001699447632,
    0.16828471422195435,
    0.1777777075767517,
    0.42914968729019165,
    0.16706441342830658,
    0.18181811273097992,
    0.04615379497408867,
    0.08823523670434952,
    0.20408158004283905,
    0.34374991059303284,
    0.2962961792945862,
    0.2651684880256653,
    0.056337978690862656,
    0.12631572782993317,
    0.47058820724487305,
    0.4260353744029999,
    0.2931033670902252,
    0.015747996047139168,
    0.23602473735809326,
    0.29665064811706543,
    0.24844713509082794,
    0.1673639565706253,
    0.6237622499465942,
    0.35582810640335083,
    0.37623751163482666,
    0.290502667427063,
    0.10714279115200043,
    0.0,
    0.0707964226603508,
    0.1971830427646637,
    0.5714285373687744,
    0.39378228783607483,
    0.2914571762084961,
    0.42857131361961365,
    0.07499993592500687,
    0.2968197166919708,
    0.1497325599193573,
    0.366812139749527,
    0.27659571170806885,
    0.09599995613098145,
    0.14666660130023956,
    0.17117109894752502,
    0.08391603082418442,
    0.018867909908294678,
    0.5771142840385437,
    0.12030069530010223,
    0.11249993741512299,
    0.28571417927742004,
    0.24031001329421997,
    0.19999995827674866,
    0.03389827162027359,
    0.14925366640090942,
    0.16793888807296753,
    0.3196346163749695,
    0.10596020519733429,
    0.15819202363491058,
    0.39215683937072754,
    0.3670884966850281,
    0.19597983360290527,
    0.16058388352394104,
    0.13392852246761322,
    0.17085421085357666
   ],
   "time": 38.992278683930635,
   "param": null
  },
  {
   "epoch": 11,
   "train_loss": 2.8202686309814453,
   "val_loss": 2.98555326461792,
   "acc": 24.04,
   "f1": [
    0.38993698358535767,
    0.3426293730735779,
    0.1499999463558197,
    0.06410250812768936,
    0.06493500620126724,
    0.20911522209644318,
    0.2269502729177475,
    0.2048192024230957,
    0.21686740219593048,
    0.36649200320243835,
    0.13924044370651245,
    0.03252029046416283,
    0.2599999010562897,
    0.119999960064888,
    0.18279562890529633,
    0.15165871381759644,
    0.23529404401779175,
    0.3537413775920868,
    0.2389935851097107,
    0.07812494784593582,
    0.42857134342193604,
    0.20402295887470245,
    0.19727885723114014,
    0.3999998867511749,
    0.44866910576820374,
    0.14285707473754883,
    0.08450698107481003,
    0.17857135832309723,
    0.36842095851898193,
    0.12499994784593582,
    0.33466124534606934,
    0.14479632675647736,
    0.20388342440128326,
    0.24999991059303284,
    0.10389603674411774,
    0.10769226402044296,
    0.20270265638828278,
    0.17266181111335754,
    0.1255604773759842,
    0.20134222507476807,
    0.21714277565479279,
    0.4415583610534668,
    0.09937881678342819,
    0.19780215620994568,
    0.07272724062204361,
    0.047244053333997726,
    0.1290322095155716,
    0.4210525155067444,
    0.381294846534729,
    0.2721087336540222,
    0.0,
    0.03478258103132248,
    0.5174128413200378,
    0.43781083822250366,
    0.327868789434433,
    0.06504061073064804,
    0.21705420315265656,
    0.28048771619796753,
    0.238805890083313,
    0.20689646899700165,
    0.6947367191314697,
    0.2131146788597107,
    0.43781083822250366,
    0.178313210606575,
    0.06626500934362411,
    0.054054003208875656,
    0.148837149143219,
    0.24999989569187164,
    0.662650465965271,
    0.40701743960380554,
    0.3474177420139313,
    0.4177214205265045,
    0.07999993860721588,
    0.3249998688697815,
    0.0874999463558197,
    0.3999998867511749,
    0.45128190517425537,
    0.12380944937467575,
    0.07499993592500687,
    0.1898733526468277,
    0.06417106837034225,
    0.0504201278090477,
    0.5840706825256348,
    0.23859642446041107,
    0.12499993294477463,
    0.29787227511405945,
    0.2938774824142456,
    0.2456139326095581,
    0.07317067682743073,
    0.26728102564811707,
    0.06837603449821472,
    0.2705881595611572,
    0.06299208104610443,
    0.043478213250637054,
    0.4786323606967926,
    0.3629031479358673,
    0.145695298910141,
    0.16939888894557953,
    0.1638224571943283,
    0.17525766789913177
   ],
   "time": 39.00986631959677,
   "param": null
  },
  {
   "epoch": 12,
   "train_loss": 2.760441541671753,
   "val_loss": 3.022249460220337,
   "acc": 26.96,
   "f1": [
    0.5989303588867188,
    0.37398362159729004,
    0.15714280307292938,
    0.12017160654067993,
    0.027397213503718376,
    0.21573026478290558,
    0.24844713509082794,
    0.24543075263500214,
    0.2181817591190338,
    0.38216549158096313,
    0.14371250569820404,
    0.1445782482624054,
    0.2761903405189514,
    0.12987005710601807,
    0.20304562151432037,
    0.19999992847442627,
    0.31914883852005005,
    0.46428558230400085,
    0.329268217086792,
    0.17891369760036469,
    0.4905658960342407,
    0.3344708979129791,
    0.24390234053134918,
    0.40476179122924805,
    0.45595842599868774,
    0.15151509642601013,
    0.1333332657814026,
    0.1417721062898636,
    0.3367002606391907,
    0.17699109017848969,
    0.31884050369262695,
    0.20264311134815216,
    0.20512813329696655,
    0.283950537443161,
    0.14723920822143555,
    0.13930343091487885,
    0.25301194190979004,
    0.22346359491348267,
    0.14201176166534424,
    0.12612608075141907,
    0.2066115140914917,
    0.5421684980392456,
    0.10937494784593582,
    0.2297871857881546,
    0.11688306927680969,
    0.13043473660945892,
    0.18518511950969696,
    0.4028775990009308,
    0.3524589240550995,
    0.3253587782382965,
    0.052631527185440063,
    0.19323663413524628,
    0.5825241804122925,
    0.44078946113586426,
    0.2553190588951111,
    0.1103447824716568,
    0.3043477237224579,
    0.2473117560148239,
    0.32081902027130127,
    0.20809243619441986,
    0.609053373336792,
    0.35978829860687256,
    0.38918909430503845,
    0.2580644488334656,
    0.08441553264856339,
    0.15950913727283478,
    0.14342623949050903,
    0.24113468825817108,
    0.604255199432373,
    0.43093910813331604,
    0.38222211599349976,
    0.4944648742675781,
    0.04999995976686478,
    0.3208555281162262,
    0.11188805103302002,
    0.3757960796356201,
    0.4886362552642822,
    0.10588229447603226,
    0.19753079116344452,
    0.09929072856903076,
    0.04166661947965622,
    0.0869564637541771,
    0.5619046092033386,
    0.283950537443161,
    0.16030527651309967,
    0.36607131361961365,
    0.3248729705810547,
    0.26027387380599976,
    0.04838705435395241,
    0.2807016372680664,
    0.20359273254871368,
    0.3406112492084503,
    0.05172409862279892,
    0.0707964226603508,
    0.5019919276237488,
    0.447368323802948,
    0.27322396636009216,
    0.1970442682504654,
    0.03305782005190849,
    0.17142851650714874
   ],
   "time": 38.92824937403202,
   "param": null
  },
  {
   "epoch": 13,
   "train_loss": 2.61845326423645,
   "val_loss": 2.9801876544952393,
   "acc": 28.2,
   "f1": [
    0.5826086401939392,
    0.3706895411014557,
    0.17482511699199677,
    0.09859149903059006,
    0.15757571160793304,
    0.26515141129493713,
    0.2543351650238037,
    0.327868789434433,
    0.2871793806552887,
    0.4578312039375305,
    0.16374263167381287,
    0.13749992847442627,
    0.31088075041770935,
    0.15602830052375793,
    0.17449656128883362,
    0.18867918848991394,
    0.28571420907974243,
    0.43749991059303284,
    0.2976189851760864,
    0.1891891211271286,
    0.547485888004303,
    0.3999998867511749,
    0.22222214937210083,
    0.41975298523902893,
    0.5118482112884521,
    0.23287664353847504,
    0.14173223078250885,
    0.2117646485567093,
    0.3568074107170105,
    0.21468918025493622,
    0.3464565873146057,
    0.2935778796672821,
    0.2547769844532013,
    0.3428570628166199,
    0.16961124539375305,
    0.09302318841218948,
    0.19607838988304138,
    0.20359273254871368,
    0.14906825125217438,
    0.27631568908691406,
    0.25570768117904663,
    0.5454544425010681,
    0.15929201245307922,
    0.22466953098773956,
    0.16243648529052734,
    0.10958898812532425,
    0.16279064118862152,
    0.4918031394481659,
    0.4827585518360138,
    0.1759999394416809,
    0.07821223139762878,
    0.21221861243247986,
    0.4662575423717499,
    0.46215128898620605,
    0.30857133865356445,
    0.07499993592500687,
    0.3827749788761139,
    0.19444438815116882,
    0.32704389095306396,
    0.2105262726545334,
    0.6847825050354004,
    0.33333322405815125,
    0.4236452281475067,
    0.22222214937210083,
    0.0869564488530159,
    0.06956518441438675,
    0.13471496105194092,
    0.2944161295890808,
    0.6378377079963684,
    0.40641695261001587,
    0.39062491059303284,
    0.5099998712539673,
    0.07299264520406723,
    0.3285022974014282,
    0.17187494039535522,
    0.547485888004303,
    0.43999993801116943,
    0.13592226803302765,
    0.1542288362979889,
    0.2758619785308838,
    0.08780481666326523,
    0.1639343500137329,
    0.5714284777641296,
    0.30046939849853516,
    0.1226993277668953,
    0.41148313879966736,
    0.32432422041893005,
    0.27385884523391724,
    0.03973504900932312,
    0.34736835956573486,
    0.13559314608573914,
    0.41666656732559204,
    0.12121206521987915,
    0.12244893610477448,
    0.3341901898384094,
    0.40637436509132385,
    0.1734103411436081,
    0.23655906319618225,
    0.15602830052375793,
    0.14666660130023956
   ],
   "time": 38.449911621399224,
   "param": null
  },
  {
   "epoch": 14,
   "train_loss": 2.6715235710144043,
   "val_loss": 2.8046722412109375,
   "acc": 28.18,
   "f1": [
    0.5829595327377319,
    0.36842095851898193,
    0.24324317276477814,
    0.18181809782981873,
    0.14285707473754883,
    0.28723397850990295,
    0.3249998986721039,
    0.24999992549419403,
    0.23107562959194183,
    0.3230768144130707,
    0.09917350858449936,
    0.16744180023670197,
    0.2938387989997864,
    0.14705875515937805,
    0.1862744390964508,
    0.18404902517795563,
    0.318471223115921,
    0.5137613415718079,
    0.3113206624984741,
    0.20930226147174835,
    0.5294116139411926,
    0.32362452149391174,
    0.2692306935787201,
    0.4238409399986267,
    0.2677164673805237,
    0.2517482042312622,
    0.14864858984947205,
    0.23414628207683563,
    0.37174713611602783,
    0.20270265638828278,
    0.333333283662796,
    0.24161069095134735,
    0.24657529592514038,
    0.3253587782382965,
    0.20168061554431915,
    0.16101689636707306,
    0.30526304244995117,
    0.2536584436893463,
    0.1333332657814026,
    0.35502949357032776,
    0.16993455588817596,
    0.5621620416641235,
    0.1914190798997879,
    0.2571427822113037,
    0.09999994188547134,
    0.13414627313613892,
    0.061538416892290115,
    0.4415583312511444,
    0.38056668639183044,
    0.33720916509628296,
    0.15942023694515228,
    0.23170723021030426,
    0.5941421389579773,
    0.5185183882713318,
    0.403755784034729,
    0.10050245374441147,
    0.35443025827407837,
    0.329670250415802,
    0.29629620909690857,
    0.18867920339107513,
    0.5789472460746765,
    0.4150942265987396,
    0.47916653752326965,
    0.31372541189193726,
    0.0,
    0.1258740872144699,
    0.13333328068256378,
    0.14754094183444977,
    0.6335402131080627,
    0.47368407249450684,
    0.390243798494339,
    0.4146340489387512,
    0.10055860131978989,
    0.32799988985061646,
    0.17813760042190552,
    0.4036144018173218,
    0.5714284777641296,
    0.10055860131978989,
    0.15044242143630981,
    0.2136751413345337,
    0.11282043904066086,
    0.1862347573041916,
    0.6162160634994507,
    0.17054256796836853,
    0.11834313720464706,
    0.33532923460006714,
    0.37499991059303284,
    0.29585790634155273,
    0.09322027862071991,
    0.31884050369262695,
    0.15999992191791534,
    0.3599999248981476,
    0.2366863340139389,
    0.18292675912380219,
    0.5534589886665344,
    0.43093910813331604,
    0.25339359045028687,
    0.19015276432037354,
    0.14379079639911652,
    0.24277448654174805
   ],
   "time": 38.97783738467842,
   "param": null
  },
  {
   "epoch": 15,
   "train_loss": 2.235013008117676,
   "val_loss": 2.924309492111206,
   "acc": 28.76,
   "f1": [
    0.5298011898994446,
    0.3470318615436554,
    0.1655171811580658,
    0.0639999583363533,
    0.17948710918426514,
    0.23744283616542816,
    0.2583332359790802,
    0.31067952513694763,
    0.2433861941099167,
    0.39378228783607483,
    0.05555552989244461,
    0.2258063703775406,
    0.3024389147758484,
    0.1449274718761444,
    0.1333332657814026,
    0.193548321723938,
    0.27338120341300964,
    0.4299998879432678,
    0.2585032880306244,
    0.1764705330133438,
    0.5217390060424805,
    0.37288129329681396,
    0.28402355313301086,
    0.4780486822128296,
    0.4183005392551422,
    0.2165604531764984,
    0.18181811273097992,
    0.2323942929506302,
    0.4202333688735962,
    0.23255807161331177,
    0.38095226883888245,
    0.28571417927742004,
    0.2695034444332123,
    0.397163063287735,
    0.21374039351940155,
    0.018348604440689087,
    0.3131312429904938,
    0.22707417607307434,
    0.1401868611574173,
    0.3566878139972687,
    0.2193547636270523,
    0.6091952323913574,
    0.21768701076507568,
    0.24806194007396698,
    0.13523125648498535,
    0.081632599234581,
    0.1654134839773178,
    0.4102562665939331,
    0.4947367310523987,
    0.28368785977363586,
    0.09049767255783081,
    0.18867920339107513,
    0.5185183882713318,
    0.48484835028648376,
    0.36065563559532166,
    0.03821650892496109,
    0.48387083411216736,
    0.2790696918964386,
    0.3675675094127655,
    0.2553190290927887,
    0.6444442868232727,
    0.33532923460006714,
    0.38709667325019836,
    0.37158459424972534,
    0.11600925028324127,
    0.15044242143630981,
    0.15974436700344086,
    0.22535203397274017,
    0.6514284610748291,
    0.5276594758033752,
    0.4330707788467407,
    0.35937488079071045,
    0.14545448124408722,
    0.29268282651901245,
    0.15686269104480743,
    0.5196077227592468,
    0.5263157486915588,
    0.10891082137823105,
    0.16243648529052734,
    0.180180162191391,
    0.13718406856060028,
    0.19999994337558746,
    0.6120217442512512,
    0.24742262065410614,
    0.10062886029481888,
    0.35866254568099976,
    0.38541653752326965,
    0.23837202787399292,
    0.07035170495510101,
    0.3319147825241089,
    0.22929932177066803,
    0.43999987840652466,
    0.1639343649148941,
    0.16239310801029205,
    0.575916051864624,
    0.38157883286476135,
    0.2941175699234009,
    0.27737218141555786,
    0.10144922137260437,
    0.25396814942359924
   ],
   "time": 38.98497885745019,
   "param": null
  },
  {
   "epoch": 16,
   "train_loss": 2.2714743614196777,
   "val_loss": 3.0794434547424316,
   "acc": 30.75,
   "f1": [
    0.616278886795044,
    0.4090908467769623,
    0.1857142299413681,
    0.1971830278635025,
    0.17699109017848969,
    0.2769230008125305,
    0.33684200048446655,
    0.39378228783607483,
    0.26548662781715393,
    0.423912912607193,
    0.09722216427326202,
    0.1379309743642807,
    0.27777767181396484,
    0.22580638527870178,
    0.2477063536643982,
    0.2131146788597107,
    0.30769217014312744,
    0.47843125462532043,
    0.30158719420433044,
    0.1481480896472931,
    0.4975123405456543,
    0.34104037284851074,
    0.19289332628250122,
    0.4799998700618744,
    0.5544553399085999,
    0.13698624074459076,
    0.19101116061210632,
    0.19999994337558746,
    0.4133332371711731,
    0.24489787220954895,
    0.39534875750541687,
    0.299465149641037,
    0.2584269046783447,
    0.31914886832237244,
    0.23834188282489777,
    0.1862347573041916,
    0.30555546283721924,
    0.17801040410995483,
    0.15053758025169373,
    0.38578668236732483,
    0.18032778799533844,
    0.5847951769828796,
    0.18309852480888367,
    0.25233638286590576,
    0.08823523670434952,
    0.1764705330133438,
    0.140350803732872,
    0.3720929026603699,
    0.5595237016677856,
    0.37433144450187683,
    0.145695298910141,
    0.24598921835422516,
    0.5446807742118835,
    0.5418717861175537,
    0.39999985694885254,
    0.018867909908294678,
    0.46017688512802124,
    0.2477063536643982,
    0.35964900255203247,
    0.28925609588623047,
    0.6594592928886414,
    0.42857134342193604,
    0.4266665279865265,
    0.34482747316360474,
    0.11063823103904724,
    0.1333332657814026,
    0.1485147923231125,
    0.336633563041687,
    0.6451612114906311,
    0.43925222754478455,
    0.2753622233867645,
    0.4551723301410675,
    0.046511583030223846,
    0.18439710140228271,
    0.20408155024051666,
    0.5189187526702881,
    0.5588234066963196,
    0.15686267614364624,
    0.18954242765903473,
    0.2206895798444748,
    0.11650479584932327,
    0.17511513829231262,
    0.6368157267570496,
    0.3315507173538208,
    0.19626161456108093,
    0.4386615753173828,
    0.35251790285110474,
    0.3234041631221771,
    0.11764699220657349,
    0.3365694582462311,
    0.24999991059303284,
    0.33593741059303284,
    0.22535204887390137,
    0.198198139667511,
    0.6028706431388855,
    0.34108519554138184,
    0.26415085792541504,
    0.231999933719635,
    0.04444439709186554,
    0.29752060770988464
   ],
   "time": 38.8979364503175,
   "param": null
  },
  {
   "epoch": 17,
   "train_loss": 2.1763575077056885,
   "val_loss": 2.9293622970581055,
   "acc": 31.01,
   "f1": [
    0.6299998760223389,
    0.39805811643600464,
    0.28099164366722107,
    0.1938774734735489,
    0.11458326876163483,
    0.3157893717288971,
    0.33217987418174744,
    0.22222214937210083,
    0.3170730471611023,
    0.4550263583660126,
    0.07936502993106842,
    0.16417904198169708,
    0.28025469183921814,
    0.1395348310470581,
    0.19217076897621155,
    0.13888882100582123,
    0.24999992549419403,
    0.3314284682273865,
    0.33333325386047363,
    0.24516120553016663,
    0.594594419002533,
    0.46938762068748474,
    0.26415085792541504,
    0.4766837954521179,
    0.4942527115345001,
    0.23076915740966797,
    0.20512813329696655,
    0.11764701455831528,
    0.4509802758693695,
    0.30232545733451843,
    0.3783782720565796,
    0.3131312429904938,
    0.2588234543800354,
    0.3232322335243225,
    0.21645015478134155,
    0.1499999463558197,
    0.329268217086792,
    0.19383254647254944,
    0.1971830278635025,
    0.4545453190803528,
    0.26804113388061523,
    0.5224488377571106,
    0.22929933667182922,
    0.31316718459129333,
    0.14563101530075073,
    0.16161610186100006,
    0.1657457947731018,
    0.44444435834884644,
    0.5555553436279297,
    0.38709667325019836,
    0.16666659712791443,
    0.2193547636270523,
    0.502923846244812,
    0.5140844583511353,
    0.3771928548812866,
    0.056337978690862656,
    0.4210525453090668,
    0.3465345501899719,
    0.24193541705608368,
    0.17721512913703918,
    0.6770831346511841,
    0.4927534759044647,
    0.47513800859451294,
    0.31333327293395996,
    0.09554135054349899,
    0.16766461730003357,
    0.13636356592178345,
    0.26666659116744995,
    0.6779659986495972,
    0.5120771527290344,
    0.4424777626991272,
    0.48484838008880615,
    0.1219511553645134,
    0.2553190290927887,
    0.15384609997272491,
    0.5624998211860657,
    0.6054052114486694,
    0.12286684662103653,
    0.19469019770622253,
    0.2208588421344757,
    0.1499999463558197,
    0.22598862648010254,
    0.6701029539108276,
    0.2181817591190338,
    0.13496926426887512,
    0.36809808015823364,
    0.3999999165534973,
    0.36082467436790466,
    0.11320748925209045,
    0.29585790634155273,
    0.2727271616458893,
    0.44444432854652405,
    0.1509433388710022,
    0.19661010801792145,
    0.6136362552642822,
    0.447368323802948,
    0.35877853631973267,
    0.21150274574756622,
    0.17435890436172485,
    0.2682925760746002
   ],
   "time": 38.51821364182979,
   "param": null
  },
  {
   "epoch": 18,
   "train_loss": 1.9880976676940918,
   "val_loss": 2.8450064659118652,
   "acc": 32.02,
   "f1": [
    0.6736840605735779,
    0.44776105880737305,
    0.21621613204479218,
    0.23188398778438568,
    0.19811314344406128,
    0.3234041631221771,
    0.3157893717288971,
    0.35294109582901,
    0.26206886768341064,
    0.3529410660266876,
    0.12987005710601807,
    0.20320846140384674,
    0.3116881847381592,
    0.26008957624435425,
    0.20512813329696655,
    0.1641024947166443,
    0.27777767181396484,
    0.5177663564682007,
    0.31092432141304016,
    0.28571417927742004,
    0.5030673146247864,
    0.46288198232650757,
    0.29508185386657715,
    0.502282977104187,
    0.5649716258049011,
    0.2522521913051605,
    0.20960691571235657,
    0.22222214937210083,
    0.4578312039375305,
    0.2954544425010681,
    0.3794870972633362,
    0.26600977778434753,
    0.2508959472179413,
    0.4310343861579895,
    0.2456139624118805,
    0.15053758025169373,
    0.33333322405815125,
    0.23318377137184143,
    0.1395348161458969,
    0.4236452281475067,
    0.2345678210258484,
    0.5561496019363403,
    0.2105262577533722,
    0.2574256360530853,
    0.14545448124408722,
    0.1559632420539856,
    0.1696968972682953,
    0.44976064562797546,
    0.5327510237693787,
    0.430769145488739,
    0.081632599234581,
    0.2394365519285202,
    0.5022420287132263,
    0.5291004180908203,
    0.39111098647117615,
    0.09999993443489075,
    0.4474884569644928,
    0.29787224531173706,
    0.3157893419265747,
    0.21621614694595337,
    0.7196259498596191,
    0.4352940320968628,
    0.3456788659095764,
    0.29896897077560425,
    0.14937752485275269,
    0.18518511950969696,
    0.21004560589790344,
    0.2987011969089508,
    0.6979165077209473,
    0.46376800537109375,
    0.4494381248950958,
    0.5655736327171326,
    0.10156244039535522,
    0.3654821515083313,
    0.18309852480888367,
    0.487046480178833,
    0.5999999046325684,
    0.056337978690862656,
    0.16170208156108856,
    0.10169486701488495,
    0.13333328068256378,
    0.1862744390964508,
    0.5957446098327637,
    0.3147207200527191,
    0.19157081842422485,
    0.42285704612731934,
    0.4410255253314972,
    0.3315507173538208,
    0.20408156514167786,
    0.3232322335243225,
    0.21428564190864563,
    0.3433475196361542,
    0.18699179589748383,
    0.18823520839214325,
    0.5837836861610413,
    0.41406238079071045,
    0.25555548071861267,
    0.27272719144821167,
    0.1556885540485382,
    0.18478251993656158
   ],
   "time": 38.889977218583226,
   "param": null
  },
  {
   "epoch": 19,
   "train_loss": 1.9961093664169312,
   "val_loss": 3.0362911224365234,
   "acc": 31.6,
   "f1": [
    0.6559138894081116,
    0.39378228783607483,
    0.22222216427326202,
    0.145695298910141,
    0.18378373980522156,
    0.29139062762260437,
    0.35294109582901,
    0.35897424817085266,
    0.2738094627857208,
    0.4365480840206146,
    0.1748633086681366,
    0.19540224969387054,
    0.2658958435058594,
    0.19631893932819366,
    0.20388342440128326,
    0.212290421128273,
    0.293436199426651,
    0.46391740441322327,
    0.39062491059303284,
    0.2634729743003845,
    0.5468748807907104,
    0.39730632305145264,
    0.2914571762084961,
    0.2992125153541565,
    0.4397162199020386,
    0.24083760380744934,
    0.17333325743675232,
    0.22115376591682434,
    0.4766837954521179,
    0.26341456174850464,
    0.36521732807159424,
    0.23346298933029175,
    0.29677411913871765,
    0.3409090042114258,
    0.28571417927742004,
    0.14953264594078064,
    0.29677411913871765,
    0.22222214937210083,
    0.20168060064315796,
    0.3843136429786682,
    0.22388054430484772,
    0.4350648820400238,
    0.20588228106498718,
    0.2600618302822113,
    0.14778319001197815,
    0.11494245380163193,
    0.2243901938199997,
    0.509090781211853,
    0.477272629737854,
    0.279411643743515,
    0.1657457947731018,
    0.23484840989112854,
    0.5477177500724792,
    0.5257730484008789,
    0.39183664321899414,
    0.06249995529651642,
    0.4814813435077667,
    0.3402060866355896,
    0.37499991059303284,
    0.2105262726545334,
    0.6826921701431274,
    0.35714274644851685,
    0.5056177973747253,
    0.33802807331085205,
    0.05095536634325981,
    0.09448814392089844,
    0.18947364389896393,
    0.2127659022808075,
    0.6470586061477661,
    0.5171101689338684,
    0.3948496878147125,
    0.5207098722457886,
    0.10457510501146317,
    0.25531908869743347,
    0.16216209530830383,
    0.5242717266082764,
    0.5578945875167847,
    0.09523803740739822,
    0.1945524662733078,
    0.253807008266449,
    0.07741929590702057,
    0.23312875628471375,
    0.6178860664367676,
    0.3315507173538208,
    0.19767434895038605,
    0.3999998867511749,
    0.4044116735458374,
    0.29268285632133484,
    0.16161610186100006,
    0.3622046113014221,
    0.2444443702697754,
    0.4210525155067444,
    0.1675977110862732,
    0.15228420495986938,
    0.5812807083129883,
    0.4203820824623108,
    0.239999920129776,
    0.2672064006328583,
    0.13675208389759064,
    0.20512816309928894
   ],
   "time": 38.2370465612039,
   "param": null
  },
  {
   "epoch": 20,
   "train_loss": 2.012230396270752,
   "val_loss": 2.9138102531433105,
   "acc": 31.34,
   "f1": [
    0.6206895709037781,
    0.4072396755218506,
    0.22058817744255066,
    0.1499999314546585,
    0.188552126288414,
    0.28571420907974243,
    0.34920626878738403,
    0.35416656732559204,
    0.3576158285140991,
    0.4022987186908722,
    0.11612897366285324,
    0.17610056698322296,
    0.35675665736198425,
    0.19108274579048157,
    0.1658536046743393,
    0.1290322095155716,
    0.3276835083961487,
    0.5249999165534973,
    0.28925609588623047,
    0.24864855408668518,
    0.5499998927116394,
    0.45643141865730286,
    0.2716048061847687,
    0.46009382605552673,
    0.5082871913909912,
    0.20895515382289886,
    0.2585032880306244,
    0.17551958560943604,
    0.47120407223701477,
    0.23788540065288544,
    0.37320560216903687,
    0.26153838634490967,
    0.21582727134227753,
    0.3047617971897125,
    0.2547169029712677,
    0.1657457947731018,
    0.2371133416891098,
    0.22471901774406433,
    0.1675977110862732,
    0.3800903856754303,
    0.2790696620941162,
    0.5023254752159119,
    0.2583731412887573,
    0.30851057171821594,
    0.12578611075878143,
    0.11214946955442429,
    0.17391295731067657,
    0.4788731336593628,
    0.490322470664978,
    0.4083768427371979,
    0.10126575827598572,
    0.253807008266449,
    0.43037962913513184,
    0.4947367310523987,
    0.29139062762260437,
    0.14213192462921143,
    0.41592907905578613,
    0.29906532168388367,
    0.26573416590690613,
    0.24630534648895264,
    0.6926827430725098,
    0.372413694858551,
    0.4812833070755005,
    0.32941165566444397,
    0.07650267332792282,
    0.1846153289079666,
    0.15384609997272491,
    0.2739725410938263,
    0.6484017372131348,
    0.525345504283905,
    0.36241599917411804,
    0.49999988079071045,
    0.12454207986593246,
    0.29585790634155273,
    0.18269222974777222,
    0.5463916063308716,
    0.5882351994514465,
    0.08219172805547714,
    0.1818181276321411,
    0.19999992847442627,
    0.1107010543346405,
    0.1558440923690796,
    0.6521738171577454,
    0.38053086400032043,
    0.1548386514186859,
    0.3448275029659271,
    0.45454537868499756,
    0.35897424817085266,
    0.12745091319084167,
    0.25874119997024536,
    0.19999994337558746,
    0.43523305654525757,
    0.25892847776412964,
    0.20576126873493195,
    0.5136985182762146,
    0.46874985098838806,
    0.3524903655052185,
    0.3133639991283417,
    0.14444437623023987,
    0.2528734505176544
   ],
   "time": 38.77585437241942,
   "param": null
  },
  {
   "epoch": 21,
   "train_loss": 1.762515902519226,
   "val_loss": 2.9833455085754395,
   "acc": 30.17,
   "f1": [
    0.633165717124939,
    0.38139525055885315,
    0.21459220349788666,
    0.16666661202907562,
    0.154545396566391,
    0.1951218992471695,
    0.25675666332244873,
    0.31901830434799194,
    0.32467523217201233,
    0.4050631821155548,
    0.18269222974777222,
    0.20338976383209229,
    0.2553190290927887,
    0.20795102417469025,
    0.2099999338388443,
    0.13432830572128296,
    0.3076922297477722,
    0.5319147706031799,
    0.26455017924308777,
    0.27472516894340515,
    0.5714284777641296,
    0.4217686057090759,
    0.2937852144241333,
    0.5666665434837341,
    0.5244443416595459,
    0.21203432977199554,
    0.2366863340139389,
    0.175066277384758,
    0.40590396523475647,
    0.3469386696815491,
    0.3431371748447418,
    0.08403357863426208,
    0.27173903584480286,
    0.3775099515914917,
    0.15748025476932526,
    0.08474572747945786,
    0.1985815018415451,
    0.23157887160778046,
    0.2243901938199997,
    0.39795905351638794,
    0.28999990224838257,
    0.5911328792572021,
    0.2233501821756363,
    0.35582810640335083,
    0.14432983100414276,
    0.13636359572410583,
    0.16666659712791443,
    0.4758363366127014,
    0.47953203320503235,
    0.3756905198097229,
    0.06944438815116882,
    0.28855711221694946,
    0.3975902497768402,
    0.36601296067237854,
    0.393063485622406,
    0.07086608558893204,
    0.45197728276252747,
    0.358024537563324,
    0.38392844796180725,
    0.16560502350330353,
    0.6254824995994568,
    0.45248857140541077,
    0.425531804561615,
    0.28965505957603455,
    0.11049716919660568,
    0.14765094220638275,
    0.09150320291519165,
    0.29813653230667114,
    0.6507176160812378,
    0.5638296604156494,
    0.24817509949207306,
    0.44571414589881897,
    0.03333330154418945,
    0.28855711221694946,
    0.20909084379673004,
    0.5957446098327637,
    0.5764704942703247,
    0.19999992847442627,
    0.14754092693328857,
    0.14399996399879456,
    0.15642453730106354,
    0.20991250872612,
    0.6236557960510254,
    0.32183900475502014,
    0.18505331873893738,
    0.33128824830055237,
    0.2702701985836029,
    0.3112391233444214,
    0.20118334889411926,
    0.15714280307292938,
    0.19318178296089172,
    0.3003412187099457,
    0.21428564190864563,
    0.16279064118862152,
    0.5502182841300964,
    0.36686381697654724,
    0.23287664353847504,
    0.30697670578956604,
    0.13725484907627106,
    0.19047611951828003
   ],
   "time": 38.975227016955614,
   "param": null
  },
  {
   "epoch": 22,
   "train_loss": 1.689220666885376,
   "val_loss": 3.041933298110962,
   "acc": 32.11,
   "f1": [
    0.6278025507926941,
    0.43720918893814087,
    0.238805890083313,
    0.19323663413524628,
    0.16774186491966248,
    0.3098590672016144,
    0.26900574564933777,
    0.3084111213684082,
    0.309859037399292,
    0.4204544126987457,
    0.20779213309288025,
    0.206060528755188,
    0.2959182858467102,
    0.20571422576904297,
    0.16216209530830383,
    0.20512813329696655,
    0.3037973642349243,
    0.419580340385437,
    0.277310848236084,
    0.2886596620082855,
    0.587155818939209,
    0.40590396523475647,
    0.27218925952911377,
    0.39705875515937805,
    0.596684992313385,
    0.2816900908946991,
    0.2580644190311432,
    0.18181811273097992,
    0.40740731358528137,
    0.29743579030036926,
    0.31999990344047546,
    0.2176869958639145,
    0.25688067078590393,
    0.33333325386047363,
    0.26666656136512756,
    0.14285707473754883,
    0.24460424482822418,
    0.2091502547264099,
    0.21319790184497833,
    0.372413694858551,
    0.29927000403404236,
    0.5473682880401611,
    0.1985815018415451,
    0.23602473735809326,
    0.0946744978427887,
    0.15637852251529694,
    0.1989527940750122,
    0.491227924823761,
    0.5025123953819275,
    0.4248703718185425,
    0.17964066565036774,
    0.2741934657096863,
    0.563380241394043,
    0.4578312039375305,
    0.43564343452453613,
    0.07042248547077179,
    0.4149376451969147,
    0.2514968812465668,
    0.3824700117111206,
    0.2834007143974304,
    0.6311109066009521,
    0.38993698358535767,
    0.42857134342193604,
    0.36046499013900757,
    0.16438351571559906,
    0.15228420495986938,
    0.22399993240833282,
    0.32584258913993835,
    0.587155818939209,
    0.5970147848129272,
    0.3597121238708496,
    0.4967319369316101,
    0.15135130286216736,
    0.3703703284263611,
    0.20560744404792786,
    0.5921786427497864,
    0.5270268321037292,
    0.08571423590183258,
    0.14606735110282898,
    0.14379078149795532,
    0.1764705330133438,
    0.22784805297851562,
    0.6543776988983154,
    0.34736835956573486,
    0.19883033633232117,
    0.3268481194972992,
    0.3636362850666046,
    0.33587780594825745,
    0.09876536577939987,
    0.34177201986312866,
    0.23529404401779175,
    0.36551716923713684,
    0.2658226788043976,
    0.2541435658931732,
    0.6144576668739319,
    0.45263150334358215,
    0.29714274406433105,
    0.2953585684299469,
    0.15322573482990265,
    0.2147650271654129
   ],
   "time": 38.9821134340018,
   "param": null
  },
  {
   "epoch": 23,
   "train_loss": 1.3757573366165161,
   "val_loss": 2.8408336639404297,
   "acc": 32.18,
   "f1": [
    0.6008967757225037,
    0.4237917363643646,
    0.26190468668937683,
    0.21333326399326324,
    0.14285707473754883,
    0.35467973351478577,
    0.31034475564956665,
    0.346666544675827,
    0.35897424817085266,
    0.4223601520061493,
    0.14285707473754883,
    0.15189866721630096,
    0.29473677277565,
    0.2633450925350189,
    0.21621613204479218,
    0.17333325743675232,
    0.29629620909690857,
    0.5155554413795471,
    0.3057323694229126,
    0.2739725410938263,
    0.6473986506462097,
    0.45669278502464294,
    0.2798353135585785,
    0.45871543884277344,
    0.4605261981487274,
    0.24630534648895264,
    0.21649475395679474,
    0.21296289563179016,
    0.474226713180542,
    0.29585790634155273,
    0.3744291365146637,
    0.3387977182865143,
    0.20382159948349,
    0.3942306339740753,
    0.23129242658615112,
    0.16249993443489075,
    0.32432425022125244,
    0.17877088487148285,
    0.20487797260284424,
    0.38524580001831055,
    0.3384614586830139,
    0.5539904832839966,
    0.1766783893108368,
    0.21951214969158173,
    0.15028895437717438,
    0.19801974296569824,
    0.24710416793823242,
    0.49549540877342224,
    0.46153831481933594,
    0.37288129329681396,
    0.16071423888206482,
    0.23076917231082916,
    0.5700933337211609,
    0.46153831481933594,
    0.37999996542930603,
    0.04807686805725098,
    0.4705881178379059,
    0.26993855834007263,
    0.358024537563324,
    0.17910441756248474,
    0.6831682324409485,
    0.4275861084461212,
    0.43518510460853577,
    0.3053433895111084,
    0.15706801414489746,
    0.212290421128273,
    0.148837149143219,
    0.30769217014312744,
    0.688171923160553,
    0.5177663564682007,
    0.3584904372692108,
    0.48648643493652344,
    0.16289585828781128,
    0.26993855834007263,
    0.21238930523395538,
    0.4179103672504425,
    0.5499998927116394,
    0.14468081295490265,
    0.17877088487148285,
    0.22797919809818268,
    0.11612897366285324,
    0.24210518598556519,
    0.6798028349876404,
    0.3101603388786316,
    0.20792071521282196,
    0.4311376214027405,
    0.3999998867511749,
    0.33333325386047363,
    0.11904755234718323,
    0.3299999237060547,
    0.2368420511484146,
    0.3999999165534973,
    0.21698106825351715,
    0.17391300201416016,
    0.6010361909866333,
    0.38775497674942017,
    0.30630621314048767,
    0.23391805589199066,
    0.09944745898246765,
    0.2105262726545334
   ],
   "time": 38.98986627534032,
   "param": null
  },
  {
   "epoch": 24,
   "train_loss": 1.2726962566375732,
   "val_loss": 3.1793429851531982,
   "acc": 31.8,
   "f1": [
    0.5575219988822937,
    0.4148934781551361,
    0.24727267026901245,
    0.09523804485797882,
    0.17567561566829681,
    0.31730762124061584,
    0.2832617461681366,
    0.32411059737205505,
    0.3367346227169037,
    0.40490788221359253,
    0.1706160604953766,
    0.15929198265075684,
    0.31901830434799194,
    0.19791658222675323,
    0.21649475395679474,
    0.21621614694595337,
    0.33064505457878113,
    0.492890864610672,
    0.3016759157180786,
    0.28048771619796753,
    0.6116504073143005,
    0.49484527111053467,
    0.26244333386421204,
    0.4307691156864166,
    0.4391891062259674,
    0.31249991059303284,
    0.23232315480709076,
    0.2314814031124115,
    0.4792625606060028,
    0.329268217086792,
    0.37154141068458557,
    0.22727267444133759,
    0.27309226989746094,
    0.29139062762260437,
    0.18791939318180084,
    0.15555550158023834,
    0.24864855408668518,
    0.18905465304851532,
    0.17112290859222412,
    0.4306218922138214,
    0.236453115940094,
    0.6489360928535461,
    0.19672125577926636,
    0.2634729743003845,
    0.12499993294477463,
    0.1864406168460846,
    0.2025315910577774,
    0.4606740176677704,
    0.48837196826934814,
    0.4574466943740845,
    0.14925366640090942,
    0.22680403292179108,
    0.5617020726203918,
    0.5495494604110718,
    0.329268217086792,
    0.038461487740278244,
    0.438016414642334,
    0.20472434163093567,
    0.41249990463256836,
    0.29107969999313354,
    0.6888887882232666,
    0.4232803285121918,
    0.4834122061729431,
    0.35365843772888184,
    0.10843367874622345,
    0.20382159948349,
    0.18374551832675934,
    0.25185176730155945,
    0.6900583505630493,
    0.5247523188591003,
    0.3367346227169037,
    0.5202310085296631,
    0.1450776606798172,
    0.2965778410434723,
    0.21686740219593048,
    0.5499998331069946,
    0.5748501420021057,
    0.13999994099140167,
    0.16279062628746033,
    0.16993455588817596,
    0.15642453730106354,
    0.21978014707565308,
    0.644067645072937,
    0.3833332657814026,
    0.21538454294204712,
    0.4504503309726715,
    0.3421051502227783,
    0.2564101815223694,
    0.14342623949050903,
    0.2949307858943939,
    0.2673266530036926,
    0.39301300048828125,
    0.22797919809818268,
    0.177215114235878,
    0.589371919631958,
    0.3499998450279236,
    0.2634729743003845,
    0.28220847249031067,
    0.11347512155771255,
    0.15827332437038422
   ],
   "time": 38.97937341500074,
   "param": null
  },
  {
   "epoch": 25,
   "train_loss": 1.173369288444519,
   "val_loss": 3.4969518184661865,
   "acc": 32.54,
   "f1": [
    0.5999998450279236,
    0.41052618622779846,
    0.2404370754957199,
    0.1528661698102951,
    0.1855669468641281,
    0.2444443702697754,
    0.35627520084381104,
    0.31818172335624695,
    0.34586456418037415,
    0.39495787024497986,
    0.17567561566829681,
    0.21118007600307465,
    0.32258057594299316,
    0.1654134839773178,
    0.20588228106498718,
    0.19801978766918182,
    0.3203882575035095,
    0.48031488060951233,
    0.2521738111972809,
    0.2598424553871155,
    0.5559844970703125,
    0.41414129734039307,
    0.28571417927742004,
    0.49599987268447876,
    0.5837836861610413,
    0.22485199570655823,
    0.22784802317619324,
    0.20920497179031372,
    0.5023695826530457,
    0.2843601107597351,
    0.38497641682624817,
    0.2724457383155823,
    0.24505920708179474,
    0.403755784034729,
    0.2378377616405487,
    0.10071936994791031,
    0.2838708758354187,
    0.19780214130878448,
    0.2096773386001587,
    0.42857131361961365,
    0.22535204887390137,
    0.5619046092033386,
    0.18784524500370026,
    0.2872926890850067,
    0.11158791184425354,
    0.13131305575370789,
    0.09852210432291031,
    0.5194803476333618,
    0.48979586362838745,
    0.46231144666671753,
    0.16666659712791443,
    0.20134222507476807,
    0.585152804851532,
    0.494381844997406,
    0.4206008017063141,
    0.12834219634532928,
    0.4976957440376282,
    0.3950616121292114,
    0.3764704465866089,
    0.28112441301345825,
    0.6900583505630493,
    0.4275861084461212,
    0.4609052240848541,
    0.3760683238506317,
    0.08917191624641418,
    0.18300646543502808,
    0.18502195179462433,
    0.30588221549987793,
    0.696517288684845,
    0.5373133420944214,
    0.31088075041770935,
    0.4852069914340973,
    0.08264458924531937,
    0.3552630543708801,
    0.19047614932060242,
    0.5310733318328857,
    0.6027396321296692,
    0.09929072856903076,
    0.1898733526468277,
    0.2275448441505432,
    0.10884349048137665,
    0.23463678359985352,
    0.6282721161842346,
    0.30674833059310913,
    0.14772720634937286,
    0.41666656732559204,
    0.4339621663093567,
    0.3211008310317993,
    0.13636356592178345,
    0.30366483330726624,
    0.228571355342865,
    0.4530385434627533,
    0.28136876225471497,
    0.1682242453098297,
    0.5481480360031128,
    0.4567900002002716,
    0.27329182624816895,
    0.25233638286590576,
    0.13124994933605194,
    0.306122362613678
   ],
   "time": 39.0016231816262,
   "param": null
  },
  {
   "epoch": 26,
   "train_loss": 1.080236554145813,
   "val_loss": 3.42084002494812,
   "acc": 32.51,
   "f1": [
    0.5771142840385437,
    0.42342329025268555,
    0.22321420907974243,
    0.19318175315856934,
    0.1734103411436081,
    0.309859037399292,
    0.2737641930580139,
    0.33050838112831116,
    0.387096643447876,
    0.44444429874420166,
    0.15819202363491058,
    0.21319790184497833,
    0.3456788957118988,
    0.19875767827033997,
    0.19459453225135803,
    0.210526242852211,
    0.3402060866355896,
    0.4913792312145233,
    0.21459220349788666,
    0.2749999165534973,
    0.6549705862998962,
    0.4766837954521179,
    0.28571420907974243,
    0.48314592242240906,
    0.5414846539497375,
    0.14399996399879456,
    0.17283941805362701,
    0.18274106085300446,
    0.446808397769928,
    0.2545453608036041,
    0.32704389095306396,
    0.299465149641037,
    0.2718445658683777,
    0.33918121457099915,
    0.24999994039535522,
    0.21874992549419403,
    0.31325292587280273,
    0.2097901701927185,
    0.23893800377845764,
    0.41935470700263977,
    0.20731700956821442,
    0.5643563270568848,
    0.2514968812465668,
    0.20087330043315887,
    0.1507537066936493,
    0.1629629135131836,
    0.2258063703775406,
    0.5099998712539673,
    0.45555540919303894,
    0.4472048580646515,
    0.18677033483982086,
    0.228260800242424,
    0.5674417018890381,
    0.5134099125862122,
    0.4018690288066864,
    0.05673753470182419,
    0.4242422878742218,
    0.323809415102005,
    0.33333322405815125,
    0.2696628272533417,
    0.6733667254447937,
    0.38502663373947144,
    0.43382343649864197,
    0.367346853017807,
    0.12021850794553757,
    0.16666659712791443,
    0.19004517793655396,
    0.34736835956573486,
    0.662650465965271,
    0.45551592111587524,
    0.38341957330703735,
    0.5269460082054138,
    0.1612902730703354,
    0.2695034444332123,
    0.2175437957048416,
    0.5073169469833374,
    0.6178008913993835,
    0.19101116061210632,
    0.16184966266155243,
    0.22510816156864166,
    0.13114747405052185,
    0.2629106938838959,
    0.6305417418479919,
    0.3184078335762024,
    0.21256029605865479,
    0.43946176767349243,
    0.4018263518810272,
    0.367346853017807,
    0.1645020991563797,
    0.24999991059303284,
    0.20338977873325348,
    0.4713374376296997,
    0.2895926535129547,
    0.19108274579048157,
    0.572916567325592,
    0.36144572496414185,
    0.2589927613735199,
    0.3540668785572052,
    0.15999993681907654,
    0.2893615961074829
   ],
   "time": 38.877750074490905,
   "param": null
  },
  {
   "epoch": 27,
   "train_loss": 0.9350085258483887,
   "val_loss": 3.5532467365264893,
   "acc": 31.77,
   "f1": [
    0.6842104196548462,
    0.3728812634944916,
    0.27322396636009216,
    0.18656711280345917,
    0.161290243268013,
    0.3271027207374573,
    0.23225803673267365,
    0.281406968832016,
    0.30630621314048767,
    0.4242422580718994,
    0.10526309162378311,
    0.24186037480831146,
    0.2872926890850067,
    0.1862744390964508,
    0.21319790184497833,
    0.17610056698322296,
    0.3215685188770294,
    0.445652037858963,
    0.2473117560148239,
    0.19277101755142212,
    0.659340500831604,
    0.3744291365146637,
    0.2775118350982666,
    0.491227924823761,
    0.57297283411026,
    0.21965309977531433,
    0.23076915740966797,
    0.2576685845851898,
    0.41726604104042053,
    0.2658958435058594,
    0.3453236222267151,
    0.27322396636009216,
    0.2718445658683777,
    0.3843136429786682,
    0.1854303926229477,
    0.23636355996131897,
    0.2643677294254303,
    0.26794248819351196,
    0.1722487509250641,
    0.4939757287502289,
    0.2758619785308838,
    0.6229507327079773,
    0.2555064857006073,
    0.2845187783241272,
    0.188888818025589,
    0.10999993234872818,
    0.154545396566391,
    0.46391740441322327,
    0.49999988079071045,
    0.37179476022720337,
    0.09937881678342819,
    0.20746882259845734,
    0.5164833664894104,
    0.48837196826934814,
    0.3707864284515381,
    0.09999994933605194,
    0.48044681549072266,
    0.3422052562236786,
    0.34374991059303284,
    0.3478259742259979,
    0.6497460603713989,
    0.3711339235305786,
    0.42682915925979614,
    0.30409345030784607,
    0.11162783950567245,
    0.15748025476932526,
    0.2121211439371109,
    0.3024389147758484,
    0.657534122467041,
    0.5181816816329956,
    0.2585032880306244,
    0.35460981726646423,
    0.14634141325950623,
    0.256410151720047,
    0.2780747711658478,
    0.5767440795898438,
    0.5422221422195435,
    0.20224712789058685,
    0.13270136713981628,
    0.25339359045028687,
    0.12727266550064087,
    0.2399999350309372,
    0.6602869629859924,
    0.3880595862865448,
    0.1647058129310608,
    0.4090908467769623,
    0.40350866317749023,
    0.33027511835098267,
    0.07894731312990189,
    0.40999990701675415,
    0.28571420907974243,
    0.4200912117958069,
    0.24734973907470703,
    0.16058388352394104,
    0.6341462135314941,
    0.4108106791973114,
    0.30567678809165955,
    0.2531644403934479,
    0.03333330154418945,
    0.239999920129776
   ],
   "time": 38.08306165039539,
   "param": null
  },
  {
   "epoch": 28,
   "train_loss": 0.8994773626327515,
   "val_loss": 3.4644134044647217,
   "acc": 31.71,
   "f1": [
    0.662983238697052,
    0.42708319425582886,
    0.26548662781715393,
    0.1899440735578537,
    0.10958898812532425,
    0.2938387989997864,
    0.37499991059303284,
    0.28235283493995667,
    0.2965778410434723,
    0.3557691276073456,
    0.1282050609588623,
    0.23015865683555603,
    0.3524228036403656,
    0.28571417927742004,
    0.19433192908763885,
    0.19999994337558746,
    0.3720929026603699,
    0.4753361940383911,
    0.32558128237724304,
    0.23958325386047363,
    0.5510202646255493,
    0.45595842599868774,
    0.26086950302124023,
    0.4411763548851013,
    0.5789472460746765,
    0.26373615860939026,
    0.19682534039020538,
    0.16560502350330353,
    0.46739116311073303,
    0.28947359323501587,
    0.39195966720581055,
    0.2837836742401123,
    0.2564101815223694,
    0.36363622546195984,
    0.2202642410993576,
    0.12738847732543945,
    0.24778753519058228,
    0.2521738111972809,
    0.21505369246006012,
    0.3440859317779541,
    0.2937852144241333,
    0.6352940201759338,
    0.14444437623023987,
    0.2124999314546585,
    0.1556885540485382,
    0.1551019698381424,
    0.15999992191791534,
    0.45132729411125183,
    0.4672130346298218,
    0.3793102502822876,
    0.15384608507156372,
    0.24516120553016663,
    0.5414363145828247,
    0.5258619785308838,
    0.39330533146858215,
    0.13157887756824493,
    0.47798728942871094,
    0.30630621314048767,
    0.3555554449558258,
    0.31535258889198303,
    0.6704543232917786,
    0.45197728276252747,
    0.3999999463558197,
    0.3314915895462036,
    0.12499996274709702,
    0.16379304230213165,
    0.2344321608543396,
    0.3707864284515381,
    0.7070705890655518,
    0.47190994024276733,
    0.3195875287055969,
    0.4246574342250824,
    0.1333332657814026,
    0.2745097279548645,
    0.18279562890529633,
    0.510416567325592,
    0.5754715800285339,
    0.14222215116024017,
    0.18699179589748383,
    0.3037974238395691,
    0.09944745898246765,
    0.20588228106498718,
    0.5859870910644531,
    0.3549782335758209,
    0.180851012468338,
    0.4502616822719574,
    0.40404030680656433,
    0.3195875287055969,
    0.14150936901569366,
    0.3087247610092163,
    0.18518511950969696,
    0.4023667275905609,
    0.24680845439434052,
    0.17857135832309723,
    0.5505616068840027,
    0.43636354804039,
    0.3208555281162262,
    0.2909089922904968,
    0.19480513036251068,
    0.22857137024402618
   ],
   "time": 38.97798014432192,
   "param": null
  },
  {
   "epoch": 29,
   "train_loss": 0.7554643750190735,
   "val_loss": 3.7565414905548096,
   "acc": 32.65,
   "f1": [
    0.5847951769828796,
    0.40151503682136536,
    0.20408155024051666,
    0.1395348161458969,
    0.1658536046743393,
    0.3444443643093109,
    0.30526304244995117,
    0.33777767419815063,
    0.39999985694885254,
    0.45197728276252747,
    0.2099446803331375,
    0.1896551102399826,
    0.3050846457481384,
    0.2870369255542755,
    0.21238930523395538,
    0.1940297782421112,
    0.2127659022808075,
    0.4688993990421295,
    0.21917803585529327,
    0.17346931993961334,
    0.6740330457687378,
    0.46632111072540283,
    0.26206886768341064,
    0.4734298884868622,
    0.5194804668426514,
    0.256410151720047,
    0.28235283493995667,
    0.22807011008262634,
    0.3975902497768402,
    0.24460424482822418,
    0.3686273694038391,
    0.29464277625083923,
    0.2673266530036926,
    0.3723403513431549,
    0.23529404401779175,
    0.2071712464094162,
    0.3157894015312195,
    0.24528293311595917,
    0.1799999475479126,
    0.5073169469833374,
    0.23684203624725342,
    0.6467065215110779,
    0.25777769088745117,
    0.28571420907974243,
    0.15887843072414398,
    0.13698625564575195,
    0.19999991357326508,
    0.4541831612586975,
    0.4914284646511078,
    0.4292236268520355,
    0.1716737449169159,
    0.2749999165534973,
    0.5130433440208435,
    0.5775861144065857,
    0.37692299485206604,
    0.11764699220657349,
    0.4045800566673279,
    0.34234222769737244,
    0.38961026072502136,
    0.22499993443489075,
    0.6903551816940308,
    0.43575406074523926,
    0.45405393838882446,
    0.2550334632396698,
    0.08805025368928909,
    0.13749992847442627,
    0.19318175315856934,
    0.2807016372680664,
    0.6635512709617615,
    0.5862067937850952,
    0.3399999141693115,
    0.505154550075531,
    0.15909084677696228,
    0.22660093009471893,
    0.19178074598312378,
    0.6263735294342041,
    0.5628139972686768,
    0.11702121049165726,
    0.11464963108301163,
    0.16666659712791443,
    0.12307686358690262,
    0.26804113388061523,
    0.6234816312789917,
    0.30057793855667114,
    0.21192045509815216,
    0.445652037858963,
    0.4408600926399231,
    0.3314915895462036,
    0.1414140909910202,
    0.3318776488304138,
    0.2512076497077942,
    0.436893105506897,
    0.253807008266449,
    0.19642849266529083,
    0.5683058500289917,
    0.447368323802948,
    0.27083322405815125,
    0.30567678809165955,
    0.19277101755142212,
    0.3069306015968323
   ],
   "time": 39.26980576943606,
   "param": null
  },
  {
   "epoch": 30,
   "train_loss": 0.5924041271209717,
   "val_loss": 3.740590810775757,
   "acc": 32.66,
   "f1": [
    0.6086955666542053,
    0.46363624930381775,
    0.2914571762084961,
    0.16901402175426483,
    0.23107562959194183,
    0.24719089269638062,
    0.37499991059303284,
    0.29850736260414124,
    0.3398691415786743,
    0.48780474066734314,
    0.14012733101844788,
    0.2281368225812912,
    0.28402355313301086,
    0.28571417927742004,
    0.210526242852211,
    0.26086950302124023,
    0.3523315489292145,
    0.45081958174705505,
    0.27218925952911377,
    0.2018347978591919,
    0.603351891040802,
    0.4711109697818756,
    0.28025469183921814,
    0.46808499097824097,
    0.5668447613716125,
    0.20111726224422455,
    0.32214754819869995,
    0.16814152896404266,
    0.47524741291999817,
    0.27173903584480286,
    0.403755784034729,
    0.31155768036842346,
    0.22772268950939178,
    0.35897424817085266,
    0.2415093332529068,
    0.20408155024051666,
    0.2872926890850067,
    0.2464454174041748,
    0.2095237374305725,
    0.4588233530521393,
    0.29032251238822937,
    0.5402842164039612,
    0.2244897335767746,
    0.239999920129776,
    0.1401868611574173,
    0.15209119021892548,
    0.2272726446390152,
    0.43636354804039,
    0.502564013004303,
    0.4021162986755371,
    0.12222215533256531,
    0.25396814942359924,
    0.5294116735458374,
    0.5647058486938477,
    0.3599999248981476,
    0.11224482953548431,
    0.46413490176200867,
    0.35398221015930176,
    0.3999999463558197,
    0.30409345030784607,
    0.6943003535270691,
    0.4210525155067444,
    0.4454975128173828,
    0.3369564116001129,
    0.16593880951404572,
    0.17004041373729706,
    0.2333332598209381,
    0.22881349921226501,
    0.696078360080719,
    0.5444443225860596,
    0.30337071418762207,
    0.5252523422241211,
    0.09259252995252609,
    0.3091786503791809,
    0.2054053246974945,
    0.5196077227592468,
    0.47970473766326904,
    0.17435890436172485,
    0.16793887317180634,
    0.19999994337558746,
    0.13385821878910065,
    0.25490185618400574,
    0.6624998450279236,
    0.26027390360832214,
    0.19999991357326508,
    0.44067782163619995,
    0.4910178482532501,
    0.31531521677970886,
    0.12260530889034271,
    0.32075464725494385,
    0.2999999225139618,
    0.4307691156864166,
    0.2722512185573578,
    0.20553353428840637,
    0.5762710571289062,
    0.39285704493522644,
    0.2634729743003845,
    0.31067952513694763,
    0.17021268606185913,
    0.17021270096302032
   ],
   "time": 39.27910106536001,
   "param": null
  },
  {
   "epoch": 31,
   "train_loss": 0.6715099215507507,
   "val_loss": 3.9160983562469482,
   "acc": 32.76,
   "f1": [
    0.5868262648582458,
    0.4573642313480377,
    0.24489787220954895,
    0.18518511950969696,
    0.16666659712791443,
    0.36893191933631897,
    0.27102795243263245,
    0.2758620083332062,
    0.3060108423233032,
    0.44444432854652405,
    0.1754385381937027,
    0.2340424805879593,
    0.3179915249347687,
    0.24580998718738556,
    0.18279562890529633,
    0.210526242852211,
    0.3666665554046631,
    0.432748407125473,
    0.28571420907974243,
    0.23696675896644592,
    0.6700506210327148,
    0.5073169469833374,
    0.30357134342193604,
    0.4311376214027405,
    0.5491801500320435,
    0.2456139624118805,
    0.23809516429901123,
    0.16438351571559906,
    0.5119045972824097,
    0.36601296067237854,
    0.3984961211681366,
    0.30208322405815125,
    0.24870456755161285,
    0.31901830434799194,
    0.19230762124061584,
    0.11904755234718323,
    0.30172407627105713,
    0.2807016670703888,
    0.21305835247039795,
    0.4808742105960846,
    0.30303022265434265,
    0.6272187829017639,
    0.25862061977386475,
    0.2821575999259949,
    0.2021275758743286,
    0.14705877006053925,
    0.17610056698322296,
    0.4631577730178833,
    0.45348823070526123,
    0.38095223903656006,
    0.1891890913248062,
    0.28260859847068787,
    0.5545453429222107,
    0.5470851063728333,
    0.48756206035614014,
    0.11702121049165726,
    0.4519229531288147,
    0.27857133746147156,
    0.4145076870918274,
    0.33128824830055237,
    0.7187498211860657,
    0.40624988079071045,
    0.4324323236942291,
    0.27631568908691406,
    0.17511513829231262,
    0.15217386186122894,
    0.17218534648418427,
    0.26315778493881226,
    0.642857015132904,
    0.48529404401779175,
    0.4022345542907715,
    0.5339365601539612,
    0.1410256028175354,
    0.2871793806552887,
    0.16999994218349457,
    0.5388599634170532,
    0.561576247215271,
    0.17843861877918243,
    0.11111106723546982,
    0.19259251654148102,
    0.14218004047870636,
    0.25730982422828674,
    0.595959484577179,
    0.33333322405815125,
    0.18300646543502808,
    0.39810416102409363,
    0.40624988079071045,
    0.37696322798728943,
    0.09890103340148926,
    0.318471223115921,
    0.2589927315711975,
    0.41628947854042053,
    0.18300646543502808,
    0.16842098534107208,
    0.6210044622421265,
    0.4358973503112793,
    0.3043477535247803,
    0.25125616788864136,
    0.11904755234718323,
    0.2696628272533417
   ],
   "time": 38.15455829165876,
   "param": null
  },
  {
   "epoch": 32,
   "train_loss": 0.5928225517272949,
   "val_loss": 4.177486896514893,
   "acc": 30.94,
   "f1": [
    0.6171427369117737,
    0.3999998867511749,
    0.23448269069194794,
    0.13207541406154633,
    0.07462681084871292,
    0.32335323095321655,
    0.3314284682273865,
    0.31858399510383606,
    0.33093515038490295,
    0.37499985098838806,
    0.12162157148122787,
    0.18181811273097992,
    0.27428561449050903,
    0.23622041940689087,
    0.1912349909543991,
    0.16037730872631073,
    0.2786068916320801,
    0.40404030680656433,
    0.26989611983299255,
    0.24096380174160004,
    0.6194689869880676,
    0.48275846242904663,
    0.277310848236084,
    0.4418603479862213,
    0.5050503611564636,
    0.14705877006053925,
    0.27678564190864563,
    0.19047611951828003,
    0.438709557056427,
    0.27777767181396484,
    0.3700786530971527,
    0.2399999350309372,
    0.24113468825817108,
    0.35193121433258057,
    0.26989611983299255,
    0.15819202363491058,
    0.30864188075065613,
    0.1862744390964508,
    0.15999993681907654,
    0.32311972975730896,
    0.25157222151756287,
    0.6236557960510254,
    0.23008842766284943,
    0.22784802317619324,
    0.14371250569820404,
    0.1081080362200737,
    0.22891558706760406,
    0.4179103374481201,
    0.41333329677581787,
    0.3499998450279236,
    0.17112290859222412,
    0.2580644488334656,
    0.42580634355545044,
    0.5402842164039612,
    0.41176462173461914,
    0.07843131572008133,
    0.4507041275501251,
    0.3529410660266876,
    0.4042551815509796,
    0.26600977778434753,
    0.6820808053016663,
    0.4203820824623108,
    0.44670039415359497,
    0.33121007680892944,
    0.12807877361774445,
    0.06741566956043243,
    0.19753079116344452,
    0.20547938346862793,
    0.6739128828048706,
    0.5555554032325745,
    0.368663489818573,
    0.5714284181594849,
    0.11111105233430862,
    0.278787761926651,
    0.20069198310375214,
    0.5286343097686768,
    0.5348835587501526,
    0.13496926426887512,
    0.15189868211746216,
    0.220689594745636,
    0.12987005710601807,
    0.21714277565479279,
    0.6162160634994507,
    0.3348415493965149,
    0.18930034339427948,
    0.4042551815509796,
    0.4311925768852234,
    0.23391805589199066,
    0.12048187851905823,
    0.34848475456237793,
    0.19277101755142212,
    0.34013596177101135,
    0.228260800242424,
    0.19289332628250122,
    0.5824174284934998,
    0.4424777626991272,
    0.31390124559402466,
    0.29752060770988464,
    0.15950913727283478,
    0.20571422576904297
   ],
   "time": 38.29831539001316,
   "param": null
  },
  {
   "epoch": 33,
   "train_loss": 0.5610998868942261,
   "val_loss": 4.341544151306152,
   "acc": 31.04,
   "f1": [
    0.6374998688697815,
    0.362499862909317,
    0.228260800242424,
    0.15602830052375793,
    0.1798941045999527,
    0.30075180530548096,
    0.3013697862625122,
    0.3195265531539917,
    0.3015384078025818,
    0.3861384987831116,
    0.16279064118862152,
    0.21590900421142578,
    0.27509286999702454,
    0.17670676112174988,
    0.17511513829231262,
    0.1749999076128006,
    0.2736841142177582,
    0.4957263767719269,
    0.3111110329627991,
    0.21256029605865479,
    0.6146340370178223,
    0.5217390656471252,
    0.30939218401908875,
    0.4024389386177063,
    0.6310158967971802,
    0.23744283616542816,
    0.26153838634490967,
    0.20809243619441986,
    0.4670657217502594,
    0.24999988079071045,
    0.3981899321079254,
    0.26881712675094604,
    0.28368785977363586,
    0.3276835083961487,
    0.23225797712802887,
    0.13513506948947906,
    0.2131146788597107,
    0.20317454636096954,
    0.15126045048236847,
    0.39837390184402466,
    0.29523801803588867,
    0.5596328973770142,
    0.239999920129776,
    0.21897803246974945,
    0.09580832719802856,
    0.10752681642770767,
    0.13017743825912476,
    0.41340771317481995,
    0.43109533190727234,
    0.35460981726646423,
    0.09580832719802856,
    0.2614377737045288,
    0.5094338655471802,
    0.4907974302768707,
    0.4204544126987457,
    0.10588229447603226,
    0.46486473083496094,
    0.31746023893356323,
    0.3678159713745117,
    0.2673266530036926,
    0.6495725512504578,
    0.390243798494339,
    0.4299998879432678,
    0.39490434527397156,
    0.0869564488530159,
    0.12871280312538147,
    0.21088428795337677,
    0.2786068916320801,
    0.620320737361908,
    0.5526314973831177,
    0.3535352647304535,
    0.46753236651420593,
    0.09150320291519165,
    0.31914883852005005,
    0.1657457947731018,
    0.5339804887771606,
    0.6214687824249268,
    0.10526309907436371,
    0.1452784240245819,
    0.22429899871349335,
    0.1410255879163742,
    0.19199994206428528,
    0.5928853154182434,
    0.3275861144065857,
    0.15957440435886383,
    0.387096643447876,
    0.3882351815700531,
    0.3370785415172577,
    0.13289032876491547,
    0.27338123321533203,
    0.15300540626049042,
    0.37681150436401367,
    0.30107519030570984,
    0.12087904661893845,
    0.5999999046325684,
    0.43181803822517395,
    0.2541435658931732,
    0.28426387906074524,
    0.18579228222370148,
    0.2546815574169159
   ],
   "time": 38.28283822815865,
   "param": null
  },
  {
   "epoch": 34,
   "train_loss": 0.4289626181125641,
   "val_loss": 3.930540084838867,
   "acc": 33.42,
   "f1": [
    0.6255922317504883,
    0.3794870972633362,
    0.2555064857006073,
    0.17073164880275726,
    0.19999994337558746,
    0.30275216698646545,
    0.32635971903800964,
    0.37735840678215027,
    0.33492809534072876,
    0.4545453190803528,
    0.16666659712791443,
    0.20809243619441986,
    0.33502528071403503,
    0.30051806569099426,
    0.16666659712791443,
    0.25157222151756287,
    0.3320156931877136,
    0.48167529702186584,
    0.25210076570510864,
    0.212290421128273,
    0.631578803062439,
    0.4253392219543457,
    0.31034475564956665,
    0.48421040177345276,
    0.5274723768234253,
    0.2754489779472351,
    0.30057793855667114,
    0.1162789985537529,
    0.505154550075531,
    0.3373492956161499,
    0.3489931523799896,
    0.26540276408195496,
    0.2816900908946991,
    0.3629031479358673,
    0.24505920708179474,
    0.211055189371109,
    0.322274774312973,
    0.253807008266449,
    0.1836734265089035,
    0.38993698358535767,
    0.2485874742269516,
    0.6039602756500244,
    0.2622949779033661,
    0.3184078335762024,
    0.170940101146698,
    0.10714280605316162,
    0.2513660192489624,
    0.45238080620765686,
    0.5222928524017334,
    0.4466018080711365,
    0.1333332657814026,
    0.2751321792602539,
    0.555065929889679,
    0.5126352906227112,
    0.3984673321247101,
    0.10928954929113388,
    0.4607328474521637,
    0.30697670578956604,
    0.41573023796081543,
    0.31489354372024536,
    0.7337276935577393,
    0.43298953771591187,
    0.49999988079071045,
    0.2655600905418396,
    0.09580832719802856,
    0.12592588365077972,
    0.1749999225139618,
    0.33333322405815125,
    0.6956520080566406,
    0.5756096839904785,
    0.3398057222366333,
    0.5291478633880615,
    0.10859721153974533,
    0.36448585987091064,
    0.2424241602420807,
    0.5128203630447388,
    0.5217390656471252,
    0.1971830278635025,
    0.14765094220638275,
    0.2661289572715759,
    0.10582003742456436,
    0.216666579246521,
    0.6878305077552795,
    0.39166659116744995,
    0.18604643642902374,
    0.34394893050193787,
    0.43093910813331604,
    0.33606547117233276,
    0.1481480747461319,
    0.3287670314311981,
    0.25961530208587646,
    0.4056602716445923,
    0.24786315858364105,
    0.15165871381759644,
    0.5779815316200256,
    0.4756755530834198,
    0.23809516429901123,
    0.29166659712791443,
    0.1635219305753708,
    0.30864188075065613
   ],
   "time": 38.3155685197562,
   "param": null
  },
  {
   "epoch": 35,
   "train_loss": 0.40661752223968506,
   "val_loss": 4.1785888671875,
   "acc": 32.99,
   "f1": [
    0.550898015499115,
    0.474226713180542,
    0.22222214937210083,
    0.16304342448711395,
    0.16494838893413544,
    0.29508185386657715,
    0.3563217520713806,
    0.3399999141693115,
    0.36082467436790466,
    0.41573023796081543,
    0.10596020519733429,
    0.16931210458278656,
    0.3653844892978668,
    0.2485874742269516,
    0.19428564608097076,
    0.1704544872045517,
    0.3522011637687683,
    0.42982450127601624,
    0.21839071810245514,
    0.30057793855667114,
    0.6947367191314697,
    0.4646463394165039,
    0.2699999213218689,
    0.49549540877342224,
    0.550898015499115,
    0.2233501821756363,
    0.24666662514209747,
    0.12857137620449066,
    0.5153372287750244,
    0.28571417927742004,
    0.40892186760902405,
    0.3542855978012085,
    0.28571417927742004,
    0.3361343741416931,
    0.2605040967464447,
    0.20437949895858765,
    0.3047617971897125,
    0.2153845578432083,
    0.18264833092689514,
    0.3703702688217163,
    0.31506839394569397,
    0.6103894710540771,
    0.210526242852211,
    0.3157894015312195,
    0.1990049034357071,
    0.14906825125217438,
    0.20779213309288025,
    0.45833322405815125,
    0.5050503611564636,
    0.4230768084526062,
    0.11834313720464706,
    0.2780747711658478,
    0.5388599634170532,
    0.5109488368034363,
    0.40404030680656433,
    0.07299264520406723,
    0.42528724670410156,
    0.3169397711753845,
    0.4059404730796814,
    0.292035311460495,
    0.6790122389793396,
    0.4533332288265228,
    0.43093910813331604,
    0.3999998867511749,
    0.13392852246761322,
    0.15384609997272491,
    0.17213107645511627,
    0.30107519030570984,
    0.6947367191314697,
    0.5429863333702087,
    0.32352936267852783,
    0.5765764713287354,
    0.1759258508682251,
    0.36269423365592957,
    0.23696675896644592,
    0.554216742515564,
    0.5610858201980591,
    0.07947013527154922,
    0.20765019953250885,
    0.21649475395679474,
    0.15135130286216736,
    0.2121211439371109,
    0.6434781551361084,
    0.32291656732559204,
    0.19555547833442688,
    0.4077668786048889,
    0.3882351815700531,
    0.31914883852005005,
    0.15833325684070587,
    0.41284388303756714,
    0.24806194007396698,
    0.5057469606399536,
    0.2592591643333435,
    0.16999994218349457,
    0.5882351994514465,
    0.41176459193229675,
    0.17886172235012054,
    0.2937062084674835,
    0.1758241057395935,
    0.21874994039535522
   ],
   "time": 39.20984099525958,
   "param": null
  },
  {
   "epoch": 36,
   "train_loss": 0.4487999379634857,
   "val_loss": 4.281388759613037,
   "acc": 30.86,
   "f1": [
    0.6197181344032288,
    0.40641695261001587,
    0.1656804084777832,
    0.19209031760692596,
    0.14285708963871002,
    0.30125513672828674,
    0.3276835083961487,
    0.3087247312068939,
    0.32061055302619934,
    0.4942527115345001,
    0.19649118185043335,
    0.236453115940094,
    0.3129250705242157,
    0.2517482042312622,
    0.2165604531764984,
    0.282828152179718,
    0.23225797712802887,
    0.4469272196292877,
    0.2769230008125305,
    0.14285707473754883,
    0.6206895112991333,
    0.46413490176200867,
    0.25274714827537537,
    0.34977567195892334,
    0.5232066512107849,
    0.23076915740966797,
    0.1940297782421112,
    0.1749999225139618,
    0.42285704612731934,
    0.28571420907974243,
    0.3884296715259552,
    0.36529669165611267,
    0.3050846457481384,
    0.3276835083961487,
    0.20858889818191528,
    0.16666659712791443,
    0.2348177433013916,
    0.20224712789058685,
    0.21719448268413544,
    0.4785274565219879,
    0.2989323139190674,
    0.6285713315010071,
    0.20454540848731995,
    0.1989527940750122,
    0.1481480747461319,
    0.185653954744339,
    0.18548381328582764,
    0.4204544126987457,
    0.4768211245536804,
    0.32919245958328247,
    0.14634141325950623,
    0.29166656732559204,
    0.45106372237205505,
    0.4631577730178833,
    0.3999999165534973,
    0.057692255824804306,
    0.40277767181396484,
    0.3367346227169037,
    0.33333325386047363,
    0.32941165566444397,
    0.5603111982345581,
    0.4025973081588745,
    0.38216549158096313,
    0.31632643938064575,
    0.1196013018488884,
    0.1584157794713974,
    0.1219511553645134,
    0.2547169327735901,
    0.5999999046325684,
    0.5699480772018433,
    0.3134327232837677,
    0.4285713732242584,
    0.16239310801029205,
    0.211055189371109,
    0.22857137024402618,
    0.4999998211860657,
    0.5492226481437683,
    0.11822652816772461,
    0.1503758728504181,
    0.14285707473754883,
    0.10169485956430435,
    0.16923071444034576,
    0.6497460603713989,
    0.292035311460495,
    0.20430098474025726,
    0.4183672070503235,
    0.3775508999824524,
    0.44444435834884644,
    0.07246371358633041,
    0.387096643447876,
    0.25112098455429077,
    0.44444429874420166,
    0.23913034796714783,
    0.1153845563530922,
    0.5628740787506104,
    0.31297701597213745,
    0.18713442981243134,
    0.3299999237060547,
    0.16058388352394104,
    0.2644627094268799
   ],
   "time": 39.1401951238513,
   "param": null
  },
  {
   "epoch": 37,
   "train_loss": 0.5026125907897949,
   "val_loss": 3.706915855407715,
   "acc": 33.89,
   "f1": [
    0.688171923160553,
    0.46808499097824097,
    0.1868131160736084,
    0.19433192908763885,
    0.14814810454845428,
    0.2999999225139618,
    0.33606547117233276,
    0.30392149090766907,
    0.3354036211967468,
    0.4020099639892578,
    0.19742482900619507,
    0.22119809687137604,
    0.3199998736381531,
    0.26315778493881226,
    0.23595495522022247,
    0.1899440735578537,
    0.34482747316360474,
    0.46753236651420593,
    0.30769219994544983,
    0.2561575770378113,
    0.6344084739685059,
    0.5463916063308716,
    0.2953585684299469,
    0.5084744691848755,
    0.554216742515564,
    0.23293164372444153,
    0.30208322405815125,
    0.2099446803331375,
    0.5022420287132263,
    0.30999991297721863,
    0.4301074147224426,
    0.28415289521217346,
    0.3139533996582031,
    0.3879309296607971,
    0.2173912227153778,
    0.15517236292362213,
    0.2953585684299469,
    0.23728805780410767,
    0.17441853880882263,
    0.4578312039375305,
    0.33802807331085205,
    0.5194804668426514,
    0.2612611949443817,
    0.2621358335018158,
    0.15999993681907654,
    0.14847156405448914,
    0.17616572976112366,
    0.4489794969558716,
    0.5164833664894104,
    0.43564343452453613,
    0.1507537066936493,
    0.3147207200527191,
    0.5175436735153198,
    0.5757575035095215,
    0.3885713219642639,
    0.10679605603218079,
    0.4705881178379059,
    0.2872926890850067,
    0.40789464116096497,
    0.2980768382549286,
    0.6829266548156738,
    0.4469272196292877,
    0.4606740176677704,
    0.33502528071403503,
    0.10204074531793594,
    0.1195218563079834,
    0.21794864535331726,
    0.2812499403953552,
    0.7010307908058167,
    0.5462183356285095,
    0.30232545733451843,
    0.6138612627983093,
    0.12941168248653412,
    0.3364485204219818,
    0.19591830670833588,
    0.5514017343521118,
    0.5981307029724121,
    0.1368420422077179,
    0.19393931329250336,
    0.253807008266449,
    0.11904755234718323,
    0.17647051811218262,
    0.6403939127922058,
    0.3468207120895386,
    0.236453115940094,
    0.4504503309726715,
    0.3568074107170105,
    0.2976189851760864,
    0.16981124877929688,
    0.3714284896850586,
    0.2547769844532013,
    0.45248857140541077,
    0.23076915740966797,
    0.1694914698600769,
    0.5569619536399841,
    0.43930622935295105,
    0.2976743280887604,
    0.3167419731616974,
    0.1793721318244934,
    0.2786068916320801
   ],
   "time": 38.273315514437854,
   "param": null
  },
  {
   "epoch": 38,
   "train_loss": 0.37103235721588135,
   "val_loss": 4.086069107055664,
   "acc": 32.92,
   "f1": [
    0.6464645266532898,
    0.4255318343639374,
    0.26519328355789185,
    0.18421046435832977,
    0.13127408921718597,
    0.29885047674179077,
    0.3050846457481384,
    0.32432422041893005,
    0.29268282651901245,
    0.4358973205089569,
    0.14193542301654816,
    0.1938774734735489,
    0.30172407627105713,
    0.2572613060474396,
    0.2694299519062042,
    0.20095685124397278,
    0.34782594442367554,
    0.43428558111190796,
    0.29677414894104004,
    0.2699999213218689,
    0.6220094561576843,
    0.5207098722457886,
    0.32352936267852783,
    0.41884803771972656,
    0.5100669860839844,
    0.19480513036251068,
    0.2513660192489624,
    0.19863007962703705,
    0.4692735970020294,
    0.28310492634773254,
    0.40358731150627136,
    0.336633563041687,
    0.22972965240478516,
    0.3553718030452728,
    0.2236841470003128,
    0.14906825125217438,
    0.33333325386047363,
    0.21428564190864563,
    0.19905206561088562,
    0.48167529702186584,
    0.31884050369262695,
    0.5840706825256348,
    0.21481475234031677,
    0.2424241602420807,
    0.17006796598434448,
    0.11398956924676895,
    0.20987647771835327,
    0.46534639596939087,
    0.5585584044456482,
    0.390243798494339,
    0.2099999338388443,
    0.3060108423233032,
    0.5063290596008301,
    0.5408161878585815,
    0.3612039387226105,
    0.06796110421419144,
    0.4873095452785492,
    0.32978713512420654,
    0.3846152722835541,
    0.2634729743003845,
    0.6946106553077698,
    0.41610726714134216,
    0.48401811718940735,
    0.3428570628166199,
    0.10256403684616089,
    0.12631572782993317,
    0.2073170244693756,
    0.3249998986721039,
    0.6632652282714844,
    0.5378149747848511,
    0.3473052978515625,
    0.42857134342193604,
    0.1407034695148468,
    0.3797467052936554,
    0.19191910326480865,
    0.577777624130249,
    0.6413041353225708,
    0.14285708963871002,
    0.16842098534107208,
    0.22105254232883453,
    0.14432983100414276,
    0.2580644488334656,
    0.6206895112991333,
    0.33777767419815063,
    0.2256409376859665,
    0.35616424679756165,
    0.42168664932250977,
    0.35744670033454895,
    0.14782603085041046,
    0.3557691276073456,
    0.29292917251586914,
    0.4712642431259155,
    0.2779660224914551,
    0.17977522313594818,
    0.6010361909866333,
    0.44067782163619995,
    0.3152708411216736,
    0.29585790634155273,
    0.17204295098781586,
    0.33179715275764465
   ],
   "time": 39.16255891881883,
   "param": null
  },
  {
   "epoch": 39,
   "train_loss": 0.48312339186668396,
   "val_loss": 4.103602886199951,
   "acc": 32.45,
   "f1": [
    0.6403939127922058,
    0.37499991059303284,
    0.23529402911663055,
    0.16216209530830383,
    0.19801974296569824,
    0.2909089922904968,
    0.3523808717727661,
    0.33497530221939087,
    0.31764698028564453,
    0.4365480840206146,
    0.07812494784593582,
    0.14379078149795532,
    0.3771928548812866,
    0.22485199570655823,
    0.2525251507759094,
    0.255999892950058,
    0.3362830877304077,
    0.46632111072540283,
    0.2833332419395447,
    0.2485874742269516,
    0.6480445265769958,
    0.46231144666671753,
    0.2528735101222992,
    0.47916653752326965,
    0.5263156890869141,
    0.2018347978591919,
    0.2605040967464447,
    0.1717790812253952,
    0.4278606176376343,
    0.33333322405815125,
    0.26666659116744995,
    0.24324317276477814,
    0.24186037480831146,
    0.3013697862625122,
    0.2840908169746399,
    0.10687018185853958,
    0.26086944341659546,
    0.26519328355789185,
    0.20779214799404144,
    0.37681150436401367,
    0.2941175699234009,
    0.6082947254180908,
    0.15384609997272491,
    0.2366863340139389,
    0.16666659712791443,
    0.16528919339179993,
    0.14925366640090942,
    0.46445485949516296,
    0.5523808598518372,
    0.34042543172836304,
    0.1717790961265564,
    0.30303022265434265,
    0.4418603479862213,
    0.5932202339172363,
    0.4550263583660126,
    0.09999993443489075,
    0.43902432918548584,
    0.3009403645992279,
    0.4749998450279236,
    0.31168824434280396,
    0.7513810992240906,
    0.43349742889404297,
    0.4659089744091034,
    0.2783504128456116,
    0.10679605603218079,
    0.19047614932060242,
    0.24299058318138123,
    0.29126206040382385,
    0.6796115040779114,
    0.4919354021549225,
    0.22556383907794952,
    0.5325441956520081,
    0.09944745898246765,
    0.3370785713195801,
    0.1899440735578537,
    0.5418717861175537,
    0.5287355184555054,
    0.15151508152484894,
    0.15853650867938995,
    0.2248995453119278,
    0.17094013094902039,
    0.24489787220954895,
    0.6600984334945679,
    0.262857049703598,
    0.24050623178482056,
    0.39325833320617676,
    0.31147530674934387,
    0.33050838112831116,
    0.1641024947166443,
    0.3316061198711395,
    0.24175815284252167,
    0.4432988464832306,
    0.24999991059303284,
    0.1481480747461319,
    0.6167399883270264,
    0.4387753903865814,
    0.32075464725494385,
    0.29245272278785706,
    0.15642453730106354,
    0.33789944648742676
   ],
   "time": 38.303282604552805,
   "param": null
  },
  {
   "epoch": 40,
   "train_loss": 0.392269492149353,
   "val_loss": 3.687640905380249,
   "acc": 33.97,
   "f1": [
    0.6499998569488525,
    0.43298953771591187,
    0.25531908869743347,
    0.18181811273097992,
    0.23232315480709076,
    0.3179915249347687,
    0.32539674639701843,
    0.366812139749527,
    0.36529669165611267,
    0.3974357545375824,
    0.22784802317619324,
    0.15873010456562042,
    0.3487178385257721,
    0.2622949779033661,
    0.1916666179895401,
    0.2010049670934677,
    0.3431951701641083,
    0.4975123405456543,
    0.33599987626075745,
    0.23376615345478058,
    0.6592177152633667,
    0.446808397769928,
    0.32352936267852783,
    0.5146197080612183,
    0.6285713315010071,
    0.2333332598209381,
    0.2870812714099884,
    0.21399171650409698,
    0.5263156890869141,
    0.3195265531539917,
    0.43564343452453613,
    0.30303019285202026,
    0.2767294645309448,
    0.3583814203739166,
    0.2547169029712677,
    0.2629106938838959,
    0.32584258913993835,
    0.24137921631336212,
    0.21917803585529327,
    0.5499998927116394,
    0.2674417495727539,
    0.5933012366294861,
    0.2519083321094513,
    0.2842104732990265,
    0.18181811273097992,
    0.16999994218349457,
    0.17391300201416016,
    0.4578312039375305,
    0.43373483419418335,
    0.44047608971595764,
    0.1368420422077179,
    0.31372538208961487,
    0.5643563270568848,
    0.5367964506149292,
    0.4075828194618225,
    0.06278020888566971,
    0.524590015411377,
    0.28015556931495667,
    0.40268445014953613,
    0.31441038846969604,
    0.6979165077209473,
    0.4899998903274536,
    0.37777766585350037,
    0.31645557284355164,
    0.11578940600156784,
    0.16113737225532532,
    0.21333327889442444,
    0.2999999225139618,
    0.6306304931640625,
    0.5485230684280396,
    0.3943660855293274,
    0.4939757287502289,
    0.12355206906795502,
    0.38888880610466003,
    0.20462042093276978,
    0.553672194480896,
    0.590908944606781,
    0.14285708963871002,
    0.18025743961334229,
    0.31050220131874084,
    0.12941168248653412,
    0.2735848128795624,
    0.6124029755592346,
    0.3220337927341461,
    0.22485199570655823,
    0.4338623583316803,
    0.4137929677963257,
    0.3868311941623688,
    0.10191076993942261,
    0.3317534327507019,
    0.31050220131874084,
    0.4712642431259155,
    0.18478251993656158,
    0.08888883143663406,
    0.5913977026939392,
    0.43575406074523926,
    0.2954544425010681,
    0.30337071418762207,
    0.10169485956430435,
    0.3232322335243225
   ],
   "time": 39.22990543209016,
   "param": null
  },
  {
   "epoch": 41,
   "train_loss": 0.28007054328918457,
   "val_loss": 3.798879861831665,
   "acc": 33.41,
   "f1": [
    0.6444442868232727,
    0.4493390619754791,
    0.21333326399326324,
    0.16842098534107208,
    0.15189868211746216,
    0.30303019285202026,
    0.3411763310432434,
    0.36909863352775574,
    0.33962249755859375,
    0.4307691156864166,
    0.1635219305753708,
    0.15178565680980682,
    0.34920626878738403,
    0.2099999338388443,
    0.21428564190864563,
    0.23300965130329132,
    0.3924049437046051,
    0.48068660497665405,
    0.30588221549987793,
    0.211055189371109,
    0.6630433797836304,
    0.49261072278022766,
    0.3402060866355896,
    0.4320986270904541,
    0.5287355184555054,
    0.290502667427063,
    0.34126976132392883,
    0.20454540848731995,
    0.45238080620765686,
    0.22707417607307434,
    0.40206170082092285,
    0.3478260040283203,
    0.30999991297721863,
    0.31270352005958557,
    0.2999999523162842,
    0.19277101755142212,
    0.3148147463798523,
    0.24761897325515747,
    0.19923365116119385,
    0.4698793888092041,
    0.24999989569187164,
    0.6048778891563416,
    0.25510191917419434,
    0.20289847254753113,
    0.18064509332180023,
    0.17142851650714874,
    0.20869559049606323,
    0.44444435834884644,
    0.47787603735923767,
    0.43678146600723267,
    0.1414140909910202,
    0.24444440007209778,
    0.5454544425010681,
    0.5429863333702087,
    0.4550263583660126,
    0.039215635508298874,
    0.41340771317481995,
    0.3101603388786316,
    0.3999999165534973,
    0.30303022265434265,
    0.685082733631134,
    0.4025973081588745,
    0.4599998891353607,
    0.33502528071403503,
    0.16304342448711395,
    0.18749992549419403,
    0.21774189174175262,
    0.29951682686805725,
    0.6808508634567261,
    0.5322579741477966,
    0.3800903856754303,
    0.462584912776947,
    0.13978487253189087,
    0.35820886492729187,
    0.18550720810890198,
    0.5921786427497864,
    0.6145250201225281,
    0.1657457947731018,
    0.193548321723938,
    0.2783504128456116,
    0.13978487253189087,
    0.22641503810882568,
    0.6633164882659912,
    0.33333325386047363,
    0.21111102402210236,
    0.4043714702129364,
    0.41717782616615295,
    0.42857128381729126,
    0.05714280158281326,
    0.3409089744091034,
    0.19277101755142212,
    0.486772358417511,
    0.26373615860939026,
    0.2488478720188141,
    0.5841582417488098,
    0.41573023796081543,
    0.24864855408668518,
    0.3113771378993988,
    0.16867463290691376,
    0.22222216427326202
   ],
   "time": 38.116934412159026,
   "param": null
  },
  {
   "epoch": 42,
   "train_loss": 0.33891165256500244,
   "val_loss": 3.779226541519165,
   "acc": 32.62,
   "f1": [
    0.6851851344108582,
    0.3800903856754303,
    0.22459883987903595,
    0.14634139835834503,
    0.20175431668758392,
    0.30392149090766907,
    0.3247862458229065,
    0.38974347710609436,
    0.33846142888069153,
    0.3951611816883087,
    0.10666660219430923,
    0.239436537027359,
    0.3141360282897949,
    0.21621614694595337,
    0.19999994337558746,
    0.22346359491348267,
    0.35532984137535095,
    0.40476179122924805,
    0.24034328758716583,
    0.18025743961334229,
    0.5454543828964233,
    0.433459997177124,
    0.206060528755188,
    0.5294116735458374,
    0.5416665077209473,
    0.18264833092689514,
    0.26206886768341064,
    0.19459453225135803,
    0.4380951225757599,
    0.26794248819351196,
    0.26666656136512756,
    0.3135133981704712,
    0.22907482087612152,
    0.3794870972633362,
    0.26373615860939026,
    0.17435890436172485,
    0.23376615345478058,
    0.19883033633232117,
    0.22105254232883453,
    0.42452818155288696,
    0.3133639991283417,
    0.6595743298530579,
    0.19417467713356018,
    0.19883033633232117,
    0.13043470680713654,
    0.12698405981063843,
    0.18947362899780273,
    0.46445485949516296,
    0.6081869602203369,
    0.43999987840652466,
    0.14234870672225952,
    0.23255807161331177,
    0.46829259395599365,
    0.5555554032325745,
    0.3253011107444763,
    0.0874999463558197,
    0.4322032928466797,
    0.3097344636917114,
    0.45161277055740356,
    0.2634729743003845,
    0.6777776479721069,
    0.48401811718940735,
    0.43093910813331604,
    0.2838708758354187,
    0.11055269837379456,
    0.20634914934635162,
    0.22471901774406433,
    0.2696628272533417,
    0.6553189754486084,
    0.41818177700042725,
    0.33027511835098267,
    0.587155818939209,
    0.11428564786911011,
    0.31623923778533936,
    0.1596243679523468,
    0.5588234066963196,
    0.5779815316200256,
    0.17670676112174988,
    0.14634139835834503,
    0.31538453698158264,
    0.19178074598312378,
    0.30051806569099426,
    0.6700506210327148,
    0.32432422041893005,
    0.15116271376609802,
    0.4408600926399231,
    0.44303786754608154,
    0.38392844796180725,
    0.19867542386054993,
    0.28947359323501587,
    0.3013697862625122,
    0.4678361415863037,
    0.2298136204481125,
    0.18848159909248352,
    0.6352940201759338,
    0.44444435834884644,
    0.2485205978155136,
    0.30567678809165955,
    0.17708326876163483,
    0.2794116735458374
   ],
   "time": 39.171815261244774,
   "param": null
  },
  {
   "epoch": 43,
   "train_loss": 0.43282458186149597,
   "val_loss": 3.834228515625,
   "acc": 33.16,
   "f1": [
    0.5991559624671936,
    0.467661589384079,
    0.2573528587818146,
    0.1639343500137329,
    0.1219511553645134,
    0.3168315887451172,
    0.3234041631221771,
    0.390243798494339,
    0.34920626878738403,
    0.3855420649051666,
    0.13513506948947906,
    0.18181811273097992,
    0.220779150724411,
    0.28571417927742004,
    0.185653954744339,
    0.22797919809818268,
    0.3931623101234436,
    0.49999988079071045,
    0.26086950302124023,
    0.246575266122818,
    0.6387433409690857,
    0.42857131361961365,
    0.30456843972206116,
    0.44776108860969543,
    0.6176469922065735,
    0.1868131160736084,
    0.24999991059303284,
    0.1401868611574173,
    0.44827574491500854,
    0.32369929552078247,
    0.3515150547027588,
    0.34123215079307556,
    0.2404370754957199,
    0.3299999237060547,
    0.23318377137184143,
    0.18905465304851532,
    0.2941175401210785,
    0.2446807622909546,
    0.1899440735578537,
    0.44339612126350403,
    0.3314915895462036,
    0.5833332538604736,
    0.23703695833683014,
    0.29629623889923096,
    0.1576354056596756,
    0.15384608507156372,
    0.20304562151432037,
    0.4338623583316803,
    0.511627733707428,
    0.4190475046634674,
    0.14715713262557983,
    0.23170723021030426,
    0.4606740176677704,
    0.5124998688697815,
    0.43216070532798767,
    0.1390373706817627,
    0.5026176571846008,
    0.346320241689682,
    0.41249990463256836,
    0.3406592309474945,
    0.7043477296829224,
    0.49710968136787415,
    0.4145076870918274,
    0.38993698358535767,
    0.15909084677696228,
    0.16974163055419922,
    0.1899440735578537,
    0.28426387906074524,
    0.6824643611907959,
    0.5414846539497375,
    0.3551400303840637,
    0.5359999537467957,
    0.12260530889034271,
    0.3983050286769867,
    0.23036640882492065,
    0.5434780716896057,
    0.5628139972686768,
    0.10191076993942261,
    0.11594197899103165,
    0.2061854749917984,
    0.16858232021331787,
    0.26484012603759766,
    0.6540283560752869,
    0.22222214937210083,
    0.15957440435886383,
    0.419580340385437,
    0.4142010807991028,
    0.3598325252532959,
    0.15686267614364624,
    0.32195112109184265,
    0.22485199570655823,
    0.4088887572288513,
    0.1938774734735489,
    0.22115376591682434,
    0.5833332538604736,
    0.4043714702129364,
    0.3495934009552002,
    0.34482747316360474,
    0.1129031702876091,
    0.2598869204521179
   ],
   "time": 38.32225421909243,
   "param": null
  },
  {
   "epoch": 44,
   "train_loss": 0.4577585756778717,
   "val_loss": 3.970254421234131,
   "acc": 33.23,
   "f1": [
    0.5787232518196106,
    0.44339612126350403,
    0.25730982422828674,
    0.19780214130878448,
    0.21198150515556335,
    0.2875816226005554,
    0.2774565517902374,
    0.36464083194732666,
    0.34722214937210083,
    0.44943806529045105,
    0.15217386186122894,
    0.2124999314546585,
    0.2953585684299469,
    0.26881712675094604,
    0.20765019953250885,
    0.17948710918426514,
    0.3186812400817871,
    0.4824119210243225,
    0.22222213447093964,
    0.2244897186756134,
    0.6799998879432678,
    0.4519229531288147,
    0.290502667427063,
    0.48039206862449646,
    0.538461446762085,
    0.18502195179462433,
    0.2543351650238037,
    0.17573215067386627,
    0.44651150703430176,
    0.32214754819869995,
    0.31531521677970886,
    0.30769217014312744,
    0.255638986825943,
    0.2967032194137573,
    0.30939218401908875,
    0.16993455588817596,
    0.31884047389030457,
    0.20512813329696655,
    0.22222214937210083,
    0.45405393838882446,
    0.34024888277053833,
    0.5714284777641296,
    0.24999991059303284,
    0.25274714827537537,
    0.14705877006053925,
    0.12962956726551056,
    0.16901402175426483,
    0.5030673146247864,
    0.5306121110916138,
    0.4301074147224426,
    0.17204295098781586,
    0.28571420907974243,
    0.5446427464485168,
    0.5197739005088806,
    0.42051267623901367,
    0.09424077719449997,
    0.42780739068984985,
    0.2928869426250458,
    0.46739116311073303,
    0.27322396636009216,
    0.6940637826919556,
    0.4808742105960846,
    0.41758227348327637,
    0.3316582143306732,
    0.14746539294719696,
    0.08108101785182953,
    0.19999992847442627,
    0.21323524415493011,
    0.6050419211387634,
    0.5140186548233032,
    0.3313608467578888,
    0.5019606351852417,
    0.11851847916841507,
    0.32450324296951294,
    0.251308798789978,
    0.5533979535102844,
    0.5072462558746338,
    0.20532315969467163,
    0.15999993681907654,
    0.20833326876163483,
    0.1142856553196907,
    0.22891558706760406,
    0.6899998784065247,
    0.30107519030570984,
    0.19277101755142212,
    0.434782475233078,
    0.33593741059303284,
    0.3344050347805023,
    0.1164020448923111,
    0.36871495842933655,
    0.28712859749794006,
    0.4257424473762512,
    0.26086950302124023,
    0.1836734265089035,
    0.5999999046325684,
    0.4365480840206146,
    0.33816415071487427,
    0.3316061198711395,
    0.13513506948947906,
    0.3398057222366333
   ],
   "time": 38.16787519399077,
   "param": null
  },
  {
   "epoch": 45,
   "train_loss": 0.44243544340133667,
   "val_loss": 3.794106960296631,
   "acc": 33.61,
   "f1": [
    0.620320737361908,
    0.4253392219543457,
    0.19883033633232117,
    0.10404618829488754,
    0.16249993443489075,
    0.30769217014312744,
    0.37914684414863586,
    0.4257424473762512,
    0.3711339235305786,
    0.4599998891353607,
    0.16981124877929688,
    0.19905206561088562,
    0.3275861144065857,
    0.19999994337558746,
    0.228260800242424,
    0.255143940448761,
    0.24175815284252167,
    0.39999985694885254,
    0.30366483330726624,
    0.2165604531764984,
    0.6600984334945679,
    0.48387083411216736,
    0.29824554920196533,
    0.47674402594566345,
    0.6516852378845215,
    0.2690582275390625,
    0.3087247312068939,
    0.13173647224903107,
    0.497175008058548,
    0.2977098226547241,
    0.3568463623523712,
    0.31155768036842346,
    0.2696628272533417,
    0.36714968085289,
    0.2705313265323639,
    0.18947362899780273,
    0.3463686406612396,
    0.2673795819282532,
    0.2176470011472702,
    0.4277455508708954,
    0.235690176486969,
    0.6627905368804932,
    0.23791813850402832,
    0.28806576132774353,
    0.15706801414489746,
    0.16113737225532532,
    0.21224483847618103,
    0.43786972761154175,
    0.5301203727722168,
    0.3950616121292114,
    0.18079088628292084,
    0.271493136882782,
    0.5182480812072754,
    0.5624998807907104,
    0.3696681261062622,
    0.08235287666320801,
    0.48387083411216736,
    0.32911381125450134,
    0.42162150144577026,
    0.290502667427063,
    0.6882590055465698,
    0.4041449725627899,
    0.41249990463256836,
    0.3636362552642822,
    0.12017160654067993,
    0.15228420495986938,
    0.19753079116344452,
    0.30057793855667114,
    0.6363635063171387,
    0.5989846587181091,
    0.3386242389678955,
    0.562211811542511,
    0.14583328366279602,
    0.3459458649158478,
    0.22660093009471893,
    0.486772358417511,
    0.5888323187828064,
    0.1129031702876091,
    0.18749994039535522,
    0.24761897325515747,
    0.1156068742275238,
    0.29007625579833984,
    0.6101693511009216,
    0.3318776488304138,
    0.2018347978591919,
    0.4303796589374542,
    0.36986294388771057,
    0.41818171739578247,
    0.1647058129310608,
    0.3314915895462036,
    0.29032251238822937,
    0.4137929677963257,
    0.2521738111972809,
    0.2347417026758194,
    0.6261681318283081,
    0.4180789887905121,
    0.24137921631336212,
    0.3478259742259979,
    0.12999993562698364,
    0.32539674639701843
   ],
   "time": 39.30070373322815,
   "param": null
  },
  {
   "epoch": 46,
   "train_loss": 0.31200119853019714,
   "val_loss": 4.040315628051758,
   "acc": 32.75,
   "f1": [
    0.6222221255302429,
    0.4292682111263275,
    0.18421046435832977,
    0.19298237562179565,
    0.19417467713356018,
    0.2959999144077301,
    0.31896543502807617,
    0.22666659951210022,
    0.3692306876182556,
    0.43523305654525757,
    0.1442307084798813,
    0.25490185618400574,
    0.3707316219806671,
    0.24120594561100006,
    0.14193542301654816,
    0.21568621695041656,
    0.3402060866355896,
    0.44239622354507446,
    0.2613064646720886,
    0.2204081267118454,
    0.6304346323013306,
    0.4274192452430725,
    0.31999990344047546,
    0.5120771527290344,
    0.6305417418479919,
    0.23655906319618225,
    0.30588221549987793,
    0.1497325599193573,
    0.48314592242240906,
    0.320441871881485,
    0.3428570628166199,
    0.28846150636672974,
    0.21951211988925934,
    0.2879999279975891,
    0.24892695248126984,
    0.14736837148666382,
    0.2890172600746155,
    0.2436547577381134,
    0.24528293311595917,
    0.4666665494441986,
    0.2481202334165573,
    0.6459625363349915,
    0.193548321723938,
    0.31914883852005005,
    0.12949636578559875,
    0.17307688295841217,
    0.1846153289079666,
    0.4629628360271454,
    0.4939757287502289,
    0.45581385493278503,
    0.1481480747461319,
    0.24905653297901154,
    0.5074625611305237,
    0.49999988079071045,
    0.2807016372680664,
    0.1229049563407898,
    0.4852069914340973,
    0.3800903856754303,
    0.39735087752342224,
    0.2661289572715759,
    0.7053138613700867,
    0.4585364758968353,
    0.42156851291656494,
    0.34123215079307556,
    0.14634141325950623,
    0.15044242143630981,
    0.16460900008678436,
    0.2061854749917984,
    0.6499998569488525,
    0.5279186367988586,
    0.38150280714035034,
    0.5904760956764221,
    0.1626015603542328,
    0.24050623178482056,
    0.1556885540485382,
    0.5316454172134399,
    0.48701295256614685,
    0.19209031760692596,
    0.14062495529651642,
    0.29107969999313354,
    0.18867918848991394,
    0.23170723021030426,
    0.5863873362541199,
    0.27472516894340515,
    0.15384607017040253,
    0.4808742105960846,
    0.38222211599349976,
    0.3696681261062622,
    0.16216209530830383,
    0.3102039694786072,
    0.3133639991283417,
    0.48275846242904663,
    0.20430098474025726,
    0.179775208234787,
    0.53465336561203,
    0.44571414589881897,
    0.33333325386047363,
    0.32635971903800964,
    0.1596243679523468,
    0.2676055133342743
   ],
   "time": 38.33567263558507,
   "param": null
  },
  {
   "epoch": 47,
   "train_loss": 0.4178524613380432,
   "val_loss": 3.9321067333221436,
   "acc": 33.52,
   "f1": [
    0.7128711342811584,
    0.4036695957183838,
    0.21513938903808594,
    0.22907482087612152,
    0.20238088071346283,
    0.29139062762260437,
    0.30621999502182007,
    0.34817805886268616,
    0.32624104619026184,
    0.48421040177345276,
    0.19736838340759277,
    0.20740735530853271,
    0.3710406422615051,
    0.20987647771835327,
    0.20224712789058685,
    0.1965811401605606,
    0.31638407707214355,
    0.4502616822719574,
    0.29787227511405945,
    0.1983470320701599,
    0.5680932998657227,
    0.47747737169265747,
    0.2378377616405487,
    0.4814813435077667,
    0.5714284777641296,
    0.24999991059303284,
    0.27884605526924133,
    0.18579228222370148,
    0.43708598613739014,
    0.2898550033569336,
    0.31055888533592224,
    0.28571417927742004,
    0.25210076570510864,
    0.3529410660266876,
    0.29074883460998535,
    0.13422814011573792,
    0.3515150547027588,
    0.24358965456485748,
    0.19999991357326508,
    0.41249990463256836,
    0.3313608467578888,
    0.5551019906997681,
    0.2256409376859665,
    0.23157887160778046,
    0.15920390188694,
    0.16279064118862152,
    0.2371133416891098,
    0.4675323963165283,
    0.5168538093566895,
    0.44221094250679016,
    0.19459453225135803,
    0.22619038820266724,
    0.4690264165401459,
    0.5360823273658752,
    0.32352936267852783,
    0.15023468434810638,
    0.4835163354873657,
    0.3657141625881195,
    0.390243798494339,
    0.3076922297477722,
    0.7400879263877869,
    0.4727271497249603,
    0.5049503445625305,
    0.33333322405815125,
    0.13749992847442627,
    0.18045106530189514,
    0.23584897816181183,
    0.26666656136512756,
    0.6631577014923096,
    0.5098037719726562,
    0.38356152176856995,
    0.5412842631340027,
    0.11235949397087097,
    0.3804876506328583,
    0.15740735828876495,
    0.4905658960342407,
    0.5925924181938171,
    0.1858406364917755,
    0.2524271011352539,
    0.23904375731945038,
    0.16753920912742615,
    0.24615377187728882,
    0.6607141494750977,
    0.26136353611946106,
    0.2193547636270523,
    0.42708319425582886,
    0.3478259742259979,
    0.3241589665412903,
    0.19999992847442627,
    0.35294109582901,
    0.26728102564811707,
    0.45595842599868774,
    0.22702695429325104,
    0.21296289563179016,
    0.5990782380104065,
    0.4339621663093567,
    0.2470587193965912,
    0.31155768036842346,
    0.17567561566829681,
    0.31404948234558105
   ],
   "time": 38.27400015108287,
   "param": null
  },
  {
   "epoch": 48,
   "train_loss": 0.873275637626648,
   "val_loss": 3.912318706512451,
   "acc": 30.57,
   "f1": [
    0.6514284610748291,
    0.3720929026603699,
    0.14193542301654816,
    0.14371250569820404,
    0.17964066565036774,
    0.26666659116744995,
    0.27755096554756165,
    0.3152172863483429,
    0.35454532504081726,
    0.29107969999313354,
    0.1938774734735489,
    0.16071423888206482,
    0.28181809186935425,
    0.21455931663513184,
    0.21198150515556335,
    0.1325300633907318,
    0.2543858587741852,
    0.42162150144577026,
    0.1629629135131836,
    0.24271836876869202,
    0.6413041353225708,
    0.4061301648616791,
    0.2186494618654251,
    0.48044681549072266,
    0.6666664481163025,
    0.23076917231082916,
    0.19689112901687622,
    0.09022551029920578,
    0.49999988079071045,
    0.3314284682273865,
    0.3946187198162079,
    0.31034475564956665,
    0.24999991059303284,
    0.25165554881095886,
    0.1891891211271286,
    0.1754385381937027,
    0.28776970505714417,
    0.20833326876163483,
    0.17204295098781586,
    0.4692735970020294,
    0.28723397850990295,
    0.5771142840385437,
    0.2702701687812805,
    0.23841053247451782,
    0.14345985651016235,
    0.13559316098690033,
    0.15714280307292938,
    0.44571414589881897,
    0.3558718264102936,
    0.34883710741996765,
    0.1379309892654419,
    0.2797201871871948,
    0.5181816816329956,
    0.442857027053833,
    0.35416656732559204,
    0.05917154625058174,
    0.43749985098838806,
    0.2769230008125305,
    0.3895130157470703,
    0.3186812400817871,
    0.6994534134864807,
    0.34883710741996765,
    0.4651161730289459,
    0.36686381697654724,
    0.16877631843090057,
    0.09599995613098145,
    0.15737700462341309,
    0.283950537443161,
    0.6081869602203369,
    0.4961830973625183,
    0.2953019142150879,
    0.4999998211860657,
    0.13138681650161743,
    0.40609124302864075,
    0.15277770161628723,
    0.4924621880054474,
    0.5999998450279236,
    0.14012733101844788,
    0.1731601059436798,
    0.22916659712791443,
    0.194871723651886,
    0.20149248838424683,
    0.5839999318122864,
    0.34821417927742004,
    0.19531244039535522,
    0.335714191198349,
    0.36909863352775574,
    0.2944161891937256,
    0.16113737225532532,
    0.30769219994544983,
    0.11224482953548431,
    0.44848471879959106,
    0.31186434626579285,
    0.17525766789913177,
    0.5859870910644531,
    0.4307691156864166,
    0.2366863340139389,
    0.251308798789978,
    0.14814810454845428,
    0.19780214130878448
   ],
   "time": 39.171374711208045,
   "param": null
  },
  {
   "epoch": 49,
   "train_loss": 0.4769522249698639,
   "val_loss": 3.5760693550109863,
   "acc": 33.77,
   "f1": [
    0.696517288684845,
    0.39603951573371887,
    0.17616572976112366,
    0.1454544961452484,
    0.19047611951828003,
    0.2999999225139618,
    0.34615373611450195,
    0.35185176134109497,
    0.3676469624042511,
    0.4418603479862213,
    0.13483139872550964,
    0.18518511950969696,
    0.35467973351478577,
    0.23809516429901123,
    0.1924685686826706,
    0.19459453225135803,
    0.28235283493995667,
    0.44047608971595764,
    0.29365071654319763,
    0.2603549063205719,
    0.6090908050537109,
    0.4578312039375305,
    0.2954544425010681,
    0.4607328474521637,
    0.5757573843002319,
    0.2775118350982666,
    0.32258057594299316,
    0.19178076088428497,
    0.5230767726898193,
    0.30674833059310913,
    0.40740731358528137,
    0.34449753165245056,
    0.2268906980752945,
    0.32291656732559204,
    0.2603549063205719,
    0.24598921835422516,
    0.3557691276073456,
    0.22966498136520386,
    0.22619038820266724,
    0.5084744095802307,
    0.26086947321891785,
    0.6153844594955444,
    0.24166658520698547,
    0.35071080923080444,
    0.18181809782981873,
    0.20454540848731995,
    0.17283941805362701,
    0.4266665577888489,
    0.49999988079071045,
    0.38738730549812317,
    0.1858406364917755,
    0.2727271616458893,
    0.5316454768180847,
    0.5402842164039612,
    0.4123710095882416,
    0.0759493038058281,
    0.4198893904685974,
    0.3162054419517517,
    0.40178558230400085,
    0.262711763381958,
    0.7191009521484375,
    0.43999987840652466,
    0.45414838194847107,
    0.3286384046077728,
    0.18652844429016113,
    0.16243648529052734,
    0.2095237374305725,
    0.28260859847068787,
    0.6578946113586426,
    0.5607475638389587,
    0.2914571762084961,
    0.5505616068840027,
    0.09777770936489105,
    0.3720929026603699,
    0.1682242453098297,
    0.5402842164039612,
    0.6597937345504761,
    0.16374263167381287,
    0.21834053099155426,
    0.3157893717288971,
    0.13664589822292328,
    0.2641508877277374,
    0.6735749840736389,
    0.25555548071861267,
    0.2138364166021347,
    0.439655065536499,
    0.3794870972633362,
    0.378109335899353,
    0.19251330196857452,
    0.3688523471355438,
    0.19811314344406128,
    0.4306218922138214,
    0.22660093009471893,
    0.1932772397994995,
    0.5301203727722168,
    0.44444432854652405,
    0.2783504128456116,
    0.3186812400817871,
    0.12941168248653412,
    0.26666656136512756
   ],
   "time": 38.23367675114423,
   "param": null
  },
  {
   "epoch": 50,
   "train_loss": 0.21693791449069977,
   "val_loss": 3.405916690826416,
   "acc": 34.99,
   "f1": [
    0.6376810669898987,
    0.4232803285121918,
    0.23529402911663055,
    0.14689259231090546,
    0.12738847732543945,
    0.3240739703178406,
    0.37696322798728943,
    0.28571417927742004,
    0.35978829860687256,
    0.47674402594566345,
    0.19083963334560394,
    0.16981124877929688,
    0.3707316219806671,
    0.28085100650787354,
    0.22471901774406433,
    0.24390234053134918,
    0.37373724579811096,
    0.49999988079071045,
    0.3111110329627991,
    0.2584269046783447,
    0.6734693050384521,
    0.5339804887771606,
    0.33684200048446655,
    0.4725273549556732,
    0.5911328792572021,
    0.30046939849853516,
    0.28260859847068787,
    0.1798941045999527,
    0.5065500736236572,
    0.3583814203739166,
    0.3880596160888672,
    0.28571417927742004,
    0.2681563198566437,
    0.37575745582580566,
    0.26890748739242554,
    0.2099999338388443,
    0.3170730471611023,
    0.2393161654472351,
    0.17333325743675232,
    0.4155843257904053,
    0.2612611949443817,
    0.6285713315010071,
    0.2680411636829376,
    0.33928561210632324,
    0.16858232021331787,
    0.1789472997188568,
    0.17254894971847534,
    0.5027320981025696,
    0.5252523422241211,
    0.42780739068984985,
    0.21951211988925934,
    0.30769217014312744,
    0.5152837038040161,
    0.5092591643333435,
    0.413043349981308,
    0.06779655069112778,
    0.4530385434627533,
    0.33532923460006714,
    0.5128203630447388,
    0.36448585987091064,
    0.733333170413971,
    0.3552630543708801,
    0.49214646220207214,
    0.3678159713745117,
    0.15079358220100403,
    0.2236841470003128,
    0.283950537443161,
    0.330826997756958,
    0.6854459643363953,
    0.5643563270568848,
    0.3253011107444763,
    0.6072872877120972,
    0.16113737225532532,
    0.321428507566452,
    0.22666659951210022,
    0.4974091649055481,
    0.6278025507926941,
    0.11920525878667831,
    0.22314044833183289,
    0.35359105467796326,
    0.13872826099395752,
    0.31390124559402466,
    0.6054052114486694,
    0.3468207120895386,
    0.2404370754957199,
    0.43523305654525757,
    0.38341957330703735,
    0.37558677792549133,
    0.13592226803302765,
    0.3260868787765503,
    0.29896897077560425,
    0.40298497676849365,
    0.2275448441505432,
    0.18285706639289856,
    0.6129031181335449,
    0.47368407249450684,
    0.324607253074646,
    0.3738316595554352,
    0.14977967739105225,
    0.35071080923080444
   ],
   "time": 39.265363497659564,
   "param": null
  },
  {
   "epoch": 51,
   "train_loss": 0.21218490600585938,
   "val_loss": 4.063243865966797,
   "acc": 34.17,
   "f1": [
    0.6268655061721802,
    0.42682915925979614,
    0.1764705330133438,
    0.17391300201416016,
    0.15384609997272491,
    0.3076922297477722,
    0.2765956223011017,
    0.24999991059303284,
    0.38709667325019836,
    0.46896544098854065,
    0.198198139667511,
    0.20858889818191528,
    0.2820512056350708,
    0.2514968812465668,
    0.23595495522022247,
    0.16304342448711395,
    0.33333322405815125,
    0.4454975128173828,
    0.2815248668193817,
    0.26540276408195496,
    0.6057141423225403,
    0.47619038820266724,
    0.2842104732990265,
    0.5388599634170532,
    0.5957446098327637,
    0.23076915740966797,
    0.3350784480571747,
    0.1990949511528015,
    0.5683058500289917,
    0.3402060866355896,
    0.41406238079071045,
    0.3195265531539917,
    0.3118278682231903,
    0.3170730471611023,
    0.24892695248126984,
    0.22924895584583282,
    0.36601296067237854,
    0.2243901938199997,
    0.1809954047203064,
    0.4824560582637787,
    0.364531934261322,
    0.5964910984039307,
    0.2603173851966858,
    0.23809516429901123,
    0.15476183593273163,
    0.19230762124061584,
    0.19138747453689575,
    0.49999988079071045,
    0.49006614089012146,
    0.45197728276252747,
    0.11347512155771255,
    0.2436974197626114,
    0.5492226481437683,
    0.5689654350280762,
    0.4685713052749634,
    0.09009002149105072,
    0.5405403971672058,
    0.31836724281311035,
    0.41176459193229675,
    0.35051536560058594,
    0.6835441589355469,
    0.49710968136787415,
    0.42051267623901367,
    0.43902432918548584,
    0.17616572976112366,
    0.21794864535331726,
    0.23958325386047363,
    0.2783504128456116,
    0.6382977366447449,
    0.5701355934143066,
    0.3636362850666046,
    0.5901637673377991,
    0.12363632768392563,
    0.3790321350097656,
    0.20325198769569397,
    0.552941083908081,
    0.6009851098060608,
    0.18905465304851532,
    0.16363631188869476,
    0.3463686406612396,
    0.20224712789058685,
    0.2897526025772095,
    0.48587560653686523,
    0.2739725410938263,
    0.17834389209747314,
    0.4176705777645111,
    0.4516127407550812,
    0.37696322798728943,
    0.1858406364917755,
    0.3470318615436554,
    0.24083760380744934,
    0.41314542293548584,
    0.24999989569187164,
    0.14285707473754883,
    0.6086955666542053,
    0.4694834351539612,
    0.3267325758934021,
    0.2764226496219635,
    0.15730330348014832,
    0.3043477535247803
   ],
   "time": 39.26253098715097,
   "param": null
  },
  {
   "epoch": 52,
   "train_loss": 0.1982419490814209,
   "val_loss": 3.8091702461242676,
   "acc": 33.92,
   "f1": [
    0.6772485375404358,
    0.3794870972633362,
    0.1940927654504776,
    0.16037730872631073,
    0.18018010258674622,
    0.30270257592201233,
    0.31999990344047546,
    0.31249991059303284,
    0.28571420907974243,
    0.47368407249450684,
    0.13483139872550964,
    0.22222214937210083,
    0.28571417927742004,
    0.2686566412448883,
    0.24719089269638062,
    0.19889496266841888,
    0.31372538208961487,
    0.2686566412448883,
    0.2934781610965729,
    0.24489790201187134,
    0.6994534134864807,
    0.45643141865730286,
    0.33128824830055237,
    0.5108224153518677,
    0.6310677528381348,
    0.27322396636009216,
    0.26086950302124023,
    0.12941168248653412,
    0.46280980110168457,
    0.36585354804992676,
    0.38620680570602417,
    0.2751321792602539,
    0.23580780625343323,
    0.3389829695224762,
    0.29885047674179077,
    0.23214277625083923,
    0.3515150547027588,
    0.24390237033367157,
    0.19138747453689575,
    0.4666665494441986,
    0.282828152179718,
    0.5869563817977905,
    0.2475246638059616,
    0.23770485818386078,
    0.1913042813539505,
    0.1881532520055771,
    0.19999994337558746,
    0.511627733707428,
    0.5347592234611511,
    0.3964756429195404,
    0.13836471736431122,
    0.3517586886882782,
    0.5098037719726562,
    0.5523808598518372,
    0.38626599311828613,
    0.14193542301654816,
    0.46428558230400085,
    0.38674020767211914,
    0.4634144902229309,
    0.3300969898700714,
    0.7389161586761475,
    0.46153831481933594,
    0.43999990820884705,
    0.3542855978012085,
    0.19672125577926636,
    0.13333328068256378,
    0.22321420907974243,
    0.2231075018644333,
    0.6938773989677429,
    0.6030149459838867,
    0.3431951701641083,
    0.559139609336853,
    0.1486988216638565,
    0.3584904372692108,
    0.20289847254753113,
    0.577777624130249,
    0.6349205374717712,
    0.16494840383529663,
    0.179775208234787,
    0.23529404401779175,
    0.13333328068256378,
    0.2526314854621887,
    0.6862744092941284,
    0.3351350426673889,
    0.22619038820266724,
    0.4210525453090668,
    0.40552979707717896,
    0.35856562852859497,
    0.11458326876163483,
    0.33057841658592224,
    0.28085100650787354,
    0.4277455508708954,
    0.19875767827033997,
    0.18536579608917236,
    0.5803107619285583,
    0.47368407249450684,
    0.31155768036842346,
    0.3861384987831116,
    0.16666661202907562,
    0.25510191917419434
   ],
   "time": 38.309566787444055,
   "param": null
  },
  {
   "epoch": 53,
   "train_loss": 0.24751822650432587,
   "val_loss": 4.288378715515137,
   "acc": 32.13,
   "f1": [
    0.5856351852416992,
    0.43269219994544983,
    0.212290421128273,
    0.13496926426887512,
    0.10062886029481888,
    0.2821575999259949,
    0.31627896428108215,
    0.3448275029659271,
    0.3628690838813782,
    0.39195966720581055,
    0.15555550158023834,
    0.16249993443489075,
    0.26728102564811707,
    0.2653060257434845,
    0.23696675896644592,
    0.20792071521282196,
    0.2939067482948303,
    0.42452818155288696,
    0.3316061198711395,
    0.25210076570510864,
    0.6120217442512512,
    0.4749998450279236,
    0.3364485204219818,
    0.5268816351890564,
    0.5888323187828064,
    0.17948710918426514,
    0.2464454174041748,
    0.1749999076128006,
    0.4756755530834198,
    0.36904752254486084,
    0.34343424439430237,
    0.35897424817085266,
    0.26086947321891785,
    0.3013697862625122,
    0.2815532982349396,
    0.11842100322246552,
    0.2790696620941162,
    0.25210076570510864,
    0.1793721318244934,
    0.41196006536483765,
    0.31638407707214355,
    0.6285713315010071,
    0.19298237562179565,
    0.19047611951828003,
    0.14130428433418274,
    0.12716758251190186,
    0.1548386514186859,
    0.4363635182380676,
    0.4615383446216583,
    0.3267972767353058,
    0.15116271376609802,
    0.24539868533611298,
    0.5414846539497375,
    0.5592415928840637,
    0.4670049846172333,
    0.07194238901138306,
    0.47368407249450684,
    0.32365134358406067,
    0.40579700469970703,
    0.23529404401779175,
    0.7319586277008057,
    0.487046480178833,
    0.47236168384552,
    0.3267972767353058,
    0.143540620803833,
    0.19999992847442627,
    0.22656244039535522,
    0.2873562276363373,
    0.6802029013633728,
    0.5476189255714417,
    0.39449530839920044,
    0.5034964680671692,
    0.1229049563407898,
    0.3267972767353058,
    0.19626161456108093,
    0.5333332419395447,
    0.4774192273616791,
    0.09790203720331192,
    0.1694914698600769,
    0.2621358335018158,
    0.1742737889289856,
    0.2528735101222992,
    0.5565216541290283,
    0.3274335563182831,
    0.14285707473754883,
    0.5026176571846008,
    0.4090908467769623,
    0.2751321792602539,
    0.10612238943576813,
    0.2622950077056885,
    0.20111726224422455,
    0.44578301906585693,
    0.2297871857881546,
    0.17721512913703918,
    0.5445024967193604,
    0.39189180731773376,
    0.17105256021022797,
    0.2672064006328583,
    0.13698624074459076,
    0.3301886022090912
   ],
   "time": 39.26454905979335,
   "param": null
  },
  {
   "epoch": 54,
   "train_loss": 0.4352288842201233,
   "val_loss": 3.8113179206848145,
   "acc": 31.94,
   "f1": [
    0.6470587849617004,
    0.39655160903930664,
    0.13636358082294464,
    0.13245026767253876,
    0.16783210635185242,
    0.20224712789058685,
    0.3696681261062622,
    0.26086947321891785,
    0.3223683834075928,
    0.3999998867511749,
    0.0869564488530159,
    0.20645155012607574,
    0.3318776488304138,
    0.15384608507156372,
    0.23463678359985352,
    0.19780214130878448,
    0.3308822214603424,
    0.45132729411125183,
    0.23589736223220825,
    0.212290421128273,
    0.5737050771713257,
    0.48559659719467163,
    0.2869197428226471,
    0.45283007621765137,
    0.5943394899368286,
    0.20270264148712158,
    0.25101208686828613,
    0.20571422576904297,
    0.4108106791973114,
    0.21551716327667236,
    0.3566878139972687,
    0.2967032194137573,
    0.29677411913871765,
    0.3543306291103363,
    0.22485199570655823,
    0.24580998718738556,
    0.31067952513694763,
    0.21686740219593048,
    0.19095470011234283,
    0.4550263583660126,
    0.27755096554756165,
    0.5339365601539612,
    0.21014487743377686,
    0.18064509332180023,
    0.10370364785194397,
    0.14901955425739288,
    0.19607838988304138,
    0.43749991059303284,
    0.46739116311073303,
    0.37125736474990845,
    0.15853650867938995,
    0.21505369246006012,
    0.5319147706031799,
    0.5360823273658752,
    0.3868311941623688,
    0.08219172805547714,
    0.4123710095882416,
    0.3024389147758484,
    0.4086955785751343,
    0.22988496720790863,
    0.7281104326248169,
    0.39130425453186035,
    0.49523797631263733,
    0.32214754819869995,
    0.1450776606798172,
    0.13580238819122314,
    0.2456139326095581,
    0.19999994337558746,
    0.636871337890625,
    0.5289255380630493,
    0.3441859781742096,
    0.5316454172134399,
    0.0958903580904007,
    0.3352600038051605,
    0.1764705330133438,
    0.5367964506149292,
    0.6022725701332092,
    0.13138681650161743,
    0.1650484949350357,
    0.25185176730155945,
    0.15714280307292938,
    0.1971830427646637,
    0.6666665077209473,
    0.3118278682231903,
    0.19847321510314941,
    0.3778800964355469,
    0.38888880610466003,
    0.4018263518810272,
    0.12142853438854218,
    0.29078006744384766,
    0.22522515058517456,
    0.3557691276073456,
    0.2175731509923935,
    0.19178076088428497,
    0.5589519143104553,
    0.38709667325019836,
    0.17948710918426514,
    0.3301886022090912,
    0.1445782482624054,
    0.26086950302124023
   ],
   "time": 39.18449328560382,
   "param": null
  },
  {
   "epoch": 55,
   "train_loss": 0.3288416862487793,
   "val_loss": 4.042749881744385,
   "acc": 33.05,
   "f1": [
    0.5727698802947998,
    0.45918354392051697,
    0.24761897325515747,
    0.14379078149795532,
    0.21459220349788666,
    0.2575756907463074,
    0.35483860969543457,
    0.31627896428108215,
    0.33217987418174744,
    0.48453593254089355,
    0.1657457947731018,
    0.21698106825351715,
    0.2965778410434723,
    0.22459883987903595,
    0.2127658873796463,
    0.15909084677696228,
    0.30541861057281494,
    0.5212765336036682,
    0.2692306935787201,
    0.26666656136512756,
    0.6742855310440063,
    0.4505927860736847,
    0.3352600038051605,
    0.43601882457733154,
    0.6129031181335449,
    0.2470587193965912,
    0.31355923414230347,
    0.1528661698102951,
    0.4331796169281006,
    0.31645557284355164,
    0.3295453190803528,
    0.2751321792602539,
    0.26190465688705444,
    0.30567678809165955,
    0.21100911498069763,
    0.1725887656211853,
    0.3316582143306732,
    0.22619038820266724,
    0.22831043601036072,
    0.3583814203739166,
    0.2932329773902893,
    0.6594592928886414,
    0.23616227507591248,
    0.3703702688217163,
    0.06711404025554657,
    0.154545396566391,
    0.208791121840477,
    0.48809507489204407,
    0.5180721879005432,
    0.4200912117958069,
    0.16753920912742615,
    0.2812499403953552,
    0.48275846242904663,
    0.57297283411026,
    0.30337071418762207,
    0.10447755455970764,
    0.4577113389968872,
    0.3626372814178467,
    0.4023667275905609,
    0.32539674639701843,
    0.6999998688697815,
    0.4120602011680603,
    0.44036686420440674,
    0.3141360282897949,
    0.22999992966651917,
    0.1641024947166443,
    0.19999992847442627,
    0.28571417927742004,
    0.7029701471328735,
    0.5384615063667297,
    0.40677955746650696,
    0.3230768144130707,
    0.10434776544570923,
    0.3053434193134308,
    0.12987005710601807,
    0.5714284181594849,
    0.5531913638114929,
    0.16494840383529663,
    0.1764705330133438,
    0.23770485818386078,
    0.14857135713100433,
    0.3111110329627991,
    0.630251944065094,
    0.3465345501899719,
    0.1725887656211853,
    0.43523305654525757,
    0.40999990701675415,
    0.33333322405815125,
    0.16064251959323883,
    0.41212108731269836,
    0.24675315618515015,
    0.4787232577800751,
    0.2592591345310211,
    0.21698106825351715,
    0.5291004180908203,
    0.33333322405815125,
    0.29702961444854736,
    0.29951682686805725,
    0.15217386186122894,
    0.3495144844055176
   ],
   "time": 39.249270524829626,
   "param": null
  },
  {
   "epoch": 56,
   "train_loss": 0.31602707505226135,
   "val_loss": 3.7081947326660156,
   "acc": 33.81,
   "f1": [
    0.6742855310440063,
    0.3763439953327179,
    0.21538454294204712,
    0.23115570843219757,
    0.210526242852211,
    0.3542855978012085,
    0.3184078335762024,
    0.27173903584480286,
    0.36464083194732666,
    0.4174756109714508,
    0.19101116061210632,
    0.20689646899700165,
    0.34123215079307556,
    0.32835814356803894,
    0.2384614795446396,
    0.1866666078567505,
    0.33333322405815125,
    0.5181816816329956,
    0.3350784480571747,
    0.23529404401779175,
    0.627906858921051,
    0.5339804887771606,
    0.362499862909317,
    0.5326085686683655,
    0.5311201810836792,
    0.26728102564811707,
    0.27777767181396484,
    0.15547697246074677,
    0.5185183882713318,
    0.30857133865356445,
    0.3373492956161499,
    0.3348415493965149,
    0.24505920708179474,
    0.36871495842933655,
    0.27755096554756165,
    0.13559316098690033,
    0.3260868787765503,
    0.2681563198566437,
    0.18348616361618042,
    0.47513800859451294,
    0.2541435658931732,
    0.603550136089325,
    0.2116401493549347,
    0.25555548071861267,
    0.19298237562179565,
    0.21834053099155426,
    0.15748025476932526,
    0.5054942965507507,
    0.5023695826530457,
    0.46632111072540283,
    0.18285706639289856,
    0.2962961792945862,
    0.48167529702186584,
    0.5550238490104675,
    0.3867923319339752,
    0.10091736167669296,
    0.47846877574920654,
    0.3468207120895386,
    0.42682915925979614,
    0.30046939849853516,
    0.6976742744445801,
    0.4910178482532501,
    0.4622640609741211,
    0.32539674639701843,
    0.15957440435886383,
    0.2424241602420807,
    0.17708326876163483,
    0.27096766233444214,
    0.6600984334945679,
    0.5308055877685547,
    0.3979056477546692,
    0.5753422975540161,
    0.14166660606861115,
    0.33884286880493164,
    0.20394733548164368,
    0.525345504283905,
    0.6162160634994507,
    0.15217386186122894,
    0.1773398518562317,
    0.28947362303733826,
    0.15929198265075684,
    0.2624998986721039,
    0.6604650020599365,
    0.3386242389678955,
    0.2473117560148239,
    0.4198893904685974,
    0.3959389626979828,
    0.3370785713195801,
    0.24999991059303284,
    0.3301886022090912,
    0.2843136191368103,
    0.4145076870918274,
    0.1951218843460083,
    0.19138747453689575,
    0.5499998331069946,
    0.3984062969684601,
    0.23376615345478058,
    0.35121941566467285,
    0.11583005636930466,
    0.29508185386657715
   ],
   "time": 38.09766786638647,
   "param": null
  },
  {
   "epoch": 57,
   "train_loss": 0.3175346255302429,
   "val_loss": 3.8268656730651855,
   "acc": 33.35,
   "f1": [
    0.6666665077209473,
    0.4088396728038788,
    0.23696675896644592,
    0.2262442708015442,
    0.1290321946144104,
    0.3113771378993988,
    0.2704625427722931,
    0.34449753165245056,
    0.351351261138916,
    0.42682915925979614,
    0.1749999076128006,
    0.19459453225135803,
    0.3468207120895386,
    0.2561575770378113,
    0.20689646899700165,
    0.2588233947753906,
    0.3419688045978546,
    0.40490788221359253,
    0.2543351650238037,
    0.28571417927742004,
    0.6296294927597046,
    0.47004595398902893,
    0.4022345542907715,
    0.48913031816482544,
    0.554216742515564,
    0.22598862648010254,
    0.3157894015312195,
    0.19047611951828003,
    0.4749998450279236,
    0.2559240758419037,
    0.3783782124519348,
    0.2890172600746155,
    0.211055189371109,
    0.34482747316360474,
    0.2738852798938751,
    0.1584157794713974,
    0.3419688045978546,
    0.21538454294204712,
    0.2731706500053406,
    0.45849794149398804,
    0.30588221549987793,
    0.5333332419395447,
    0.24899591505527496,
    0.3164982199668884,
    0.15384607017040253,
    0.1916666179895401,
    0.19730934500694275,
    0.4489794969558716,
    0.47577083110809326,
    0.43564343452453613,
    0.1641024947166443,
    0.26666656136512756,
    0.47963786125183105,
    0.5495494604110718,
    0.3517586886882782,
    0.09278344362974167,
    0.45360812544822693,
    0.3367346227169037,
    0.40517228841781616,
    0.3697478175163269,
    0.7386362552642822,
    0.4081631600856781,
    0.4194755554199219,
    0.30769219994544983,
    0.1642511636018753,
    0.18604643642902374,
    0.23188398778438568,
    0.2810809910297394,
    0.6592177152633667,
    0.5989303588867188,
    0.3101603388786316,
    0.5256409049034119,
    0.11453738063573837,
    0.2741115987300873,
    0.19587622582912445,
    0.5039369463920593,
    0.6565654873847961,
    0.13999994099140167,
    0.15476183593273163,
    0.23287664353847504,
    0.14117640256881714,
    0.34482747316360474,
    0.5981307029724121,
    0.3524228036403656,
    0.1749999076128006,
    0.3879309296607971,
    0.4313724637031555,
    0.3365383446216583,
    0.15272720158100128,
    0.3316582143306732,
    0.22594137489795685,
    0.46153831481933594,
    0.22222213447093964,
    0.26890748739242554,
    0.6054052114486694,
    0.3999998867511749,
    0.3594468832015991,
    0.2561575770378113,
    0.14414407312870026,
    0.3135133981704712
   ],
   "time": 39.116776783019304,
   "param": null
  },
  {
   "epoch": 58,
   "train_loss": 0.23497262597084045,
   "val_loss": 3.9663758277893066,
   "acc": 33.76,
   "f1": [
    0.6730768084526062,
    0.38766512274742126,
    0.2094240039587021,
    0.1162789985537529,
    0.15810270607471466,
    0.2542954683303833,
    0.3316582143306732,
    0.3576158285140991,
    0.34883710741996765,
    0.4502616822719574,
    0.2099446803331375,
    0.1775147169828415,
    0.3287670314311981,
    0.23188398778438568,
    0.2021275758743286,
    0.1935483068227768,
    0.3917524814605713,
    0.445652037858963,
    0.293436199426651,
    0.24291490018367767,
    0.6071427464485168,
    0.4881889224052429,
    0.3575417995452881,
    0.4158414602279663,
    0.5839999318122864,
    0.2694299519062042,
    0.25396814942359924,
    0.1777777075767517,
    0.4579438269138336,
    0.3586955666542053,
    0.3482586145401001,
    0.3838382363319397,
    0.2790696918964386,
    0.3584904372692108,
    0.24137921631336212,
    0.20289847254753113,
    0.262857049703598,
    0.28235283493995667,
    0.15151509642601013,
    0.41071420907974243,
    0.29166659712791443,
    0.6742855310440063,
    0.22459883987903595,
    0.2840908169746399,
    0.12307685613632202,
    0.1672726720571518,
    0.2236841470003128,
    0.41935470700263977,
    0.5028570294380188,
    0.39069753885269165,
    0.1989527940750122,
    0.3084576427936554,
    0.528846025466919,
    0.5319147706031799,
    0.3096773326396942,
    0.10377352684736252,
    0.42168664932250977,
    0.3196346163749695,
    0.5099998712539673,
    0.3894736170768738,
    0.6904760599136353,
    0.4529913365840912,
    0.41269832849502563,
    0.3703702688217163,
    0.10909084975719452,
    0.2010049670934677,
    0.19631893932819366,
    0.25396814942359924,
    0.6952379941940308,
    0.5258214473724365,
    0.36633655428886414,
    0.5123152136802673,
    0.11111104488372803,
    0.29245272278785706,
    0.18439710140228271,
    0.5595237016677856,
    0.6210525035858154,
    0.12213734537363052,
    0.18181811273097992,
    0.21621614694595337,
    0.1395348161458969,
    0.2594141364097595,
    0.6368157267570496,
    0.29213473200798035,
    0.2404370754957199,
    0.43601882457733154,
    0.40641695261001587,
    0.38626599311828613,
    0.19277101755142212,
    0.3790321350097656,
    0.30935242772102356,
    0.4631577730178833,
    0.16666659712791443,
    0.24271836876869202,
    0.5425531268119812,
    0.4277455508708954,
    0.26262614130973816,
    0.3797467350959778,
    0.12631572782993317,
    0.2972972095012665
   ],
   "time": 39.27223803754896,
   "param": null
  },
  {
   "epoch": 59,
   "train_loss": 0.24641908705234528,
   "val_loss": 3.6629180908203125,
   "acc": 32.92,
   "f1": [
    0.6043955087661743,
    0.35897424817085266,
    0.16494840383529663,
    0.1731601059436798,
    0.17679551243782043,
    0.3516482412815094,
    0.31932762265205383,
    0.28571420907974243,
    0.33757954835891724,
    0.35978829860687256,
    0.1081080511212349,
    0.1989527940750122,
    0.299999862909317,
    0.20571422576904297,
    0.19607838988304138,
    0.24074065685272217,
    0.263803631067276,
    0.46491214632987976,
    0.23788540065288544,
    0.19913412630558014,
    0.7241377830505371,
    0.47963786125183105,
    0.2723403573036194,
    0.4933919608592987,
    0.5088756084442139,
    0.17322827875614166,
    0.2545453906059265,
    0.13138681650161743,
    0.45555540919303894,
    0.2816900610923767,
    0.4022987186908722,
    0.38674020767211914,
    0.3135133981704712,
    0.2760942280292511,
    0.31489354372024536,
    0.19607838988304138,
    0.31730762124061584,
    0.22009563446044922,
    0.22807011008262634,
    0.4622640609741211,
    0.2837836742401123,
    0.5624998807907104,
    0.22594137489795685,
    0.26666656136512756,
    0.15950913727283478,
    0.14754092693328857,
    0.251428484916687,
    0.46428558230400085,
    0.4860556721687317,
    0.3786981403827667,
    0.17441853880882263,
    0.25906726717948914,
    0.5435895919799805,
    0.524590015411377,
    0.3529411256313324,
    0.13333328068256378,
    0.5333331823348999,
    0.3419688045978546,
    0.43601882457733154,
    0.40174663066864014,
    0.683937668800354,
    0.44210511445999146,
    0.39285701513290405,
    0.37499991059303284,
    0.1390373706817627,
    0.154545396566391,
    0.22510816156864166,
    0.32214754819869995,
    0.6708858609199524,
    0.6458331942558289,
    0.40174663066864014,
    0.39160826802253723,
    0.04580147936940193,
    0.3563217520713806,
    0.1862744390964508,
    0.5463413596153259,
    0.6367712020874023,
    0.13836471736431122,
    0.1481480747461319,
    0.2413792610168457,
    0.1759999543428421,
    0.2705313265323639,
    0.59227454662323,
    0.31372541189193726,
    0.18279562890529633,
    0.40322571992874146,
    0.4499998688697815,
    0.40935659408569336,
    0.15730330348014832,
    0.3703702688217163,
    0.12213735282421112,
    0.43902432918548584,
    0.2580644488334656,
    0.2576685845851898,
    0.5810053944587708,
    0.4161849021911621,
    0.24175815284252167,
    0.28402355313301086,
    0.08571423590183258,
    0.2513660192489624
   ],
   "time": 39.27623523864895,
   "param": null
  },
  {
   "epoch": 60,
   "train_loss": 0.2216430902481079,
   "val_loss": 3.817958354949951,
   "acc": 34.4,
   "f1": [
    0.6083332300186157,
    0.44976064562797546,
    0.25373125076293945,
    0.1604277491569519,
    0.18404902517795563,
    0.28019312024116516,
    0.34905651211738586,
    0.36065563559532166,
    0.4574466943740845,
    0.4685713052749634,
    0.18090447783470154,
    0.24203814566135406,
    0.28723397850990295,
    0.26666656136512756,
    0.212290421128273,
    0.20454540848731995,
    0.3529410660266876,
    0.4949493706226349,
    0.25396814942359924,
    0.1717790812253952,
    0.6491227149963379,
    0.5024629235267639,
    0.3431371748447418,
    0.3431951701641083,
    0.5403225421905518,
    0.2727271616458893,
    0.29189181327819824,
    0.2566370666027069,
    0.5230767726898193,
    0.3351350426673889,
    0.3862067759037018,
    0.3152172863483429,
    0.27350419759750366,
    0.35294109582901,
    0.22857137024402618,
    0.14285707473754883,
    0.2457626312971115,
    0.24083760380744934,
    0.22748807072639465,
    0.47747737169265747,
    0.299465149641037,
    0.6354165077209473,
    0.21782170236110687,
    0.30270257592201233,
    0.14634141325950623,
    0.14782603085041046,
    0.22891558706760406,
    0.4499998688697815,
    0.5767440795898438,
    0.3999999165534973,
    0.1454544961452484,
    0.2959182858467102,
    0.4662575423717499,
    0.5550238490104675,
    0.36123335361480713,
    0.08571423590183258,
    0.42352932691574097,
    0.3409090042114258,
    0.4408162534236908,
    0.31999990344047546,
    0.7643977999687195,
    0.438709557056427,
    0.425531804561615,
    0.32704389095306396,
    0.10909084230661392,
    0.22935770452022552,
    0.19323663413524628,
    0.22222214937210083,
    0.7524750828742981,
    0.5304347276687622,
    0.3152708411216736,
    0.5866665840148926,
    0.10404618829488754,
    0.3636362850666046,
    0.20175431668758392,
    0.5576921701431274,
    0.5128203630447388,
    0.13636356592178345,
    0.12121205031871796,
    0.309859037399292,
    0.19444438815116882,
    0.30150744318962097,
    0.6947367191314697,
    0.2829267382621765,
    0.2526314854621887,
    0.4578312039375305,
    0.4090907871723175,
    0.3666665554046631,
    0.19883033633232117,
    0.31914883852005005,
    0.2700421214103699,
    0.4942527115345001,
    0.20588228106498718,
    0.1694914698600769,
    0.5833332538604736,
    0.4311376214027405,
    0.3265305161476135,
    0.3157893717288971,
    0.1497325599193573,
    0.28272244334220886
   ],
   "time": 39.258826322853565,
   "param": null
  },
  {
   "epoch": 61,
   "train_loss": 0.19734106957912445,
   "val_loss": 3.819544553756714,
   "acc": 34.5,
   "f1": [
    0.6956520080566406,
    0.41095879673957825,
    0.25490185618400574,
    0.22702695429325104,
    0.18749994039535522,
    0.31155768036842346,
    0.3290042281150818,
    0.33035704493522644,
    0.44444432854652405,
    0.47560960054397583,
    0.11764699220657349,
    0.2699999213218689,
    0.35833320021629333,
    0.25233638286590576,
    0.2457626312971115,
    0.22784805297851562,
    0.36842095851898193,
    0.4381624758243561,
    0.2749998867511749,
    0.17105256021022797,
    0.6999998688697815,
    0.46445485949516296,
    0.26890748739242554,
    0.5057469606399536,
    0.5757573843002319,
    0.2771083414554596,
    0.2694299519062042,
    0.15165871381759644,
    0.5209301114082336,
    0.32142847776412964,
    0.35294109582901,
    0.30357134342193604,
    0.2922373414039612,
    0.2938387989997864,
    0.2987011969089508,
    0.17449656128883362,
    0.31632643938064575,
    0.23893800377845764,
    0.24210518598556519,
    0.5094338655471802,
    0.36585354804992676,
    0.6105261445045471,
    0.23357658088207245,
    0.29665064811706543,
    0.18421046435832977,
    0.18749994039535522,
    0.23469379544258118,
    0.42780739068984985,
    0.5581393837928772,
    0.4111110270023346,
    0.16455689072608948,
    0.2812499403953552,
    0.5145226716995239,
    0.5301203727722168,
    0.3707316219806671,
    0.11688306927680969,
    0.43518510460853577,
    0.38271594047546387,
    0.4277455508708954,
    0.24875615537166595,
    0.7216493487358093,
    0.48484838008880615,
    0.44444429874420166,
    0.329670250415802,
    0.09523802995681763,
    0.1764705330133438,
    0.23300965130329132,
    0.2739725410938263,
    0.634730339050293,
    0.5683058500289917,
    0.29508185386657715,
    0.6519335508346558,
    0.11702121049165726,
    0.3470318615436554,
    0.23478256165981293,
    0.5673075914382935,
    0.6521738171577454,
    0.14765094220638275,
    0.2127659022808075,
    0.2697673439979553,
    0.16289585828781128,
    0.2807016670703888,
    0.6129030585289001,
    0.329670250415802,
    0.19767434895038605,
    0.4508668780326843,
    0.4577113389968872,
    0.39784935116767883,
    0.15942023694515228,
    0.38222211599349976,
    0.26086944341659546,
    0.5161289572715759,
    0.2687745988368988,
    0.21621613204479218,
    0.5990782380104065,
    0.4666665494441986,
    0.3208954334259033,
    0.304526686668396,
    0.19047611951828003,
    0.3091786503791809
   ],
   "time": 38.175318567082286,
   "param": null
  },
  {
   "epoch": 62,
   "train_loss": 0.20556901395320892,
   "val_loss": 3.912468671798706,
   "acc": 33.03,
   "f1": [
    0.6180256605148315,
    0.3389829695224762,
    0.20973777770996094,
    0.09859149903059006,
    0.15909084677696228,
    0.27819544076919556,
    0.34972667694091797,
    0.3373492956161499,
    0.4180789887905121,
    0.4343433380126953,
    0.1673639565706253,
    0.18604643642902374,
    0.3389829397201538,
    0.24545449018478394,
    0.2048192024230957,
    0.16560502350330353,
    0.33720916509628296,
    0.506912350654602,
    0.3195875287055969,
    0.1951218843460083,
    0.6454544067382812,
    0.4415583610534668,
    0.3121950626373291,
    0.41573023796081543,
    0.5589519143104553,
    0.21774189174175262,
    0.29464277625083923,
    0.17525766789913177,
    0.5026176571846008,
    0.33720916509628296,
    0.39449530839920044,
    0.24999992549419403,
    0.2545453608036041,
    0.32183900475502014,
    0.2389935851097107,
    0.22510816156864166,
    0.3179486393928528,
    0.2094240039587021,
    0.2761903405189514,
    0.48275846242904663,
    0.32748526334762573,
    0.6262625455856323,
    0.22459883987903595,
    0.23287664353847504,
    0.13471496105194092,
    0.14705877006053925,
    0.12499994784593582,
    0.4090908169746399,
    0.5485712885856628,
    0.3576641380786896,
    0.15217386186122894,
    0.28571420907974243,
    0.4561401903629303,
    0.5446427464485168,
    0.41474640369415283,
    0.1725887656211853,
    0.4105958938598633,
    0.38578668236732483,
    0.43269219994544983,
    0.3217390477657318,
    0.7272725701332092,
    0.44976064562797546,
    0.4454544484615326,
    0.37426888942718506,
    0.0946744978427887,
    0.22119809687137604,
    0.2264150232076645,
    0.16853927075862885,
    0.6436780691146851,
    0.5699998736381531,
    0.329670250415802,
    0.5543476939201355,
    0.06944438815116882,
    0.24691346287727356,
    0.19433192908763885,
    0.5539904832839966,
    0.613496720790863,
    0.1485147923231125,
    0.1747572273015976,
    0.3157893717288971,
    0.1368420422077179,
    0.27089330554008484,
    0.7213113307952881,
    0.3225805461406708,
    0.16356870532035828,
    0.3675675094127655,
    0.30051806569099426,
    0.4242423474788666,
    0.1499999314546585,
    0.28571417927742004,
    0.26027387380599976,
    0.3926939368247986,
    0.18064509332180023,
    0.15957440435886383,
    0.5736433863639832,
    0.4236452281475067,
    0.25777769088745117,
    0.28235283493995667,
    0.13829779624938965,
    0.27488142251968384
   ],
   "time": 39.212092792615294,
   "param": null
  },
  {
   "epoch": 63,
   "train_loss": 0.2554894983768463,
   "val_loss": 3.769756317138672,
   "acc": 33.73,
   "f1": [
    0.6666665077209473,
    0.4205606281757355,
    0.17610056698322296,
    0.13836471736431122,
    0.2424241602420807,
    0.31249991059303284,
    0.30555543303489685,
    0.2941175401210785,
    0.37305691838264465,
    0.43362823128700256,
    0.19209031760692596,
    0.20430098474025726,
    0.36123335361480713,
    0.25906726717948914,
    0.20689648389816284,
    0.3208555281162262,
    0.42682915925979614,
    0.45849794149398804,
    0.25165554881095886,
    0.2404370754957199,
    0.5587043762207031,
    0.5279186367988586,
    0.3147207200527191,
    0.42352932691574097,
    0.680412232875824,
    0.2692306935787201,
    0.28054288029670715,
    0.13978487253189087,
    0.45263150334358215,
    0.3171805441379547,
    0.34394893050193787,
    0.26804113388061523,
    0.2543351650238037,
    0.3220972716808319,
    0.23255807161331177,
    0.14414407312870026,
    0.29523801803588867,
    0.30303022265434265,
    0.21455931663513184,
    0.48587560653686523,
    0.2901553809642792,
    0.5666665434837341,
    0.2522521913051605,
    0.2771083414554596,
    0.15228420495986938,
    0.19742482900619507,
    0.13836471736431122,
    0.45360812544822693,
    0.45414838194847107,
    0.4343433380126953,
    0.16267937421798706,
    0.2583731412887573,
    0.5209301114082336,
    0.49689429998397827,
    0.393063485622406,
    0.12227068096399307,
    0.4433496594429016,
    0.3311257064342499,
    0.46829259395599365,
    0.30409345030784607,
    0.7179485559463501,
    0.4519229531288147,
    0.44198882579803467,
    0.27173903584480286,
    0.17100363969802856,
    0.22429899871349335,
    0.2175731509923935,
    0.2117646485567093,
    0.6345380544662476,
    0.43333324790000916,
    0.4096384644508362,
    0.5279999375343323,
    0.17699109017848969,
    0.37999987602233887,
    0.22707417607307434,
    0.5169490575790405,
    0.5961536765098572,
    0.16161610186100006,
    0.09696962684392929,
    0.32748526334762573,
    0.15555550158023834,
    0.3362830877304077,
    0.6268655061721802,
    0.19199992716312408,
    0.17391297221183777,
    0.44230756163597107,
    0.36842095851898193,
    0.35978829860687256,
    0.16107375919818878,
    0.334727942943573,
    0.26785707473754883,
    0.4230768084526062,
    0.2099999338388443,
    0.18045106530189514,
    0.6105261445045471,
    0.42857131361961365,
    0.24999988079071045,
    0.3603602349758148,
    0.1809523105621338,
    0.309278279542923
   ],
   "time": 38.139920455403626,
   "param": null
  },
  {
   "epoch": 64,
   "train_loss": 0.2874196469783783,
   "val_loss": 3.6653192043304443,
   "acc": 33.78,
   "f1": [
    0.666666567325592,
    0.3468207120895386,
    0.2208588421344757,
    0.26804113388061523,
    0.18779337406158447,
    0.32941165566444397,
    0.3800903856754303,
    0.38974347710609436,
    0.3319500982761383,
    0.4260353744029999,
    0.16901402175426483,
    0.18719203770160675,
    0.3467741012573242,
    0.24793381989002228,
    0.21192045509815216,
    0.16842098534107208,
    0.4204544126987457,
    0.4864863455295563,
    0.309859037399292,
    0.24107137322425842,
    0.6627217531204224,
    0.47513800859451294,
    0.304526686668396,
    0.5131577253341675,
    0.6242773532867432,
    0.2634729743003845,
    0.3018867075443268,
    0.14285707473754883,
    0.5252523422241211,
    0.3459458649158478,
    0.3959389626979828,
    0.37288129329681396,
    0.22580638527870178,
    0.39560428261756897,
    0.26666656136512756,
    0.12499994784593582,
    0.28368785977363586,
    0.20325198769569397,
    0.18884113430976868,
    0.4596773386001587,
    0.3425924777984619,
    0.5903612971305847,
    0.24285709857940674,
    0.21834053099155426,
    0.12682920694351196,
    0.1729728877544403,
    0.10606056451797485,
    0.45226117968559265,
    0.45161280035972595,
    0.4149376451969147,
    0.1789472997188568,
    0.2473117560148239,
    0.5022420287132263,
    0.5806450843811035,
    0.36529669165611267,
    0.09876536577939987,
    0.3931623101234436,
    0.34374991059303284,
    0.4259258210659027,
    0.3259258568286896,
    0.7539265155792236,
    0.41975298523902893,
    0.2972972095012665,
    0.3515150547027588,
    0.1650484949350357,
    0.19428564608097076,
    0.1957446187734604,
    0.21590900421142578,
    0.6851851344108582,
    0.6138612627983093,
    0.34722214937210083,
    0.5483869910240173,
    0.0946744978427887,
    0.3739129900932312,
    0.25668442249298096,
    0.5151513814926147,
    0.587155818939209,
    0.2136751413345337,
    0.208791121840477,
    0.2882882058620453,
    0.1339712291955948,
    0.28260859847068787,
    0.6489360928535461,
    0.34972667694091797,
    0.22891558706760406,
    0.3999998867511749,
    0.467661589384079,
    0.329670250415802,
    0.15315312147140503,
    0.2933332622051239,
    0.24413138628005981,
    0.4782607853412628,
    0.2165604531764984,
    0.21551716327667236,
    0.5416665077209473,
    0.4198893904685974,
    0.1965317279100418,
    0.30999991297721863,
    0.10975604504346848,
    0.33918121457099915
   ],
   "time": 38.26598699018359,
   "param": null
  },
  {
   "epoch": 65,
   "train_loss": 0.258563369512558,
   "val_loss": 3.968593120574951,
   "acc": 33.71,
   "f1": [
    0.6239315271377563,
    0.4711109697818756,
    0.19354835152626038,
    0.1675977110862732,
    0.1696968972682953,
    0.30857133865356445,
    0.26845628023147583,
    0.38497641682624817,
    0.3880595862865448,
    0.45544540882110596,
    0.1290321946144104,
    0.15384608507156372,
    0.2999999225139618,
    0.20125779509544373,
    0.1898733526468277,
    0.2923975884914398,
    0.3300969898700714,
    0.5360823273658752,
    0.24505920708179474,
    0.22009563446044922,
    0.6408838629722595,
    0.4417669475078583,
    0.3314915895462036,
    0.445652037858963,
    0.5645932555198669,
    0.23280414938926697,
    0.2541435658931732,
    0.18791939318180084,
    0.4864863455295563,
    0.2658226788043976,
    0.3411763310432434,
    0.2643677294254303,
    0.28571420907974243,
    0.36633655428886414,
    0.2723003923892975,
    0.194871723651886,
    0.3386242389678955,
    0.26262614130973816,
    0.16783210635185242,
    0.4878047704696655,
    0.33333319425582886,
    0.57297283411026,
    0.2543858587741852,
    0.31372538208961487,
    0.09696962684392929,
    0.17117109894752502,
    0.2048192024230957,
    0.46215128898620605,
    0.5573769211769104,
    0.4489794969558716,
    0.12499994784593582,
    0.2716980576515198,
    0.4823527932167053,
    0.5486724376678467,
    0.36134445667266846,
    0.10970457643270493,
    0.4938269853591919,
    0.3278687596321106,
    0.3862067759037018,
    0.3113771378993988,
    0.6896550059318542,
    0.5212765336036682,
    0.44444435834884644,
    0.33212989568710327,
    0.14222215116024017,
    0.15217386186122894,
    0.225680872797966,
    0.25874119997024536,
    0.6666665077209473,
    0.5887445211410522,
    0.37681150436401367,
    0.6185566186904907,
    0.10416660457849503,
    0.33333322405815125,
    0.2062779664993286,
    0.6380366683006287,
    0.4834436774253845,
    0.1390373706817627,
    0.1854303926229477,
    0.262711763381958,
    0.13333328068256378,
    0.28415289521217346,
    0.6530610918998718,
    0.31390124559402466,
    0.17808210849761963,
    0.5023695826530457,
    0.32107013463974,
    0.3271027207374573,
    0.1754385381937027,
    0.2751321792602539,
    0.26666656136512756,
    0.4489794969558716,
    0.24875615537166595,
    0.1485147923231125,
    0.53465336561203,
    0.45197728276252747,
    0.36956506967544556,
    0.2882882058620453,
    0.1777777075767517,
    0.31818172335624695
   ],
   "time": 39.152488972991705,
   "param": null
  },
  {
   "epoch": 66,
   "train_loss": 0.16788840293884277,
   "val_loss": 3.5144009590148926,
   "acc": 34.59,
   "f1": [
    0.7083331942558289,
    0.44848471879959106,
    0.23300965130329132,
    0.17441853880882263,
    0.1734103411436081,
    0.2843601107597351,
    0.3087247312068939,
    0.3763439953327179,
    0.32812491059303284,
    0.4099377691745758,
    0.17194563150405884,
    0.18025743961334229,
    0.3389829397201538,
    0.26086950302124023,
    0.21596238017082214,
    0.20105813443660736,
    0.37185919284820557,
    0.5096152424812317,
    0.390243798494339,
    0.2569831311702728,
    0.604255199432373,
    0.49565204977989197,
    0.30769219994544983,
    0.4913792312145233,
    0.5990337133407593,
    0.277310848236084,
    0.3653844892978668,
    0.13157887756824493,
    0.4595744013786316,
    0.3657141625881195,
    0.4114284813404083,
    0.3076922297477722,
    0.28571420907974243,
    0.3421051502227783,
    0.3063828945159912,
    0.12716756761074066,
    0.29032251238822937,
    0.23414628207683563,
    0.17283941805362701,
    0.4070795178413391,
    0.3265305161476135,
    0.6162160634994507,
    0.2559240758419037,
    0.31067952513694763,
    0.15189868211746216,
    0.1764705330133438,
    0.23300965130329132,
    0.3999999165534973,
    0.5136185884475708,
    0.4161849021911621,
    0.1818181276321411,
    0.25490185618400574,
    0.49999988079071045,
    0.5787232518196106,
    0.4059404730796814,
    0.1164020448923111,
    0.4269661605358124,
    0.3417084515094757,
    0.4192138612270355,
    0.23448269069194794,
    0.6586344242095947,
    0.5079363584518433,
    0.504761815071106,
    0.38028159737586975,
    0.11235948652029037,
    0.15277770161628723,
    0.14193542301654816,
    0.360248327255249,
    0.5922329425811768,
    0.5915491580963135,
    0.38766512274742126,
    0.49999988079071045,
    0.13636356592178345,
    0.3409090042114258,
    0.1909089982509613,
    0.5263156890869141,
    0.662983238697052,
    0.15853650867938995,
    0.16993455588817596,
    0.11594197899103165,
    0.15789467096328735,
    0.29665064811706543,
    0.6249998807907104,
    0.327868789434433,
    0.24050623178482056,
    0.41269832849502563,
    0.47619032859802246,
    0.38095229864120483,
    0.09302318841218948,
    0.2623906135559082,
    0.26973676681518555,
    0.4579438269138336,
    0.19753079116344452,
    0.22330091893672943,
    0.6028706431388855,
    0.44670039415359497,
    0.30999991297721863,
    0.33783775568008423,
    0.09523803740739822,
    0.2832617461681366
   ],
   "time": 38.32939819805324,
   "param": null
  },
  {
   "epoch": 67,
   "train_loss": 0.1874544769525528,
   "val_loss": 3.888148069381714,
   "acc": 32.29,
   "f1": [
    0.5905510783195496,
    0.4537035822868347,
    0.15189866721630096,
    0.19780214130878448,
    0.1682242453098297,
    0.2765956223011017,
    0.35502949357032776,
    0.3289472758769989,
    0.2790696918964386,
    0.40784305334091187,
    0.14207643270492554,
    0.1683167666196823,
    0.27814561128616333,
    0.2967032194137573,
    0.19101116061210632,
    0.20359273254871368,
    0.3707864284515381,
    0.3116881847381592,
    0.25589218735694885,
    0.17283941805362701,
    0.6024094820022583,
    0.4372468888759613,
    0.33939382433891296,
    0.43438899517059326,
    0.5539904832839966,
    0.22950810194015503,
    0.2953019142150879,
    0.2018347978591919,
    0.45226117968559265,
    0.32402223348617554,
    0.30864188075065613,
    0.2452106475830078,
    0.3265305161476135,
    0.37320560216903687,
    0.2873562276363373,
    0.19811314344406128,
    0.35483860969543457,
    0.180851012468338,
    0.20454540848731995,
    0.3421051502227783,
    0.30541861057281494,
    0.6629211902618408,
    0.23204411566257477,
    0.33476385474205017,
    0.10256403684616089,
    0.11392398923635483,
    0.16923071444034576,
    0.45631060004234314,
    0.3851850926876068,
    0.32335323095321655,
    0.10569099336862564,
    0.277310848236084,
    0.4204544126987457,
    0.5683058500289917,
    0.3542855978012085,
    0.07954539358615875,
    0.4232803285121918,
    0.3175964951515198,
    0.4487178325653076,
    0.30769217014312744,
    0.6276593804359436,
    0.44827571511268616,
    0.49327346682548523,
    0.28571420907974243,
    0.1445782482624054,
    0.15699653327465057,
    0.2758619785308838,
    0.20720712840557098,
    0.639269232749939,
    0.4915253520011902,
    0.4269661605358124,
    0.450793594121933,
    0.11363628506660461,
    0.34337344765663147,
    0.238805890083313,
    0.528846025466919,
    0.5244754552841187,
    0.11594196408987045,
    0.12598420679569244,
    0.2507461905479431,
    0.1722845733165741,
    0.1911763846874237,
    0.6666665077209473,
    0.3529410660266876,
    0.2062779664993286,
    0.38596484065055847,
    0.40740731358528137,
    0.38043469190597534,
    0.09271517395973206,
    0.30057793855667114,
    0.2456139326095581,
    0.49999988079071045,
    0.19999992847442627,
    0.210526242852211,
    0.5360823273658752,
    0.42857131361961365,
    0.3453814387321472,
    0.290502667427063,
    0.1525423228740692,
    0.3228345811367035
   ],
   "time": 38.37385005503893,
   "param": null
  },
  {
   "epoch": 68,
   "train_loss": 0.21251338720321655,
   "val_loss": 3.664679527282715,
   "acc": 33.79,
   "f1": [
    0.6627217531204224,
    0.4565216302871704,
    0.22891558706760406,
    0.16842098534107208,
    0.23293164372444153,
    0.2980768382549286,
    0.3999999165534973,
    0.39583319425582886,
    0.37499988079071045,
    0.4242422878742218,
    0.15116271376609802,
    0.21296289563179016,
    0.3831774890422821,
    0.23834188282489777,
    0.25668442249298096,
    0.18867920339107513,
    0.3619908392429352,
    0.4261167645454407,
    0.21582727134227753,
    0.1916666179895401,
    0.6702126860618591,
    0.46956515312194824,
    0.2731276750564575,
    0.40892186760902405,
    0.5979380011558533,
    0.2366863340139389,
    0.32291656732559204,
    0.22891558706760406,
    0.5157893896102905,
    0.38461530208587646,
    0.3867923319339752,
    0.32432422041893005,
    0.2488037496805191,
    0.33333325386047363,
    0.25906726717948914,
    0.14117643237113953,
    0.34123215079307556,
    0.22471904754638672,
    0.16923071444034576,
    0.3999999165534973,
    0.34254133701324463,
    0.624390184879303,
    0.24277448654174805,
    0.2762430012226105,
    0.10055860131978989,
    0.17085421085357666,
    0.20560741424560547,
    0.462584912776947,
    0.5310733318328857,
    0.3981899321079254,
    0.1499999314546585,
    0.2366863340139389,
    0.6133331656455994,
    0.48447185754776,
    0.36123335361480713,
    0.11363628506660461,
    0.527607262134552,
    0.39631327986717224,
    0.44976064562797546,
    0.22999992966651917,
    0.6459625363349915,
    0.39285701513290405,
    0.40624991059303284,
    0.3617020547389984,
    0.17142851650714874,
    0.11695900559425354,
    0.18032780289649963,
    0.2882882058620453,
    0.6777776479721069,
    0.6220094561576843,
    0.3474177420139313,
    0.4275861084461212,
    0.15999992191791534,
    0.24999989569187164,
    0.24999991059303284,
    0.577777624130249,
    0.5499998927116394,
    0.10989003628492355,
    0.20408155024051666,
    0.24277448654174805,
    0.1657457947731018,
    0.2882882058620453,
    0.6524062752723694,
    0.3522725999355316,
    0.20105813443660736,
    0.4590162932872772,
    0.3591548204421997,
    0.3385826051235199,
    0.15789468586444855,
    0.30857133865356445,
    0.24761897325515747,
    0.4678361415863037,
    0.2741115987300873,
    0.22018341720104218,
    0.5761315822601318,
    0.4120602011680603,
    0.32579174637794495,
    0.2910446524620056,
    0.13924044370651245,
    0.2436547577381134
   ],
   "time": 38.200766207650304,
   "param": null
  },
  {
   "epoch": 69,
   "train_loss": 0.1748514026403427,
   "val_loss": 3.621272087097168,
   "acc": 34.24,
   "f1": [
    0.6794257164001465,
    0.41573023796081543,
    0.20224712789058685,
    0.23744283616542816,
    0.19459453225135803,
    0.2749999165534973,
    0.2906976044178009,
    0.4198893904685974,
    0.43601882457733154,
    0.41964274644851685,
    0.1647939532995224,
    0.21518979966640472,
    0.3444443643093109,
    0.2597401440143585,
    0.23966935276985168,
    0.18713442981243134,
    0.3580785095691681,
    0.4585364758968353,
    0.3076922297477722,
    0.24390234053134918,
    0.6448596715927124,
    0.4827585518360138,
    0.2574256360530853,
    0.41975298523902893,
    0.613756537437439,
    0.2062779664993286,
    0.2758619785308838,
    0.15204671025276184,
    0.5617976188659668,
    0.2807016372680664,
    0.393063485622406,
    0.3157894015312195,
    0.2758619785308838,
    0.3874344527721405,
    0.3287670314311981,
    0.19230762124061584,
    0.32941165566444397,
    0.23115570843219757,
    0.19999992847442627,
    0.432748407125473,
    0.304526686668396,
    0.639593780040741,
    0.25112098455429077,
    0.3069306015968323,
    0.1191488727927208,
    0.12222215533256531,
    0.17112290859222412,
    0.45054933428764343,
    0.5654449462890625,
    0.4574466943740845,
    0.18090447783470154,
    0.25906726717948914,
    0.47120407223701477,
    0.5934064984321594,
    0.3529410660266876,
    0.09999993443489075,
    0.43930622935295105,
    0.3141360282897949,
    0.44444429874420166,
    0.2723003923892975,
    0.7204300165176392,
    0.5044246912002563,
    0.48484835028648376,
    0.31901830434799194,
    0.13245029747486115,
    0.19004517793655396,
    0.23529404401779175,
    0.2870812714099884,
    0.6915886998176575,
    0.5764191746711731,
    0.3247862458229065,
    0.5607475638389587,
    0.1481480747461319,
    0.3934425115585327,
    0.20270265638828278,
    0.5454543828964233,
    0.6016947627067566,
    0.09302318841218948,
    0.20202013850212097,
    0.2938387989997864,
    0.19753079116344452,
    0.2702701687812805,
    0.6631014943122864,
    0.31999990344047546,
    0.1951218843460083,
    0.40322571992874146,
    0.4277455508708954,
    0.334545373916626,
    0.13043473660945892,
    0.3414633274078369,
    0.2424241602420807,
    0.4541061818599701,
    0.23346298933029175,
    0.20087330043315887,
    0.6326529383659363,
    0.4431816637516022,
    0.30541861057281494,
    0.3551400303840637,
    0.1481480747461319,
    0.2960287928581238
   ],
   "time": 39.32995577342808,
   "param": null
  },
  {
   "epoch": 70,
   "train_loss": 0.23170506954193115,
   "val_loss": 3.8882598876953125,
   "acc": 33.83,
   "f1": [
    0.5714284181594849,
    0.4028776288032532,
    0.1925925314426422,
    0.17760612070560455,
    0.19138747453689575,
    0.33492809534072876,
    0.34920626878738403,
    0.32599109411239624,
    0.39378228783607483,
    0.41739121079444885,
    0.1481480747461319,
    0.1916166990995407,
    0.2521738111972809,
    0.2923975884914398,
    0.22510816156864166,
    0.17721512913703918,
    0.3576158285140991,
    0.45128190517425537,
    0.2871793806552887,
    0.19444438815116882,
    0.6703295111656189,
    0.4541061818599701,
    0.278787761926651,
    0.4823527932167053,
    0.5648146867752075,
    0.2629106938838959,
    0.30057793855667114,
    0.20444436371326447,
    0.539215624332428,
    0.34254133701324463,
    0.3315507173538208,
    0.2702701687812805,
    0.282828152179718,
    0.30303019285202026,
    0.24727267026901245,
    0.2075471132993698,
    0.345177561044693,
    0.2528734505176544,
    0.2366863340139389,
    0.527607262134552,
    0.2886596620082855,
    0.6627905368804932,
    0.2433861643075943,
    0.20134222507476807,
    0.14953264594078064,
    0.16842098534107208,
    0.21551716327667236,
    0.4385963976383209,
    0.5167463421821594,
    0.3654821515083313,
    0.1414140909910202,
    0.31355923414230347,
    0.5057469606399536,
    0.5775861144065857,
    0.3699999153614044,
    0.06802716106176376,
    0.4491977095603943,
    0.32452818751335144,
    0.5026736855506897,
    0.31325292587280273,
    0.704545259475708,
    0.46540868282318115,
    0.47963786125183105,
    0.37999987602233887,
    0.1834060400724411,
    0.18749994039535522,
    0.2124999314546585,
    0.28048771619796753,
    0.639269232749939,
    0.6036034822463989,
    0.41284388303756714,
    0.5279999375343323,
    0.11249993741512299,
    0.24598921835422516,
    0.2065216600894928,
    0.6066349744796753,
    0.6310158967971802,
    0.14243318140506744,
    0.14893612265586853,
    0.2702701687812805,
    0.18072283267974854,
    0.31067952513694763,
    0.6350710391998291,
    0.32978713512420654,
    0.24418595433235168,
    0.3976607024669647,
    0.41964274644851685,
    0.3756905198097229,
    0.11891885101795197,
    0.3314915895462036,
    0.2653060555458069,
    0.48205116391181946,
    0.22471901774406433,
    0.16915416717529297,
    0.5775399804115295,
    0.4608694612979889,
    0.2550334632396698,
    0.3414633274078369,
    0.11607135832309723,
    0.27999991178512573
   ],
   "time": 38.332527049817145,
   "param": null
  },
  {
   "epoch": 71,
   "train_loss": 0.23248769342899323,
   "val_loss": 4.075963973999023,
   "acc": 32.53,
   "f1": [
    0.624390184879303,
    0.39655160903930664,
    0.23529402911663055,
    0.19178076088428497,
    0.14201176166534424,
    0.22857137024402618,
    0.33333322405815125,
    0.23225797712802887,
    0.33802807331085205,
    0.4756755530834198,
    0.1722487509250641,
    0.17307688295841217,
    0.2923975884914398,
    0.26845628023147583,
    0.23584897816181183,
    0.18999992311000824,
    0.4249998927116394,
    0.49999988079071045,
    0.2954544425010681,
    0.18090447783470154,
    0.6082947254180908,
    0.40677958726882935,
    0.3373492956161499,
    0.47846877574920654,
    0.5739129781723022,
    0.24409443140029907,
    0.31632643938064575,
    0.21468918025493622,
    0.487046480178833,
    0.34736835956573486,
    0.27096763253211975,
    0.32804223895072937,
    0.1881532520055771,
    0.36909863352775574,
    0.22222216427326202,
    0.19587622582912445,
    0.2582780718803406,
    0.24864855408668518,
    0.1673639565706253,
    0.3354036211967468,
    0.29464277625083923,
    0.6129031181335449,
    0.20338977873325348,
    0.22702695429325104,
    0.10526309907436371,
    0.15602830052375793,
    0.16931210458278656,
    0.4607841968536377,
    0.48226940631866455,
    0.4606740176677704,
    0.0898875743150711,
    0.2592591345310211,
    0.4469272196292877,
    0.5220587253570557,
    0.3060108423233032,
    0.1391303837299347,
    0.4358973205089569,
    0.2547769844532013,
    0.4713374376296997,
    0.2784809172153473,
    0.7088606357574463,
    0.4352940320968628,
    0.46829259395599365,
    0.33333322405815125,
    0.14678892493247986,
    0.17142850160598755,
    0.13636358082294464,
    0.22485199570655823,
    0.6727271676063538,
    0.5118108987808228,
    0.3586955666542053,
    0.5945944786071777,
    0.17877088487148285,
    0.34821417927742004,
    0.20689648389816284,
    0.5151513814926147,
    0.5658913850784302,
    0.12698408961296082,
    0.14814810454845428,
    0.2783504128456116,
    0.09954744577407837,
    0.3043477535247803,
    0.6532661318778992,
    0.3578946590423584,
    0.22115376591682434,
    0.41666656732559204,
    0.41176459193229675,
    0.3384614586830139,
    0.11023616790771484,
    0.3428570628166199,
    0.246575266122818,
    0.3865545094013214,
    0.21621613204479218,
    0.12716756761074066,
    0.6161136031150818,
    0.4034333825111389,
    0.23529402911663055,
    0.24999992549419403,
    0.13999994099140167,
    0.3205574154853821
   ],
   "time": 39.210984197445214,
   "param": null
  },
  {
   "epoch": 72,
   "train_loss": 0.2442059963941574,
   "val_loss": 4.035355567932129,
   "acc": 31.93,
   "f1": [
    0.5035970211029053,
    0.390243798494339,
    0.2376236915588379,
    0.13235288858413696,
    0.20111726224422455,
    0.2967032194137573,
    0.3152708411216736,
    0.28571420907974243,
    0.3587442934513092,
    0.413043349981308,
    0.2115383893251419,
    0.1641024947166443,
    0.2941175401210785,
    0.2452106475830078,
    0.21097040176391602,
    0.23076917231082916,
    0.36686381697654724,
    0.43373486399650574,
    0.26136353611946106,
    0.20105813443660736,
    0.4624999761581421,
    0.4605261981487274,
    0.319248765707016,
    0.5058822631835938,
    0.5882351994514465,
    0.21782174706459045,
    0.28310492634773254,
    0.174496591091156,
    0.5157893896102905,
    0.30115818977355957,
    0.322274774312973,
    0.30851057171821594,
    0.2765956223011017,
    0.3199998736381531,
    0.2718445658683777,
    0.16363631188869476,
    0.25301194190979004,
    0.1731601059436798,
    0.15702472627162933,
    0.4135020077228546,
    0.3274335563182831,
    0.6242773532867432,
    0.22772268950939178,
    0.2446807622909546,
    0.16049376130104065,
    0.24050623178482056,
    0.23076915740966797,
    0.4018263518810272,
    0.505154550075531,
    0.3552630543708801,
    0.1965317279100418,
    0.2976743280887604,
    0.5241934061050415,
    0.5454544425010681,
    0.3831774890422821,
    0.10138242691755295,
    0.48936155438423157,
    0.3096773326396942,
    0.38888877630233765,
    0.30107519030570984,
    0.6125460267066956,
    0.3648647665977478,
    0.4434387683868408,
    0.32369929552078247,
    0.1656804084777832,
    0.15686267614364624,
    0.16730032861232758,
    0.24154582619667053,
    0.6064514517784119,
    0.6276593804359436,
    0.42708319425582886,
    0.4773661196231842,
    0.13636356592178345,
    0.362790584564209,
    0.2371133416891098,
    0.554216742515564,
    0.6101693511009216,
    0.10370365530252457,
    0.20224712789058685,
    0.2695034444332123,
    0.16853927075862885,
    0.16915416717529297,
    0.5607475638389587,
    0.3101603388786316,
    0.18604646623134613,
    0.389104962348938,
    0.3523315489292145,
    0.39252325892448425,
    0.1503758728504181,
    0.3089430034160614,
    0.2131146788597107,
    0.4361701011657715,
    0.21904754638671875,
    0.15294109284877777,
    0.5061726570129395,
    0.494381844997406,
    0.17834389209747314,
    0.2944161295890808,
    0.11363628506660461,
    0.2446807622909546
   ],
   "time": 39.255277927964926,
   "param": null
  },
  {
   "epoch": 73,
   "train_loss": 0.22539874911308289,
   "val_loss": 3.992863178253174,
   "acc": 33.07,
   "f1": [
    0.33802807331085205,
    0.3999999165534973,
    0.2443438321352005,
    0.13872826099395752,
    0.19277101755142212,
    0.29032251238822937,
    0.3628317713737488,
    0.3069306015968323,
    0.4108106791973114,
    0.4408600926399231,
    0.1729728877544403,
    0.2085307389497757,
    0.27083322405815125,
    0.2613064646720886,
    0.20454540848731995,
    0.20118334889411926,
    0.34920626878738403,
    0.37735840678215027,
    0.30409345030784607,
    0.2176164984703064,
    0.6508874893188477,
    0.43523305654525757,
    0.3225805461406708,
    0.487046480178833,
    0.603550136089325,
    0.27083322405815125,
    0.2955664098262787,
    0.15609751641750336,
    0.48936155438423157,
    0.33333325386047363,
    0.40796008706092834,
    0.3061223328113556,
    0.2812499403953552,
    0.32335323095321655,
    0.26415085792541504,
    0.20320846140384674,
    0.3121950626373291,
    0.19736838340759277,
    0.19631893932819366,
    0.45405393838882446,
    0.32191771268844604,
    0.5828570127487183,
    0.24277448654174805,
    0.26666659116744995,
    0.16379304230213165,
    0.1546391248703003,
    0.19730934500694275,
    0.48936155438423157,
    0.5131577253341675,
    0.47115376591682434,
    0.1879698783159256,
    0.2613064646720886,
    0.44705867767333984,
    0.492537260055542,
    0.4036695957183838,
    0.12021850794553757,
    0.4154588282108307,
    0.3384614884853363,
    0.4133332371711731,
    0.3254236578941345,
    0.6698563694953918,
    0.5263156294822693,
    0.4085105359554291,
    0.2775799632072449,
    0.1254354864358902,
    0.16853927075862885,
    0.24454142153263092,
    0.23484840989112854,
    0.697435736656189,
    0.5863873362541199,
    0.3225805461406708,
    0.559321939945221,
    0.08943083882331848,
    0.30107519030570984,
    0.17142851650714874,
    0.5423727631568909,
    0.5999999046325684,
    0.20183482766151428,
    0.1509433388710022,
    0.3119265139102936,
    0.15151509642601013,
    0.34972667694091797,
    0.6324785351753235,
    0.3260868787765503,
    0.23076915740966797,
    0.33333322405815125,
    0.40217384696006775,
    0.34920623898506165,
    0.11111105233430862,
    0.3394494354724884,
    0.2949307858943939,
    0.37563440203666687,
    0.2347417026758194,
    0.13675208389759064,
    0.5991188287734985,
    0.4659089744091034,
    0.38095229864120483,
    0.3473052978515625,
    0.15999992191791534,
    0.3186812400817871
   ],
   "time": 39.22391343489289,
   "param": null
  },
  {
   "epoch": 74,
   "train_loss": 0.27346962690353394,
   "val_loss": 4.117353439331055,
   "acc": 33.28,
   "f1": [
    0.6257666945457458,
    0.40540531277656555,
    0.21874992549419403,
    0.1647058129310608,
    0.1290321946144104,
    0.29464277625083923,
    0.346320241689682,
    0.2786068916320801,
    0.34042543172836304,
    0.4720495045185089,
    0.19323663413524628,
    0.2275448441505432,
    0.3084111213684082,
    0.3248729705810547,
    0.2117646485567093,
    0.20454540848731995,
    0.3088234066963196,
    0.5050503611564636,
    0.24271836876869202,
    0.21874994039535522,
    0.5614033341407776,
    0.4415583610534668,
    0.32704389095306396,
    0.3483870029449463,
    0.5279186367988586,
    0.2553190588951111,
    0.3003951609134674,
    0.24742262065410614,
    0.4973543584346771,
    0.31746023893356323,
    0.3428570628166199,
    0.33333322405815125,
    0.2601625323295593,
    0.32051271200180054,
    0.238805890083313,
    0.15555550158023834,
    0.32352936267852783,
    0.21698106825351715,
    0.2120140790939331,
    0.4545453190803528,
    0.3599999248981476,
    0.6078430414199829,
    0.26190465688705444,
    0.23829780519008636,
    0.1957446187734604,
    0.20289850234985352,
    0.23030294477939606,
    0.474226713180542,
    0.5405403971672058,
    0.4041449725627899,
    0.13043473660945892,
    0.2653060257434845,
    0.5700933337211609,
    0.587155818939209,
    0.4065040051937103,
    0.12093015760183334,
    0.42790690064430237,
    0.32124343514442444,
    0.46017688512802124,
    0.33939382433891296,
    0.7171715497970581,
    0.4567900002002716,
    0.45238083600997925,
    0.36956506967544556,
    0.14814810454845428,
    0.1717790812253952,
    0.17105256021022797,
    0.23232315480709076,
    0.6732671856880188,
    0.6057690978050232,
    0.3314915895462036,
    0.4397905170917511,
    0.13084106147289276,
    0.30388686060905457,
    0.18699179589748383,
    0.559139609336853,
    0.5779815316200256,
    0.12765949964523315,
    0.1499999463558197,
    0.22666659951210022,
    0.10362687706947327,
    0.2601625323295593,
    0.6371680498123169,
    0.2682925760746002,
    0.18749994039535522,
    0.41346144676208496,
    0.43786972761154175,
    0.3720929026603699,
    0.14772720634937286,
    0.33684200048446655,
    0.28571420907974243,
    0.39215677976608276,
    0.24050623178482056,
    0.19999994337558746,
    0.5363127589225769,
    0.39148926734924316,
    0.20930226147174835,
    0.31249991059303284,
    0.1450776606798172,
    0.34374991059303284
   ],
   "time": 38.06167478207499,
   "param": null
  },
  {
   "epoch": 75,
   "train_loss": 0.22618141770362854,
   "val_loss": 3.7419273853302,
   "acc": 34.71,
   "f1": [
    0.683937668800354,
    0.46009382605552673,
    0.2075471132993698,
    0.2025315761566162,
    0.238805890083313,
    0.30769219994544983,
    0.3487178385257721,
    0.3209875524044037,
    0.41975298523902893,
    0.38647329807281494,
    0.18934904038906097,
    0.21138204634189606,
    0.38862547278404236,
    0.27999991178512573,
    0.21978014707565308,
    0.24580998718738556,
    0.39285704493522644,
    0.5221238136291504,
    0.2096773386001587,
    0.2275448441505432,
    0.6404492855072021,
    0.47761180996894836,
    0.29523801803588867,
    0.4666665494441986,
    0.6206895112991333,
    0.26373615860939026,
    0.24050623178482056,
    0.16279062628746033,
    0.488262802362442,
    0.3157893717288971,
    0.29365071654319763,
    0.29074883460998535,
    0.2561575770378113,
    0.3495144844055176,
    0.31999990344047546,
    0.19867542386054993,
    0.3232322335243225,
    0.21686740219593048,
    0.2526314854621887,
    0.4713374376296997,
    0.2996253967285156,
    0.6256982088088989,
    0.25870639085769653,
    0.29268282651901245,
    0.22222214937210083,
    0.19607838988304138,
    0.18811874091625214,
    0.40268445014953613,
    0.4717947542667389,
    0.39784935116767883,
    0.14166660606861115,
    0.299465149641037,
    0.4951455295085907,
    0.6220094561576843,
    0.37623751163482666,
    0.12359543144702911,
    0.43786972761154175,
    0.4059404730796814,
    0.42285704612731934,
    0.3351350426673889,
    0.7979272603988647,
    0.4772725999355316,
    0.411984920501709,
    0.2999998927116394,
    0.13043470680713654,
    0.17869408428668976,
    0.18090447783470154,
    0.23166018724441528,
    0.7192116975784302,
    0.5254236459732056,
    0.3959389626979828,
    0.5875704884529114,
    0.10526309162378311,
    0.3535352647304535,
    0.19672124087810516,
    0.5338981747627258,
    0.6099998950958252,
    0.1360543668270111,
    0.12682920694351196,
    0.30337071418762207,
    0.16304342448711395,
    0.2933332324028015,
    0.6927372813224792,
    0.3499998450279236,
    0.17333325743675232,
    0.44715434312820435,
    0.3576158583164215,
    0.3983050286769867,
    0.1290321946144104,
    0.3152172863483429,
    0.30270257592201233,
    0.43925222754478455,
    0.26395928859710693,
    0.2065216600894928,
    0.6530610918998718,
    0.47161564230918884,
    0.3442622125148773,
    0.38596484065055847,
    0.12087904661893845,
    0.40926632285118103
   ],
   "time": 39.29196320194751,
   "param": null
  },
  {
   "epoch": 76,
   "train_loss": 0.15621095895767212,
   "val_loss": 3.5359113216400146,
   "acc": 34.75,
   "f1": [
    0.6261681318283081,
    0.42156851291656494,
    0.20095685124397278,
    0.1656804084777832,
    0.14285707473754883,
    0.3628690838813782,
    0.327644944190979,
    0.3300969898700714,
    0.40350866317749023,
    0.46511611342430115,
    0.21568621695041656,
    0.1509433388710022,
    0.3274335563182831,
    0.2722512185573578,
    0.22916659712791443,
    0.20512813329696655,
    0.436893105506897,
    0.41379299759864807,
    0.23188398778438568,
    0.21794864535331726,
    0.657142698764801,
    0.5106381177902222,
    0.3456788659095764,
    0.5110130310058594,
    0.6355138421058655,
    0.28048771619796753,
    0.26395928859710693,
    0.19999992847442627,
    0.5524860620498657,
    0.3463686406612396,
    0.39449530839920044,
    0.31249991059303284,
    0.28220847249031067,
    0.3195265531539917,
    0.30526304244995117,
    0.19047611951828003,
    0.30057793855667114,
    0.2555064857006073,
    0.20118334889411926,
    0.3880596160888672,
    0.3603602349758148,
    0.5844747424125671,
    0.2488888055086136,
    0.23684203624725342,
    0.1762113720178604,
    0.131687194108963,
    0.21714277565479279,
    0.38043469190597534,
    0.49579817056655884,
    0.35675665736198425,
    0.2167486995458603,
    0.30409345030784607,
    0.4787643849849701,
    0.5698322653770447,
    0.38775497674942017,
    0.11299428343772888,
    0.4632767140865326,
    0.3348836302757263,
    0.45714277029037476,
    0.3152172863483429,
    0.7142855525016785,
    0.4573642313480377,
    0.49999988079071045,
    0.3627450466156006,
    0.15853650867938995,
    0.1503758728504181,
    0.21428564190864563,
    0.29850736260414124,
    0.7149757146835327,
    0.6046510338783264,
    0.41666656732559204,
    0.5217389464378357,
    0.15028895437717438,
    0.3169810175895691,
    0.21090902388095856,
    0.5576921701431274,
    0.6923075318336487,
    0.15023468434810638,
    0.13114748895168304,
    0.28571417927742004,
    0.18390797078609467,
    0.28571417927742004,
    0.6763284206390381,
    0.36607131361961365,
    0.21428564190864563,
    0.38216549158096313,
    0.4787232577800751,
    0.3351350426673889,
    0.15384607017040253,
    0.3179486393928528,
    0.2820512056350708,
    0.3793102204799652,
    0.2702701687812805,
    0.19323663413524628,
    0.6067414879798889,
    0.4301074147224426,
    0.2736841142177582,
    0.3216782510280609,
    0.2072538137435913,
    0.24915818870067596
   ],
   "time": 38.25702406838536,
   "param": null
  },
  {
   "epoch": 77,
   "train_loss": 0.17341063916683197,
   "val_loss": 3.502166271209717,
   "acc": 34.45,
   "f1": [
    0.6489360928535461,
    0.46153831481933594,
    0.24390234053134918,
    0.18181809782981873,
    0.16901402175426483,
    0.239520862698555,
    0.29931965470314026,
    0.36904752254486084,
    0.3745581805706024,
    0.4824119210243225,
    0.11688306927680969,
    0.22972965240478516,
    0.33027511835098267,
    0.26086944341659546,
    0.23744283616542816,
    0.17293229699134827,
    0.35744670033454895,
    0.45925915241241455,
    0.2949307858943939,
    0.23717942833900452,
    0.6025103330612183,
    0.49261072278022766,
    0.34920626878738403,
    0.5249998569488525,
    0.5514017343521118,
    0.29743579030036926,
    0.29629620909690857,
    0.14765094220638275,
    0.4666665494441986,
    0.289308100938797,
    0.413043349981308,
    0.228260800242424,
    0.36649200320243835,
    0.33587780594825745,
    0.30158719420433044,
    0.236453115940094,
    0.29714274406433105,
    0.17616572976112366,
    0.21969690918922424,
    0.5086703896522522,
    0.29074883460998535,
    0.5612244009971619,
    0.24892695248126984,
    0.25906726717948914,
    0.17679551243782043,
    0.09999994188547134,
    0.23913034796714783,
    0.44198882579803467,
    0.48587560653686523,
    0.4123710095882416,
    0.15966379642486572,
    0.28019312024116516,
    0.5855854153633118,
    0.4814813435077667,
    0.3999999463558197,
    0.09722216427326202,
    0.502923846244812,
    0.3522725999355316,
    0.4204544126987457,
    0.2784809172153473,
    0.710526168346405,
    0.4129031002521515,
    0.48803818225860596,
    0.3385826051235199,
    0.20895515382289886,
    0.18699179589748383,
    0.29702961444854736,
    0.28571420907974243,
    0.6442306041717529,
    0.5999999046325684,
    0.29166659712791443,
    0.5799998641014099,
    0.1365852952003479,
    0.3478260338306427,
    0.18652844429016113,
    0.5599998831748962,
    0.6048778891563416,
    0.13043473660945892,
    0.1696968972682953,
    0.239999920129776,
    0.1694914698600769,
    0.292307585477829,
    0.5479451417922974,
    0.3643723726272583,
    0.22429899871349335,
    0.4377681314945221,
    0.4717947542667389,
    0.38938042521476746,
    0.12834219634532928,
    0.3113206624984741,
    0.2127658873796463,
    0.45263150334358215,
    0.32888880372047424,
    0.23255808651447296,
    0.5017181634902954,
    0.4756755530834198,
    0.32888880372047424,
    0.2953585684299469,
    0.10457510501146317,
    0.37125736474990845
   ],
   "time": 39.27909090183675,
   "param": null
  },
  {
   "epoch": 78,
   "train_loss": 0.1511877030134201,
   "val_loss": 3.923938512802124,
   "acc": 34.26,
   "f1": [
    0.5932202339172363,
    0.4102562665939331,
    0.20377352833747864,
    0.15116271376609802,
    0.13999994099140167,
    0.2763635516166687,
    0.3626372814178467,
    0.2790696918964386,
    0.37433144450187683,
    0.46739116311073303,
    0.18536579608917236,
    0.2100839763879776,
    0.37668150663375854,
    0.24870456755161285,
    0.26315781474113464,
    0.24870456755161285,
    0.34374991059303284,
    0.48837196826934814,
    0.3736262619495392,
    0.16766461730003357,
    0.6564101576805115,
    0.5632182359695435,
    0.326315701007843,
    0.45833322405815125,
    0.5371899604797363,
    0.223776176571846,
    0.24836592376232147,
    0.19393931329250336,
    0.45161280035972595,
    0.38150280714035034,
    0.3703702688217163,
    0.2687745988368988,
    0.2413792610168457,
    0.35502949357032776,
    0.2972972095012665,
    0.22857138514518738,
    0.2807016372680664,
    0.19905206561088562,
    0.15028895437717438,
    0.43720918893814087,
    0.3301886022090912,
    0.5837318897247314,
    0.21518979966640472,
    0.3411763310432434,
    0.184738889336586,
    0.1642511636018753,
    0.253807008266449,
    0.48913031816482544,
    0.6242773532867432,
    0.4102562665939331,
    0.15859025716781616,
    0.23463678359985352,
    0.5520831942558289,
    0.5933012366294861,
    0.43564343452453613,
    0.06862738728523254,
    0.45226117968559265,
    0.40579700469970703,
    0.49214646220207214,
    0.3370785713195801,
    0.6882590055465698,
    0.48275846242904663,
    0.39784935116767883,
    0.32335323095321655,
    0.17021268606185913,
    0.1647058129310608,
    0.17721512913703918,
    0.2457626312971115,
    0.6011558771133423,
    0.49999988079071045,
    0.39111098647117615,
    0.5374448299407959,
    0.16513754427433014,
    0.290502667427063,
    0.19999992847442627,
    0.5775399804115295,
    0.5762710571289062,
    0.16037730872631073,
    0.24836592376232147,
    0.2473117560148239,
    0.1279069036245346,
    0.3208555281162262,
    0.6311109066009521,
    0.25675666332244873,
    0.2488478720188141,
    0.42857134342193604,
    0.41573023796081543,
    0.3508771061897278,
    0.145695298910141,
    0.372548907995224,
    0.23841053247451782,
    0.3802816569805145,
    0.19867542386054993,
    0.2211054563522339,
    0.5327867269515991,
    0.46874985098838806,
    0.24413138628005981,
    0.31638407707214355,
    0.15384609997272491,
    0.30303022265434265
   ],
   "time": 38.38528550695628,
   "param": null
  },
  {
   "epoch": 79,
   "train_loss": 0.1835089772939682,
   "val_loss": 4.001012325286865,
   "acc": 33.8,
   "f1": [
    0.6497460603713989,
    0.43542423844337463,
    0.16080394387245178,
    0.10909084975719452,
    0.14285708963871002,
    0.3161763846874237,
    0.32885897159576416,
    0.3529410660266876,
    0.38150280714035034,
    0.46486473083496094,
    0.16267937421798706,
    0.22009563446044922,
    0.34862375259399414,
    0.24203814566135406,
    0.20792071521282196,
    0.20792071521282196,
    0.3957218527793884,
    0.4311376214027405,
    0.3111110329627991,
    0.19999991357326508,
    0.6424240469932556,
    0.42477864027023315,
    0.3517586886882782,
    0.5175436735153198,
    0.6217615604400635,
    0.21323524415493011,
    0.24742262065410614,
    0.15702472627162933,
    0.5572138428688049,
    0.3714284598827362,
    0.3487178385257721,
    0.28025469183921814,
    0.23214277625083923,
    0.37499991059303284,
    0.30051806569099426,
    0.22421517968177795,
    0.28571420907974243,
    0.18421046435832977,
    0.22346359491348267,
    0.4788731336593628,
    0.33333325386047363,
    0.6338796615600586,
    0.24154582619667053,
    0.22598862648010254,
    0.21705421805381775,
    0.14342623949050903,
    0.21556879580020905,
    0.488262802362442,
    0.5142855644226074,
    0.3999998867511749,
    0.13846150040626526,
    0.32804223895072937,
    0.5309733152389526,
    0.5560164451599121,
    0.41176462173461914,
    0.09890103340148926,
    0.4154588282108307,
    0.35714274644851685,
    0.38961026072502136,
    0.30051806569099426,
    0.7187498211860657,
    0.4262293577194214,
    0.45714277029037476,
    0.31325292587280273,
    0.1509433388710022,
    0.1945524662733078,
    0.2099446803331375,
    0.22988496720790863,
    0.6701029539108276,
    0.5791853666305542,
    0.3529410660266876,
    0.5221673846244812,
    0.15609751641750336,
    0.29245272278785706,
    0.1965317279100418,
    0.5393257141113281,
    0.5773194432258606,
    0.12380944937467575,
    0.1604277491569519,
    0.2251655012369156,
    0.14689259231090546,
    0.29896897077560425,
    0.6930691599845886,
    0.38135582208633423,
    0.1410255879163742,
    0.3529410660266876,
    0.36180898547172546,
    0.43979042768478394,
    0.14906825125217438,
    0.40641695261001587,
    0.304526686668396,
    0.4140968322753906,
    0.28571420907974243,
    0.19289332628250122,
    0.6344084739685059,
    0.44976064562797546,
    0.27380943298339844,
    0.3502824008464813,
    0.12145744264125824,
    0.3169397711753845
   ],
   "time": 39.16585346870124,
   "param": null
  },
  {
   "epoch": 80,
   "train_loss": 0.1469344049692154,
   "val_loss": 3.4490692615509033,
   "acc": 34.73,
   "f1": [
    0.6063828468322754,
    0.4507041275501251,
    0.2944161295890808,
    0.11249993741512299,
    0.14432983100414276,
    0.30851057171821594,
    0.4036695957183838,
    0.36129021644592285,
    0.4155843257904053,
    0.47115376591682434,
    0.17840369045734406,
    0.2941175699234009,
    0.3940885663032532,
    0.24505920708179474,
    0.2269502729177475,
    0.20689648389816284,
    0.35467973351478577,
    0.4615383744239807,
    0.32704389095306396,
    0.24299058318138123,
    0.70588219165802,
    0.49612393975257874,
    0.33716467022895813,
    0.4043714702129364,
    0.6249998807907104,
    0.2731276750564575,
    0.28054288029670715,
    0.255999892950058,
    0.5280897617340088,
    0.35359105467796326,
    0.3980098366737366,
    0.39520949125289917,
    0.30120471119880676,
    0.3464565873146057,
    0.26086950302124023,
    0.20634914934635162,
    0.32402223348617554,
    0.18285706639289856,
    0.21224483847618103,
    0.4111497402191162,
    0.38053086400032043,
    0.6113988757133484,
    0.2435423731803894,
    0.2955664098262787,
    0.1528661698102951,
    0.16589856147766113,
    0.2444443702697754,
    0.42708319425582886,
    0.5422221422195435,
    0.4145076870918274,
    0.12154688686132431,
    0.3091786503791809,
    0.4696355164051056,
    0.5657369494438171,
    0.33333325386047363,
    0.07999993860721588,
    0.4705881178379059,
    0.2999999225139618,
    0.4200912117958069,
    0.22047238051891327,
    0.7131146788597107,
    0.42156851291656494,
    0.43781083822250366,
    0.43636354804039,
    0.08187128603458405,
    0.24137921631336212,
    0.22950810194015503,
    0.31901830434799194,
    0.666666567325592,
    0.5167463421821594,
    0.3975902497768402,
    0.45398759841918945,
    0.15813946723937988,
    0.26086947321891785,
    0.16049376130104065,
    0.5389220714569092,
    0.613065242767334,
    0.2101166695356369,
    0.1951218843460083,
    0.28187909722328186,
    0.12499994039535522,
    0.2694299519062042,
    0.6371680498123169,
    0.26666656136512756,
    0.2333332598209381,
    0.38541653752326965,
    0.4245808720588684,
    0.3386242389678955,
    0.2061854749917984,
    0.2922373414039612,
    0.28813549876213074,
    0.4579438269138336,
    0.14399996399879456,
    0.24999991059303284,
    0.5906734466552734,
    0.4226802885532379,
    0.35023030638694763,
    0.29059821367263794,
    0.12738847732543945,
    0.3147207200527191
   ],
   "time": 38.15712636522949,
   "param": null
  },
  {
   "epoch": 81,
   "train_loss": 0.16084891557693481,
   "val_loss": 3.6606204509735107,
   "acc": 34.07,
   "f1": [
    0.574585497379303,
    0.4315788447856903,
    0.24472565948963165,
    0.20105813443660736,
    0.12999993562698364,
    0.2807016372680664,
    0.36529669165611267,
    0.304526686668396,
    0.4215245544910431,
    0.38392844796180725,
    0.10526309907436371,
    0.23021577298641205,
    0.30331745743751526,
    0.2374998927116394,
    0.2576685845851898,
    0.2010049670934677,
    0.3205574154853821,
    0.5099998712539673,
    0.3183390200138092,
    0.24545449018478394,
    0.6162160634994507,
    0.4607841968536377,
    0.35416656732559204,
    0.5517240166664124,
    0.5700933337211609,
    0.2674417495727539,
    0.21714277565479279,
    0.1641024947166443,
    0.5257141590118408,
    0.30097079277038574,
    0.4022345542907715,
    0.30999991297721863,
    0.23364479839801788,
    0.2842104732990265,
    0.2870369255542755,
    0.22748807072639465,
    0.2275448441505432,
    0.26804113388061523,
    0.2198580950498581,
    0.4239630401134491,
    0.3625729978084564,
    0.6220094561576843,
    0.22321420907974243,
    0.3295453190803528,
    0.1290321946144104,
    0.18713442981243134,
    0.2256409376859665,
    0.423912912607193,
    0.5142855644226074,
    0.3053433895111084,
    0.177215114235878,
    0.2585032880306244,
    0.429447740316391,
    0.5520360469818115,
    0.389104962348938,
    0.12371128052473068,
    0.5283017754554749,
    0.38888880610466003,
    0.44444432854652405,
    0.31627896428108215,
    0.7342994213104248,
    0.5048542022705078,
    0.4827585518360138,
    0.3977271616458893,
    0.10778438299894333,
    0.1846153289079666,
    0.14666660130023956,
    0.30097079277038574,
    0.6602869629859924,
    0.619999885559082,
    0.2721087336540222,
    0.5888323187828064,
    0.1368420422077179,
    0.3301886022090912,
    0.1773398518562317,
    0.5849055051803589,
    0.5739909410476685,
    0.16999994218349457,
    0.19047613441944122,
    0.2706269919872284,
    0.21698106825351715,
    0.2240663468837738,
    0.6224488615989685,
    0.33823519945144653,
    0.17948710918426514,
    0.41441428661346436,
    0.46540868282318115,
    0.3121386468410492,
    0.1282050907611847,
    0.36180898547172546,
    0.2674417495727539,
    0.46835434436798096,
    0.2647058069705963,
    0.14444437623023987,
    0.6408838629722595,
    0.3576158285140991,
    0.3039999008178711,
    0.3348836302757263,
    0.17218534648418427,
    0.3463686406612396
   ],
   "time": 39.2208307730034,
   "param": null
  },
  {
   "epoch": 82,
   "train_loss": 0.1473996490240097,
   "val_loss": 3.966622829437256,
   "acc": 34.41,
   "f1": [
    0.7005074620246887,
    0.4518827795982361,
    0.23280414938926697,
    0.23589736223220825,
    0.1754385232925415,
    0.2895926535129547,
    0.3274335563182831,
    0.35365843772888184,
    0.4790417551994324,
    0.4454975128173828,
    0.12972965836524963,
    0.2258063703775406,
    0.2898550033569336,
    0.21468918025493622,
    0.24539868533611298,
    0.22748807072639465,
    0.2959999144077301,
    0.43902426958084106,
    0.37209296226501465,
    0.2333332598209381,
    0.6048778891563416,
    0.4976957440376282,
    0.29665064811706543,
    0.42452818155288696,
    0.5853657722473145,
    0.2681563198566437,
    0.2886596620082855,
    0.19730934500694275,
    0.5297296643257141,
    0.3882351815700531,
    0.37288129329681396,
    0.3050846755504608,
    0.32195112109184265,
    0.3899998664855957,
    0.2815532982349396,
    0.17834389209747314,
    0.33755266666412354,
    0.2147650271654129,
    0.2007167935371399,
    0.45555540919303894,
    0.3171805441379547,
    0.5786800384521484,
    0.22916659712791443,
    0.17931029200553894,
    0.15813946723937988,
    0.19298237562179565,
    0.1657457947731018,
    0.46025097370147705,
    0.5925924181938171,
    0.418803334236145,
    0.12307686358690262,
    0.2485205978155136,
    0.505154550075531,
    0.5527637004852295,
    0.23287664353847504,
    0.07947013527154922,
    0.4533332288265228,
    0.3636362850666046,
    0.4578312039375305,
    0.35071080923080444,
    0.7130433320999146,
    0.43902426958084106,
    0.5049503445625305,
    0.3399999141693115,
    0.17741930484771729,
    0.21138204634189606,
    0.17218534648418427,
    0.26804113388061523,
    0.6699506640434265,
    0.5230768322944641,
    0.2923975884914398,
    0.5730335712432861,
    0.15757569670677185,
    0.3043477535247803,
    0.1777777075767517,
    0.5257141590118408,
    0.5357142090797424,
    0.09374994784593582,
    0.12716756761074066,
    0.29523801803588867,
    0.17721512913703918,
    0.30674833059310913,
    0.642857015132904,
    0.3592813014984131,
    0.19444438815116882,
    0.4158414602279663,
    0.39560428261756897,
    0.389104962348938,
    0.15172408521175385,
    0.34999990463256836,
    0.2727271616458893,
    0.4615383744239807,
    0.2782607972621918,
    0.15737700462341309,
    0.4814813733100891,
    0.4756755530834198,
    0.2999999225139618,
    0.29268282651901245,
    0.19780214130878448,
    0.2995593845844269
   ],
   "time": 39.19157369900495,
   "param": null
  },
  {
   "epoch": 83,
   "train_loss": 0.23160263895988464,
   "val_loss": 3.88669490814209,
   "acc": 34.69,
   "f1": [
    0.6602869629859924,
    0.39215683937072754,
    0.24074065685272217,
    0.17821775376796722,
    0.21198150515556335,
    0.2887699604034424,
    0.3980098366737366,
    0.33962252736091614,
    0.40517228841781616,
    0.4685713052749634,
    0.16374263167381287,
    0.21256029605865479,
    0.331707239151001,
    0.30057793855667114,
    0.21186435222625732,
    0.24358965456485748,
    0.3469386696815491,
    0.4840763211250305,
    0.3097344636917114,
    0.21965309977531433,
    0.6432158946990967,
    0.46534639596939087,
    0.327868789434433,
    0.5207098722457886,
    0.5961536765098572,
    0.20338977873325348,
    0.2706766128540039,
    0.1749999076128006,
    0.46215128898620605,
    0.34449753165245056,
    0.36464083194732666,
    0.27343741059303284,
    0.2697673439979553,
    0.3209875524044037,
    0.26160329580307007,
    0.19587622582912445,
    0.28358203172683716,
    0.23529404401779175,
    0.1789472997188568,
    0.5568180084228516,
    0.3315507173538208,
    0.5882351994514465,
    0.26373615860939026,
    0.3141360282897949,
    0.2025315910577774,
    0.1779358983039856,
    0.24710416793823242,
    0.46009382605552673,
    0.6010927557945251,
    0.45398759841918945,
    0.20930227637290955,
    0.23776215314865112,
    0.5128204226493835,
    0.5058822631835938,
    0.42708319425582886,
    0.14371250569820404,
    0.4565216302871704,
    0.28455275297164917,
    0.46835434436798096,
    0.30833324790000916,
    0.7499999403953552,
    0.4598929286003113,
    0.48648640513420105,
    0.31730762124061584,
    0.1717790812253952,
    0.1769230216741562,
    0.19999992847442627,
    0.26765793561935425,
    0.6635943651199341,
    0.554216742515564,
    0.42162150144577026,
    0.5376343131065369,
    0.10256402939558029,
    0.2934781610965729,
    0.14583328366279602,
    0.5743588209152222,
    0.6545453667640686,
    0.23728807270526886,
    0.2117646485567093,
    0.23225797712802887,
    0.22222213447093964,
    0.19999994337558746,
    0.6775954961776733,
    0.3133639991283417,
    0.2681563198566437,
    0.48039206862449646,
    0.45128190517425537,
    0.324607253074646,
    0.11904755234718323,
    0.3534882664680481,
    0.2761903405189514,
    0.4565216302871704,
    0.23580780625343323,
    0.1656804084777832,
    0.5978259444236755,
    0.46445485949516296,
    0.25210076570510864,
    0.30270257592201233,
    0.14371250569820404,
    0.3286384046077728
   ],
   "time": 39.151149459183216,
   "param": null
  },
  {
   "epoch": 84,
   "train_loss": 0.19210520386695862,
   "val_loss": 3.6868069171905518,
   "acc": 35.38,
   "f1": [
    0.6416665315628052,
    0.3701492249965668,
    0.26855117082595825,
    0.16666659712791443,
    0.22702695429325104,
    0.31999990344047546,
    0.3894736170768738,
    0.3763439953327179,
    0.4275861084461212,
    0.4052286446094513,
    0.20304562151432037,
    0.21800939738750458,
    0.3398691415786743,
    0.21951214969158173,
    0.22222216427326202,
    0.2054053246974945,
    0.3726707398891449,
    0.42857128381729126,
    0.31067952513694763,
    0.22797919809818268,
    0.6424869298934937,
    0.5063290596008301,
    0.2887699604034424,
    0.5352111458778381,
    0.5970147848129272,
    0.2760942280292511,
    0.29245272278785706,
    0.19867542386054993,
    0.575916051864624,
    0.3272726535797119,
    0.3636362552642822,
    0.28220847249031067,
    0.27999991178512573,
    0.3760683238506317,
    0.30621999502182007,
    0.2340424805879593,
    0.3265305161476135,
    0.20238088071346283,
    0.1857142299413681,
    0.46242761611938477,
    0.3271027207374573,
    0.6136362552642822,
    0.2473117560148239,
    0.27722764015197754,
    0.22510816156864166,
    0.15887843072414398,
    0.16915416717529297,
    0.4824119210243225,
    0.48587560653686523,
    0.38931289315223694,
    0.1194029152393341,
    0.31775689125061035,
    0.5560973882675171,
    0.5388126373291016,
    0.42982450127601624,
    0.12857137620449066,
    0.43749991059303284,
    0.3714284896850586,
    0.45226117968559265,
    0.33179715275764465,
    0.7446807622909546,
    0.4320986270904541,
    0.5128204226493835,
    0.3540668785572052,
    0.16867463290691376,
    0.18548381328582764,
    0.23225797712802887,
    0.280373752117157,
    0.7177032232284546,
    0.6203702688217163,
    0.31284910440444946,
    0.5789472460746765,
    0.16243648529052734,
    0.34586456418037415,
    0.20610681176185608,
    0.492890864610672,
    0.5714285373687744,
    0.14232203364372253,
    0.145695298910141,
    0.2882882058620453,
    0.18930034339427948,
    0.3249998986721039,
    0.6767675280570984,
    0.3626372814178467,
    0.26993855834007263,
    0.38461530208587646,
    0.4972374439239502,
    0.3999998867511749,
    0.1398600935935974,
    0.33333322405815125,
    0.29319363832473755,
    0.49999988079071045,
    0.15384609997272491,
    0.2116401493549347,
    0.6399998664855957,
    0.46728962659835815,
    0.3316061198711395,
    0.30769217014312744,
    0.15165871381759644,
    0.3804876506328583
   ],
   "time": 38.31541252322495,
   "param": null
  },
  {
   "epoch": 85,
   "train_loss": 0.12766478955745697,
   "val_loss": 3.840902328491211,
   "acc": 32.57,
   "f1": [
    0.6095237135887146,
    0.44444432854652405,
    0.2525251507759094,
    0.10218973457813263,
    0.17840369045734406,
    0.2613064646720886,
    0.3694266378879547,
    0.31896543502807617,
    0.3734438419342041,
    0.46808499097824097,
    0.193548321723938,
    0.18260863423347473,
    0.31489354372024536,
    0.18618616461753845,
    0.20512813329696655,
    0.22797919809818268,
    0.35532984137535095,
    0.4670657217502594,
    0.26190465688705444,
    0.28019312024116516,
    0.5676854848861694,
    0.47916653752326965,
    0.33333322405815125,
    0.4684683382511139,
    0.5555554628372192,
    0.21725237369537354,
    0.2871793806552887,
    0.16806717216968536,
    0.579234778881073,
    0.2987011969089508,
    0.33333319425582886,
    0.24580998718738556,
    0.32051271200180054,
    0.3675675094127655,
    0.2771083414554596,
    0.14678892493247986,
    0.40789464116096497,
    0.22580638527870178,
    0.2062779664993286,
    0.4541831612586975,
    0.31155768036842346,
    0.6105261445045471,
    0.19999992847442627,
    0.25301194190979004,
    0.09937881678342819,
    0.13765177130699158,
    0.253807008266449,
    0.44897952675819397,
    0.5510202646255493,
    0.3628317713737488,
    0.17708326876163483,
    0.1891891211271286,
    0.40935659408569336,
    0.6113988757133484,
    0.4585364758968353,
    0.0912051647901535,
    0.4292682111263275,
    0.3443707227706909,
    0.4299064576625824,
    0.26086944341659546,
    0.7171715497970581,
    0.48039206862449646,
    0.4299998879432678,
    0.30150744318962097,
    0.15706801414489746,
    0.16455689072608948,
    0.21890540421009064,
    0.2891565263271332,
    0.6918917894363403,
    0.5402842164039612,
    0.43781083822250366,
    0.5217390656471252,
    0.17241373658180237,
    0.28048771619796753,
    0.24096375703811646,
    0.5631066560745239,
    0.4393938481807709,
    0.15999992191791534,
    0.23036640882492065,
    0.13698624074459076,
    0.12244890630245209,
    0.23529405891895294,
    0.6033056974411011,
    0.20289847254753113,
    0.20960691571235657,
    0.3716813027858734,
    0.39560428261756897,
    0.3959389626979828,
    0.1081080436706543,
    0.29249006509780884,
    0.2991451919078827,
    0.4823527932167053,
    0.17142851650714874,
    0.1398600935935974,
    0.5586591362953186,
    0.36065563559532166,
    0.2475246638059616,
    0.24390235543251038,
    0.13414627313613892,
    0.210526242852211
   ],
   "time": 38.20173392817378,
   "param": null
  },
  {
   "epoch": 86,
   "train_loss": 0.11817510426044464,
   "val_loss": 3.724414825439453,
   "acc": 34.5,
   "f1": [
    0.6568626165390015,
    0.4578312039375305,
    0.25675666332244873,
    0.13756607472896576,
    0.18713442981243134,
    0.26881712675094604,
    0.39285704493522644,
    0.3880595862865448,
    0.44705867767333984,
    0.4705881178379059,
    0.13580238819122314,
    0.24691346287727356,
    0.29433953762054443,
    0.24615377187728882,
    0.24291490018367767,
    0.23529404401779175,
    0.38709667325019836,
    0.4203820824623108,
    0.29743579030036926,
    0.20634914934635162,
    0.6330273747444153,
    0.5497074723243713,
    0.29268285632133484,
    0.635837972164154,
    0.6299998760223389,
    0.24175815284252167,
    0.35064926743507385,
    0.1989527940750122,
    0.5555554628372192,
    0.28019312024116516,
    0.3468207120895386,
    0.33333322405815125,
    0.28571420907974243,
    0.33962249755859375,
    0.28272244334220886,
    0.1410255879163742,
    0.32231393456459045,
    0.18382348120212555,
    0.21111102402210236,
    0.49999988079071045,
    0.33802807331085205,
    0.5470851063728333,
    0.22222216427326202,
    0.3474177420139313,
    0.13407814502716064,
    0.1368420422077179,
    0.28220847249031067,
    0.46792444586753845,
    0.48387083411216736,
    0.358024537563324,
    0.17708326876163483,
    0.23387089371681213,
    0.5067872405052185,
    0.542713463306427,
    0.44554442167282104,
    0.0865383967757225,
    0.4629628360271454,
    0.37696322798728943,
    0.4150942265987396,
    0.2513660192489624,
    0.7407405972480774,
    0.44444432854652405,
    0.46491214632987976,
    0.3267972767353058,
    0.15706801414489746,
    0.20689646899700165,
    0.21621613204479218,
    0.26315778493881226,
    0.649484395980835,
    0.5686272978782654,
    0.35365843772888184,
    0.5922329425811768,
    0.11320748925209045,
    0.32124343514442444,
    0.1854303926229477,
    0.5263157486915588,
    0.5614033341407776,
    0.15476183593273163,
    0.21719448268413544,
    0.2758619785308838,
    0.1777777075767517,
    0.2760942280292511,
    0.6577776670455933,
    0.3428570628166199,
    0.23041465878486633,
    0.3707316219806671,
    0.38144323229789734,
    0.36269423365592957,
    0.11320747435092926,
    0.29801318049430847,
    0.2603549063205719,
    0.4946235418319702,
    0.16326524317264557,
    0.16216209530830383,
    0.56126469373703,
    0.5070421695709229,
    0.3206750154495239,
    0.28272244334220886,
    0.11612897366285324,
    0.3636362552642822
   ],
   "time": 39.24036183115095,
   "param": null
  },
  {
   "epoch": 87,
   "train_loss": 0.09960278868675232,
   "val_loss": 3.612905979156494,
   "acc": 35.51,
   "f1": [
    0.6190474629402161,
    0.4036695957183838,
    0.18823520839214325,
    0.11538457125425339,
    0.21524657309055328,
    0.31541210412979126,
    0.3923443853855133,
    0.33333325386047363,
    0.4024389386177063,
    0.46829259395599365,
    0.24096375703811646,
    0.22797919809818268,
    0.3975902497768402,
    0.2682925760746002,
    0.2433459311723709,
    0.22660093009471893,
    0.36046499013900757,
    0.47115376591682434,
    0.35294109582901,
    0.2660549581050873,
    0.6770831346511841,
    0.5240640044212341,
    0.30864188075065613,
    0.5603863000869751,
    0.6741572022438049,
    0.3253011107444763,
    0.21568621695041656,
    0.21343867480754852,
    0.5207098722457886,
    0.31034475564956665,
    0.3908045291900635,
    0.36434099078178406,
    0.2707422971725464,
    0.38738730549812317,
    0.30303019285202026,
    0.16374263167381287,
    0.3535352647304535,
    0.26615965366363525,
    0.14201176166534424,
    0.4685713052749634,
    0.2999999225139618,
    0.6428569555282593,
    0.27083322405815125,
    0.36815908551216125,
    0.1656804084777832,
    0.11538457125425339,
    0.2477063536643982,
    0.43999987840652466,
    0.5043476819992065,
    0.4183672070503235,
    0.16793887317180634,
    0.3135133981704712,
    0.5502644181251526,
    0.5739129781723022,
    0.38918909430503845,
    0.1126759946346283,
    0.46391740441322327,
    0.3248729705810547,
    0.47953203320503235,
    0.34999990463256836,
    0.7052022218704224,
    0.44848471879959106,
    0.48039206862449646,
    0.3842363655567169,
    0.16037730872631073,
    0.16161610186100006,
    0.22222216427326202,
    0.28723397850990295,
    0.6918917894363403,
    0.633165717124939,
    0.4274192452430725,
    0.6079294085502625,
    0.13157890737056732,
    0.37499988079071045,
    0.2036363184452057,
    0.5365853309631348,
    0.6461536884307861,
    0.18181811273097992,
    0.123287633061409,
    0.27272719144821167,
    0.1844659447669983,
    0.2473117560148239,
    0.6326529383659363,
    0.3628317713737488,
    0.1913042813539505,
    0.46231144666671753,
    0.4352940320968628,
    0.4066389203071594,
    0.15294109284877777,
    0.37446799874305725,
    0.27102795243263245,
    0.4454147219657898,
    0.2937852144241333,
    0.17670676112174988,
    0.6018517017364502,
    0.3999998867511749,
    0.26373615860939026,
    0.36464083194732666,
    0.15789467096328735,
    0.3318776488304138
   ],
   "time": 39.319241906516254,
   "param": null
  },
  {
   "epoch": 88,
   "train_loss": 0.1142830029129982,
   "val_loss": 3.704188346862793,
   "acc": 34.4,
   "f1": [
    0.6064514517784119,
    0.421052485704422,
    0.15950913727283478,
    0.09917350858449936,
    0.1181817501783371,
    0.278787761926651,
    0.3926939368247986,
    0.38888877630233765,
    0.36162352561950684,
    0.42512065172195435,
    0.19780214130878448,
    0.19191910326480865,
    0.2944784462451935,
    0.20746882259845734,
    0.2424241453409195,
    0.18072283267974854,
    0.3295453190803528,
    0.49549540877342224,
    0.38888877630233765,
    0.24137921631336212,
    0.6989246010780334,
    0.5595853924751282,
    0.29875513911247253,
    0.47297289967536926,
    0.6153845191001892,
    0.16766461730003357,
    0.28440356254577637,
    0.24137921631336212,
    0.563535749912262,
    0.3376622200012207,
    0.38596484065055847,
    0.37373724579811096,
    0.28048771619796753,
    0.35502949357032776,
    0.3272726535797119,
    0.18518511950969696,
    0.34449753165245056,
    0.2605363130569458,
    0.20382159948349,
    0.4615383744239807,
    0.376623272895813,
    0.5357142090797424,
    0.28947362303733826,
    0.3167419731616974,
    0.16666661202907562,
    0.14893610775470734,
    0.2588233947753906,
    0.49999988079071045,
    0.4561402499675751,
    0.42352932691574097,
    0.16740082204341888,
    0.18823520839214325,
    0.5560164451599121,
    0.5258619785308838,
    0.35856562852859497,
    0.1010100394487381,
    0.5157230496406555,
    0.31088075041770935,
    0.4424777626991272,
    0.334727942943573,
    0.7208120226860046,
    0.44670039415359497,
    0.4690264165401459,
    0.3917524814605713,
    0.16814152896404266,
    0.15909084677696228,
    0.19889496266841888,
    0.24203814566135406,
    0.6516852378845215,
    0.5887848734855652,
    0.4093022048473358,
    0.5869563817977905,
    0.14130428433418274,
    0.33333325386047363,
    0.20792071521282196,
    0.5699480772018433,
    0.5979380011558533,
    0.1931033730506897,
    0.18930034339427948,
    0.28571417927742004,
    0.1485147923231125,
    0.2269502878189087,
    0.6305417418479919,
    0.3350784480571747,
    0.16666659712791443,
    0.41176459193229675,
    0.3942306339740753,
    0.37499988079071045,
    0.14835160970687866,
    0.3076922297477722,
    0.2399999350309372,
    0.5164833664894104,
    0.2091502547264099,
    0.23809516429901123,
    0.6378377079963684,
    0.43404245376586914,
    0.2191779911518097,
    0.33333322405815125,
    0.2116401493549347,
    0.2588233947753906
   ],
   "time": 39.221403502859175,
   "param": null
  },
  {
   "epoch": 89,
   "train_loss": 0.11660701036453247,
   "val_loss": 3.7100651264190674,
   "acc": 34.39,
   "f1": [
    0.6291078925132751,
    0.4292236268520355,
    0.25870639085769653,
    0.16766461730003357,
    0.15322573482990265,
    0.3060108423233032,
    0.36904752254486084,
    0.38356152176856995,
    0.33992087841033936,
    0.4307691156864166,
    0.19277101755142212,
    0.1694914698600769,
    0.3566878139972687,
    0.22988496720790863,
    0.2891565263271332,
    0.21929818391799927,
    0.3463686406612396,
    0.4672130346298218,
    0.30769219994544983,
    0.193548321723938,
    0.7127658128738403,
    0.4858298599720001,
    0.34920626878738403,
    0.488262802362442,
    0.5853657722473145,
    0.22818784415721893,
    0.30366483330726624,
    0.21917802095413208,
    0.5076140761375427,
    0.2769230008125305,
    0.3827749788761139,
    0.2771083414554596,
    0.23414628207683563,
    0.4186045527458191,
    0.2097901701927185,
    0.2176164984703064,
    0.32051271200180054,
    0.1619046926498413,
    0.23280414938926697,
    0.44444432854652405,
    0.3131312429904938,
    0.6229507327079773,
    0.2736841142177582,
    0.33939382433891296,
    0.18285706639289856,
    0.18487389385700226,
    0.26315778493881226,
    0.466403067111969,
    0.535519003868103,
    0.40955621004104614,
    0.16438350081443787,
    0.2909089922904968,
    0.5308055877685547,
    0.5806450843811035,
    0.395759642124176,
    0.10362687706947327,
    0.4744184911251068,
    0.3428570628166199,
    0.4670657217502594,
    0.2658226788043976,
    0.7291665077209473,
    0.4924621880054474,
    0.40206170082092285,
    0.30208322405815125,
    0.19078941643238068,
    0.18784524500370026,
    0.22727267444133759,
    0.22660093009471893,
    0.6969695687294006,
    0.5999999046325684,
    0.3838382363319397,
    0.5172412991523743,
    0.18248169124126434,
    0.29951682686805725,
    0.2115383893251419,
    0.5327101349830627,
    0.45283007621765137,
    0.15853650867938995,
    0.20720712840557098,
    0.30851057171821594,
    0.16666659712791443,
    0.32075464725494385,
    0.6820808053016663,
    0.3406592309474945,
    0.2094240039587021,
    0.39810416102409363,
    0.4135020077228546,
    0.39378228783607483,
    0.15957440435886383,
    0.23287664353847504,
    0.2866448760032654,
    0.39495787024497986,
    0.26666656136512756,
    0.16279064118862152,
    0.6153843998908997,
    0.4313724637031555,
    0.2614377737045288,
    0.3253587782382965,
    0.21645015478134155,
    0.28571420907974243
   ],
   "time": 39.132043587975204,
   "param": null
  },
  {
   "epoch": 90,
   "train_loss": 0.14722220599651337,
   "val_loss": 3.666231632232666,
   "acc": 35.04,
   "f1": [
    0.5638296604156494,
    0.43921560049057007,
    0.2895926535129547,
    0.16107375919818878,
    0.1869158148765564,
    0.3268481194972992,
    0.3478259742259979,
    0.34224584698677063,
    0.5057469606399536,
    0.3435581922531128,
    0.2138364166021347,
    0.22393816709518433,
    0.42290738224983215,
    0.2333332598209381,
    0.22099439799785614,
    0.20833326876163483,
    0.329670250415802,
    0.464419424533844,
    0.3707316219806671,
    0.25730982422828674,
    0.6966290473937988,
    0.47619038820266724,
    0.35121941566467285,
    0.44339612126350403,
    0.5929647088050842,
    0.2138364166021347,
    0.21186435222625732,
    0.2131146788597107,
    0.48044681549072266,
    0.30120471119880676,
    0.3723403513431549,
    0.33918121457099915,
    0.33333322405815125,
    0.3976607024669647,
    0.29139062762260437,
    0.22222216427326202,
    0.34999990463256836,
    0.17560969293117523,
    0.20869559049606323,
    0.4519229531288147,
    0.32748526334762573,
    0.6019416451454163,
    0.2378377616405487,
    0.3046356737613678,
    0.12765949964523315,
    0.1965317279100418,
    0.24691346287727356,
    0.4873095452785492,
    0.5168538093566895,
    0.40174663066864014,
    0.18604643642902374,
    0.28695645928382874,
    0.5714284777641296,
    0.5824174284934998,
    0.35254231095314026,
    0.10227267444133759,
    0.5263156890869141,
    0.378109335899353,
    0.4260868728160858,
    0.24390234053134918,
    0.6914892196655273,
    0.4938269853591919,
    0.44651150703430176,
    0.38993698358535767,
    0.18723398447036743,
    0.1844659447669983,
    0.21862342953681946,
    0.23529404401779175,
    0.6636770367622375,
    0.4859153926372528,
    0.3911438286304474,
    0.5084744095802307,
    0.17213107645511627,
    0.2560974657535553,
    0.21834053099155426,
    0.5201464295387268,
    0.6530610918998718,
    0.1509433388710022,
    0.1990949511528015,
    0.28571417927742004,
    0.19534875452518463,
    0.299465149641037,
    0.6994534134864807,
    0.3693692684173584,
    0.20454540848731995,
    0.4075828194618225,
    0.45360812544822693,
    0.4022987186908722,
    0.10204074531793594,
    0.29508185386657715,
    0.25112098455429077,
    0.434782475233078,
    0.2456139326095581,
    0.211055189371109,
    0.6419751644134521,
    0.42241373658180237,
    0.30588221549987793,
    0.3565216362476349,
    0.12499994039535522,
    0.32388654351234436
   ],
   "time": 39.26972636021674,
   "param": null
  },
  {
   "epoch": 91,
   "train_loss": 0.09112128615379333,
   "val_loss": 3.7079153060913086,
   "acc": 34.31,
   "f1": [
    0.5418325662612915,
    0.44230756163597107,
    0.1951218843460083,
    0.14201176166534424,
    0.1654134839773178,
    0.28695645928382874,
    0.33333322405815125,
    0.299999862909317,
    0.4855490028858185,
    0.44221094250679016,
    0.1081080511212349,
    0.23076915740966797,
    0.34862375259399414,
    0.22222213447093964,
    0.22772268950939178,
    0.26666656136512756,
    0.3999999165534973,
    0.518134593963623,
    0.31999990344047546,
    0.2433861643075943,
    0.6249999403953552,
    0.5370368957519531,
    0.36464083194732666,
    0.5106381177902222,
    0.4634145498275757,
    0.27160486578941345,
    0.27649760246276855,
    0.23414628207683563,
    0.5272725820541382,
    0.3348836302757263,
    0.36904752254486084,
    0.29473677277565,
    0.29577454924583435,
    0.3568074107170105,
    0.2475246638059616,
    0.20920497179031372,
    0.3232322335243225,
    0.2433861643075943,
    0.20494693517684937,
    0.4303796589374542,
    0.29213473200798035,
    0.6491227149963379,
    0.238805890083313,
    0.2771083414554596,
    0.15126045048236847,
    0.14285707473754883,
    0.19631893932819366,
    0.43930622935295105,
    0.5212765336036682,
    0.3576158285140991,
    0.17511513829231262,
    0.2569831311702728,
    0.5445024967193604,
    0.5230767726898193,
    0.3474902808666229,
    0.06557372957468033,
    0.4852069914340973,
    0.2941175699234009,
    0.4114284813404083,
    0.3195265531539917,
    0.786729633808136,
    0.4632767140865326,
    0.44827574491500854,
    0.3493974804878235,
    0.15720517933368683,
    0.18421044945716858,
    0.22317588329315186,
    0.2470587193965912,
    0.5999998450279236,
    0.4705881178379059,
    0.34394893050193787,
    0.5274723768234253,
    0.15277770161628723,
    0.30357134342193604,
    0.1818181276321411,
    0.5027931928634644,
    0.5819671154022217,
    0.1811320185661316,
    0.20588228106498718,
    0.28571420907974243,
    0.14678892493247986,
    0.2761903405189514,
    0.6896550059318542,
    0.31372541189193726,
    0.25092241168022156,
    0.3425924777984619,
    0.4499998986721039,
    0.41573023796081543,
    0.07352935522794724,
    0.3069306015968323,
    0.3157894015312195,
    0.5172412991523743,
    0.16049376130104065,
    0.239999920129776,
    0.6200872659683228,
    0.4269661605358124,
    0.2792791724205017,
    0.33492809534072876,
    0.1706160604953766,
    0.35023030638694763
   ],
   "time": 38.32617746014148,
   "param": null
  },
  {
   "epoch": 92,
   "train_loss": 0.17277687788009644,
   "val_loss": 3.8909993171691895,
   "acc": 34.73,
   "f1": [
    0.6857141852378845,
    0.4493390619754791,
    0.2536230981349945,
    0.13414627313613892,
    0.19469019770622253,
    0.2780747711658478,
    0.4221104085445404,
    0.2622949779033661,
    0.4499998986721039,
    0.3420073091983795,
    0.12244893610477448,
    0.26136353611946106,
    0.33064505457878113,
    0.2682925760746002,
    0.26190468668937683,
    0.2843136191368103,
    0.3756905198097229,
    0.47933873534202576,
    0.29665064811706543,
    0.24137921631336212,
    0.6572768688201904,
    0.5020919442176819,
    0.3459458649158478,
    0.4727271497249603,
    0.6073297262191772,
    0.30487796664237976,
    0.291139155626297,
    0.20740734040737152,
    0.4946235418319702,
    0.31818172335624695,
    0.3657141625881195,
    0.2681563198566437,
    0.27678564190864563,
    0.30097079277038574,
    0.19047611951828003,
    0.15602830052375793,
    0.33333325386047363,
    0.194871723651886,
    0.19138747453689575,
    0.41610726714134216,
    0.2758619785308838,
    0.5894736051559448,
    0.2780747711658478,
    0.3211008310317993,
    0.15999993681907654,
    0.15999992191791534,
    0.22891558706760406,
    0.45595842599868774,
    0.5988698601722717,
    0.43404245376586914,
    0.13872826099395752,
    0.29629623889923096,
    0.49999988079071045,
    0.5898616909980774,
    0.3373492956161499,
    0.07547163963317871,
    0.5027931928634644,
    0.2688523828983307,
    0.4331209361553192,
    0.36559128761291504,
    0.662650465965271,
    0.494381844997406,
    0.5057469606399536,
    0.3657141625881195,
    0.1290322095155716,
    0.19004517793655396,
    0.2099446803331375,
    0.2821575999259949,
    0.6528924107551575,
    0.543859601020813,
    0.36046499013900757,
    0.5847455859184265,
    0.09900986403226852,
    0.2898550033569336,
    0.2175731509923935,
    0.5632182359695435,
    0.6068375110626221,
    0.18390797078609467,
    0.15028895437717438,
    0.2686566412448883,
    0.15887843072414398,
    0.2820512056350708,
    0.7234041690826416,
    0.3874344527721405,
    0.2297871857881546,
    0.46445485949516296,
    0.38356152176856995,
    0.3873516917228699,
    0.17931029200553894,
    0.3552630543708801,
    0.3068180978298187,
    0.47210294008255005,
    0.21698106825351715,
    0.1459226906299591,
    0.6153844594955444,
    0.446808397769928,
    0.3508771061897278,
    0.3592231869697571,
    0.16853927075862885,
    0.39520949125289917
   ],
   "time": 39.24015357811004,
   "param": null
  },
  {
   "epoch": 93,
   "train_loss": 0.11778343468904495,
   "val_loss": 3.8642661571502686,
   "acc": 35.48,
   "f1": [
    0.6702701449394226,
    0.4413144290447235,
    0.13559316098690033,
    0.10884349048137665,
    0.18784524500370026,
    0.36018943786621094,
    0.3448275029659271,
    0.33962252736091614,
    0.3391002416610718,
    0.4598929286003113,
    0.15909084677696228,
    0.18018010258674622,
    0.31884050369262695,
    0.2433861643075943,
    0.27999991178512573,
    0.238805890083313,
    0.43678146600723267,
    0.5402842164039612,
    0.31088075041770935,
    0.2702701687812805,
    0.7176468968391418,
    0.42753612995147705,
    0.323809415102005,
    0.5502182841300964,
    0.5937498807907104,
    0.2723003923892975,
    0.3463686406612396,
    0.20560741424560547,
    0.5058822631835938,
    0.35532984137535095,
    0.37614670395851135,
    0.3101603388786316,
    0.2519684433937073,
    0.3734438419342041,
    0.3179486393928528,
    0.2010049670934677,
    0.37185919284820557,
    0.24999991059303284,
    0.1809523105621338,
    0.42718443274497986,
    0.3444443643093109,
    0.6113988757133484,
    0.22393816709518433,
    0.26136353611946106,
    0.21568621695041656,
    0.1716737449169159,
    0.19999994337558746,
    0.48979586362838745,
    0.43708598613739014,
    0.46956515312194824,
    0.22680403292179108,
    0.2941175699234009,
    0.47826072573661804,
    0.5844747424125671,
    0.4154588282108307,
    0.15189866721630096,
    0.5137613415718079,
    0.32369929552078247,
    0.47190994024276733,
    0.2843601107597351,
    0.7589742541313171,
    0.4472048580646515,
    0.45081958174705505,
    0.3203882575035095,
    0.12844030559062958,
    0.17283941805362701,
    0.24719089269638062,
    0.2374998927116394,
    0.6299998760223389,
    0.6320753693580627,
    0.39795905351638794,
    0.5888323187828064,
    0.13756607472896576,
    0.34449753165245056,
    0.23188398778438568,
    0.6113988757133484,
    0.5714284777641296,
    0.09859149903059006,
    0.24418595433235168,
    0.2774565517902374,
    0.1449274867773056,
    0.3157894015312195,
    0.5991188287734985,
    0.3139533996582031,
    0.24096375703811646,
    0.396135151386261,
    0.4864863455295563,
    0.3678159713745117,
    0.1203702986240387,
    0.35359105467796326,
    0.3147207200527191,
    0.511627733707428,
    0.21782170236110687,
    0.18518511950969696,
    0.639593780040741,
    0.43298953771591187,
    0.24203814566135406,
    0.33502528071403503,
    0.19289332628250122,
    0.396135151386261
   ],
   "time": 38.387801218777895,
   "param": null
  },
  {
   "epoch": 94,
   "train_loss": 0.08743149042129517,
   "val_loss": 3.700132369995117,
   "acc": 34.58,
   "f1": [
    0.6666665077209473,
    0.4541061818599701,
    0.21359217166900635,
    0.16071423888206482,
    0.12422355264425278,
    0.31372541189193726,
    0.35616424679756165,
    0.36123335361480713,
    0.4292682111263275,
    0.43786972761154175,
    0.07575751841068268,
    0.2488037496805191,
    0.34920626878738403,
    0.23275858163833618,
    0.2786068916320801,
    0.23463678359985352,
    0.39106133580207825,
    0.47967469692230225,
    0.3908045291900635,
    0.2599999010562897,
    0.6989246010780334,
    0.4999999403953552,
    0.3794870972633362,
    0.49565204977989197,
    0.629441499710083,
    0.24675315618515015,
    0.3076922297477722,
    0.2084941565990448,
    0.4864863455295563,
    0.2931033670902252,
    0.4025973081588745,
    0.27272719144821167,
    0.25668442249298096,
    0.358024537563324,
    0.31428563594818115,
    0.17801040410995483,
    0.2571427822113037,
    0.2457626312971115,
    0.194871723651886,
    0.4974091649055481,
    0.3049326539039612,
    0.619999885559082,
    0.2661289572715759,
    0.2898550033569336,
    0.18274106085300446,
    0.18253962695598602,
    0.23580780625343323,
    0.41196006536483765,
    0.5257730484008789,
    0.3943660855293274,
    0.08759118616580963,
    0.22131142020225525,
    0.45054933428764343,
    0.6060605049133301,
    0.42162150144577026,
    0.10144922137260437,
    0.4302324652671814,
    0.3495144844055176,
    0.4292236268520355,
    0.2686566710472107,
    0.6899223923683167,
    0.48167529702186584,
    0.47747737169265747,
    0.33532923460006714,
    0.14285708963871002,
    0.18064509332180023,
    0.2576685845851898,
    0.26315778493881226,
    0.5599998831748962,
    0.5599998831748962,
    0.39999985694885254,
    0.5128203630447388,
    0.12213734537363052,
    0.2901553809642792,
    0.21256029605865479,
    0.5753422975540161,
    0.5581393837928772,
    0.18604643642902374,
    0.206060528755188,
    0.2702701687812805,
    0.18264833092689514,
    0.30769219994544983,
    0.5948274731636047,
    0.33913031220436096,
    0.21004560589790344,
    0.390243798494339,
    0.44444429874420166,
    0.3926939368247986,
    0.12154688686132431,
    0.34716975688934326,
    0.2705881595611572,
    0.4416665732860565,
    0.24203814566135406,
    0.16999994218349457,
    0.6217615604400635,
    0.4837207794189453,
    0.21428564190864563,
    0.3577980697154999,
    0.14689259231090546,
    0.30487796664237976
   ],
   "time": 39.20634621754289,
   "param": null
  },
  {
   "epoch": 95,
   "train_loss": 0.10799700021743774,
   "val_loss": 3.7531917095184326,
   "acc": 34.74,
   "f1": [
    0.6899998784065247,
    0.39252325892448425,
    0.18274106085300446,
    0.193548321723938,
    0.13846148550510406,
    0.309859037399292,
    0.37373724579811096,
    0.3478259742259979,
    0.3765689730644226,
    0.4123710095882416,
    0.10738249123096466,
    0.2173912227153778,
    0.35121941566467285,
    0.2340424656867981,
    0.2477063536643982,
    0.2583332359790802,
    0.29126206040382385,
    0.4545453190803528,
    0.3516482412815094,
    0.25570768117904663,
    0.6631014943122864,
    0.5197739005088806,
    0.3084576427936554,
    0.47107425332069397,
    0.6262625455856323,
    0.2526314854621887,
    0.31818172335624695,
    0.18032780289649963,
    0.4950493574142456,
    0.35359105467796326,
    0.31372541189193726,
    0.30392149090766907,
    0.24999991059303284,
    0.4123710095882416,
    0.34999990463256836,
    0.23529402911663055,
    0.2771083414554596,
    0.1809954047203064,
    0.24175815284252167,
    0.40410950779914856,
    0.32258057594299316,
    0.6382977366447449,
    0.27428561449050903,
    0.27649760246276855,
    0.1445782482624054,
    0.16326524317264557,
    0.19191910326480865,
    0.4417669475078583,
    0.5120771527290344,
    0.4476189613342285,
    0.1417909860610962,
    0.2976743280887604,
    0.5248867273330688,
    0.5473682880401611,
    0.4745761454105377,
    0.1357465535402298,
    0.5099998712539673,
    0.32978713512420654,
    0.4565216302871704,
    0.35955044627189636,
    0.7169809341430664,
    0.4766837954521179,
    0.44230756163597107,
    0.3999998867511749,
    0.13829779624938965,
    0.16091948747634888,
    0.27272719144821167,
    0.26519328355789185,
    0.6557375192642212,
    0.5306121706962585,
    0.4043714702129364,
    0.5352111458778381,
    0.1187499538064003,
    0.2692306935787201,
    0.21874994039535522,
    0.57297283411026,
    0.6315788626670837,
    0.13664589822292328,
    0.18867920339107513,
    0.19548864662647247,
    0.2099999338388443,
    0.3063828945159912,
    0.6799998879432678,
    0.3186812400817871,
    0.213483065366745,
    0.40268445014953613,
    0.4198893904685974,
    0.3265305161476135,
    0.18604643642902374,
    0.3356642425060272,
    0.28260859847068787,
    0.5393257141113281,
    0.23157887160778046,
    0.1931033730506897,
    0.6380951404571533,
    0.381294846534729,
    0.2533332407474518,
    0.3166666030883789,
    0.16326524317264557,
    0.27999988198280334
   ],
   "time": 39.13728267233819,
   "param": null
  },
  {
   "epoch": 96,
   "train_loss": 0.12011753022670746,
   "val_loss": 3.6758532524108887,
   "acc": 35.25,
   "f1": [
    0.6176469922065735,
    0.42145586013793945,
    0.27884605526924133,
    0.1257142275571823,
    0.15999993681907654,
    0.33333322405815125,
    0.4018263518810272,
    0.3625729978084564,
    0.3976607024669647,
    0.48837196826934814,
    0.19607838988304138,
    0.19791658222675323,
    0.3861384987831116,
    0.26900574564933777,
    0.2681563198566437,
    0.2543858587741852,
    0.38578668236732483,
    0.5470084547996521,
    0.38392844796180725,
    0.16107375919818878,
    0.6570047736167908,
    0.5080644488334656,
    0.3111110329627991,
    0.4551723301410675,
    0.666666567325592,
    0.23115570843219757,
    0.36046499013900757,
    0.18867918848991394,
    0.4573989808559418,
    0.31884050369262695,
    0.37433144450187683,
    0.3094339072704315,
    0.24210518598556519,
    0.3170730471611023,
    0.2972972095012665,
    0.2522521913051605,
    0.33777767419815063,
    0.18292675912380219,
    0.239520862698555,
    0.43786972761154175,
    0.3260868787765503,
    0.5673075914382935,
    0.2251655012369156,
    0.21301770210266113,
    0.20512816309928894,
    0.13114747405052185,
    0.17525766789913177,
    0.49019595980644226,
    0.502564013004303,
    0.41964274644851685,
    0.16149060428142548,
    0.26666656136512756,
    0.5435895919799805,
    0.6124400496482849,
    0.393063485622406,
    0.11063823103904724,
    0.45637571811676025,
    0.40206170082092285,
    0.5119045972824097,
    0.1911763846874237,
    0.6628569960594177,
    0.4854367673397064,
    0.46511611342430115,
    0.35051536560058594,
    0.13084106147289276,
    0.17358486354351044,
    0.23809517920017242,
    0.2840908169746399,
    0.6419751644134521,
    0.5454544425010681,
    0.26086950302124023,
    0.4999998211860657,
    0.11764699220657349,
    0.38341957330703735,
    0.23376615345478058,
    0.5502182841300964,
    0.5951218605041504,
    0.24630534648895264,
    0.14117640256881714,
    0.322274774312973,
    0.19230762124061584,
    0.31034475564956665,
    0.6242773532867432,
    0.3654821515083313,
    0.26540276408195496,
    0.452830046415329,
    0.4102562665939331,
    0.37944653630256653,
    0.17391295731067657,
    0.38190943002700806,
    0.2807016670703888,
    0.4588233530521393,
    0.25101208686828613,
    0.22748807072639465,
    0.5637064576148987,
    0.47761180996894836,
    0.3166666030883789,
    0.32903218269348145,
    0.1747572273015976,
    0.39106133580207825
   ],
   "time": 39.14612966310233,
   "param": null
  },
  {
   "epoch": 97,
   "train_loss": 0.12882000207901,
   "val_loss": 3.837972402572632,
   "acc": 35.06,
   "f1": [
    0.6166664958000183,
    0.4090907871723175,
    0.2531644403934479,
    0.23963125050067902,
    0.20304562151432037,
    0.32258057594299316,
    0.3763439953327179,
    0.38709667325019836,
    0.36842095851898193,
    0.47674402594566345,
    0.18749994039535522,
    0.15555550158023834,
    0.31451600790023804,
    0.30526304244995117,
    0.28999990224838257,
    0.2783504128456116,
    0.3703702688217163,
    0.49218741059303284,
    0.3178293704986572,
    0.2297871857881546,
    0.6734693050384521,
    0.44525542855262756,
    0.3463686406612396,
    0.47826072573661804,
    0.649214506149292,
    0.23287664353847504,
    0.2620086967945099,
    0.17872333526611328,
    0.43930622935295105,
    0.32748526334762573,
    0.37623751163482666,
    0.3555554449558258,
    0.22857138514518738,
    0.30275216698646545,
    0.2914571762084961,
    0.21782170236110687,
    0.31746023893356323,
    0.2404370754957199,
    0.24675315618515015,
    0.4819276034832001,
    0.36470577120780945,
    0.5882351994514465,
    0.29007625579833984,
    0.2580644190311432,
    0.16049376130104065,
    0.15238089859485626,
    0.2357722967863083,
    0.46428558230400085,
    0.5030673146247864,
    0.46632111072540283,
    0.19587622582912445,
    0.27173903584480286,
    0.5345621109008789,
    0.5882351994514465,
    0.3636362552642822,
    0.13526564836502075,
    0.413043349981308,
    0.3867923319339752,
    0.4780486822128296,
    0.29166656732559204,
    0.7398842573165894,
    0.46391740441322327,
    0.42580634355545044,
    0.3248729705810547,
    0.09424077719449997,
    0.2095237374305725,
    0.21719448268413544,
    0.2686566412448883,
    0.6266093254089355,
    0.589371919631958,
    0.4277455508708954,
    0.5813952684402466,
    0.14130428433418274,
    0.3402060866355896,
    0.2340424805879593,
    0.579234778881073,
    0.5624998807907104,
    0.1899440735578537,
    0.1951218843460083,
    0.3152172863483429,
    0.12871280312538147,
    0.2954544425010681,
    0.6570047736167908,
    0.30366483330726624,
    0.19251330196857452,
    0.43373483419418335,
    0.4093022048473358,
    0.3999998867511749,
    0.1164020448923111,
    0.37681150436401367,
    0.28025469183921814,
    0.4433496594429016,
    0.22772268950939178,
    0.1339712291955948,
    0.6048778891563416,
    0.452830046415329,
    0.28571420907974243,
    0.362790584564209,
    0.15294109284877777,
    0.3253587782382965
   ],
   "time": 39.296072298660874,
   "param": null
  },
  {
   "epoch": 98,
   "train_loss": 0.1078823134303093,
   "val_loss": 3.4799320697784424,
   "acc": 35.58,
   "f1": [
    0.589371919631958,
    0.44444429874420166,
    0.2243901938199997,
    0.13259662687778473,
    0.19999994337558746,
    0.28272244334220886,
    0.39495787024497986,
    0.3874998986721039,
    0.33451950550079346,
    0.4670657217502594,
    0.12345672398805618,
    0.2485874742269516,
    0.31451600790023804,
    0.28571420907974243,
    0.23463678359985352,
    0.2613064646720886,
    0.2828281819820404,
    0.496402770280838,
    0.29629620909690857,
    0.25730982422828674,
    0.7179486155509949,
    0.5132741928100586,
    0.31155768036842346,
    0.47619035840034485,
    0.6242773532867432,
    0.30208322405815125,
    0.32579174637794495,
    0.1758241057395935,
    0.5767440795898438,
    0.30275216698646545,
    0.35443025827407837,
    0.34513264894485474,
    0.2923975884914398,
    0.3679999113082886,
    0.26136353611946106,
    0.211055189371109,
    0.2929935157299042,
    0.19298237562179565,
    0.20353974401950836,
    0.4210525453090668,
    0.36046499013900757,
    0.6842104196548462,
    0.24074065685272217,
    0.3166666030883789,
    0.12359543144702911,
    0.1497325599193573,
    0.22929932177066803,
    0.43564343452453613,
    0.5358850359916687,
    0.42857128381729126,
    0.18934904038906097,
    0.22727267444133759,
    0.5049503445625305,
    0.5479451417922974,
    0.37209296226501465,
    0.13846148550510406,
    0.4978164732456207,
    0.34920626878738403,
    0.41935470700263977,
    0.3587442934513092,
    0.7333331108093262,
    0.5025123953819275,
    0.4729062616825104,
    0.30303019285202026,
    0.13043470680713654,
    0.20118334889411926,
    0.25125616788864136,
    0.2745096981525421,
    0.666666567325592,
    0.5643152594566345,
    0.4415583610534668,
    0.5238093733787537,
    0.11594196408987045,
    0.3524589240550995,
    0.24742262065410614,
    0.6629211902618408,
    0.5943773984909058,
    0.1789472997188568,
    0.2576685845851898,
    0.26540276408195496,
    0.19742482900619507,
    0.277310848236084,
    0.6126124858856201,
    0.3463686406612396,
    0.2612243890762329,
    0.4343433380126953,
    0.4320986270904541,
    0.36633655428886414,
    0.15079358220100403,
    0.33497530221939087,
    0.25339359045028687,
    0.4924621880054474,
    0.2574256360530853,
    0.23350247740745544,
    0.6167399883270264,
    0.4823527932167053,
    0.27428561449050903,
    0.3399999141693115,
    0.14659680426120758,
    0.3260868787765503
   ],
   "time": 38.94819018151611,
   "param": null
  },
  {
   "epoch": 99,
   "train_loss": 0.15265746414661407,
   "val_loss": 3.5792932510375977,
   "acc": 35.4,
   "f1": [
    0.6242773532867432,
    0.43781083822250366,
    0.2181817591190338,
    0.2094240039587021,
    0.1971830427646637,
    0.3370785713195801,
    0.39130425453186035,
    0.4122805893421173,
    0.3955222964286804,
    0.41884803771972656,
    0.11510787159204483,
    0.1639343500137329,
    0.3314284682273865,
    0.2713177502155304,
    0.2574256360530853,
    0.27329182624816895,
    0.362499862909317,
    0.45106372237205505,
    0.22972965240478516,
    0.2553190290927887,
    0.6602869629859924,
    0.5058822631835938,
    0.33333325386047363,
    0.4550897181034088,
    0.6407765746116638,
    0.2891565263271332,
    0.32989683747291565,
    0.18032780289649963,
    0.5232557058334351,
    0.3699999153614044,
    0.387096643447876,
    0.3703702688217163,
    0.2685184180736542,
    0.3266931176185608,
    0.2825278043746948,
    0.26086950302124023,
    0.2832617461681366,
    0.19685034453868866,
    0.2100839763879776,
    0.4594593644142151,
    0.30864188075065613,
    0.6327682137489319,
    0.3047617971897125,
    0.31999990344047546,
    0.20689646899700165,
    0.19672125577926636,
    0.18867920339107513,
    0.4210525155067444,
    0.5089604258537292,
    0.4198893904685974,
    0.17391295731067657,
    0.2435423731803894,
    0.504132091999054,
    0.5765764713287354,
    0.38541653752326965,
    0.1142856702208519,
    0.4406778812408447,
    0.35978829860687256,
    0.46017688512802124,
    0.34586456418037415,
    0.6844443082809448,
    0.37499991059303284,
    0.5229355692863464,
    0.3678159713745117,
    0.1746724247932434,
    0.24154582619667053,
    0.20512813329696655,
    0.30456843972206116,
    0.6871793866157532,
    0.596684992313385,
    0.38427940011024475,
    0.4379560947418213,
    0.19277101755142212,
    0.3354036211967468,
    0.18939387798309326,
    0.5714284777641296,
    0.6126124858856201,
    0.1748633086681366,
    0.24413138628005981,
    0.3024389147758484,
    0.194871723651886,
    0.26540276408195496,
    0.6486485004425049,
    0.3693692684173584,
    0.1855669468641281,
    0.4204544126987457,
    0.46242761611938477,
    0.34666651487350464,
    0.17322826385498047,
    0.34576261043548584,
    0.2696628272533417,
    0.5095540285110474,
    0.22222214937210083,
    0.213483065366745,
    0.5989303588867188,
    0.5028570294380188,
    0.24539868533611298,
    0.33333322405815125,
    0.18749994039535522,
    0.24203814566135406
   ],
   "time": 39.13351356051862,
   "param": null
  },
  {
   "epoch": 100,
   "train_loss": 0.13149651885032654,
   "val_loss": 3.5483670234680176,
   "acc": 35.4,
   "f1": [
    0.6139533519744873,
    0.39603960514068604,
    0.21582727134227753,
    0.19534875452518463,
    0.18050536513328552,
    0.26666656136512756,
    0.33333325386047363,
    0.39999985694885254,
    0.4153004288673401,
    0.4632767140865326,
    0.19999995827674866,
    0.2452106475830078,
    0.3727271258831024,
    0.2923975884914398,
    0.21111102402210236,
    0.21198150515556335,
    0.423912912607193,
    0.4745761454105377,
    0.2769230008125305,
    0.22891558706760406,
    0.7005074620246887,
    0.4453124403953552,
    0.32432422041893005,
    0.47389549016952515,
    0.6233765482902527,
    0.2762430012226105,
    0.24427472054958344,
    0.1647058129310608,
    0.5380709171295166,
    0.35443025827407837,
    0.3478260040283203,
    0.2780747711658478,
    0.29508185386657715,
    0.3981899321079254,
    0.24691346287727356,
    0.21111102402210236,
    0.2705313265323639,
    0.2647058069705963,
    0.2091502547264099,
    0.5154638290405273,
    0.3855420649051666,
    0.6292133331298828,
    0.27083322405815125,
    0.33755266666412354,
    0.1162789985537529,
    0.13924044370651245,
    0.1938774734735489,
    0.4777776598930359,
    0.5443036556243896,
    0.4290428161621094,
    0.19277101755142212,
    0.2719297707080841,
    0.49746179580688477,
    0.5700933337211609,
    0.4303796589374542,
    0.09890103340148926,
    0.5073169469833374,
    0.36686381697654724,
    0.46913567185401917,
    0.3414633274078369,
    0.7149757146835327,
    0.4146340489387512,
    0.46534639596939087,
    0.37681150436401367,
    0.16326524317264557,
    0.1414140909910202,
    0.21904754638671875,
    0.2845849096775055,
    0.6729856729507446,
    0.6153844594955444,
    0.3276835083961487,
    0.5381525158882141,
    0.16239310801029205,
    0.36180898547172546,
    0.21428564190864563,
    0.6265058517456055,
    0.5627704858779907,
    0.15859025716781616,
    0.13043473660945892,
    0.2588233947753906,
    0.16806717216968536,
    0.24675315618515015,
    0.6378377079963684,
    0.37433144450187683,
    0.23255808651447296,
    0.4670657217502594,
    0.4712642431259155,
    0.4414413571357727,
    0.15533974766731262,
    0.35365843772888184,
    0.28112441301345825,
    0.47560960054397583,
    0.19791658222675323,
    0.2234041839838028,
    0.639593780040741,
    0.47115376591682434,
    0.2780747711658478,
    0.3736262619495392,
    0.14736837148666382,
    0.38095229864120483
   ],
   "time": 39.24840955622494,
   "param": null
  },
  {
   "epoch": 101,
   "train_loss": 0.0657782256603241,
   "val_loss": 3.5485713481903076,
   "acc": 35.83,
   "f1": [
    0.6299998760223389,
    0.3879309296607971,
    0.26388877630233765,
    0.17441853880882263,
    0.20338976383209229,
    0.2754489779472351,
    0.3726707398891449,
    0.2941175401210785,
    0.4084506034851074,
    0.43781083822250366,
    0.2233501821756363,
    0.22784805297851562,
    0.3483870029449463,
    0.24210518598556519,
    0.2536584436893463,
    0.19689112901687622,
    0.3703702688217163,
    0.5025123953819275,
    0.26262614130973816,
    0.2872926890850067,
    0.684491753578186,
    0.4734981656074524,
    0.37894728779792786,
    0.43999990820884705,
    0.6666665077209473,
    0.28260859847068787,
    0.33548372983932495,
    0.2276422381401062,
    0.49549540877342224,
    0.3855420649051666,
    0.35532984137535095,
    0.390243798494339,
    0.2572613060474396,
    0.38502663373947144,
    0.26540276408195496,
    0.19047613441944122,
    0.3068180978298187,
    0.2704625427722931,
    0.22222214937210083,
    0.4814813435077667,
    0.3070864975452423,
    0.6704543232917786,
    0.2944161295890808,
    0.2722512185573578,
    0.17073164880275726,
    0.15662643313407898,
    0.211055189371109,
    0.446969598531723,
    0.6010927557945251,
    0.4435482919216156,
    0.15957440435886383,
    0.3367002606391907,
    0.4927534759044647,
    0.5691698789596558,
    0.4685713052749634,
    0.1162789985537529,
    0.48936155438423157,
    0.38181808590888977,
    0.45833322405815125,
    0.3016759157180786,
    0.7246376276016235,
    0.5106381177902222,
    0.43438899517059326,
    0.35344812273979187,
    0.1229049563407898,
    0.17877088487148285,
    0.2583731412887573,
    0.293436199426651,
    0.6462881565093994,
    0.5809522867202759,
    0.29197070002555847,
    0.5860464572906494,
    0.09890103340148926,
    0.28318578004837036,
    0.1656804084777832,
    0.577777624130249,
    0.5813952088356018,
    0.19277101755142212,
    0.22891558706760406,
    0.2575756907463074,
    0.18300649523735046,
    0.2165604531764984,
    0.6181817054748535,
    0.37433144450187683,
    0.1898733526468277,
    0.48076915740966797,
    0.39285701513290405,
    0.44444429874420166,
    0.18292675912380219,
    0.3636362552642822,
    0.28099164366722107,
    0.3795619308948517,
    0.16666659712791443,
    0.23529404401779175,
    0.6597937345504761,
    0.4499998688697815,
    0.31775689125061035,
    0.39837390184402466,
    0.1333332657814026,
    0.3389829397201538
   ],
   "time": 39.25719152670354,
   "param": null
  },
  {
   "epoch": 102,
   "train_loss": 0.06797011196613312,
   "val_loss": 3.6920676231384277,
   "acc": 35.18,
   "f1": [
    0.6163520216941833,
    0.41284388303756714,
    0.19459453225135803,
    0.13559316098690033,
    0.1494252234697342,
    0.2264150083065033,
    0.32835814356803894,
    0.36458322405815125,
    0.3356642425060272,
    0.44444429874420166,
    0.14765094220638275,
    0.2176164984703064,
    0.3101603388786316,
    0.2258063703775406,
    0.1938774734735489,
    0.24999991059303284,
    0.37288129329681396,
    0.5462961196899414,
    0.3517586886882782,
    0.239520862698555,
    0.6439023613929749,
    0.522612988948822,
    0.37696322798728943,
    0.5088756084442139,
    0.619289219379425,
    0.239520862698555,
    0.27999991178512573,
    0.18478251993656158,
    0.5102038979530334,
    0.3060108423233032,
    0.35185176134109497,
    0.3250882625579834,
    0.32584258913993835,
    0.3402777314186096,
    0.26760557293891907,
    0.2234041839838028,
    0.3523315489292145,
    0.24580998718738556,
    0.22580638527870178,
    0.46861910820007324,
    0.35582810640335083,
    0.6344084739685059,
    0.25274714827537537,
    0.25570768117904663,
    0.14606735110282898,
    0.18749994039535522,
    0.17241372168064117,
    0.44554442167282104,
    0.5191488265991211,
    0.4947367310523987,
    0.11764698475599289,
    0.2580644488334656,
    0.5053762197494507,
    0.5463413596153259,
    0.4377681314945221,
    0.1156068742275238,
    0.520408034324646,
    0.35820886492729187,
    0.360248327255249,
    0.3940885663032532,
    0.7512193918228149,
    0.4864863455295563,
    0.510416567325592,
    0.3703702688217163,
    0.21839071810245514,
    0.18848159909248352,
    0.24630534648895264,
    0.28749987483024597,
    0.6631014943122864,
    0.6138612627983093,
    0.4111110270023346,
    0.5575755834579468,
    0.08092478662729263,
    0.3354036211967468,
    0.2583731412887573,
    0.5638296604156494,
    0.5943394899368286,
    0.17171710729599,
    0.1818181276321411,
    0.3167419731616974,
    0.14772720634937286,
    0.23076917231082916,
    0.6464645266532898,
    0.3755457401275635,
    0.22881349921226501,
    0.4690264165401459,
    0.44444432854652405,
    0.3456788659095764,
    0.15999993681907654,
    0.3663002848625183,
    0.2585032880306244,
    0.5084744095802307,
    0.21649475395679474,
    0.21686740219593048,
    0.6384975910186768,
    0.46017688512802124,
    0.31249991059303284,
    0.3313608467578888,
    0.12698405981063843,
    0.40206170082092285
   ],
   "time": 38.29872711095959,
   "param": null
  },
  {
   "epoch": 103,
   "train_loss": 0.06353810429573059,
   "val_loss": 3.700199604034424,
   "acc": 34.2,
   "f1": [
    0.5054942965507507,
    0.41346144676208496,
    0.18749992549419403,
    0.16239310801029205,
    0.17721512913703918,
    0.25125616788864136,
    0.34736835956573486,
    0.31506839394569397,
    0.3816792964935303,
    0.44198882579803467,
    0.1401868611574173,
    0.2514968812465668,
    0.3456788659095764,
    0.22950810194015503,
    0.22499993443489075,
    0.24120594561100006,
    0.423912912607193,
    0.5125626921653748,
    0.31999990344047546,
    0.21359217166900635,
    0.662983238697052,
    0.49523797631263733,
    0.30275216698646545,
    0.44198882579803467,
    0.6424240469932556,
    0.210526242852211,
    0.29714274406433105,
    0.16143491864204407,
    0.4918031394481659,
    0.3804876506328583,
    0.3764704465866089,
    0.2719297707080841,
    0.2529643774032593,
    0.3644067049026489,
    0.24844713509082794,
    0.17964066565036774,
    0.30046939849853516,
    0.26900574564933777,
    0.21359217166900635,
    0.5168538093566895,
    0.31896543502807617,
    0.6519335508346558,
    0.24390237033367157,
    0.2888887822628021,
    0.16513754427433014,
    0.15384609997272491,
    0.22485199570655823,
    0.44444435834884644,
    0.5952380299568176,
    0.34042540192604065,
    0.10582003742456436,
    0.3050846457481384,
    0.4939757287502289,
    0.5686272978782654,
    0.3443707227706909,
    0.09137050062417984,
    0.488262802362442,
    0.40552979707717896,
    0.4705881178379059,
    0.2824857831001282,
    0.6814157962799072,
    0.5301203727722168,
    0.47619035840034485,
    0.33802807331085205,
    0.19417467713356018,
    0.15966379642486572,
    0.27096763253211975,
    0.24603168666362762,
    0.666666567325592,
    0.5101213455200195,
    0.32298123836517334,
    0.4675324261188507,
    0.1584157794713974,
    0.3250882625579834,
    0.2488037496805191,
    0.5806450843811035,
    0.5892114639282227,
    0.18939387798309326,
    0.13422814011573792,
    0.27118635177612305,
    0.16666659712791443,
    0.2584269046783447,
    0.6138612627983093,
    0.3394494354724884,
    0.1951218843460083,
    0.46739116311073303,
    0.41935470700263977,
    0.3855420649051666,
    0.1734103411436081,
    0.2906976044178009,
    0.23463678359985352,
    0.4504503309726715,
    0.18947362899780273,
    0.1951218843460083,
    0.5748986601829529,
    0.4630540609359741,
    0.3098590672016144,
    0.35483860969543457,
    0.21238930523395538,
    0.39148926734924316
   ],
   "time": 39.23248908109963,
   "param": null
  },
  {
   "epoch": 104,
   "train_loss": 0.07647387683391571,
   "val_loss": 3.464162588119507,
   "acc": 36.43,
   "f1": [
    0.633165717124939,
    0.4561401903629303,
    0.21390368044376373,
    0.2181817591190338,
    0.19540224969387054,
    0.3577980697154999,
    0.4023667275905609,
    0.3502824008464813,
    0.45054933428764343,
    0.4910178482532501,
    0.16883111000061035,
    0.2244897186756134,
    0.2991451919078827,
    0.2890172600746155,
    0.23655906319618225,
    0.25125616788864136,
    0.3599999248981476,
    0.45847171545028687,
    0.2629481256008148,
    0.2514968812465668,
    0.6731706857681274,
    0.5155554413795471,
    0.3088802397251129,
    0.5514017343521118,
    0.6810809373855591,
    0.29189181327819824,
    0.36893191933631897,
    0.1494252234697342,
    0.5806450843811035,
    0.3703702688217163,
    0.35121941566467285,
    0.3096233606338501,
    0.2886596620082855,
    0.32352930307388306,
    0.2647058069705963,
    0.26455017924308777,
    0.39153432846069336,
    0.2647058069705963,
    0.2561982572078705,
    0.529999852180481,
    0.33720916509628296,
    0.6382977366447449,
    0.26984119415283203,
    0.23170723021030426,
    0.1499999314546585,
    0.16346149146556854,
    0.24999991059303284,
    0.4352940320968628,
    0.5685278177261353,
    0.4434387683868408,
    0.1449274867773056,
    0.3013697862625122,
    0.5714284777641296,
    0.5925924777984619,
    0.44852933287620544,
    0.11538457125425339,
    0.4811319410800934,
    0.3636362552642822,
    0.45976996421813965,
    0.31999990344047546,
    0.7263681292533875,
    0.47619035840034485,
    0.42857131361961365,
    0.3502824008464813,
    0.19999994337558746,
    0.19672125577926636,
    0.18518511950969696,
    0.30541861057281494,
    0.6818180680274963,
    0.5824174284934998,
    0.4257424473762512,
    0.5698922872543335,
    0.15126045048236847,
    0.35856562852859497,
    0.24186037480831146,
    0.5608464479446411,
    0.5490195155143738,
    0.1868131160736084,
    0.23834188282489777,
    0.3022221326828003,
    0.1835748255252838,
    0.30456843972206116,
    0.7046630382537842,
    0.39106133580207825,
    0.19999992847442627,
    0.39999985694885254,
    0.4973543584346771,
    0.36065563559532166,
    0.10126575827598572,
    0.36180898547172546,
    0.3314915895462036,
    0.45320188999176025,
    0.21568621695041656,
    0.20689646899700165,
    0.6327682137489319,
    0.5025123953819275,
    0.3111110329627991,
    0.32365134358406067,
    0.15199993550777435,
    0.3878786563873291
   ],
   "time": 38.352051205933094,
   "param": null
  },
  {
   "epoch": 105,
   "train_loss": 0.04666523635387421,
   "val_loss": 3.527946949005127,
   "acc": 36.56,
   "f1": [
    0.7241377830505371,
    0.5096152424812317,
    0.2018347978591919,
    0.14545448124408722,
    0.17757000029087067,
    0.35532984137535095,
    0.3555554449558258,
    0.38341957330703735,
    0.46428558230400085,
    0.43930622935295105,
    0.19867542386054993,
    0.20224712789058685,
    0.3043477535247803,
    0.24875615537166595,
    0.22325573861598969,
    0.26666656136512756,
    0.4307691156864166,
    0.5806450843811035,
    0.2681563198566437,
    0.2574256360530853,
    0.6513760089874268,
    0.49999988079071045,
    0.35643553733825684,
    0.5048542022705078,
    0.6144576668739319,
    0.30270257592201233,
    0.3168315887451172,
    0.1657457947731018,
    0.5773194432258606,
    0.3841806650161743,
    0.34972667694091797,
    0.37885454297065735,
    0.28749987483024597,
    0.3853210210800171,
    0.29126206040382385,
    0.20833326876163483,
    0.35135123133659363,
    0.2653060257434845,
    0.22033889591693878,
    0.5326631665229797,
    0.3809523284435272,
    0.6060605049133301,
    0.282828152179718,
    0.24545449018478394,
    0.14084503054618835,
    0.19004517793655396,
    0.21192045509815216,
    0.510416567325592,
    0.5221673846244812,
    0.4302324652671814,
    0.14606735110282898,
    0.27083322405815125,
    0.5373133420944214,
    0.563380241394043,
    0.3394494354724884,
    0.08588951081037521,
    0.5121949315071106,
    0.33128824830055237,
    0.4418603479862213,
    0.3276835083961487,
    0.7526880502700806,
    0.46601933240890503,
    0.47916659712791443,
    0.4022987186908722,
    0.18279562890529633,
    0.20571422576904297,
    0.20454540848731995,
    0.29787227511405945,
    0.6802029013633728,
    0.6051281094551086,
    0.3269230127334595,
    0.5837836861610413,
    0.16915416717529297,
    0.2976189851760864,
    0.24999991059303284,
    0.5521470904350281,
    0.6666665077209473,
    0.1725887656211853,
    0.20765019953250885,
    0.34736835956573486,
    0.1898304522037506,
    0.2769230008125305,
    0.5953487157821655,
    0.3693692684173584,
    0.2366863340139389,
    0.46391740441322327,
    0.46242761611938477,
    0.4365480840206146,
    0.18604643642902374,
    0.3716215491294861,
    0.2999999523162842,
    0.4827585518360138,
    0.28181809186935425,
    0.23214277625083923,
    0.6760562062263489,
    0.44827571511268616,
    0.28571420907974243,
    0.34234222769737244,
    0.1809954047203064,
    0.4230768084526062
   ],
   "time": 39.26746720075607,
   "param": null
  },
  {
   "epoch": 106,
   "train_loss": 0.033423155546188354,
   "val_loss": 3.4458882808685303,
   "acc": 36.65,
   "f1": [
    0.5948274731636047,
    0.46632111072540283,
    0.22131142020225525,
    0.14906825125217438,
    0.21590900421142578,
    0.334727942943573,
    0.36082467436790466,
    0.3999999165534973,
    0.44585973024368286,
    0.502923846244812,
    0.1789472997188568,
    0.23232315480709076,
    0.3495144844055176,
    0.2234041839838028,
    0.246575266122818,
    0.26373615860939026,
    0.3904760777950287,
    0.5098037719726562,
    0.3504272401332855,
    0.27428561449050903,
    0.7128711342811584,
    0.5374448299407959,
    0.3654821515083313,
    0.4615383446216583,
    0.6729856729507446,
    0.31147530674934387,
    0.32335323095321655,
    0.21118006110191345,
    0.5154638290405273,
    0.37962955236434937,
    0.3804876506328583,
    0.3493449091911316,
    0.29189181327819824,
    0.3999998867511749,
    0.30851057171821594,
    0.25274714827537537,
    0.3436122238636017,
    0.2659573554992676,
    0.2526314854621887,
    0.45751625299453735,
    0.3478260040283203,
    0.6519335508346558,
    0.2683981955051422,
    0.2545453608036041,
    0.1442307084798813,
    0.19191910326480865,
    0.23655906319618225,
    0.4304635226726532,
    0.5989846587181091,
    0.4186045527458191,
    0.20657269656658173,
    0.35602086782455444,
    0.4177214205265045,
    0.5791853666305542,
    0.3794870972633362,
    0.11453738063573837,
    0.4745761454105377,
    0.35820886492729187,
    0.5294116139411926,
    0.2749998867511749,
    0.6415092349052429,
    0.47953203320503235,
    0.5391303300857544,
    0.38190943002700806,
    0.17993073165416718,
    0.24299058318138123,
    0.2526314854621887,
    0.2938387989997864,
    0.6799998879432678,
    0.5999999046325684,
    0.42201822996139526,
    0.6028706431388855,
    0.11965805292129517,
    0.33333322405815125,
    0.2233501821756363,
    0.5617976188659668,
    0.6363635063171387,
    0.18652844429016113,
    0.19883033633232117,
    0.3666665554046631,
    0.15384609997272491,
    0.23157887160778046,
    0.6228069067001343,
    0.2543351650238037,
    0.20408155024051666,
    0.3832334280014038,
    0.44559577107429504,
    0.41739121079444885,
    0.12658220529556274,
    0.39795905351638794,
    0.31538453698158264,
    0.4594593644142151,
    0.21839071810245514,
    0.20430098474025726,
    0.6486485004425049,
    0.49019595980644226,
    0.2786068916320801,
    0.3654821515083313,
    0.1639343500137329,
    0.36051490902900696
   ],
   "time": 39.23893253412098,
   "param": null
  },
  {
   "epoch": 107,
   "train_loss": 0.021361930295825005,
   "val_loss": 3.484565496444702,
   "acc": 37.89,
   "f1": [
    0.6702126860618591,
    0.46829259395599365,
    0.23863628506660461,
    0.16279064118862152,
    0.20814472436904907,
    0.336633563041687,
    0.4574466943740845,
    0.4232803285121918,
    0.4347825050354004,
    0.48275846242904663,
    0.20111726224422455,
    0.21904754638671875,
    0.37860071659088135,
    0.28571417927742004,
    0.23529404401779175,
    0.26136353611946106,
    0.4043714702129364,
    0.5472635626792908,
    0.35897424817085266,
    0.2378377616405487,
    0.6737966537475586,
    0.5236050486564636,
    0.3175964951515198,
    0.5314008593559265,
    0.6831682324409485,
    0.2796609401702881,
    0.3314915895462036,
    0.20224712789058685,
    0.6051281094551086,
    0.3586955666542053,
    0.3656715452671051,
    0.31775689125061035,
    0.2771083414554596,
    0.4090907871723175,
    0.2545453906059265,
    0.2340424805879593,
    0.3696681261062622,
    0.25274714827537537,
    0.26666656136512756,
    0.4999999403953552,
    0.3523808717727661,
    0.6315788626670837,
    0.27272719144821167,
    0.30456843972206116,
    0.14736837148666382,
    0.21848732233047485,
    0.2699999213218689,
    0.48888880014419556,
    0.6161615252494812,
    0.43575406074523926,
    0.1855669468641281,
    0.2829267382621765,
    0.5806450843811035,
    0.6106193661689758,
    0.43749991059303284,
    0.10404618829488754,
    0.4949493706226349,
    0.385650098323822,
    0.49999988079071045,
    0.33333322405815125,
    0.7164177894592285,
    0.39999985694885254,
    0.4615383744239807,
    0.36559128761291504,
    0.16513754427433014,
    0.2037036269903183,
    0.22857137024402618,
    0.3428570628166199,
    0.6842104196548462,
    0.6261681318283081,
    0.45595842599868774,
    0.5761315822601318,
    0.14096909761428833,
    0.40384599566459656,
    0.2617800235748291,
    0.5649716258049011,
    0.6799998879432678,
    0.18784524500370026,
    0.20304562151432037,
    0.3253011107444763,
    0.18181811273097992,
    0.2647058069705963,
    0.6731706857681274,
    0.3444443643093109,
    0.23529404401779175,
    0.4406778812408447,
    0.4588233530521393,
    0.3955222964286804,
    0.12021850794553757,
    0.387096643447876,
    0.3609755337238312,
    0.43171796202659607,
    0.20858889818191528,
    0.208791121840477,
    0.639269232749939,
    0.5140186548233032,
    0.29508185386657715,
    0.3666665554046631,
    0.18285706639289856,
    0.4042551815509796
   ],
   "time": 39.18669675197452,
   "param": null
  },
  {
   "epoch": 108,
   "train_loss": 0.00809290912002325,
   "val_loss": 3.3300445079803467,
   "acc": 38.68,
   "f1": [
    0.663461446762085,
    0.45689642429351807,
    0.23463678359985352,
    0.213483065366745,
    0.23863628506660461,
    0.35675665736198425,
    0.42857128381729126,
    0.4191615581512451,
    0.4365480840206146,
    0.505154550075531,
    0.1325300633907318,
    0.20809243619441986,
    0.37623751163482666,
    0.2935778796672821,
    0.2256409376859665,
    0.2718445658683777,
    0.4599998891353607,
    0.4782608151435852,
    0.3647797703742981,
    0.30303022265434265,
    0.7135677337646484,
    0.5462554097175598,
    0.40641695261001587,
    0.579439103603363,
    0.666666567325592,
    0.3269230127334595,
    0.348314493894577,
    0.19108274579048157,
    0.6129031181335449,
    0.34920626878738403,
    0.3880595862865448,
    0.33962252736091614,
    0.2736841142177582,
    0.34024888277053833,
    0.32599109411239624,
    0.2653060257434845,
    0.35602086782455444,
    0.2901553809642792,
    0.22594137489795685,
    0.5492226481437683,
    0.38974347710609436,
    0.6407765746116638,
    0.3157894015312195,
    0.3152172863483429,
    0.15238089859485626,
    0.22549012303352356,
    0.24277448654174805,
    0.48803818225860596,
    0.6037734746932983,
    0.4433496594429016,
    0.18905465304851532,
    0.31284910440444946,
    0.5462554097175598,
    0.5369648933410645,
    0.4808742105960846,
    0.09756091237068176,
    0.539215624332428,
    0.37499988079071045,
    0.49729716777801514,
    0.31428563594818115,
    0.7312772870063782,
    0.49999988079071045,
    0.48484835028648376,
    0.35051536560058594,
    0.17821775376796722,
    0.1619046926498413,
    0.2843601107597351,
    0.28971952199935913,
    0.6951870322227478,
    0.623255729675293,
    0.4148934781551361,
    0.6169153451919556,
    0.16346149146556854,
    0.3699999153614044,
    0.26415085792541504,
    0.5656563639640808,
    0.6464645266532898,
    0.2095237374305725,
    0.2528734505176544,
    0.34449753165245056,
    0.15668198466300964,
    0.282828152179718,
    0.6301368474960327,
    0.34482747316360474,
    0.2674417495727539,
    0.4210525453090668,
    0.45901623368263245,
    0.4485980272293091,
    0.13173647224903107,
    0.3594468832015991,
    0.31638407707214355,
    0.4899998903274536,
    0.251308798789978,
    0.23595495522022247,
    0.6278025507926941,
    0.5373133420944214,
    0.33962252736091614,
    0.3394494354724884,
    0.17112290859222412,
    0.4042551815509796
   ],
   "time": 39.169750832021236,
   "param": null
  },
  {
   "epoch": 109,
   "train_loss": 0.009212737902998924,
   "val_loss": 3.2668375968933105,
   "acc": 39.59,
   "f1": [
    0.7015705108642578,
    0.4727271497249603,
    0.210526242852211,
    0.23030294477939606,
    0.22459883987903595,
    0.3846152722835541,
    0.415094256401062,
    0.4299998879432678,
    0.4100417494773865,
    0.5333331823348999,
    0.17073164880275726,
    0.19251330196857452,
    0.39215680956840515,
    0.28415289521217346,
    0.25555548071861267,
    0.26804113388061523,
    0.41052618622779846,
    0.4962405264377594,
    0.38647329807281494,
    0.3369564116001129,
    0.72251296043396,
    0.5866665840148926,
    0.3775508999824524,
    0.5400842428207397,
    0.6868685483932495,
    0.3711339235305786,
    0.34374991059303284,
    0.2211054563522339,
    0.6120217442512512,
    0.3386242389678955,
    0.3783782124519348,
    0.36893191933631897,
    0.2807016372680664,
    0.4154588282108307,
    0.37499985098838806,
    0.2446807622909546,
    0.38144323229789734,
    0.24299058318138123,
    0.28971952199935913,
    0.5286343097686768,
    0.3999999165534973,
    0.6666665077209473,
    0.28054288029670715,
    0.3316061198711395,
    0.15023468434810638,
    0.21524657309055328,
    0.21590900421142578,
    0.5081079602241516,
    0.6451612114906311,
    0.4837207794189453,
    0.17801040410995483,
    0.3135133981704712,
    0.5689654350280762,
    0.585152804851532,
    0.47572803497314453,
    0.09523802250623703,
    0.5641024112701416,
    0.446808397769928,
    0.4974091649055481,
    0.35467973351478577,
    0.7609753608703613,
    0.48421040177345276,
    0.5098037719726562,
    0.3428570628166199,
    0.19289332628250122,
    0.2054053246974945,
    0.24786315858364105,
    0.31914883852005005,
    0.7219511270523071,
    0.6052630543708801,
    0.4365480840206146,
    0.6354165077209473,
    0.15135130286216736,
    0.35714274644851685,
    0.23214277625083923,
    0.5685278177261353,
    0.666666567325592,
    0.19889496266841888,
    0.2436547577381134,
    0.30208322405815125,
    0.1862744390964508,
    0.31531521677970886,
    0.6756755113601685,
    0.36559128761291504,
    0.2622949779033661,
    0.4347825050354004,
    0.4972374439239502,
    0.4705880880355835,
    0.15458931028842926,
    0.3555554449558258,
    0.3417084515094757,
    0.5145629644393921,
    0.2470587193965912,
    0.251308798789978,
    0.6896550059318542,
    0.5230767726898193,
    0.3232322335243225,
    0.3317534327507019,
    0.1725887656211853,
    0.4232803285121918
   ],
   "time": 38.26797623001039,
   "param": null
  },
  {
   "epoch": 110,
   "train_loss": 0.00284447125159204,
   "val_loss": 3.3776793479919434,
   "acc": 38.39,
   "f1": [
    0.6276149749755859,
    0.4416665732860565,
    0.21100911498069763,
    0.20320846140384674,
    0.2647058069705963,
    0.3290042281150818,
    0.3459458649158478,
    0.37288129329681396,
    0.45454534888267517,
    0.5079363584518433,
    0.16666659712791443,
    0.2541435658931732,
    0.3406592309474945,
    0.2790696620941162,
    0.22988496720790863,
    0.30150744318962097,
    0.44808733463287354,
    0.4951455295085907,
    0.3934425115585327,
    0.2569831311702728,
    0.6994534134864807,
    0.5206610560417175,
    0.393063485622406,
    0.49011847376823425,
    0.6210044622421265,
    0.33333322405815125,
    0.33128824830055237,
    0.21621613204479218,
    0.5989303588867188,
    0.3976607024669647,
    0.396135151386261,
    0.31404948234558105,
    0.2944161295890808,
    0.38251355290412903,
    0.31775689125061035,
    0.2830187678337097,
    0.3282441794872284,
    0.2564101815223694,
    0.25906726717948914,
    0.522222101688385,
    0.3696681261062622,
    0.6947367191314697,
    0.29032251238822937,
    0.3535352647304535,
    0.16666659712791443,
    0.22857137024402618,
    0.2424241602420807,
    0.4678361415863037,
    0.645502507686615,
    0.45263150334358215,
    0.1957446187734604,
    0.29473677277565,
    0.5507245063781738,
    0.5679011344909668,
    0.4221104085445404,
    0.10362687706947327,
    0.5230767726898193,
    0.3999999165534973,
    0.5483869910240173,
    0.3626372814178467,
    0.7938142418861389,
    0.47120407223701477,
    0.506912350654602,
    0.3454544246196747,
    0.18260863423347473,
    0.20083676278591156,
    0.29714274406433105,
    0.23115570843219757,
    0.6666665077209473,
    0.6052630543708801,
    0.34999990463256836,
    0.5825241804122925,
    0.16113737225532532,
    0.33802807331085205,
    0.2477063536643982,
    0.5686272978782654,
    0.6519822478294373,
    0.216666579246521,
    0.24999988079071045,
    0.3417084515094757,
    0.21097040176391602,
    0.29940110445022583,
    0.6567163467407227,
    0.3917524814605713,
    0.2658226788043976,
    0.4945053458213806,
    0.4205606281757355,
    0.4615383446216583,
    0.11594197899103165,
    0.36585354804992676,
    0.30107519030570984,
    0.46999987959861755,
    0.22680403292179108,
    0.2807016372680664,
    0.6431716680526733,
    0.49090901017189026,
    0.3474177420139313,
    0.35748788714408875,
    0.1725887656211853,
    0.4042551815509796
   ],
   "time": 39.19415899831802,
   "param": null
  },
  {
   "epoch": 111,
   "train_loss": 0.01393520925194025,
   "val_loss": 3.1529245376586914,
   "acc": 39.52,
   "f1": [
    0.6601940989494324,
    0.4884791076183319,
    0.2524271011352539,
    0.21428564190864563,
    0.21989519894123077,
    0.34615373611450195,
    0.415094256401062,
    0.43298953771591187,
    0.4615383446216583,
    0.49999988079071045,
    0.14193542301654816,
    0.21111102402210236,
    0.35416656732559204,
    0.28723397850990295,
    0.23834188282489777,
    0.26666656136512756,
    0.4631577730178833,
    0.5322579741477966,
    0.39195966720581055,
    0.3295453190803528,
    0.7046630382537842,
    0.538461446762085,
    0.4022345542907715,
    0.5286343097686768,
    0.6730768084526062,
    0.3459458649158478,
    0.32978713512420654,
    0.22222214937210083,
    0.6285713315010071,
    0.34736835956573486,
    0.38356152176856995,
    0.3348836302757263,
    0.29714274406433105,
    0.3867923319339752,
    0.34905651211738586,
    0.2686566412448883,
    0.3707316219806671,
    0.2673266530036926,
    0.26728102564811707,
    0.5671641230583191,
    0.39378228783607483,
    0.669999897480011,
    0.2914571762084961,
    0.36065563559532166,
    0.1682242453098297,
    0.21645015478134155,
    0.23204411566257477,
    0.4974091649055481,
    0.6310677528381348,
    0.4717947542667389,
    0.2099999338388443,
    0.2983424663543701,
    0.5610858201980591,
    0.5999999046325684,
    0.4630540609359741,
    0.08791202306747437,
    0.5572138428688049,
    0.41176459193229675,
    0.5111110210418701,
    0.36842095851898193,
    0.7499999403953552,
    0.49214646220207214,
    0.5045044422149658,
    0.30526304244995117,
    0.17511513829231262,
    0.22099439799785614,
    0.26794248819351196,
    0.3047617971897125,
    0.7177032232284546,
    0.6126124858856201,
    0.41176459193229675,
    0.6078430414199829,
    0.15053758025169373,
    0.39252325892448425,
    0.2566370666027069,
    0.5588234066963196,
    0.6699506640434265,
    0.25870639085769653,
    0.23076915740966797,
    0.3419688045978546,
    0.2037036269903183,
    0.29665064811706543,
    0.6666665077209473,
    0.35643553733825684,
    0.2545453608036041,
    0.45535701513290405,
    0.46874985098838806,
    0.4684683382511139,
    0.12307685613632202,
    0.38356152176856995,
    0.3350784480571747,
    0.5076140761375427,
    0.21621613204479218,
    0.2584269046783447,
    0.6794257164001465,
    0.49261072278022766,
    0.36714968085289,
    0.3474177420139313,
    0.17085421085357666,
    0.4195120930671692
   ],
   "time": 39.2666494185105,
   "param": null
  },
  {
   "epoch": 112,
   "train_loss": 0.0023593436926603317,
   "val_loss": 3.087357759475708,
   "acc": 40.41,
   "f1": [
    0.6798028349876404,
    0.47321414947509766,
    0.24489787220954895,
    0.23809516429901123,
    0.22797919809818268,
    0.40191373229026794,
    0.42201822996139526,
    0.425531804561615,
    0.49729716777801514,
    0.4916200041770935,
    0.14723920822143555,
    0.208791121840477,
    0.38578668236732483,
    0.2999999225139618,
    0.23232315480709076,
    0.24999991059303284,
    0.45833322405815125,
    0.5349792838096619,
    0.37499991059303284,
    0.3586955666542053,
    0.711340069770813,
    0.559321939945221,
    0.39378228783607483,
    0.5294116139411926,
    0.6766167879104614,
    0.3809523284435272,
    0.3502824008464813,
    0.2430938482284546,
    0.6338796615600586,
    0.3736262619495392,
    0.39449530839920044,
    0.3557691276073456,
    0.290502667427063,
    0.39622631669044495,
    0.364531934261322,
    0.26262614130973816,
    0.38190943002700806,
    0.29629620909690857,
    0.28846150636672974,
    0.5757573843002319,
    0.4042551815509796,
    0.666666567325592,
    0.33027511835098267,
    0.3809523284435272,
    0.1584157794713974,
    0.2085307389497757,
    0.22222214937210083,
    0.5213268995285034,
    0.6442306041717529,
    0.5073169469833374,
    0.20289847254753113,
    0.2937852144241333,
    0.543859601020813,
    0.5982905030250549,
    0.46376800537109375,
    0.0983605906367302,
    0.5517240166664124,
    0.4343433380126953,
    0.5492226481437683,
    0.37696322798728943,
    0.7549017667770386,
    0.48205116391181946,
    0.5155554413795471,
    0.3351350426673889,
    0.18269222974777222,
    0.20689646899700165,
    0.2629106938838959,
    0.33497530221939087,
    0.7109003663063049,
    0.639269232749939,
    0.4059404730796814,
    0.6346153020858765,
    0.1612902730703354,
    0.3853210210800171,
    0.2761903405189514,
    0.5588234066963196,
    0.6572768688201904,
    0.2256409376859665,
    0.25125616788864136,
    0.31914883852005005,
    0.19811314344406128,
    0.30769219994544983,
    0.6820275187492371,
    0.3842363655567169,
    0.2840908169746399,
    0.4854367673397064,
    0.474226713180542,
    0.49999988079071045,
    0.12121205031871796,
    0.3831774890422821,
    0.33333322405815125,
    0.5174128413200378,
    0.23728805780410767,
    0.24175815284252167,
    0.6763284206390381,
    0.5125626921653748,
    0.3389829397201538,
    0.35820886492729187,
    0.17910441756248474,
    0.4411763548851013
   ],
   "time": 38.15555101074278,
   "param": null
  },
  {
   "epoch": 113,
   "train_loss": 0.0027826037257909775,
   "val_loss": 2.8130013942718506,
   "acc": 40.58,
   "f1": [
    0.6865670084953308,
    0.5048542022705078,
    0.26041656732559204,
    0.2275448441505432,
    0.24120594561100006,
    0.3999998867511749,
    0.4200912117958069,
    0.42931926250457764,
    0.49999988079071045,
    0.5054942965507507,
    0.15853650867938995,
    0.21468918025493622,
    0.3899998664855957,
    0.30366483330726624,
    0.23280414938926697,
    0.2617800235748291,
    0.44221094250679016,
    0.5220882296562195,
    0.37777766585350037,
    0.3428570628166199,
    0.6767675280570984,
    0.5617020726203918,
    0.40677958726882935,
    0.5333332419395447,
    0.6602869629859924,
    0.3711339235305786,
    0.3351350426673889,
    0.23863628506660461,
    0.633333146572113,
    0.3617020547389984,
    0.4174756109714508,
    0.34234222769737244,
    0.31034475564956665,
    0.387096643447876,
    0.3778800964355469,
    0.26341456174850464,
    0.3942306339740753,
    0.2485874742269516,
    0.2870369255542755,
    0.5699998736381531,
    0.4242422580718994,
    0.6734693050384521,
    0.33333322405815125,
    0.3979056477546692,
    0.16037730872631073,
    0.21395343542099,
    0.23863628506660461,
    0.5247523188591003,
    0.6415093541145325,
    0.49756085872650146,
    0.20895515382289886,
    0.3169397711753845,
    0.5714284777641296,
    0.6060605049133301,
    0.44444435834884644,
    0.09523804485797882,
    0.561576247215271,
    0.44791656732559204,
    0.5376343131065369,
    0.39583319425582886,
    0.775119423866272,
    0.49746179580688477,
    0.5205478072166443,
    0.32820504903793335,
    0.1809523105621338,
    0.21874994039535522,
    0.26484012603759766,
    0.33333322405815125,
    0.7149757146835327,
    0.6363635063171387,
    0.41148313879966736,
    0.6183573603630066,
    0.1390373706817627,
    0.38427940011024475,
    0.271493136882782,
    0.5576921701431274,
    0.6572768688201904,
    0.23834188282489777,
    0.24210518598556519,
    0.3675675094127655,
    0.20560741424560547,
    0.3018867075443268,
    0.6763284206390381,
    0.3917524814605713,
    0.3043477535247803,
    0.4766353964805603,
    0.46874985098838806,
    0.4978164732456207,
    0.09729723632335663,
    0.38356152176856995,
    0.3406592309474945,
    0.5380709171295166,
    0.22471901774406433,
    0.2444443702697754,
    0.6820275187492371,
    0.507771909236908,
    0.348314493894577,
    0.3599999248981476,
    0.17435890436172485,
    0.4292682111263275
   ],
   "time": 38.45312040671706,
   "param": null
  },
  {
   "epoch": 114,
   "train_loss": 0.003372723702341318,
   "val_loss": 2.8453526496887207,
   "acc": 40.61,
   "f1": [
    0.6824643611907959,
    0.488262802362442,
    0.24154582619667053,
    0.22222216427326202,
    0.239999920129776,
    0.39252325892448425,
    0.4200912117958069,
    0.42780739068984985,
    0.4861876964569092,
    0.5054942965507507,
    0.1635219305753708,
    0.213483065366745,
    0.38190943002700806,
    0.3141360282897949,
    0.23529404401779175,
    0.26666656136512756,
    0.45595842599868774,
    0.5327867269515991,
    0.36269423365592957,
    0.3502824008464813,
    0.6868685483932495,
    0.5569619536399841,
    0.38674020767211914,
    0.5504586100578308,
    0.6604650020599365,
    0.35602086782455444,
    0.3703702688217163,
    0.2333332598209381,
    0.6298341155052185,
    0.3771427571773529,
    0.4077668786048889,
    0.34389129281044006,
    0.2999999225139618,
    0.3999998867511749,
    0.3669723868370056,
    0.2647058069705963,
    0.3980098366737366,
    0.2871793806552887,
    0.29126206040382385,
    0.5773194432258606,
    0.4221104085445404,
    0.6766167879104614,
    0.31730762124061584,
    0.37864065170288086,
    0.14634141325950623,
    0.20444436371326447,
    0.239999920129776,
    0.5145629644393921,
    0.6415093541145325,
    0.49999988079071045,
    0.23115570843219757,
    0.32432422041893005,
    0.5565216541290283,
    0.6086955070495605,
    0.45320188999176025,
    0.10638291388750076,
    0.561576247215271,
    0.4343433380126953,
    0.5608464479446411,
    0.37433144450187683,
    0.7714284658432007,
    0.49746179580688477,
    0.506912350654602,
    0.3402060866355896,
    0.17840369045734406,
    0.208791121840477,
    0.27884605526924133,
    0.3465345501899719,
    0.6940637826919556,
    0.6363635063171387,
    0.4019606411457062,
    0.6249998807907104,
    0.15789467096328735,
    0.37864065170288086,
    0.2690582275390625,
    0.5631066560745239,
    0.669999897480011,
    0.25688064098358154,
    0.23036640882492065,
    0.3516482412815094,
    0.2046510875225067,
    0.30769219994544983,
    0.6761903762817383,
    0.3939392864704132,
    0.28415289521217346,
    0.4615383744239807,
    0.4787232577800751,
    0.5192306637763977,
    0.11111104488372803,
    0.39449530839920044,
    0.3386242389678955,
    0.5221673846244812,
    0.24175815284252167,
    0.24999991059303284,
    0.7024388909339905,
    0.5247523188591003,
    0.3522725999355316,
    0.34123215079307556,
    0.16666659712791443,
    0.4221104085445404
   ],
   "time": 39.29021152947098,
   "param": null
  },
  {
   "epoch": 115,
   "train_loss": 0.006423505954444408,
   "val_loss": 3.0038344860076904,
   "acc": 40.84,
   "f1": [
    0.6698111891746521,
    0.48598119616508484,
    0.23696675896644592,
    0.23030294477939606,
    0.2512076497077942,
    0.39622631669044495,
    0.41474640369415283,
    0.4230768084526062,
    0.5079363584518433,
    0.5056177973747253,
    0.1717790812253952,
    0.212290421128273,
    0.39603951573371887,
    0.2842104732990265,
    0.24489787220954895,
    0.27083322405815125,
    0.4656083285808563,
    0.5349792838096619,
    0.3885713219642639,
    0.35502949357032776,
    0.6868685483932495,
    0.5606693625450134,
    0.39560428261756897,
    0.5585584044456482,
    0.6511626243591309,
    0.3578946590423584,
    0.37894728779792786,
    0.23863628506660461,
    0.6263735294342041,
    0.36464083194732666,
    0.4179103374481201,
    0.3454544246196747,
    0.30857133865356445,
    0.40609124302864075,
    0.3823528587818146,
    0.25352105498313904,
    0.390243798494339,
    0.2736841142177582,
    0.28846150636672974,
    0.5773194432258606,
    0.4257424473762512,
    0.6802029013633728,
    0.30555546283721924,
    0.38190943002700806,
    0.15165871381759644,
    0.20720712840557098,
    0.24277448654174805,
    0.504761815071106,
    0.6507176160812378,
    0.5128204226493835,
    0.2264150083065033,
    0.329670250415802,
    0.559321939945221,
    0.5948274731636047,
    0.4599998891353607,
    0.10055860131978989,
    0.5499998927116394,
    0.43749991059303284,
    0.5463916063308716,
    0.3874344527721405,
    0.7902437448501587,
    0.522612988948822,
    0.525345504283905,
    0.34554967284202576,
    0.17307688295841217,
    0.208791121840477,
    0.26540276408195496,
    0.3482586145401001,
    0.7102801203727722,
    0.6278025507926941,
    0.3999998867511749,
    0.6355138421058655,
    0.1450776606798172,
    0.3904760777950287,
    0.27649760246276855,
    0.579710066318512,
    0.6415093541145325,
    0.2536584436893463,
    0.2541435658931732,
    0.3586955666542053,
    0.20091316103935242,
    0.31730762124061584,
    0.6761903762817383,
    0.39999985694885254,
    0.29213473200798035,
    0.4792625606060028,
    0.4717947542667389,
    0.5161288380622864,
    0.11518317461013794,
    0.38139525055885315,
    0.3389829397201538,
    0.535353422164917,
    0.22471901774406433,
    0.2444443702697754,
    0.7019230127334595,
    0.518134593963623,
    0.3756905198097229,
    0.3592231869697571,
    0.1799999475479126,
    0.4292682111263275
   ],
   "time": 39.254140039905906,
   "param": null
  },
  {
   "epoch": 116,
   "train_loss": 0.0034514358267188072,
   "val_loss": 2.83420467376709,
   "acc": 40.85,
   "f1": [
    0.6984125375747681,
    0.4748857021331787,
    0.25490185618400574,
    0.23170723021030426,
    0.23188398778438568,
    0.4018690288066864,
    0.42201822996139526,
    0.44808733463287354,
    0.4808742105960846,
    0.4835163354873657,
    0.17283941805362701,
    0.22471901774406433,
    0.39603951573371887,
    0.29126206040382385,
    0.253807008266449,
    0.27722764015197754,
    0.4631577730178833,
    0.5371899604797363,
    0.3756905198097229,
    0.3793102502822876,
    0.6666665077209473,
    0.5555554628372192,
    0.4090908467769623,
    0.5589519143104553,
    0.6602869629859924,
    0.37158459424972534,
    0.35051536560058594,
    0.22459883987903595,
    0.6229507327079773,
    0.3736262619495392,
    0.4137929677963257,
    0.34977567195892334,
    0.2999999225139618,
    0.4154588282108307,
    0.396135151386261,
    0.26484012603759766,
    0.390243798494339,
    0.29743579030036926,
    0.28019312024116516,
    0.5699998736381531,
    0.4307691156864166,
    0.6766167879104614,
    0.30769219994544983,
    0.3846152722835541,
    0.15238089859485626,
    0.22018341720104218,
    0.23463678359985352,
    0.526829183101654,
    0.657142698764801,
    0.5025123953819275,
    0.236453115940094,
    0.3111110329627991,
    0.5714285373687744,
    0.6260868310928345,
    0.4630540609359741,
    0.0983605906367302,
    0.5555554032325745,
    0.43749991059303284,
    0.5376343131065369,
    0.3809523284435272,
    0.7722770571708679,
    0.4999998211860657,
    0.5258214473724365,
    0.35051536560058594,
    0.16981124877929688,
    0.188888818025589,
    0.2829267382621765,
    0.33502528071403503,
    0.7230044603347778,
    0.6222221255302429,
    0.40975597500801086,
    0.6291078925132751,
    0.15217386186122894,
    0.38053086400032043,
    0.27102795243263245,
    0.5700481534004211,
    0.6634145379066467,
    0.2424241602420807,
    0.2513660192489624,
    0.3636362552642822,
    0.198198139667511,
    0.3167419731616974,
    0.6761903762817383,
    0.4081631302833557,
    0.27428561449050903,
    0.47963786125183105,
    0.4787232577800751,
    0.5067872405052185,
    0.12154688686132431,
    0.3800903856754303,
    0.3459458649158478,
    0.5217390656471252,
    0.24870456755161285,
    0.2485874742269516,
    0.6915886998176575,
    0.5212765336036682,
    0.37499991059303284,
    0.3540668785572052,
    0.16304342448711395,
    0.42051267623901367
   ],
   "time": 39.26280547212809,
   "param": null
  },
  {
   "epoch": 117,
   "train_loss": 0.004163006320595741,
   "val_loss": 2.9120709896087646,
   "acc": 40.94,
   "f1": [
    0.6859902143478394,
    0.5048542022705078,
    0.25490185618400574,
    0.23529404401779175,
    0.24509796500205994,
    0.39622631669044495,
    0.4259258210659027,
    0.445652037858963,
    0.4835163354873657,
    0.4918031394481659,
    0.18749994039535522,
    0.21590900421142578,
    0.40609124302864075,
    0.28426387906074524,
    0.2599999010562897,
    0.26041656732559204,
    0.43564343452453613,
    0.5263157486915588,
    0.38502663373947144,
    0.34972667694091797,
    0.697435736656189,
    0.5573769211769104,
    0.4088396728038788,
    0.5904760956764221,
    0.6601940989494324,
    0.36842095851898193,
    0.3444443643093109,
    0.23595495522022247,
    0.6170212030410767,
    0.36871495842933655,
    0.42639580368995667,
    0.3594468832015991,
    0.30952370166778564,
    0.4018690288066864,
    0.3853210210800171,
    0.2697673439979553,
    0.4020099639892578,
    0.28426387906074524,
    0.28571420907974243,
    0.5851062536239624,
    0.425531804561615,
    0.6666665077209473,
    0.3083699643611908,
    0.390243798494339,
    0.1584157794713974,
    0.2181817591190338,
    0.2333332598209381,
    0.5145629644393921,
    0.6415093541145325,
    0.48484835028648376,
    0.22857137024402618,
    0.320441871881485,
    0.5787232518196106,
    0.6233765482902527,
    0.45226117968559265,
    0.08648642897605896,
    0.5714284777641296,
    0.43216070532798767,
    0.5326085686683655,
    0.382978618144989,
    0.7881771922111511,
    0.5230767726898193,
    0.5201792120933533,
    0.3387977182865143,
    0.16346149146556854,
    0.19251330196857452,
    0.27722764015197754,
    0.345177561044693,
    0.7196259498596191,
    0.6222221255302429,
    0.3923443853855133,
    0.6350710391998291,
    0.15789467096328735,
    0.38392844796180725,
    0.2660549581050873,
    0.5742572546005249,
    0.657142698764801,
    0.24615377187728882,
    0.23655906319618225,
    0.3794870972633362,
    0.20560741424560547,
    0.30555546283721924,
    0.6729856729507446,
    0.4137929677963257,
    0.2674417495727539,
    0.4886876940727234,
    0.47120407223701477,
    0.49549540877342224,
    0.12154688686132431,
    0.38914018869400024,
    0.3529410660266876,
    0.5170730352401733,
    0.2446807622909546,
    0.2430938482284546,
    0.7184464335441589,
    0.5151513814926147,
    0.38918909430503845,
    0.3609755337238312,
    0.15957440435886383,
    0.4307691156864166
   ],
   "time": 39.10677710361779,
   "param": null
  },
  {
   "epoch": 118,
   "train_loss": 0.003822933416813612,
   "val_loss": 2.7395644187927246,
   "acc": 41.12,
   "f1": [
    0.7024388909339905,
    0.4905658960342407,
    0.23414628207683563,
    0.23030294477939606,
    0.2371133416891098,
    0.4125559628009796,
    0.4239630401134491,
    0.43850257992744446,
    0.49999988079071045,
    0.4864863455295563,
    0.18404902517795563,
    0.208791121840477,
    0.38190943002700806,
    0.3168315887451172,
    0.2599999010562897,
    0.26041656732559204,
    0.45833322405815125,
    0.541666567325592,
    0.39130425453186035,
    0.3636362552642822,
    0.6871793866157532,
    0.566523551940918,
    0.40217384696006775,
    0.5882351398468018,
    0.663461446762085,
    0.36269423365592957,
    0.3626372814178467,
    0.22702695429325104,
    0.6077346205711365,
    0.38674020767211914,
    0.4154588282108307,
    0.34389129281044006,
    0.31284910440444946,
    0.4242422580718994,
    0.3942306339740753,
    0.26728102564811707,
    0.4120602011680603,
    0.29292917251586914,
    0.2830187678337097,
    0.5882351994514465,
    0.42639580368995667,
    0.6834169626235962,
    0.30357134342193604,
    0.41346144676208496,
    0.1799999475479126,
    0.20192298293113708,
    0.22950810194015503,
    0.5120771527290344,
    0.6320753693580627,
    0.5148513317108154,
    0.2256409376859665,
    0.31284910440444946,
    0.5775861144065857,
    0.6371680498123169,
    0.45320188999176025,
    0.09890103340148926,
    0.5572138428688049,
    0.4236452281475067,
    0.56043940782547,
    0.38541653752326965,
    0.7647057771682739,
    0.5106381177902222,
    0.5345621109008789,
    0.3440859317779541,
    0.1706160604953766,
    0.2244897186756134,
    0.2705313265323639,
    0.3487178385257721,
    0.7196259498596191,
    0.5982905030250549,
    0.39603951573371887,
    0.6355138421058655,
    0.15706801414489746,
    0.38888880610466003,
    0.26244333386421204,
    0.5922329425811768,
    0.6542055010795593,
    0.2525251507759094,
    0.23463678359985352,
    0.3711339235305786,
    0.20720712840557098,
    0.3253587782382965,
    0.6698111891746521,
    0.41052618622779846,
    0.2824857831001282,
    0.48598119616508484,
    0.4705881178379059,
    0.48888880014419556,
    0.11702121049165726,
    0.37914684414863586,
    0.3529410660266876,
    0.5196077227592468,
    0.2513660192489624,
    0.2404370754957199,
    0.6985644102096558,
    0.5192306637763977,
    0.38918909430503845,
    0.3636362850666046,
    0.17525766789913177,
    0.4499998688697815
   ],
   "time": 39.23367868643254,
   "param": null
  },
  {
   "epoch": 119,
   "train_loss": 0.004163892008364201,
   "val_loss": 2.7407419681549072,
   "acc": 41.12,
   "f1": [
    0.7058822512626648,
    0.4766353964805603,
    0.24528293311595917,
    0.22499993443489075,
    0.22748807072639465,
    0.4205606281757355,
    0.4259258210659027,
    0.44210511445999146,
    0.518134593963623,
    0.4777776598930359,
    0.19753079116344452,
    0.2065216600894928,
    0.40206170082092285,
    0.2944161295890808,
    0.24489787220954895,
    0.251308798789978,
    0.4656083285808563,
    0.541666567325592,
    0.4069766402244568,
    0.3793102502822876,
    0.6802029013633728,
    0.566523551940918,
    0.39130425453186035,
    0.5855854153633118,
    0.6666665077209473,
    0.3675675094127655,
    0.3444443643093109,
    0.22950810194015503,
    0.6236557960510254,
    0.3626372814178467,
    0.42156851291656494,
    0.362790584564209,
    0.31638407707214355,
    0.42051267623901367,
    0.38139525055885315,
    0.27777767181396484,
    0.40999990701675415,
    0.28571420907974243,
    0.26794248819351196,
    0.6021503806114197,
    0.4432988464832306,
    0.6799998879432678,
    0.2959640622138977,
    0.3959389626979828,
    0.18009470403194427,
    0.20444436371326447,
    0.2333332598209381,
    0.5192306637763977,
    0.6210044622421265,
    0.5196077227592468,
    0.2176164984703064,
    0.314606636762619,
    0.5652172565460205,
    0.6367712020874023,
    0.4509802758693695,
    0.0967741310596466,
    0.5588234066963196,
    0.4410255253314972,
    0.5595853924751282,
    0.3980098366737366,
    0.7684727907180786,
    0.5284972786903381,
    0.5395347476005554,
    0.3351350426673889,
    0.1650484949350357,
    0.19689112901687622,
    0.2786068916320801,
    0.35051536560058594,
    0.7162789106369019,
    0.6106193661689758,
    0.40394076704978943,
    0.6325579881668091,
    0.12972965836524963,
    0.38914018869400024,
    0.2723003923892975,
    0.5809522867202759,
    0.6442306041717529,
    0.24154582619667053,
    0.228260800242424,
    0.37305691838264465,
    0.198198139667511,
    0.322274774312973,
    0.6824643611907959,
    0.38709667325019836,
    0.2790696620941162,
    0.4837207794189453,
    0.4670049846172333,
    0.49549540877342224,
    0.11458326876163483,
    0.38862547278404236,
    0.3384614586830139,
    0.5238093733787537,
    0.2696628272533417,
    0.2580644488334656,
    0.7121950387954712,
    0.5273630023002625,
    0.3999998867511749,
    0.3707316219806671,
    0.1855669468641281,
    0.43781083822250366
   ],
   "time": 39.16276144888252,
   "param": null
  },
  {
   "epoch": 120,
   "train_loss": 0.0039091031067073345,
   "val_loss": 2.8338682651519775,
   "acc": 41.25,
   "f1": [
    0.7058822512626648,
    0.49756085872650146,
    0.2488037496805191,
    0.21951214969158173,
    0.23188398778438568,
    0.4090907871723175,
    0.41284388303756714,
    0.44791656732559204,
    0.4999998211860657,
    0.4864863455295563,
    0.20118334889411926,
    0.21468918025493622,
    0.4020099639892578,
    0.3024389147758484,
    0.2475246638059616,
    0.24719089269638062,
    0.4656083285808563,
    0.5485230684280396,
    0.3979056477546692,
    0.3675675094127655,
    0.6907215118408203,
    0.5677964687347412,
    0.3999999165534973,
    0.580357015132904,
    0.6540283560752869,
    0.38251355290412903,
    0.36649200320243835,
    0.2433861643075943,
    0.6263735294342041,
    0.3771427571773529,
    0.4278606176376343,
    0.36018943786621094,
    0.3139533996582031,
    0.41346144676208496,
    0.38356152176856995,
    0.26415085792541504,
    0.40609124302864075,
    0.29268285632133484,
    0.28571420907974243,
    0.575916051864624,
    0.4299998879432678,
    0.6767675280570984,
    0.2999999225139618,
    0.396135151386261,
    0.1747572273015976,
    0.18957340717315674,
    0.24418595433235168,
    0.5174128413200378,
    0.6267279982566833,
    0.5025123953819275,
    0.21782170236110687,
    0.30939218401908875,
    0.5689654350280762,
    0.6255505681037903,
    0.4607841968536377,
    0.09999994933605194,
    0.5728641748428345,
    0.4432988464832306,
    0.5454544425010681,
    0.40624988079071045,
    0.7878786325454712,
    0.507771909236908,
    0.5296802520751953,
    0.3555554449558258,
    0.1722487509250641,
    0.19999991357326508,
    0.2815532982349396,
    0.3402060866355896,
    0.7272725701332092,
    0.6194689869880676,
    0.4095236659049988,
    0.6267279982566833,
    0.14606735110282898,
    0.39473670721054077,
    0.2718445658683777,
    0.6039602756500244,
    0.6666665077209473,
    0.23923437297344208,
    0.2211054563522339,
    0.38775497674942017,
    0.21296289563179016,
    0.3113206624984741,
    0.6893202662467957,
    0.4158414602279663,
    0.2954544425010681,
    0.504761815071106,
    0.4729062616825104,
    0.5045870542526245,
    0.12222215533256531,
    0.37614670395851135,
    0.34343424439430237,
    0.5242717266082764,
    0.24580998718738556,
    0.262857049703598,
    0.6948355436325073,
    0.5125626921653748,
    0.3841806650161743,
    0.3557691276073456,
    0.16753920912742615,
    0.43216070532798767
   ],
   "time": 38.42187349498272,
   "param": null
  },
  {
   "epoch": 121,
   "train_loss": 0.004499149974435568,
   "val_loss": 2.7980761528015137,
   "acc": 41.41,
   "f1": [
    0.7064675688743591,
    0.4834122061729431,
    0.2629106938838959,
    0.2264150232076645,
    0.24154582619667053,
    0.39090898633003235,
    0.41284388303756714,
    0.4631577730178833,
    0.49999988079071045,
    0.5054942965507507,
    0.20359273254871368,
    0.21590900421142578,
    0.4120602011680603,
    0.32160791754722595,
    0.26086950302124023,
    0.253807008266449,
    0.4787232577800751,
    0.5349792838096619,
    0.38918909430503845,
    0.3542855978012085,
    0.6798028349876404,
    0.585152804851532,
    0.39999985694885254,
    0.580357015132904,
    0.657142698764801,
    0.3636362552642822,
    0.3617020547389984,
    0.24864855408668518,
    0.6236557960510254,
    0.3736262619495392,
    0.4154588282108307,
    0.3551400303840637,
    0.30939218401908875,
    0.4230768084526062,
    0.37864065170288086,
    0.271493136882782,
    0.4158414602279663,
    0.2769230008125305,
    0.2741115987300873,
    0.5957446098327637,
    0.4123710095882416,
    0.6799998879432678,
    0.31249991059303284,
    0.40394076704978943,
    0.19138747453689575,
    0.19095470011234283,
    0.24418595433235168,
    0.5148513317108154,
    0.6384975910186768,
    0.5130888819694519,
    0.21890540421009064,
    0.3111110329627991,
    0.5726494193077087,
    0.6363635063171387,
    0.4593299925327301,
    0.10582003742456436,
    0.5786800384521484,
    0.4489794969558716,
    0.5384613871574402,
    0.4123710095882416,
    0.7843136787414551,
    0.518134593963623,
    0.5302324295043945,
    0.3592231869697571,
    0.17560969293117523,
    0.210526242852211,
    0.2731706500053406,
    0.345177561044693,
    0.7298576831817627,
    0.6238530874252319,
    0.4236452281475067,
    0.6470587849617004,
    0.13829779624938965,
    0.3948496878147125,
    0.2843136191368103,
    0.5876776576042175,
    0.666666567325592,
    0.24271836876869202,
    0.2312137931585312,
    0.38974347710609436,
    0.19827578961849213,
    0.30769219994544983,
    0.6826921701431274,
    0.4145076870918274,
    0.28415289521217346,
    0.4818180501461029,
    0.48167529702186584,
    0.4845814108848572,
    0.11458326876163483,
    0.38095229864120483,
    0.3315507173538208,
    0.5418717861175537,
    0.2659573554992676,
    0.2673795819282532,
    0.704761803150177,
    0.5240640044212341,
    0.40217384696006775,
    0.367346853017807,
    0.19565211236476898,
    0.4387753903865814
   ],
   "time": 39.16147872246802,
   "param": null
  },
  {
   "epoch": 122,
   "train_loss": 0.00441221846267581,
   "val_loss": 2.73359751701355,
   "acc": 41.47,
   "f1": [
    0.7024388909339905,
    0.4905658960342407,
    0.26341456174850464,
    0.2424241602420807,
    0.2512076497077942,
    0.4170615077018738,
    0.41441428661346436,
    0.4574466943740845,
    0.48936155438423157,
    0.494381844997406,
    0.20118334889411926,
    0.2099446803331375,
    0.3980098366737366,
    0.3251230716705322,
    0.2660549581050873,
    0.2622949779033661,
    0.45263150334358215,
    0.5462183356285095,
    0.3999998867511749,
    0.3352600038051605,
    0.7052630186080933,
    0.5762710571289062,
    0.40217384696006775,
    0.5829595327377319,
    0.6699027419090271,
    0.3783782720565796,
    0.3756905198097229,
    0.2333332598209381,
    0.6129031181335449,
    0.36956506967544556,
    0.4174756109714508,
    0.3710406422615051,
    0.31764698028564453,
    0.39805811643600464,
    0.38914018869400024,
    0.26666656136512756,
    0.40404030680656433,
    0.2959182858467102,
    0.28426387906074524,
    0.6031745076179504,
    0.4232803285121918,
    0.6766167879104614,
    0.29694315791130066,
    0.40191373229026794,
    0.1764705330133438,
    0.22857137024402618,
    0.22702695429325104,
    0.5273630023002625,
    0.6267279982566833,
    0.5074625611305237,
    0.22222216427326202,
    0.32402223348617554,
    0.5840706825256348,
    0.616071343421936,
    0.47393354773521423,
    0.11363628506660461,
    0.5786800384521484,
    0.44559577107429504,
    0.5568180084228516,
    0.4081631302833557,
    0.7777776122093201,
    0.5284972786903381,
    0.5267855525016785,
    0.3406592309474945,
    0.16589856147766113,
    0.20320846140384674,
    0.2735848128795624,
    0.34736835956573486,
    0.7196259498596191,
    0.6126124858856201,
    0.4210525155067444,
    0.6285713315010071,
    0.13978487253189087,
    0.41095879673957825,
    0.26728102564811707,
    0.5951218605041504,
    0.6547083854675293,
    0.25490185618400574,
    0.23728805780410767,
    0.38709667325019836,
    0.20560741424560547,
    0.30697670578956604,
    0.6761903762817383,
    0.4221104085445404,
    0.2840908169746399,
    0.506912350654602,
    0.46874985098838806,
    0.4912279546260834,
    0.1414140909910202,
    0.3696681261062622,
    0.33502528071403503,
    0.53465336561203,
    0.2673795819282532,
    0.2526314854621887,
    0.7081338167190552,
    0.5257730484008789,
    0.40217384696006775,
    0.3699999153614044,
    0.17708326876163483,
    0.44559577107429504
   ],
   "time": 38.288009867072105,
   "param": null
  },
  {
   "epoch": 123,
   "train_loss": 0.007497771177440882,
   "val_loss": 2.7735352516174316,
   "acc": 41.4,
   "f1": [
    0.7156862020492554,
    0.48648640513420105,
    0.22549012303352356,
    0.22784802317619324,
    0.23809516429901123,
    0.41666656732559204,
    0.39810416102409363,
    0.4692735970020294,
    0.4946235418319702,
    0.494381844997406,
    0.20809243619441986,
    0.21111102402210236,
    0.39215680956840515,
    0.28571420907974243,
    0.246575266122818,
    0.2378377616405487,
    0.4623654782772064,
    0.5555554628372192,
    0.39778995513916016,
    0.3508770763874054,
    0.7015705108642578,
    0.5811964869499207,
    0.40217384696006775,
    0.5943394899368286,
    0.6764704585075378,
    0.37433144450187683,
    0.35359105467796326,
    0.2433861643075943,
    0.6031745076179504,
    0.3756905198097229,
    0.4195120930671692,
    0.35294109582901,
    0.3295453190803528,
    0.4292682111263275,
    0.37209296226501465,
    0.26484012603759766,
    0.41414129734039307,
    0.29319363832473755,
    0.2758619785308838,
    0.6010927557945251,
    0.4315788447856903,
    0.6799998879432678,
    0.3119265139102936,
    0.38190943002700806,
    0.19323663413524628,
    0.19905206561088562,
    0.25730982422828674,
    0.5221673846244812,
    0.6350710391998291,
    0.49999988079071045,
    0.22330091893672943,
    0.3068180978298187,
    0.5726494193077087,
    0.6355138421058655,
    0.45714277029037476,
    0.10582003742456436,
    0.5728641748428345,
    0.45901623368263245,
    0.5699480772018433,
    0.40206170082092285,
    0.7799997925758362,
    0.5312498211860657,
    0.5309733152389526,
    0.3636362850666046,
    0.1559632420539856,
    0.20304562151432037,
    0.2761903405189514,
    0.3469386696815491,
    0.7255812287330627,
    0.6325579881668091,
    0.4170615077018738,
    0.6339284181594849,
    0.13259662687778473,
    0.3931623101234436,
    0.26794248819351196,
    0.5971562266349792,
    0.6889951229095459,
    0.25688064098358154,
    0.21839071810245514,
    0.39378228783607483,
    0.20264311134815216,
    0.30769219994544983,
    0.6826921701431274,
    0.4210525155067444,
    0.28571420907974243,
    0.4976957440376282,
    0.48453593254089355,
    0.48401811718940735,
    0.1414140909910202,
    0.3609755337238312,
    0.3402060866355896,
    0.5118482112884521,
    0.26086944341659546,
    0.28415289521217346,
    0.732673168182373,
    0.522612988948822,
    0.40641695261001587,
    0.3627450466156006,
    0.1914892941713333,
    0.45263150334358215
   ],
   "time": 39.303520711138844,
   "param": null
  },
  {
   "epoch": 124,
   "train_loss": 0.004477465059608221,
   "val_loss": 2.5960097312927246,
   "acc": 41.51,
   "f1": [
    0.7087377309799194,
    0.49765241146087646,
    0.23469379544258118,
    0.24137921631336212,
    0.24528293311595917,
    0.40552979707717896,
    0.3943660855293274,
    0.45901623368263245,
    0.5053762197494507,
    0.5026736855506897,
    0.18181811273097992,
    0.21111102402210236,
    0.40384599566459656,
    0.309278279542923,
    0.2697673439979553,
    0.2580644488334656,
    0.4550263583660126,
    0.5349792838096619,
    0.4186045527458191,
    0.3493974804878235,
    0.6943003535270691,
    0.5714285373687744,
    0.39778995513916016,
    0.5999999046325684,
    0.663461446762085,
    0.37373724579811096,
    0.3516482412815094,
    0.2564101815223694,
    0.613756537437439,
    0.3736262619495392,
    0.4221104085445404,
    0.3644443452358246,
    0.32402223348617554,
    0.4257424473762512,
    0.35616424679756165,
    0.2636362612247467,
    0.40609124302864075,
    0.2955664098262787,
    0.2745097279548645,
    0.5833332538604736,
    0.4210525155067444,
    0.6834169626235962,
    0.30555546283721924,
    0.40394076704978943,
    0.18274106085300446,
    0.20689646899700165,
    0.2588233947753906,
    0.5273630023002625,
    0.6445496082305908,
    0.4873095452785492,
    0.23834188282489777,
    0.327868789434433,
    0.5789473056793213,
    0.6222221255302429,
    0.4666665494441986,
    0.10638291388750076,
    0.5918366312980652,
    0.4242422580718994,
    0.5573769211769104,
    0.4083768427371979,
    0.7714284658432007,
    0.49729716777801514,
    0.5248867273330688,
    0.37373724579811096,
    0.1596243679523468,
    0.2256409376859665,
    0.2786068916320801,
    0.34554967284202576,
    0.7203789353370667,
    0.6153844594955444,
    0.42452818155288696,
    0.6418603658676147,
    0.13483139872550964,
    0.41148313879966736,
    0.2697673439979553,
    0.6086955666542053,
    0.6545453667640686,
    0.23809516429901123,
    0.22093015909194946,
    0.39130425453186035,
    0.2037036269903183,
    0.30046939849853516,
    0.6761903762817383,
    0.4343433380126953,
    0.2888887822628021,
    0.4999999403953552,
    0.4705880880355835,
    0.4845814108848572,
    0.13114747405052185,
    0.38862547278404236,
    0.3316061198711395,
    0.5308055877685547,
    0.25668442249298096,
    0.2810809910297394,
    0.6727271676063538,
    0.5247523188591003,
    0.4086019992828369,
    0.372548907995224,
    0.1989527940750122,
    0.45054933428764343
   ],
   "time": 39.21537259686738,
   "param": null
  },
  {
   "epoch": 125,
   "train_loss": 0.0061338250525295734,
   "val_loss": 2.7875044345855713,
   "acc": 41.57,
   "f1": [
    0.7087377309799194,
    0.4953269362449646,
    0.2525251507759094,
    0.2208588421344757,
    0.251308798789978,
    0.41148313879966736,
    0.3981480300426483,
    0.4502616822719574,
    0.5130888819694519,
    0.5054942965507507,
    0.18934904038906097,
    0.22727267444133759,
    0.42051267623901367,
    0.31632643938064575,
    0.24870456755161285,
    0.2473117560148239,
    0.4607328474521637,
    0.5371899604797363,
    0.4043714702129364,
    0.3764704465866089,
    0.7083331942558289,
    0.583690881729126,
    0.40217384696006775,
    0.5936071872711182,
    0.6865670084953308,
    0.3617020547389984,
    0.3369564116001129,
    0.24999991059303284,
    0.6338796615600586,
    0.38461530208587646,
    0.41346144676208496,
    0.368663489818573,
    0.3314284682273865,
    0.42156851291656494,
    0.3823528587818146,
    0.27350419759750366,
    0.42051267623901367,
    0.281406968832016,
    0.2592591643333435,
    0.5999999046325684,
    0.40641695261001587,
    0.6868685483932495,
    0.3247862458229065,
    0.3999998867511749,
    0.18957340717315674,
    0.20388342440128326,
    0.24277448654174805,
    0.53465336561203,
    0.635944664478302,
    0.5096152424812317,
    0.21319790184497833,
    0.3478259742259979,
    0.5775861144065857,
    0.6194689869880676,
    0.4630540609359741,
    0.11235948652029037,
    0.5858584046363831,
    0.45360812544822693,
    0.5445024967193604,
    0.40206170082092285,
    0.7761192321777344,
    0.5284972786903381,
    0.517857015132904,
    0.34972667694091797,
    0.1559632420539856,
    0.20320846140384674,
    0.2829267382621765,
    0.33333325386047363,
    0.721153736114502,
    0.6473428606987,
    0.40740731358528137,
    0.6261681318283081,
    0.1279069036245346,
    0.372548907995224,
    0.25777769088745117,
    0.6274508833885193,
    0.6794257164001465,
    0.2536584436893463,
    0.21857915818691254,
    0.4020099639892578,
    0.2037036269903183,
    0.2976743280887604,
    0.679245114326477,
    0.43564343452453613,
    0.2937852144241333,
    0.49765241146087646,
    0.4787232577800751,
    0.49999988079071045,
    0.1333332657814026,
    0.38766512274742126,
    0.3300969898700714,
    0.5314008593559265,
    0.2526314854621887,
    0.2571427524089813,
    0.7149757146835327,
    0.5045870542526245,
    0.40659332275390625,
    0.38578668236732483,
    0.17021268606185913,
    0.42708319425582886
   ],
   "time": 39.32072714250535,
   "param": null
  },
  {
   "epoch": 126,
   "train_loss": 0.005567204672843218,
   "val_loss": 2.766254186630249,
   "acc": 41.61,
   "f1": [
    0.7192116975784302,
    0.48623839020729065,
    0.2376236915588379,
    0.2366863340139389,
    0.23364479839801788,
    0.4059404730796814,
    0.4036695957183838,
    0.4550263583660126,
    0.5157893896102905,
    0.497175008058548,
    0.20359273254871368,
    0.21839071810245514,
    0.40404030680656433,
    0.29292917251586914,
    0.24615377187728882,
    0.239999920129776,
    0.4705881178379059,
    0.5371899604797363,
    0.42162150144577026,
    0.36144572496414185,
    0.7120417356491089,
    0.5690376162528992,
    0.4111110270023346,
    0.5829595327377319,
    0.6767675280570984,
    0.367346853017807,
    0.3529410660266876,
    0.24742262065410614,
    0.6162160634994507,
    0.3736262619495392,
    0.403755784034729,
    0.37558677792549133,
    0.32183900475502014,
    0.4095236659049988,
    0.36448585987091064,
    0.2702701687812805,
    0.4081631302833557,
    0.30456843972206116,
    0.27999991178512573,
    0.609625518321991,
    0.4086019992828369,
    0.6938773989677429,
    0.3304346799850464,
    0.40796008706092834,
    0.17346931993961334,
    0.20657269656658173,
    0.2545453608036041,
    0.5247523188591003,
    0.6509432196617126,
    0.4878047704696655,
    0.21428564190864563,
    0.3314915895462036,
    0.5726494193077087,
    0.6249998807907104,
    0.46376800537109375,
    0.1081080436706543,
    0.5812807083129883,
    0.4433496594429016,
    0.5482232570648193,
    0.3959389626979828,
    0.7761192321777344,
    0.5360823273658752,
    0.5248867273330688,
    0.3386242389678955,
    0.15384609997272491,
    0.2116401493549347,
    0.26728102564811707,
    0.34554967284202576,
    0.7203789353370667,
    0.6267279982566833,
    0.4306218922138214,
    0.6296295523643494,
    0.13714279234409332,
    0.4120170772075653,
    0.26666656136512756,
    0.6176469922065735,
    0.6727271676063538,
    0.2436547577381134,
    0.23255808651447296,
    0.39795905351638794,
    0.19266046583652496,
    0.31818172335624695,
    0.6824643611907959,
    0.43523305654525757,
    0.2888887822628021,
    0.49999988079071045,
    0.49214646220207214,
    0.49773746728897095,
    0.14130428433418274,
    0.35294109582901,
    0.3419688045978546,
    0.5314008593559265,
    0.2580644488334656,
    0.2786068916320801,
    0.7219511270523071,
    0.5279186367988586,
    0.41414129734039307,
    0.372548907995224,
    0.1748633086681366,
    0.4432430863380432
   ],
   "time": 39.198511644266546,
   "param": null
  },
  {
   "epoch": 127,
   "train_loss": 0.004511190578341484,
   "val_loss": 2.6837875843048096,
   "acc": 41.77,
   "f1": [
    0.7019230127334595,
    0.5022420287132263,
    0.2775118350982666,
    0.23312875628471375,
    0.23300965130329132,
    0.4095236659049988,
    0.4112148582935333,
    0.4598929286003113,
    0.4864863455295563,
    0.5303866267204285,
    0.1916166990995407,
    0.22727267444133759,
    0.40999990701675415,
    0.27551010251045227,
    0.2613064646720886,
    0.26519328355789185,
    0.4607328474521637,
    0.5485230684280396,
    0.42285704612731934,
    0.3515150547027588,
    0.7040814757347107,
    0.5762710571289062,
    0.3977271616458893,
    0.6153844594955444,
    0.6730768084526062,
    0.345177561044693,
    0.3586955666542053,
    0.24999991059303284,
    0.6113988757133484,
    0.3666665554046631,
    0.4278606176376343,
    0.36792439222335815,
    0.3406592309474945,
    0.43781083822250366,
    0.34862375259399414,
    0.2616821527481079,
    0.38834938406944275,
    0.29702961444854736,
    0.281406968832016,
    0.5989303588867188,
    0.41269823908805847,
    0.6799998879432678,
    0.33333325386047363,
    0.41414129734039307,
    0.19417467713356018,
    0.21621613204479218,
    0.24418595433235168,
    0.5242717266082764,
    0.635944664478302,
    0.5025123953819275,
    0.23076917231082916,
    0.3351350426673889,
    0.5826086401939392,
    0.6113536357879639,
    0.45544540882110596,
    0.10869558900594711,
    0.5929647088050842,
    0.43349742889404297,
    0.5538460612297058,
    0.4086019992828369,
    0.7860695123672485,
    0.5177663564682007,
    0.5267855525016785,
    0.3723403513431549,
    0.15668198466300964,
    0.21538454294204712,
    0.2705313265323639,
    0.35602086782455444,
    0.7238093614578247,
    0.6210044622421265,
    0.40579700469970703,
    0.6320753693580627,
    0.12941168248653412,
    0.4253392219543457,
    0.2673266530036926,
    0.6153844594955444,
    0.6519822478294373,
    0.26415085792541504,
    0.22093015909194946,
    0.4083768427371979,
    0.20814472436904907,
    0.3084111213684082,
    0.6824643611907959,
    0.4307691156864166,
    0.2890172600746155,
    0.5096152424812317,
    0.47524741291999817,
    0.49773746728897095,
    0.1390373706817627,
    0.37864065170288086,
    0.33502528071403503,
    0.5294116735458374,
    0.2553190290927887,
    0.2727271616458893,
    0.7115383744239807,
    0.5196077227592468,
    0.40641695261001587,
    0.3980098366737366,
    0.17801040410995483,
    0.4387753903865814
   ],
   "time": 38.23050107900053,
   "param": null
  },
  {
   "epoch": 128,
   "train_loss": 0.004761854652315378,
   "val_loss": 2.716397285461426,
   "acc": 41.75,
   "f1": [
    0.7121950387954712,
    0.49999988079071045,
    0.23834188282489777,
    0.2389935851097107,
    0.26728102564811707,
    0.40552979707717896,
    0.3981899321079254,
    0.4666665494441986,
    0.5082871913909912,
    0.5054942965507507,
    0.20809243619441986,
    0.23204411566257477,
    0.40206170082092285,
    0.2886596620082855,
    0.2673266530036926,
    0.26519328355789185,
    0.44559577107429504,
    0.5327867269515991,
    0.40641695261001587,
    0.3515150547027588,
    0.7179486155509949,
    0.5775861144065857,
    0.38674020767211914,
    0.5943394899368286,
    0.6829267144203186,
    0.3675675094127655,
    0.3626372814178467,
    0.2613064646720886,
    0.620320737361908,
    0.36956506967544556,
    0.415094256401062,
    0.35616424679756165,
    0.30057793855667114,
    0.419999897480011,
    0.3594468832015991,
    0.2545453906059265,
    0.40999990701675415,
    0.2769230008125305,
    0.27722764015197754,
    0.5978259444236755,
    0.4083768427371979,
    0.7046630382537842,
    0.3231440484523773,
    0.40579700469970703,
    0.20192298293113708,
    0.1935483068227768,
    0.2456139326095581,
    0.5263156890869141,
    0.6542055010795593,
    0.4950493574142456,
    0.23232315480709076,
    0.3260868787765503,
    0.585152804851532,
    0.6052630543708801,
    0.4780486822128296,
    0.10526309162378311,
    0.5989846587181091,
    0.4292682111263275,
    0.5549736618995667,
    0.4145076870918274,
    0.798029363155365,
    0.5408161878585815,
    0.5291478633880615,
    0.3523315489292145,
    0.1596243679523468,
    0.22222213447093964,
    0.2705313265323639,
    0.33333322405815125,
    0.7196259498596191,
    0.6296295523643494,
    0.4292682111263275,
    0.6261681318283081,
    0.12643671035766602,
    0.41964274644851685,
    0.27884605526924133,
    0.6146340370178223,
    0.6635943651199341,
    0.26600977778434753,
    0.21590900421142578,
    0.4021162986755371,
    0.198198139667511,
    0.32075464725494385,
    0.6854459643363953,
    0.4242422580718994,
    0.2873562276363373,
    0.5118482112884521,
    0.49746179580688477,
    0.5023254752159119,
    0.14364632964134216,
    0.3771928548812866,
    0.34224584698677063,
    0.5213268995285034,
    0.25668442249298096,
    0.2797926664352417,
    0.704761803150177,
    0.522612988948822,
    0.41052618622779846,
    0.3743841052055359,
    0.16580304503440857,
    0.42857128381729126
   ],
   "time": 39.21313126757741,
   "param": null
  },
  {
   "epoch": 129,
   "train_loss": 0.0044363453052937984,
   "val_loss": 2.8909542560577393,
   "acc": 41.89,
   "f1": [
    0.7058822512626648,
    0.49765241146087646,
    0.25510191917419434,
    0.2424241602420807,
    0.23589736223220825,
    0.39252325892448425,
    0.39810416102409363,
    0.4666665494441986,
    0.4973543584346771,
    0.5082871913909912,
    0.1916166990995407,
    0.21714277565479279,
    0.41414129734039307,
    0.32075464725494385,
    0.26666656136512756,
    0.2659573554992676,
    0.4607328474521637,
    0.5394189953804016,
    0.413043349981308,
    0.3976607024669647,
    0.7058822512626648,
    0.5826086401939392,
    0.3999998867511749,
    0.6139533519744873,
    0.6859902143478394,
    0.35416656732559204,
    0.3783782720565796,
    0.2430938482284546,
    0.6185566186904907,
    0.37158459424972534,
    0.4205606281757355,
    0.3696681261062622,
    0.32748526334762573,
    0.4230768084526062,
    0.35294109582901,
    0.25352105498313904,
    0.396135151386261,
    0.2786068916320801,
    0.2745097279548645,
    0.6031745076179504,
    0.39583319425582886,
    0.7120417356491089,
    0.33476385474205017,
    0.4036695957183838,
    0.19230762124061584,
    0.21596238017082214,
    0.2545453608036041,
    0.5399999022483826,
    0.6350710391998291,
    0.4950493574142456,
    0.24210518598556519,
    0.3260868787765503,
    0.5689654350280762,
    0.616071343421936,
    0.47715723514556885,
    0.11363628506660461,
    0.5876287817955017,
    0.43902426958084106,
    0.5652172565460205,
    0.4041449725627899,
    0.8039213418960571,
    0.4999998211860657,
    0.5181816816329956,
    0.3617020547389984,
    0.16267937421798706,
    0.22222213447093964,
    0.26244333386421204,
    0.35714274644851685,
    0.7272725701332092,
    0.6296295523643494,
    0.4299998879432678,
    0.6355138421058655,
    0.1405404806137085,
    0.41441428661346436,
    0.2697673439979553,
    0.6153844594955444,
    0.6788989305496216,
    0.26341456174850464,
    0.2312137931585312,
    0.3999999165534973,
    0.2115383893251419,
    0.319248765707016,
    0.679245114326477,
    0.419999897480011,
    0.2954544425010681,
    0.5045870542526245,
    0.49746179580688477,
    0.49999988079071045,
    0.13043470680713654,
    0.3636362552642822,
    0.32989683747291565,
    0.5170730352401733,
    0.2526314854621887,
    0.2769230008125305,
    0.7149757146835327,
    0.5070421695709229,
    0.4145076870918274,
    0.4095236659049988,
    0.18181811273097992,
    0.4301074147224426
   ],
   "time": 39.22784352581948,
   "param": null
  },
  {
   "epoch": 130,
   "train_loss": 0.004559230990707874,
   "val_loss": 2.491286039352417,
   "acc": 41.86,
   "f1": [
    0.6985644102096558,
    0.4927534759044647,
    0.2621358335018158,
    0.2345678210258484,
    0.24999991059303284,
    0.42156851291656494,
    0.3867923319339752,
    0.4916200041770935,
    0.5136610269546509,
    0.5111110210418701,
    0.20338977873325348,
    0.22099439799785614,
    0.39999985694885254,
    0.31999990344047546,
    0.26794248819351196,
    0.2444443702697754,
    0.4598929286003113,
    0.5579397678375244,
    0.413043349981308,
    0.37426888942718506,
    0.7142855525016785,
    0.5606693625450134,
    0.39778995513916016,
    0.6074764728546143,
    0.6829267144203186,
    0.3578946590423584,
    0.36956506967544556,
    0.23834188282489777,
    0.6051281094551086,
    0.3666665554046631,
    0.403755784034729,
    0.3778800964355469,
    0.31764698028564453,
    0.4387753903865814,
    0.34821417927742004,
    0.271493136882782,
    0.40404030680656433,
    0.30150744318962097,
    0.2886596620082855,
    0.6043955087661743,
    0.41269823908805847,
    0.6868685483932495,
    0.33333325386047363,
    0.41414129734039307,
    0.19095470011234283,
    0.22222214937210083,
    0.2543351650238037,
    0.5294116735458374,
    0.6425337791442871,
    0.5049503445625305,
    0.23350247740745544,
    0.34224584698677063,
    0.5702126026153564,
    0.6098653674125671,
    0.47115376591682434,
    0.11173177510499954,
    0.582914412021637,
    0.4656083285808563,
    0.5483869910240173,
    0.39153432846069336,
    0.8078815937042236,
    0.4947367310523987,
    0.5221238136291504,
    0.36559128761291504,
    0.16143491864204407,
    0.210526242852211,
    0.28019312024116516,
    0.35483860969543457,
    0.7203789353370667,
    0.6153844594955444,
    0.4230768084526062,
    0.6291078925132751,
    0.12716756761074066,
    0.4140968322753906,
    0.2697673439979553,
    0.6037734746932983,
    0.6637553572654724,
    0.27488142251968384,
    0.22485199570655823,
    0.40206170082092285,
    0.19266046583652496,
    0.30630621314048767,
    0.6859902143478394,
    0.4257424473762512,
    0.2906976044178009,
    0.5046727657318115,
    0.48484835028648376,
    0.5142855644226074,
    0.13402055203914642,
    0.3696681261062622,
    0.3316061198711395,
    0.5238093733787537,
    0.25396814942359924,
    0.29032251238822937,
    0.7014216780662537,
    0.5247523188591003,
    0.4123710095882416,
    0.3999999165534973,
    0.19587622582912445,
    0.4324323236942291
   ],
   "time": 39.21776783186942,
   "param": null
  },
  {
   "epoch": 131,
   "train_loss": 0.0050596809014678,
   "val_loss": 2.8108508586883545,
   "acc": 41.85,
   "f1": [
    0.7087377309799194,
    0.4834122061729431,
    0.26794248819351196,
    0.24691346287727356,
    0.2526314854621887,
    0.40740731358528137,
    0.39810416102409363,
    0.46739116311073303,
    0.49999988079071045,
    0.5054942965507507,
    0.19631893932819366,
    0.2444443702697754,
    0.4102562665939331,
    0.30456843972206116,
    0.2769230008125305,
    0.2598869204521179,
    0.43298953771591187,
    0.541666567325592,
    0.4293783903121948,
    0.36904752254486084,
    0.7120417356491089,
    0.6008967757225037,
    0.39130425453186035,
    0.587155818939209,
    0.6899998784065247,
    0.35820886492729187,
    0.3459458649158478,
    0.239999920129776,
    0.6010361909866333,
    0.3841806650161743,
    0.40384599566459656,
    0.36448585987091064,
    0.3369564116001129,
    0.44776105880737305,
    0.36018943786621094,
    0.2697673439979553,
    0.4059404730796814,
    0.2944161295890808,
    0.2901553809642792,
    0.5833332538604736,
    0.4145076870918274,
    0.7052630186080933,
    0.3376622498035431,
    0.3999999165534973,
    0.20487797260284424,
    0.20444436371326447,
    0.24418595433235168,
    0.5320196151733398,
    0.6418603658676147,
    0.4878047704696655,
    0.2243901938199997,
    0.329670250415802,
    0.5775861144065857,
    0.6244342923164368,
    0.47619035840034485,
    0.10752681642770767,
    0.5833332538604736,
    0.4545453190803528,
    0.5549736618995667,
    0.4083768427371979,
    0.7941174507141113,
    0.5199998617172241,
    0.5321099162101746,
    0.3478259742259979,
    0.16589856147766113,
    0.21621613204479218,
    0.26244333386421204,
    0.35602086782455444,
    0.7136148810386658,
    0.6296295523643494,
    0.4174756109714508,
    0.6238530874252319,
    0.14772720634937286,
    0.4177776873111725,
    0.2629106938838959,
    0.6124400496482849,
    0.6608694195747375,
    0.2464454174041748,
    0.239520862698555,
    0.4086019992828369,
    0.21395343542099,
    0.31050220131874084,
    0.6857141852378845,
    0.4221104085445404,
    0.2840908169746399,
    0.5140186548233032,
    0.4974091649055481,
    0.49327346682548523,
    0.11904755234718323,
    0.38738730549812317,
    0.3316061198711395,
    0.5170730352401733,
    0.2526314854621887,
    0.28999990224838257,
    0.6788989305496216,
    0.4927534759044647,
    0.4086019992828369,
    0.4154588282108307,
    0.19095470011234283,
    0.43181803822517395
   ],
   "time": 38.06083904951811,
   "param": null
  },
  {
   "epoch": 132,
   "train_loss": 0.00439798878505826,
   "val_loss": 2.5946147441864014,
   "acc": 41.95,
   "f1": [
    0.7081338167190552,
    0.5096152424812317,
    0.2758619785308838,
    0.24390234053134918,
    0.26046502590179443,
    0.4154588282108307,
    0.387096643447876,
    0.4777776598930359,
    0.49999988079071045,
    0.5197739005088806,
    0.2048192024230957,
    0.21505369246006012,
    0.3917524814605713,
    0.30150744318962097,
    0.2629106938838959,
    0.25945934653282166,
    0.4432988464832306,
    0.5439329743385315,
    0.4108106791973114,
    0.37575745582580566,
    0.7208120226860046,
    0.5775861144065857,
    0.39560428261756897,
    0.6103284358978271,
    0.6831682324409485,
    0.3636362552642822,
    0.3783782720565796,
    0.2436547577381134,
    0.6178008913993835,
    0.3586955666542053,
    0.4257424473762512,
    0.36529669165611267,
    0.32369929552078247,
    0.4519229531288147,
    0.3577980697154999,
    0.27678564190864563,
    0.41176459193229675,
    0.27722764015197754,
    0.2741115987300873,
    0.609625518321991,
    0.41269823908805847,
    0.7052630186080933,
    0.33913031220436096,
    0.4021162986755371,
    0.20408155024051666,
    0.20091316103935242,
    0.25730982422828674,
    0.522612988948822,
    0.6399998664855957,
    0.5049503445625305,
    0.22222216427326202,
    0.32432422041893005,
    0.5787232518196106,
    0.6301368474960327,
    0.4607841968536377,
    0.10526309907436371,
    0.5918366312980652,
    0.45918354392051697,
    0.5654449462890625,
    0.4042551815509796,
    0.7920790910720825,
    0.49484527111053467,
    0.5229355692863464,
    0.3636362552642822,
    0.16438350081443787,
    0.20408155024051666,
    0.2775118350982666,
    0.35897424817085266,
    0.7196259498596191,
    0.6153844594955444,
    0.4271843731403351,
    0.6320753693580627,
    0.13559316098690033,
    0.4155843257904053,
    0.2758619785308838,
    0.6124400496482849,
    0.6608694195747375,
    0.27102795243263245,
    0.23030294477939606,
    0.40609124302864075,
    0.1965811401605606,
    0.322274774312973,
    0.6859902143478394,
    0.4343433380126953,
    0.29585790634155273,
    0.5365853309631348,
    0.48453593254089355,
    0.47747737169265747,
    0.13978487253189087,
    0.3707316219806671,
    0.3384614586830139,
    0.5221673846244812,
    0.2722512185573578,
    0.30107519030570984,
    0.6851851344108582,
    0.5230767726898193,
    0.3936169147491455,
    0.40191373229026794,
    0.2061854749917984,
    0.43850257992744446
   ],
   "time": 39.237898108549416,
   "param": null
  },
  {
   "epoch": 133,
   "train_loss": 0.006411523092538118,
   "val_loss": 2.80229115486145,
   "acc": 41.88,
   "f1": [
    0.7102801203727722,
    0.49999988079071045,
    0.2347417026758194,
    0.2389935851097107,
    0.2692306935787201,
    0.39285701513290405,
    0.37864065170288086,
    0.45810040831565857,
    0.49999988079071045,
    0.5326085686683655,
    0.18285706639289856,
    0.24175815284252167,
    0.3794870972633362,
    0.3131312429904938,
    0.26794248819351196,
    0.23595495522022247,
    0.44559577107429504,
    0.5485230684280396,
    0.4222221076488495,
    0.37288129329681396,
    0.7058822512626648,
    0.6071427464485168,
    0.39778995513916016,
    0.5981307029724121,
    0.6764704585075378,
    0.36458322405815125,
    0.3636362552642822,
    0.26341456174850464,
    0.5876287817955017,
    0.3586955666542053,
    0.419999897480011,
    0.37962955236434937,
    0.32748526334762573,
    0.43564343452453613,
    0.3454544246196747,
    0.264317125082016,
    0.4077668786048889,
    0.2843136191368103,
    0.29787227511405945,
    0.609625518321991,
    0.39999985694885254,
    0.7010307908058167,
    0.34101372957229614,
    0.40404030680656433,
    0.19607838988304138,
    0.1866665780544281,
    0.24137921631336212,
    0.5326631665229797,
    0.6574072241783142,
    0.4927534759044647,
    0.20276491343975067,
    0.32584258913993835,
    0.5726494193077087,
    0.6194689869880676,
    0.45631060004234314,
    0.11764698475599289,
    0.5876287817955017,
    0.4545453190803528,
    0.5698922872543335,
    0.40624988079071045,
    0.7922703623771667,
    0.5128204226493835,
    0.5221238136291504,
    0.38775497674942017,
    0.1722487509250641,
    0.21505369246006012,
    0.2735848128795624,
    0.36649200320243835,
    0.6877826452255249,
    0.6238530874252319,
    0.4221104085445404,
    0.6448596715927124,
    0.14285707473754883,
    0.41964274644851685,
    0.26415085792541504,
    0.6116504073143005,
    0.6698563694953918,
    0.26728102564811707,
    0.23312875628471375,
    0.4021162986755371,
    0.19444438815116882,
    0.32075464725494385,
    0.6952379941940308,
    0.4324323236942291,
    0.30588221549987793,
    0.5314008593559265,
    0.49746179580688477,
    0.4886876940727234,
    0.11891885101795197,
    0.37962955236434937,
    0.3299999237060547,
    0.5185183882713318,
    0.2622949779033661,
    0.2999999225139618,
    0.704761803150177,
    0.5240640044212341,
    0.39325833320617676,
    0.3940885663032532,
    0.19889496266841888,
    0.4324323236942291
   ],
   "time": 39.30272659659386,
   "param": null
  },
  {
   "epoch": 134,
   "train_loss": 0.00471701892092824,
   "val_loss": 2.577843189239502,
   "acc": 41.89,
   "f1": [
    0.7042252421379089,
    0.5094338655471802,
    0.2592591643333435,
    0.2470587193965912,
    0.2705313265323639,
    0.41314542293548584,
    0.38862547278404236,
    0.4777776598930359,
    0.4864863455295563,
    0.5054942965507507,
    0.1916166990995407,
    0.20930226147174835,
    0.40206170082092285,
    0.3179486393928528,
    0.281406968832016,
    0.2765956223011017,
    0.4221104085445404,
    0.5485230684280396,
    0.4153004288673401,
    0.37426888942718506,
    0.7083331942558289,
    0.5630251169204712,
    0.3934425115585327,
    0.5892856121063232,
    0.7024388909339905,
    0.36842095851898193,
    0.3636362552642822,
    0.25125616788864136,
    0.6185566186904907,
    0.36065563559532166,
    0.4158414602279663,
    0.3619908392429352,
    0.3351954519748688,
    0.43999987840652466,
    0.3587442934513092,
    0.2719297707080841,
    0.40394076704978943,
    0.27722764015197754,
    0.2871793806552887,
    0.6111109852790833,
    0.39583319425582886,
    0.7083331942558289,
    0.34234222769737244,
    0.41414129734039307,
    0.194871723651886,
    0.2202642410993576,
    0.24999991059303284,
    0.5326631665229797,
    0.6339284181594849,
    0.5024629235267639,
    0.23834188282489777,
    0.33333319425582886,
    0.5652172565460205,
    0.6339284181594849,
    0.47393354773521423,
    0.10989003628492355,
    0.5870645046234131,
    0.4631577730178833,
    0.5445024967193604,
    0.3894736170768738,
    0.8059700727462769,
    0.4973543584346771,
    0.5302324295043945,
    0.38775497674942017,
    0.16037730872631073,
    0.19801974296569824,
    0.2653060257434845,
    0.3419688045978546,
    0.7169809341430664,
    0.6238530874252319,
    0.40796008706092834,
    0.635944664478302,
    0.1229049563407898,
    0.4086955785751343,
    0.2692306935787201,
    0.6169153451919556,
    0.6695650219917297,
    0.2536584436893463,
    0.2208588421344757,
    0.41884803771972656,
    0.21100911498069763,
    0.3091786503791809,
    0.6893202662467957,
    0.4299998879432678,
    0.30857133865356445,
    0.5116277933120728,
    0.4974091649055481,
    0.5046727657318115,
    0.13407814502716064,
    0.3599999248981476,
    0.3285022974014282,
    0.5167463421821594,
    0.2564101815223694,
    0.2713567018508911,
    0.6981130838394165,
    0.49999988079071045,
    0.4148934781551361,
    0.40191373229026794,
    0.20833326876163483,
    0.4245808720588684
   ],
   "time": 39.24598512426019,
   "param": null
  },
  {
   "epoch": 135,
   "train_loss": 0.0049017868004739285,
   "val_loss": 2.8732619285583496,
   "acc": 41.81,
   "f1": [
    0.7019230127334595,
    0.488262802362442,
    0.2599999010562897,
    0.22619038820266724,
    0.2775118350982666,
    0.4210525155067444,
    0.3923443853855133,
    0.4799998700618744,
    0.5082871913909912,
    0.5027320981025696,
    0.19318175315856934,
    0.21590900421142578,
    0.3842363655567169,
    0.3152708411216736,
    0.2745097279548645,
    0.26086944341659546,
    0.4410255253314972,
    0.5371899604797363,
    0.41758227348327637,
    0.37426888942718506,
    0.7089946269989014,
    0.5862067937850952,
    0.4022987186908722,
    0.6019416451454163,
    0.6899998784065247,
    0.3703702688217163,
    0.35359105467796326,
    0.22916659712791443,
    0.602040708065033,
    0.35978829860687256,
    0.4077668786048889,
    0.37914684414863586,
    0.329670250415802,
    0.42512065172195435,
    0.3454544246196747,
    0.280373752117157,
    0.4020099639892578,
    0.28999990224838257,
    0.27722764015197754,
    0.6054052114486694,
    0.4083768427371979,
    0.7150257229804993,
    0.3478259742259979,
    0.3838382363319397,
    0.18905465304851532,
    0.1990949511528015,
    0.251428484916687,
    0.526829183101654,
    0.6451612114906311,
    0.49756085872650146,
    0.23115570843219757,
    0.3351350426673889,
    0.5862067937850952,
    0.6126124858856201,
    0.47619035840034485,
    0.11173177510499954,
    0.5865383148193359,
    0.45360812544822693,
    0.5638296604156494,
    0.37894728779792786,
    0.8059700727462769,
    0.48387083411216736,
    0.5201792120933533,
    0.36559128761291504,
    0.16666659712791443,
    0.212290421128273,
    0.2723003923892975,
    0.3463686406612396,
    0.7196259498596191,
    0.6126124858856201,
    0.4236452281475067,
    0.6422017216682434,
    0.13636356592178345,
    0.4192138612270355,
    0.26046502590179443,
    0.6124400496482849,
    0.6636770367622375,
    0.2547169029712677,
    0.21951214969158173,
    0.4083768427371979,
    0.20353974401950836,
    0.30555546283721924,
    0.6981130838394165,
    0.43216070532798767,
    0.314606636762619,
    0.5137613415718079,
    0.4924621880054474,
    0.48888880014419556,
    0.14444437623023987,
    0.37668150663375854,
    0.3417084515094757,
    0.5070421695709229,
    0.2580644488334656,
    0.282828152179718,
    0.704761803150177,
    0.5125626921653748,
    0.4043714702129364,
    0.39999985694885254,
    0.1914892941713333,
    0.4301074147224426
   ],
   "time": 39.303224046714604,
   "param": null
  },
  {
   "epoch": 136,
   "train_loss": 0.004804130643606186,
   "val_loss": 2.6938040256500244,
   "acc": 41.77,
   "f1": [
    0.707547128200531,
    0.5046727657318115,
    0.2592591643333435,
    0.24844713509082794,
    0.2592591643333435,
    0.3926939368247986,
    0.3904760777950287,
    0.47513800859451294,
    0.49999988079071045,
    0.525139570236206,
    0.18713442981243134,
    0.25274714827537537,
    0.38190943002700806,
    0.29166659712791443,
    0.26794248819351196,
    0.2553190290927887,
    0.44559577107429504,
    0.541666567325592,
    0.4088396728038788,
    0.3625729978084564,
    0.7216493487358093,
    0.573839545249939,
    0.38461530208587646,
    0.6046510338783264,
    0.6794257164001465,
    0.3763439953327179,
    0.3625729978084564,
    0.24875615537166595,
    0.6041665077209473,
    0.3626372814178467,
    0.4120602011680603,
    0.3669723868370056,
    0.3313608467578888,
    0.45128190517425537,
    0.34615373611450195,
    0.27433618903160095,
    0.39805811643600464,
    0.29523801803588867,
    0.2871793806552887,
    0.6153845191001892,
    0.4021162986755371,
    0.6969695687294006,
    0.3448275029659271,
    0.382978618144989,
    0.19999992847442627,
    0.1913042813539505,
    0.2543351650238037,
    0.529999852180481,
    0.6384975910186768,
    0.4975123405456543,
    0.21621613204479218,
    0.34254133701324463,
    0.5641024708747864,
    0.6272726058959961,
    0.46009382605552673,
    0.11235948652029037,
    0.5728641748428345,
    0.47513800859451294,
    0.5463916063308716,
    0.4043714702129364,
    0.796116292476654,
    0.5079363584518433,
    0.5244443416595459,
    0.38775497674942017,
    0.15929198265075684,
    0.20765019953250885,
    0.2718445658683777,
    0.37433144450187683,
    0.7004607319831848,
    0.6355138421058655,
    0.4059404730796814,
    0.6350710391998291,
    0.15053758025169373,
    0.4056602716445923,
    0.2685184180736542,
    0.6046510338783264,
    0.6731706857681274,
    0.25116273760795593,
    0.23170723021030426,
    0.4232803285121918,
    0.1896551102399826,
    0.2909089922904968,
    0.6889951229095459,
    0.43216070532798767,
    0.3135133981704712,
    0.5164318084716797,
    0.502564013004303,
    0.5118482112884521,
    0.12499994039535522,
    0.3693692684173584,
    0.345177561044693,
    0.5217390656471252,
    0.26881712675094604,
    0.2886596620082855,
    0.7087377309799194,
    0.504761815071106,
    0.3999999165534973,
    0.3861384987831116,
    0.20105813443660736,
    0.43850257992744446
   ],
   "time": 39.1941454783082,
   "param": null
  },
  {
   "epoch": 137,
   "train_loss": 0.00439432542771101,
   "val_loss": 2.6564908027648926,
   "acc": 41.99,
   "f1": [
    0.7219511270523071,
    0.48039206862449646,
    0.2613064646720886,
    0.2374998927116394,
    0.26794248819351196,
    0.39639630913734436,
    0.39090898633003235,
    0.4659089744091034,
    0.5168538093566895,
    0.5139663219451904,
    0.19047611951828003,
    0.22093015909194946,
    0.39999985694885254,
    0.336633563041687,
    0.2686566412448883,
    0.2673795819282532,
    0.43749991059303284,
    0.5485230684280396,
    0.423912912607193,
    0.3678159713745117,
    0.7099998593330383,
    0.5991188287734985,
    0.39778995513916016,
    0.580357015132904,
    0.6831682324409485,
    0.36842095851898193,
    0.3586955666542053,
    0.23958325386047363,
    0.6091369390487671,
    0.3707864284515381,
    0.4387753903865814,
    0.3733331859111786,
    0.32369929552078247,
    0.4485980272293091,
    0.34234222769737244,
    0.2547169029712677,
    0.4019606411457062,
    0.2723003923892975,
    0.2713567018508911,
    0.6195651292800903,
    0.4162435233592987,
    0.7015705108642578,
    0.33777767419815063,
    0.4093022048473358,
    0.2075471132993698,
    0.20289847254753113,
    0.24277448654174805,
    0.53465336561203,
    0.6376810669898987,
    0.49756085872650146,
    0.23834188282489777,
    0.32804223895072937,
    0.5726494193077087,
    0.6044443249702454,
    0.4729062616825104,
    0.11173177510499954,
    0.5911328792572021,
    0.4433496594429016,
    0.5561496019363403,
    0.382978618144989,
    0.7960197329521179,
    0.5333331823348999,
    0.5291478633880615,
    0.3783782720565796,
    0.1764705330133438,
    0.2116401493549347,
    0.27884605526924133,
    0.36649200320243835,
    0.7102801203727722,
    0.6203702688217163,
    0.43902426958084106,
    0.6296295523643494,
    0.13483139872550964,
    0.43171796202659607,
    0.2727271616458893,
    0.6132074594497681,
    0.6696831583976746,
    0.25352105498313904,
    0.24277448654174805,
    0.4123710095882416,
    0.20175431668758392,
    0.31279608607292175,
    0.6944442987442017,
    0.41666656732559204,
    0.3050846457481384,
    0.5258214473724365,
    0.48205116391181946,
    0.5071768760681152,
    0.14736837148666382,
    0.39130425453186035,
    0.3351350426673889,
    0.48623839020729065,
    0.2659573554992676,
    0.2944161295890808,
    0.6948355436325073,
    0.510416567325592,
    0.3934425115585327,
    0.396135151386261,
    0.18652844429016113,
    0.43093910813331604
   ],
   "time": 39.15900857094675,
   "param": null
  },
  {
   "epoch": 138,
   "train_loss": 0.005042844917625189,
   "val_loss": 2.8283793926239014,
   "acc": 42.11,
   "f1": [
    0.6995072364807129,
    0.5046727657318115,
    0.2761903405189514,
    0.24691346287727356,
    0.2647058069705963,
    0.4075828194618225,
    0.3778800964355469,
    0.4692735970020294,
    0.5079363584518433,
    0.525139570236206,
    0.19393931329250336,
    0.22598862648010254,
    0.39195966720581055,
    0.31746023893356323,
    0.26794248819351196,
    0.26086944341659546,
    0.42156851291656494,
    0.5439329743385315,
    0.4269661605358124,
    0.37349388003349304,
    0.7216493487358093,
    0.5955554842948914,
    0.40217384696006775,
    0.6074764728546143,
    0.6763284206390381,
    0.36842095851898193,
    0.3703702688217163,
    0.23036640882492065,
    0.631578803062439,
    0.3841806650161743,
    0.41314542293548584,
    0.38497641682624817,
    0.3370785713195801,
    0.45320188999176025,
    0.34101372957229614,
    0.271493136882782,
    0.40404030680656433,
    0.2815532982349396,
    0.28272244334220886,
    0.6120217442512512,
    0.40796008706092834,
    0.7052630186080933,
    0.3529410660266876,
    0.4137929677963257,
    0.1862744390964508,
    0.19999992847442627,
    0.2485205978155136,
    0.5339804887771606,
    0.6425337791442871,
    0.5024629235267639,
    0.2340424805879593,
    0.32222211360931396,
    0.5739129781723022,
    0.6181817054748535,
    0.4734298884868622,
    0.11173177510499954,
    0.5948716402053833,
    0.44670039415359497,
    0.5502644181251526,
    0.4042551815509796,
    0.7920790910720825,
    0.5221673846244812,
    0.5263157486915588,
    0.3899998664855957,
    0.16589856147766113,
    0.20105813443660736,
    0.2718445658683777,
    0.36956506967544556,
    0.6972475647926331,
    0.6320753693580627,
    0.44230756163597107,
    0.6384975910186768,
    0.1379309743642807,
    0.4260868728160858,
    0.26415085792541504,
    0.6153844594955444,
    0.6578946113586426,
    0.25233638286590576,
    0.23863628506660461,
    0.4120602011680603,
    0.198198139667511,
    0.3084111213684082,
    0.6820275187492371,
    0.4343433380126953,
    0.3043477535247803,
    0.5263156890869141,
    0.4924621880054474,
    0.5023254752159119,
    0.13259662687778473,
    0.37614670395851135,
    0.34042540192604065,
    0.5192306637763977,
    0.26086944341659546,
    0.29473677277565,
    0.7014216780662537,
    0.5208331942558289,
    0.3999999165534973,
    0.3980098366737366,
    0.2116401493549347,
    0.42528724670410156
   ],
   "time": 39.21090945601463,
   "param": null
  },
  {
   "epoch": 139,
   "train_loss": 0.004409116692841053,
   "val_loss": 2.7045280933380127,
   "acc": 42.0,
   "f1": [
    0.7014216780662537,
    0.525345504283905,
    0.2512076497077942,
    0.24096375703811646,
    0.25490185618400574,
    0.3999998867511749,
    0.3831774890422821,
    0.4491977095603943,
    0.5027320981025696,
    0.5326085686683655,
    0.18181811273097992,
    0.2446807622909546,
    0.4041449725627899,
    0.3179486393928528,
    0.2647058069705963,
    0.2702701687812805,
    0.43749991059303284,
    0.5652172565460205,
    0.43575406074523926,
    0.35714277625083923,
    0.7093595266342163,
    0.5826086401939392,
    0.37696322798728943,
    0.5936071872711182,
    0.6699506640434265,
    0.3703702688217163,
    0.3703702688217163,
    0.253807008266449,
    0.602040708065033,
    0.37158459424972534,
    0.4154588282108307,
    0.3853210210800171,
    0.3276835083961487,
    0.46231144666671753,
    0.34449753165245056,
    0.2702701687812805,
    0.390243798494339,
    0.28571417927742004,
    0.28571420907974243,
    0.6129031181335449,
    0.3979056477546692,
    0.7083331942558289,
    0.3565216362476349,
    0.4081631302833557,
    0.20095685124397278,
    0.1834060400724411,
    0.2456139326095581,
    0.5294116735458374,
    0.6517856121063232,
    0.49999988079071045,
    0.23157887160778046,
    0.3314284682273865,
    0.5714285373687744,
    0.6126124858856201,
    0.47846877574920654,
    0.11695900559425354,
    0.5771142840385437,
    0.44670039415359497,
    0.5513511896133423,
    0.38918909430503845,
    0.8040199875831604,
    0.518134593963623,
    0.5244443416595459,
    0.39153432846069336,
    0.17560969293117523,
    0.19999991357326508,
    0.2673266530036926,
    0.3617020547389984,
    0.7058822512626648,
    0.6210044622421265,
    0.4509802758693695,
    0.6384975910186768,
    0.15555550158023834,
    0.4102562963962555,
    0.26086950302124023,
    0.6124400496482849,
    0.672810971736908,
    0.24669595062732697,
    0.23809516429901123,
    0.4338623583316803,
    0.19827578961849213,
    0.30555546283721924,
    0.704761803150177,
    0.4365480840206146,
    0.3186812400817871,
    0.539215624332428,
    0.4974091649055481,
    0.48623839020729065,
    0.13407814502716064,
    0.368663489818573,
    0.3402060866355896,
    0.5196077227592468,
    0.26666656136512756,
    0.2699999213218689,
    0.7081338167190552,
    0.49999988079071045,
    0.3820223808288574,
    0.37681150436401367,
    0.208791121840477,
    0.4198893904685974
   ],
   "time": 39.31099138595164,
   "param": null
  },
  {
   "epoch": 140,
   "train_loss": 0.004780604969710112,
   "val_loss": 2.545198678970337,
   "acc": 41.88,
   "f1": [
    0.7109003663063049,
    0.4857141971588135,
    0.2647058069705963,
    0.2545453608036041,
    0.2718445658683777,
    0.3926939368247986,
    0.3926939368247986,
    0.4632767140865326,
    0.5054942965507507,
    0.525139570236206,
    0.18934904038906097,
    0.22346359491348267,
    0.4041449725627899,
    0.32258057594299316,
    0.2599999010562897,
    0.2681563198566437,
    0.43781083822250366,
    0.5462183356285095,
    0.40641695261001587,
    0.3592813014984131,
    0.7171715497970581,
    0.592920184135437,
    0.39560428261756897,
    0.5963301062583923,
    0.6829267144203186,
    0.35532984137535095,
    0.3736262619495392,
    0.2340424805879593,
    0.5999999046325684,
    0.3798881769180298,
    0.41176459193229675,
    0.38497641682624817,
    0.3276835083961487,
    0.4466018080711365,
    0.3523808717727661,
    0.25233638286590576,
    0.40394076704978943,
    0.27722764015197754,
    0.2887699604034424,
    0.596858561038971,
    0.38974347710609436,
    0.6979165077209473,
    0.3508771061897278,
    0.3899998664855957,
    0.1990049034357071,
    0.18749992549419403,
    0.24137921631336212,
    0.526829183101654,
    0.6515835523605347,
    0.49261072278022766,
    0.22105254232883453,
    0.3135133981704712,
    0.5702126026153564,
    0.6017698049545288,
    0.47619035840034485,
    0.11494245380163193,
    0.5899998545646667,
    0.45595842599868774,
    0.5621620416641235,
    0.3936169147491455,
    0.7999998927116394,
    0.5177663564682007,
    0.5198236703872681,
    0.382978618144989,
    0.1682242453098297,
    0.20320846140384674,
    0.2718445658683777,
    0.3703702688217163,
    0.7037035822868347,
    0.6380951404571533,
    0.4174756109714508,
    0.622641384601593,
    0.14689259231090546,
    0.41739121079444885,
    0.25961530208587646,
    0.6116504073143005,
    0.6696034073829651,
    0.24999991059303284,
    0.2558138370513916,
    0.40609124302864075,
    0.20720712840557098,
    0.3133639991283417,
    0.7009344696998596,
    0.44221094250679016,
    0.3060108423233032,
    0.5142855644226074,
    0.49484527111053467,
    0.48623839020729065,
    0.14207643270492554,
    0.3800903856754303,
    0.33333322405815125,
    0.4884791076183319,
    0.25668442249298096,
    0.2871793806552887,
    0.6915886998176575,
    0.4951455295085907,
    0.41052618622779846,
    0.39195966720581055,
    0.20105813443660736,
    0.41573023796081543
   ],
   "time": 39.136231968179345,
   "param": null
  },
  {
   "epoch": 141,
   "train_loss": 0.0049021560698747635,
   "val_loss": 2.8194916248321533,
   "acc": 41.89,
   "f1": [
    0.7109003663063049,
    0.4878047704696655,
    0.26341456174850464,
    0.2514968812465668,
    0.2673266530036926,
    0.38053086400032043,
    0.3943660855293274,
    0.45810040831565857,
    0.510416567325592,
    0.522222101688385,
    0.19999992847442627,
    0.23863628506660461,
    0.4041449725627899,
    0.33684200048446655,
    0.26415085792541504,
    0.25945934653282166,
    0.44444429874420166,
    0.5284551978111267,
    0.4153004288673401,
    0.36686381697654724,
    0.7171715497970581,
    0.6008967757225037,
    0.39106133580207825,
    0.6074764728546143,
    0.6798028349876404,
    0.35897424817085266,
    0.38461530208587646,
    0.23529404401779175,
    0.6113988757133484,
    0.3841806650161743,
    0.4112148582935333,
    0.3904760777950287,
    0.3351954519748688,
    0.4607841968536377,
    0.3577980697154999,
    0.2612611949443817,
    0.40609124302864075,
    0.271493136882782,
    0.2713567018508911,
    0.6120217442512512,
    0.40624988079071045,
    0.6907215118408203,
    0.3362830877304077,
    0.39805811643600464,
    0.1990049034357071,
    0.19138747453689575,
    0.24999988079071045,
    0.5048542022705078,
    0.6457397937774658,
    0.48756206035614014,
    0.21505369246006012,
    0.327868789434433,
    0.5714284777641296,
    0.6238530874252319,
    0.46445485949516296,
    0.11111104488372803,
    0.5757573843002319,
    0.44221094250679016,
    0.5473682880401611,
    0.38502663373947144,
    0.7981219291687012,
    0.520408034324646,
    0.525345504283905,
    0.39378228783607483,
    0.17560969293117523,
    0.19999991357326508,
    0.2692306935787201,
    0.36559128761291504,
    0.7169809341430664,
    0.6411482095718384,
    0.42857128381729126,
    0.6384975910186768,
    0.13483139872550964,
    0.4206008017063141,
    0.25570768117904663,
    0.6009388566017151,
    0.6604650020599365,
    0.2559240758419037,
    0.24096375703811646,
    0.40206170082092285,
    0.20087330043315887,
    0.31067952513694763,
    0.6886791586875916,
    0.4299998879432678,
    0.30939218401908875,
    0.49999988079071045,
    0.4974091649055481,
    0.5073169469833374,
    0.14130428433418274,
    0.368663489818573,
    0.34736835956573486,
    0.4930231273174286,
    0.26455017924308777,
    0.29473677277565,
    0.6990289688110352,
    0.5025123953819275,
    0.40796008706092834,
    0.3904760777950287,
    0.19999991357326508,
    0.4198893904685974
   ],
   "time": 38.05922640208155,
   "param": null
  },
  {
   "epoch": 142,
   "train_loss": 0.005012377165257931,
   "val_loss": 2.6652450561523438,
   "acc": 42.05,
   "f1": [
    0.7019230127334595,
    0.5070421695709229,
    0.27272719144821167,
    0.24390234053134918,
    0.2692306935787201,
    0.39252325892448425,
    0.39810416102409363,
    0.4659089744091034,
    0.4946235418319702,
    0.5326085686683655,
    0.18934904038906097,
    0.22471901774406433,
    0.39805811643600464,
    0.3186812400817871,
    0.26794248819351196,
    0.2769230008125305,
    0.42857128381729126,
    0.5400842428207397,
    0.413043349981308,
    0.37426888942718506,
    0.6995072364807129,
    0.5982142090797424,
    0.39548009634017944,
    0.587155818939209,
    0.6761903762817383,
    0.36269423365592957,
    0.3775508999824524,
    0.251308798789978,
    0.5999999046325684,
    0.3771427571773529,
    0.4257424473762512,
    0.38738730549812317,
    0.3389829397201538,
    0.4476189613342285,
    0.3318384885787964,
    0.26415085792541504,
    0.4019606411457062,
    0.2812499403953552,
    0.2887699604034424,
    0.6229507327079773,
    0.4041449725627899,
    0.716577410697937,
    0.35897424817085266,
    0.4019606411457062,
    0.19191910326480865,
    0.1843317300081253,
    0.24175815284252167,
    0.5196077227592468,
    0.6454544067382812,
    0.49261072278022766,
    0.22680403292179108,
    0.3314915895462036,
    0.5654007196426392,
    0.6181817054748535,
    0.48309168219566345,
    0.11695900559425354,
    0.5786800384521484,
    0.4631577730178833,
    0.5561496019363403,
    0.39999985694885254,
    0.8019800782203674,
    0.5154638290405273,
    0.5291478633880615,
    0.38775497674942017,
    0.1682242453098297,
    0.20304562151432037,
    0.2731706500053406,
    0.36559128761291504,
    0.7064219117164612,
    0.6350710391998291,
    0.419999897480011,
    0.6511626243591309,
    0.1405404806137085,
    0.43555545806884766,
    0.2629106938838959,
    0.6161136031150818,
    0.6666665077209473,
    0.22857137024402618,
    0.23170723021030426,
    0.4183672070503235,
    0.1935483068227768,
    0.31627896428108215,
    0.6948355436325073,
    0.43298953771591187,
    0.3121386468410492,
    0.5258214473724365,
    0.49214646220207214,
    0.504761815071106,
    0.1390373706817627,
    0.37914684414863586,
    0.320441871881485,
    0.5120771527290344,
    0.26086944341659546,
    0.29032251238822937,
    0.6915886998176575,
    0.5174128413200378,
    0.4148934781551361,
    0.40191373229026794,
    0.1862744390964508,
    0.4262293577194214
   ],
   "time": 39.26792513485998,
   "param": null
  },
  {
   "epoch": 143,
   "train_loss": 0.00459649134427309,
   "val_loss": 2.6518917083740234,
   "acc": 42.12,
   "f1": [
    0.6990289688110352,
    0.5142855644226074,
    0.2616821527481079,
    0.21518979966640472,
    0.26600977778434753,
    0.39631327986717224,
    0.37962955236434937,
    0.45810040831565857,
    0.5193368792533875,
    0.535519003868103,
    0.18934904038906097,
    0.2473117560148239,
    0.42857128381729126,
    0.32835814356803894,
    0.2718445658683777,
    0.2558138370513916,
    0.446808397769928,
    0.5531913638114929,
    0.41573023796081543,
    0.3529410660266876,
    0.7099998593330383,
    0.6071427464485168,
    0.38674020767211914,
    0.6176469922065735,
    0.6764704585075378,
    0.3617020547389984,
    0.35359105467796326,
    0.24175815284252167,
    0.6010361909866333,
    0.37499991059303284,
    0.4257424473762512,
    0.38862547278404236,
    0.3502824008464813,
    0.44976064562797546,
    0.3394494354724884,
    0.2583731412887573,
    0.4059404730796814,
    0.28846150636672974,
    0.27551010251045227,
    0.6129031181335449,
    0.40206170082092285,
    0.6969695687294006,
    0.3549782335758209,
    0.40404030680656433,
    0.20095685124397278,
    0.19742482900619507,
    0.239999920129776,
    0.5170730352401733,
    0.6515835523605347,
    0.4923075735569,
    0.22222216427326202,
    0.32432422041893005,
    0.5814977288246155,
    0.6210044622421265,
    0.4814813435077667,
    0.11299428343772888,
    0.5799998641014099,
    0.45918354392051697,
    0.5608464479446411,
    0.4102562665939331,
    0.8019800782203674,
    0.5076140761375427,
    0.5315313935279846,
    0.40641695261001587,
    0.17431186139583588,
    0.21505369246006012,
    0.2660549581050873,
    0.36464083194732666,
    0.7123286128044128,
    0.6296295523643494,
    0.40999990701675415,
    0.6543776988983154,
    0.15053758025169373,
    0.42857131361961365,
    0.25961530208587646,
    0.6057690978050232,
    0.660633385181427,
    0.23188398778438568,
    0.24999991059303284,
    0.42639580368995667,
    0.198198139667511,
    0.3119265139102936,
    0.6952379941940308,
    0.4183672070503235,
    0.31914883852005005,
    0.5209301114082336,
    0.49746179580688477,
    0.48648640513420105,
    0.12834219634532928,
    0.3859647810459137,
    0.3419688045978546,
    0.5164318084716797,
    0.2659573554992676,
    0.29032251238822937,
    0.6919430494308472,
    0.526829183101654,
    0.38674020767211914,
    0.4041449725627899,
    0.21874994039535522,
    0.4432430863380432
   ],
   "time": 39.29007123876363,
   "param": null
  },
  {
   "epoch": 144,
   "train_loss": 0.004725197795778513,
   "val_loss": 2.7775542736053467,
   "acc": 41.83,
   "f1": [
    0.7142855525016785,
    0.48309168219566345,
    0.28019312024116516,
    0.24096375703811646,
    0.2685184180736542,
    0.4036695957183838,
    0.38888880610466003,
    0.4712642431259155,
    0.4973543584346771,
    0.5303866267204285,
    0.19393931329250336,
    0.2234041839838028,
    0.38834938406944275,
    0.3419688045978546,
    0.2583731412887573,
    0.2727271616458893,
    0.42639580368995667,
    0.5284551978111267,
    0.43333321809768677,
    0.3555554449558258,
    0.7029701471328735,
    0.583690881729126,
    0.38709667325019836,
    0.6161136031150818,
    0.6826921701431274,
    0.3626372814178467,
    0.38888877630233765,
    0.24120594561100006,
    0.5970147848129272,
    0.38636353611946106,
    0.4236452281475067,
    0.38356152176856995,
    0.32558128237724304,
    0.4519229531288147,
    0.323809415102005,
    0.25777769088745117,
    0.4120602011680603,
    0.26794248819351196,
    0.2713567018508911,
    0.6129031181335449,
    0.3959389626979828,
    0.7089946269989014,
    0.3508771061897278,
    0.41346144676208496,
    0.18274106085300446,
    0.18264833092689514,
    0.24999991059303284,
    0.5252523422241211,
    0.660633385181427,
    0.4873095452785492,
    0.22222213447093964,
    0.32258057594299316,
    0.566523551940918,
    0.6267279982566833,
    0.47761180996894836,
    0.1162789985537529,
    0.5773194432258606,
    0.44444435834884644,
    0.5666665434837341,
    0.382978618144989,
    0.7922703623771667,
    0.5106381177902222,
    0.5296802520751953,
    0.39153432846069336,
    0.16363631188869476,
    0.2021275758743286,
    0.2653060257434845,
    0.38502663373947144,
    0.7102801203727722,
    0.6291078925132751,
    0.4183672070503235,
    0.6478871703147888,
    0.14444437623023987,
    0.42241373658180237,
    0.2571427524089813,
    0.6046510338783264,
    0.6603772640228271,
    0.2436547577381134,
    0.22352932393550873,
    0.4226802885532379,
    0.18723398447036743,
    0.31730762124061584,
    0.6948355436325073,
    0.4248703718185425,
    0.30939218401908875,
    0.517857015132904,
    0.505154550075531,
    0.47321414947509766,
    0.12834219634532928,
    0.3714284896850586,
    0.32258057594299316,
    0.5096152424812317,
    0.26041656732559204,
    0.28272244334220886,
    0.6919430494308472,
    0.522612988948822,
    0.42051267623901367,
    0.3940885663032532,
    0.20430098474025726,
    0.41573023796081543
   ],
   "time": 39.215970248915255,
   "param": null
  },
  {
   "epoch": 145,
   "train_loss": 0.004577879328280687,
   "val_loss": 2.739154100418091,
   "acc": 42.0,
   "f1": [
    0.7115383744239807,
    0.49999988079071045,
    0.25490185618400574,
    0.24390234053134918,
    0.2599999010562897,
    0.38961026072502136,
    0.37962955236434937,
    0.45555540919303894,
    0.5026176571846008,
    0.5297296643257141,
    0.20571422576904297,
    0.23204411566257477,
    0.4102562665939331,
    0.3399999141693115,
    0.2673266530036926,
    0.2673795819282532,
    0.4221104085445404,
    0.5371899604797363,
    0.413043349981308,
    0.3625729978084564,
    0.7035174369812012,
    0.5955554842948914,
    0.37433144450187683,
    0.6057690978050232,
    0.6729856729507446,
    0.38251355290412903,
    0.3793102502822876,
    0.24580998718738556,
    0.5899998545646667,
    0.3793102502822876,
    0.4174756109714508,
    0.38888880610466003,
    0.3389829397201538,
    0.44554442167282104,
    0.35185176134109497,
    0.2636362612247467,
    0.4081631302833557,
    0.2731706500053406,
    0.26794248819351196,
    0.6195651292800903,
    0.39378228783607483,
    0.72251296043396,
    0.35443025827407837,
    0.3936169147491455,
    0.20895515382289886,
    0.1809954047203064,
    0.2513660192489624,
    0.5196077227592468,
    0.6460175514221191,
    0.49261072278022766,
    0.21989519894123077,
    0.3406592309474945,
    0.5887445211410522,
    0.6267279982566833,
    0.4729062616825104,
    0.11834313720464706,
    0.5658535361289978,
    0.45128190517425537,
    0.5531913042068481,
    0.3934425115585327,
    0.7881771922111511,
    0.49999988079071045,
    0.5315313935279846,
    0.4088396728038788,
    0.17511513829231262,
    0.20430098474025726,
    0.2727271616458893,
    0.38502663373947144,
    0.706976592540741,
    0.6133331656455994,
    0.43349742889404297,
    0.6425337791442871,
    0.15135130286216736,
    0.4155843257904053,
    0.26415085792541504,
    0.6116504073143005,
    0.6696831583976746,
    0.2547169029712677,
    0.24999988079071045,
    0.4179103374481201,
    0.19047611951828003,
    0.3133639991283417,
    0.6886791586875916,
    0.43298953771591187,
    0.3016759157180786,
    0.5294116735458374,
    0.4923075735569,
    0.48430484533309937,
    0.12834219634532928,
    0.37668150663375854,
    0.32804223895072937,
    0.5046727657318115,
    0.26086944341659546,
    0.2871793806552887,
    0.6948355436325073,
    0.5247523188591003,
    0.3934425115585327,
    0.4081631302833557,
    0.2116401493549347,
    0.41340771317481995
   ],
   "time": 38.24287682399154,
   "param": null
  },
  {
   "epoch": 146,
   "train_loss": 0.005276982672512531,
   "val_loss": 2.7562925815582275,
   "acc": 41.84,
   "f1": [
    0.704761803150177,
    0.49999988079071045,
    0.26600977778434753,
    0.24096375703811646,
    0.25688064098358154,
    0.39285701513290405,
    0.396135151386261,
    0.4712642431259155,
    0.4999998211860657,
    0.5280897617340088,
    0.19047611951828003,
    0.23204411566257477,
    0.39795905351638794,
    0.3179486393928528,
    0.26666656136512756,
    0.2564101815223694,
    0.4236452281475067,
    0.5306121706962585,
    0.4022987186908722,
    0.3563217520713806,
    0.7142855525016785,
    0.585152804851532,
    0.38043469190597534,
    0.5781989693641663,
    0.6699027419090271,
    0.3763439953327179,
    0.3820223808288574,
    0.24598921835422516,
    0.5929647088050842,
    0.3976607024669647,
    0.40579700469970703,
    0.39090898633003235,
    0.3370785713195801,
    0.4585364758968353,
    0.3318384885787964,
    0.26244333386421204,
    0.4210525155067444,
    0.278026819229126,
    0.27551010251045227,
    0.6153845191001892,
    0.38541653752326965,
    0.7204300165176392,
    0.35897424817085266,
    0.3959389626979828,
    0.19289332628250122,
    0.1971830278635025,
    0.24580998718738556,
    0.5174128413200378,
    0.6306304931640625,
    0.48598119616508484,
    0.2173912227153778,
    0.3459458649158478,
    0.5726494193077087,
    0.6238530874252319,
    0.4827585518360138,
    0.11834313720464706,
    0.5628139972686768,
    0.45833322405815125,
    0.5621620416641235,
    0.38918909430503845,
    0.7922703623771667,
    0.5076140761375427,
    0.5198236703872681,
    0.3894736170768738,
    0.17307688295841217,
    0.1989527940750122,
    0.27551010251045227,
    0.3578946590423584,
    0.7031961679458618,
    0.6415093541145325,
    0.43902426958084106,
    0.6301368474960327,
    0.13829779624938965,
    0.41379299759864807,
    0.2731706500053406,
    0.6103284358978271,
    0.6607141494750977,
    0.24271836876869202,
    0.23170723021030426,
    0.4120602011680603,
    0.19383254647254944,
    0.3119265139102936,
    0.6915886998176575,
    0.42051267623901367,
    0.30337071418762207,
    0.5188678503036499,
    0.518134593963623,
    0.4886876940727234,
    0.13186806440353394,
    0.36842095851898193,
    0.31914883852005005,
    0.5046727657318115,
    0.2622949779033661,
    0.2797926664352417,
    0.6886791586875916,
    0.5024153590202332,
    0.40609124302864075,
    0.41414129734039307,
    0.21505369246006012,
    0.41340771317481995
   ],
   "time": 39.295503101311624,
   "param": null
  },
  {
   "epoch": 147,
   "train_loss": 0.004848990123718977,
   "val_loss": 2.694300889968872,
   "acc": 41.94,
   "f1": [
    0.704761803150177,
    0.5045870542526245,
    0.2561575770378113,
    0.23170723021030426,
    0.2653060257434845,
    0.3981899321079254,
    0.3964756429195404,
    0.44808733463287354,
    0.5268816351890564,
    0.524590015411377,
    0.19393931329250336,
    0.23913034796714783,
    0.4020099639892578,
    0.3101603388786316,
    0.253807008266449,
    0.2810809910297394,
    0.43979042768478394,
    0.5263157486915588,
    0.4262293577194214,
    0.3468207120895386,
    0.7135677337646484,
    0.5964910984039307,
    0.37696322798728943,
    0.5999999046325684,
    0.6766167879104614,
    0.36065563559532166,
    0.36065563559532166,
    0.25961530208587646,
    0.6082472205162048,
    0.38596484065055847,
    0.4154588282108307,
    0.3831774890422821,
    0.33333319425582886,
    0.4599998891353607,
    0.3470318615436554,
    0.2735848128795624,
    0.4102562665939331,
    0.26794248819351196,
    0.282828152179718,
    0.6063828468322754,
    0.40206170082092285,
    0.7195766568183899,
    0.3489360511302948,
    0.38190943002700806,
    0.19999992847442627,
    0.19913412630558014,
    0.2528734505176544,
    0.5120771527290344,
    0.6431716680526733,
    0.47846877574920654,
    0.22471901774406433,
    0.32258057594299316,
    0.575107216835022,
    0.5999999046325684,
    0.4837207794189453,
    0.11299428343772888,
    0.5786800384521484,
    0.45833322405815125,
    0.5492226481437683,
    0.38043469190597534,
    0.796116292476654,
    0.5148513317108154,
    0.5132741928100586,
    0.4044942855834961,
    0.18009470403194427,
    0.21111102402210236,
    0.2786068916320801,
    0.36956506967544556,
    0.7129628658294678,
    0.6320753693580627,
    0.4271843731403351,
    0.6448596715927124,
    0.13483139872550964,
    0.41379299759864807,
    0.2583731412887573,
    0.6074764728546143,
    0.6635943651199341,
    0.22660093009471893,
    0.2584269046783447,
    0.4081631302833557,
    0.19730934500694275,
    0.3119265139102936,
    0.6851851344108582,
    0.4162435233592987,
    0.314606636762619,
    0.528846025466919,
    0.5128204226493835,
    0.4748857021331787,
    0.13186806440353394,
    0.3783782124519348,
    0.31746023893356323,
    0.5217390656471252,
    0.2580644488334656,
    0.28272244334220886,
    0.6886791586875916,
    0.5154638290405273,
    0.38043469190597534,
    0.4137929677963257,
    0.193548321723938,
    0.44198882579803467
   ],
   "time": 39.15937936864793,
   "param": null
  },
  {
   "epoch": 148,
   "train_loss": 0.00471877446398139,
   "val_loss": 2.7733137607574463,
   "acc": 42.0,
   "f1": [
    0.7081338167190552,
    0.506912350654602,
    0.2723003923892975,
    0.2514968812465668,
    0.2436547577381134,
    0.39622631669044495,
    0.38738730549812317,
    0.4712642431259155,
    0.5102038979530334,
    0.522222101688385,
    0.19767434895038605,
    0.2378377616405487,
    0.4020099639892578,
    0.3417084515094757,
    0.2769230008125305,
    0.26881712675094604,
    0.4307691156864166,
    0.5485230684280396,
    0.41758227348327637,
    0.3529410660266876,
    0.7106597423553467,
    0.6071427464485168,
    0.38043469190597534,
    0.5943394899368286,
    0.6865670084953308,
    0.36269423365592957,
    0.37894728779792786,
    0.24999991059303284,
    0.6051281094551086,
    0.36871495842933655,
    0.419999897480011,
    0.39252325892448425,
    0.32584258913993835,
    0.4585364758968353,
    0.3228698670864105,
    0.275229275226593,
    0.40975597500801086,
    0.26540276408195496,
    0.2842104732990265,
    0.6229507327079773,
    0.39378228783607483,
    0.697435736656189,
    0.3504272401332855,
    0.3942306339740753,
    0.20388342440128326,
    0.19999992847442627,
    0.23913034796714783,
    0.5279186367988586,
    0.6517856121063232,
    0.49019595980644226,
    0.23469379544258118,
    0.3314915895462036,
    0.5764191746711731,
    0.6153844594955444,
    0.4827585518360138,
    0.10928954929113388,
    0.5858584046363831,
    0.45360812544822693,
    0.5652172565460205,
    0.38918909430503845,
    0.7922703623771667,
    0.4999998211860657,
    0.5296802520751953,
    0.39603951573371887,
    0.17142851650714874,
    0.20105813443660736,
    0.26666656136512756,
    0.36458322405815125,
    0.7004607319831848,
    0.6320753693580627,
    0.4162435233592987,
    0.6448596715927124,
    0.14736837148666382,
    0.4135020077228546,
    0.2758619785308838,
    0.6066349744796753,
    0.6788989305496216,
    0.23584897816181183,
    0.239520862698555,
    0.41711217164993286,
    0.19444438815116882,
    0.29951682686805725,
    0.6851851344108582,
    0.4432988464832306,
    0.30939218401908875,
    0.5339804887771606,
    0.5102038979530334,
    0.48648640513420105,
    0.13186806440353394,
    0.36123335361480713,
    0.32989683747291565,
    0.5118482112884521,
    0.2765956223011017,
    0.2842104732990265,
    0.6952379941940308,
    0.5199998617172241,
    0.38918909430503845,
    0.4059404730796814,
    0.210526242852211,
    0.4204544126987457
   ],
   "time": 38.261943861842155,
   "param": null
  },
  {
   "epoch": 149,
   "train_loss": 0.005223248619586229,
   "val_loss": 2.606919050216675,
   "acc": 42.01,
   "f1": [
    0.6948355436325073,
    0.49999988079071045,
    0.26794248819351196,
    0.2592591345310211,
    0.2699999213218689,
    0.4174756109714508,
    0.38356152176856995,
    0.4606740176677704,
    0.5079363584518433,
    0.535519003868103,
    0.1916166990995407,
    0.2456139326095581,
    0.3923443853855133,
    0.34374991059303284,
    0.2621358335018158,
    0.2810809910297394,
    0.419999897480011,
    0.5446807742118835,
    0.41758227348327637,
    0.35714277625083923,
    0.7368419766426086,
    0.5762710571289062,
    0.40659332275390625,
    0.5882351398468018,
    0.666666567325592,
    0.3617020547389984,
    0.3502824008464813,
    0.2444443702697754,
    0.6105261445045471,
    0.3820223808288574,
    0.42512065172195435,
    0.38497641682624817,
    0.3387977182865143,
    0.4607841968536377,
    0.3301886022090912,
    0.26728102564811707,
    0.40999990701675415,
    0.27488142251968384,
    0.2692306935787201,
    0.6298341155052185,
    0.3979056477546692,
    0.7083331942558289,
    0.3304346799850464,
    0.39378228783607483,
    0.18957340717315674,
    0.18884113430976868,
    0.23913034796714783,
    0.5380709171295166,
    0.642857015132904,
    0.5024153590202332,
    0.23469379544258118,
    0.327868789434433,
    0.5676854848861694,
    0.6071427464485168,
    0.4884791076183319,
    0.11111104488372803,
    0.5757573843002319,
    0.44670039415359497,
    0.5666665434837341,
    0.3979056477546692,
    0.7918779850006104,
    0.5050503611564636,
    0.5110130310058594,
    0.40641695261001587,
    0.1759258508682251,
    0.2072538137435913,
    0.26666656136512756,
    0.3522725999355316,
    0.7096772789955139,
    0.6380951404571533,
    0.42512065172195435,
    0.6418603658676147,
    0.15957440435886383,
    0.4152541756629944,
    0.25961530208587646,
    0.6176469922065735,
    0.6725662350654602,
    0.26244333386421204,
    0.262857049703598,
    0.42857128381729126,
    0.21359217166900635,
    0.3018867075443268,
    0.6794257164001465,
    0.4236452281475067,
    0.3050846457481384,
    0.5161288380622864,
    0.5076140761375427,
    0.4907405972480774,
    0.13114747405052185,
    0.3636362552642822,
    0.3315507173538208,
    0.5192306637763977,
    0.2769230008125305,
    0.28723397850990295,
    0.6948355436325073,
    0.5102038979530334,
    0.41269823908805847,
    0.4195120930671692,
    0.20105813443660736,
    0.4245808720588684
   ],
   "time": 39.219425816088915,
   "param": null
  },
  {
   "epoch": 150,
   "train_loss": 0.0043115331791341305,
   "val_loss": 2.7244231700897217,
   "acc": 41.9,
   "f1": [
    0.7087377309799194,
    0.492890864610672,
    0.26086950302124023,
    0.2345678210258484,
    0.2475246638059616,
    0.390243798494339,
    0.38053086400032043,
    0.45810040831565857,
    0.5185183882713318,
    0.5217389464378357,
    0.19047611951828003,
    0.24719089269638062,
    0.4102562665939331,
    0.3315507173538208,
    0.2574256360530853,
    0.2722512185573578,
    0.43298953771591187,
    0.5311201810836792,
    0.41758227348327637,
    0.3468207120895386,
    0.6826921701431274,
    0.6017698049545288,
    0.40217384696006775,
    0.5963301062583923,
    0.6766167879104614,
    0.3440859317779541,
    0.3841806650161743,
    0.24083760380744934,
    0.6091369390487671,
    0.3736262619495392,
    0.43349742889404297,
    0.3943660855293274,
    0.32402223348617554,
    0.4541061818599701,
    0.3240739703178406,
    0.25112098455429077,
    0.4120602011680603,
    0.2616821527481079,
    0.2713567018508911,
    0.6187844276428223,
    0.39999985694885254,
    0.7046630382537842,
    0.3529410660266876,
    0.39810416102409363,
    0.1818181276321411,
    0.18834073841571808,
    0.24999991059303284,
    0.5273630023002625,
    0.6635943651199341,
    0.5024153590202332,
    0.22222216427326202,
    0.329670250415802,
    0.5775861144065857,
    0.6181817054748535,
    0.488262802362442,
    0.11494245380163193,
    0.5918366312980652,
    0.43902426958084106,
    0.5543476939201355,
    0.38709667325019836,
    0.7959181666374207,
    0.5102038979530334,
    0.5291478633880615,
    0.3979056477546692,
    0.18018010258674622,
    0.20105813443660736,
    0.2705313265323639,
    0.38043469190597534,
    0.6842103600502014,
    0.6261681318283081,
    0.4158414602279663,
    0.6388887763023376,
    0.16304342448711395,
    0.4135020077228546,
    0.26046502590179443,
    0.6108372807502747,
    0.6635943651199341,
    0.2347417026758194,
    0.239520862698555,
    0.4162435233592987,
    0.20720712840557098,
    0.30621999502182007,
    0.6923075318336487,
    0.43749991059303284,
    0.3169397711753845,
    0.5263156890869141,
    0.5154638290405273,
    0.4954127371311188,
    0.13043470680713654,
    0.3846152722835541,
    0.33333325386047363,
    0.5094338655471802,
    0.26041656732559204,
    0.2783504128456116,
    0.704761803150177,
    0.4973543584346771,
    0.39999985694885254,
    0.4292682111263275,
    0.2065216600894928,
    0.44047608971595764
   ],
   "time": 39.173457824625075,
   "param": null
  },
  {
   "epoch": 151,
   "train_loss": 0.004791571758687496,
   "val_loss": 2.5953965187072754,
   "acc": 41.98,
   "f1": [
    0.6981130838394165,
    0.5164318084716797,
    0.26341456174850464,
    0.2345678210258484,
    0.2599999010562897,
    0.38862547278404236,
    0.38356152176856995,
    0.4606740176677704,
    0.5157893896102905,
    0.5268816351890564,
    0.18934904038906097,
    0.22950810194015503,
    0.38095229864120483,
    0.32432422041893005,
    0.26086950302124023,
    0.29032251238822937,
    0.42639580368995667,
    0.5306121706962585,
    0.4108106791973114,
    0.35502949357032776,
    0.7099998593330383,
    0.6071427464485168,
    0.3957218527793884,
    0.6046510338783264,
    0.6764704585075378,
    0.35416656732559204,
    0.36046499013900757,
    0.2424241602420807,
    0.5970147848129272,
    0.3771427571773529,
    0.4387753903865814,
    0.39631327986717224,
    0.31818172335624695,
    0.46534639596939087,
    0.33333322405815125,
    0.27678564190864563,
    0.4019606411457062,
    0.26046502590179443,
    0.2699999213218689,
    0.6120217442512512,
    0.40206170082092285,
    0.7083331942558289,
    0.35146433115005493,
    0.3999999165534973,
    0.17435890436172485,
    0.19555547833442688,
    0.2485874742269516,
    0.4976075291633606,
    0.6545453667640686,
    0.4878047704696655,
    0.21319790184497833,
    0.33333325386047363,
    0.5714285373687744,
    0.6153844594955444,
    0.492890864610672,
    0.11764698475599289,
    0.5728641748428345,
    0.4607328474521637,
    0.5483869910240173,
    0.3783782720565796,
    0.7884613275527954,
    0.5102038979530334,
    0.5244443416595459,
    0.41269823908805847,
    0.17674411833286285,
    0.1989527940750122,
    0.26041656732559204,
    0.3763439953327179,
    0.6972475647926331,
    0.6320753693580627,
    0.4271843731403351,
    0.6445496082305908,
    0.14285707473754883,
    0.43171796202659607,
    0.2621358335018158,
    0.6009388566017151,
    0.657534122467041,
    0.24271836876869202,
    0.26900574564933777,
    0.4210525155067444,
    0.2095237374305725,
    0.30697670578956604,
    0.6912441253662109,
    0.42156851291656494,
    0.3260868787765503,
    0.5263156890869141,
    0.507771909236908,
    0.48648640513420105,
    0.13636356592178345,
    0.36792439222335815,
    0.324607253074646,
    0.5120771527290344,
    0.2673795819282532,
    0.2901553809642792,
    0.6981130838394165,
    0.5208331942558289,
    0.37696322798728943,
    0.4210525155067444,
    0.22459883987903595,
    0.4198893904685974
   ],
   "time": 39.234088440425694,
   "param": null
  },
  {
   "epoch": 152,
   "train_loss": 0.004381089471280575,
   "val_loss": 2.502957582473755,
   "acc": 42.13,
   "f1": [
    0.7014216780662537,
    0.506912350654602,
    0.27488142251968384,
    0.22499993443489075,
    0.26341456174850464,
    0.38392844796180725,
    0.38356152176856995,
    0.4606740176677704,
    0.5161289572715759,
    0.5326085686683655,
    0.18823520839214325,
    0.2378377616405487,
    0.39603951573371887,
    0.31999990344047546,
    0.2735848128795624,
    0.2780747711658478,
    0.44559577107429504,
    0.5316454768180847,
    0.423912912607193,
    0.3411763310432434,
    0.7135677337646484,
    0.6126124858856201,
    0.38461530208587646,
    0.6103284358978271,
    0.6603772640228271,
    0.35978829860687256,
    0.36956506967544556,
    0.2404370754957199,
    0.6082472205162048,
    0.4022987186908722,
    0.42931926250457764,
    0.39069753885269165,
    0.3314284682273865,
    0.4607841968536377,
    0.3287670314311981,
    0.2660943269729614,
    0.3999999165534973,
    0.2705313265323639,
    0.2686566412448883,
    0.6222221255302429,
    0.3874344527721405,
    0.7015705108642578,
    0.35833320021629333,
    0.40796008706092834,
    0.21256029605865479,
    0.1891890913248062,
    0.24719089269638062,
    0.5170730352401733,
    0.6519822478294373,
    0.49746179580688477,
    0.2340424805879593,
    0.3351350426673889,
    0.5676854848861694,
    0.6153844594955444,
    0.4949493706226349,
    0.11494245380163193,
    0.5728641748428345,
    0.44221094250679016,
    0.5714284777641296,
    0.3723403513431549,
    0.7864076495170593,
    0.5049503445625305,
    0.5267855525016785,
    0.41269823908805847,
    0.17391300201416016,
    0.1989527940750122,
    0.2751321792602539,
    0.38251355290412903,
    0.7004607319831848,
    0.6380951404571533,
    0.4433496594429016,
    0.6442306041717529,
    0.15555550158023834,
    0.43749988079071045,
    0.2547169029712677,
    0.6124400496482849,
    0.6577776670455933,
    0.23744283616542816,
    0.25730982422828674,
    0.4343433380126953,
    0.19913412630558014,
    0.31067952513694763,
    0.6912441253662109,
    0.4410255253314972,
    0.31818172335624695,
    0.5118482112884521,
    0.5128204226493835,
    0.5023695826530457,
    0.13114747405052185,
    0.3778800964355469,
    0.326315701007843,
    0.5120771527290344,
    0.2622949779033661,
    0.29032251238822937,
    0.688372015953064,
    0.5024629235267639,
    0.40641695261001587,
    0.42512065172195435,
    0.210526242852211,
    0.4293783903121948
   ],
   "time": 39.236368970014155,
   "param": null
  },
  {
   "epoch": 153,
   "train_loss": 0.004637757781893015,
   "val_loss": 2.6058945655822754,
   "acc": 42.09,
   "f1": [
    0.6948355436325073,
    0.5116277933120728,
    0.282828152179718,
    0.23170723021030426,
    0.253807008266449,
    0.3943660855293274,
    0.38914018869400024,
    0.446808397769928,
    0.5128204226493835,
    0.5303866267204285,
    0.18497103452682495,
    0.23728805780410767,
    0.3999998867511749,
    0.3402060866355896,
    0.26395928859710693,
    0.2543351650238037,
    0.42639580368995667,
    0.5485230684280396,
    0.4232803285121918,
    0.3583814203739166,
    0.6893202662467957,
    0.5991188287734985,
    0.39784935116767883,
    0.5999999046325684,
    0.6473428606987,
    0.35359105467796326,
    0.3798881769180298,
    0.24210518598556519,
    0.595959484577179,
    0.38709667325019836,
    0.4195120930671692,
    0.3982299864292145,
    0.32558128237724304,
    0.46999987959861755,
    0.32432422041893005,
    0.26666659116744995,
    0.41176459193229675,
    0.2699999213218689,
    0.2713567018508911,
    0.6195651292800903,
    0.39583319425582886,
    0.7234041690826416,
    0.32599109411239624,
    0.41314542293548584,
    0.18999992311000824,
    0.19642849266529083,
    0.2569831311702728,
    0.5380709171295166,
    0.6547083854675293,
    0.49999988079071045,
    0.2244897186756134,
    0.3260868787765503,
    0.566523551940918,
    0.6267279982566833,
    0.49999988079071045,
    0.1162789985537529,
    0.5846152901649475,
    0.46808499097824097,
    0.5573769211769104,
    0.3736262619495392,
    0.7960197329521179,
    0.5177663564682007,
    0.5315313935279846,
    0.40404030680656433,
    0.16981124877929688,
    0.2054053246974945,
    0.2647058069705963,
    0.382978618144989,
    0.6964284181594849,
    0.6350710391998291,
    0.43902426958084106,
    0.6415093541145325,
    0.1612902730703354,
    0.4100417494773865,
    0.2723003923892975,
    0.6124400496482849,
    0.6952379941940308,
    0.24999991059303284,
    0.25555548071861267,
    0.4221104085445404,
    0.2037036269903183,
    0.3148147463798523,
    0.6822428703308105,
    0.4278606176376343,
    0.30588221549987793,
    0.5167463421821594,
    0.5177663564682007,
    0.4744184911251068,
    0.11764699220657349,
    0.3696681261062622,
    0.32258057594299316,
    0.5221673846244812,
    0.2810809910297394,
    0.28571420907974243,
    0.6577776670455933,
    0.5151513814926147,
    0.3939392864704132,
    0.4257424473762512,
    0.2127658873796463,
    0.4222221076488495
   ],
   "time": 38.268746045418084,
   "param": null
  },
  {
   "epoch": 154,
   "train_loss": 0.004448350984603167,
   "val_loss": 2.8436388969421387,
   "acc": 41.98,
   "f1": [
    0.6912441253662109,
    0.49765241146087646,
    0.2745097279548645,
    0.2193547636270523,
    0.23589736223220825,
    0.4075828194618225,
    0.3853210210800171,
    0.4745761454105377,
    0.5079363584518433,
    0.524590015411377,
    0.19428564608097076,
    0.23204411566257477,
    0.40404030680656433,
    0.3523315489292145,
    0.25906726717948914,
    0.24175815284252167,
    0.4236452281475067,
    0.5641024708747864,
    0.42162150144577026,
    0.36470577120780945,
    0.6926827430725098,
    0.5999999046325684,
    0.3763439953327179,
    0.6066349744796753,
    0.666666567325592,
    0.3384614586830139,
    0.3763439953327179,
    0.23834188282489777,
    0.5870645046234131,
    0.3699420988559723,
    0.4221104085445404,
    0.3831774890422821,
    0.33333322405815125,
    0.4615383446216583,
    0.3376622498035431,
    0.26728102564811707,
    0.4075828194618225,
    0.2745097279548645,
    0.2692306935787201,
    0.633333146572113,
    0.39999985694885254,
    0.7040814757347107,
    0.3421051502227783,
    0.40394076704978943,
    0.21782170236110687,
    0.21395343542099,
    0.23076915740966797,
    0.5221673846244812,
    0.6545453667640686,
    0.4924621880054474,
    0.21463409066200256,
    0.32432422041893005,
    0.566523551940918,
    0.6153844594955444,
    0.4878047704696655,
    0.11494245380163193,
    0.5743588209152222,
    0.44444435834884644,
    0.5668447613716125,
    0.3666665554046631,
    0.7881771922111511,
    0.5106381177902222,
    0.5152837038040161,
    0.39999985694885254,
    0.1809523105621338,
    0.19791658222675323,
    0.2524271011352539,
    0.3692306876182556,
    0.6972475647926331,
    0.6203702688217163,
    0.4411763548851013,
    0.6367712020874023,
    0.14814810454845428,
    0.4249998927116394,
    0.2660549581050873,
    0.6124400496482849,
    0.6849313974380493,
    0.24154582619667053,
    0.251428484916687,
    0.446808397769928,
    0.19555547833442688,
    0.30392149090766907,
    0.6926827430725098,
    0.4278606176376343,
    0.3121386468410492,
    0.5410627126693726,
    0.5154638290405273,
    0.49773746728897095,
    0.13541659712791443,
    0.37209296226501465,
    0.324607253074646,
    0.49999988079071045,
    0.2569831311702728,
    0.2887699604034424,
    0.7149757146835327,
    0.5125626921653748,
    0.40206170082092285,
    0.4313724637031555,
    0.19999992847442627,
    0.4204544126987457
   ],
   "time": 39.16222574841231,
   "param": null
  },
  {
   "epoch": 155,
   "train_loss": 0.004589595831930637,
   "val_loss": 2.722400188446045,
   "acc": 42.07,
   "f1": [
    0.7014216780662537,
    0.49765241146087646,
    0.25961530208587646,
    0.24999989569187164,
    0.2524271011352539,
    0.38053086400032043,
    0.38139525055885315,
    0.46242761611938477,
    0.5128204226493835,
    0.5217389464378357,
    0.19999992847442627,
    0.23463678359985352,
    0.3940885663032532,
    0.3517586886882782,
    0.2699999213218689,
    0.2673795819282532,
    0.4432988464832306,
    0.5400842428207397,
    0.40677958726882935,
    0.36686381697654724,
    0.7171715497970581,
    0.5991188287734985,
    0.3775508999824524,
    0.5860464572906494,
    0.6865670084953308,
    0.3636362552642822,
    0.3666665554046631,
    0.24615377187728882,
    0.5989846587181091,
    0.38150280714035034,
    0.42857128381729126,
    0.4056602716445923,
    0.3111110329627991,
    0.46601933240890503,
    0.3425924777984619,
    0.2719297707080841,
    0.3999999165534973,
    0.2599999010562897,
    0.2769230008125305,
    0.6229507327079773,
    0.38974347710609436,
    0.711340069770813,
    0.3478259742259979,
    0.4154588282108307,
    0.20192298293113708,
    0.20657269656658173,
    0.251428484916687,
    0.5170730352401733,
    0.6515835523605347,
    0.5024153590202332,
    0.2116401493549347,
    0.32978713512420654,
    0.5676854848861694,
    0.6126124858856201,
    0.49019595980644226,
    0.11695900559425354,
    0.5728641748428345,
    0.45128190517425537,
    0.5714284181594849,
    0.3756905198097229,
    0.7884613275527954,
    0.5049503445625305,
    0.5244443416595459,
    0.40624988079071045,
    0.1792452037334442,
    0.20765019953250885,
    0.2694299519062042,
    0.38251355290412903,
    0.6940637826919556,
    0.623255729675293,
    0.4278606176376343,
    0.6454544067382812,
    0.14606735110282898,
    0.4152541756629944,
    0.2731706500053406,
    0.62135910987854,
    0.6820275187492371,
    0.23696675896644592,
    0.26190465688705444,
    0.42780739068984985,
    0.18930034339427948,
    0.3013697862625122,
    0.6760562062263489,
    0.4221104085445404,
    0.3068180978298187,
    0.5326631665229797,
    0.518134593963623,
    0.4869564175605774,
    0.1333332657814026,
    0.35616424679756165,
    0.3157893717288971,
    0.5142855644226074,
    0.27173903584480286,
    0.28272244334220886,
    0.688372015953064,
    0.5252523422241211,
    0.38341957330703735,
    0.419999897480011,
    0.22680403292179108,
    0.43956032395362854
   ],
   "time": 39.12705472391099,
   "param": null
  },
  {
   "epoch": 156,
   "train_loss": 0.00485475966706872,
   "val_loss": 2.685452699661255,
   "acc": 42.13,
   "f1": [
    0.6948355436325073,
    0.492890864610672,
    0.2705313265323639,
    0.24358965456485748,
    0.2524271011352539,
    0.3999998867511749,
    0.385650098323822,
    0.45054933428764343,
    0.5106381177902222,
    0.5303866267204285,
    0.1916166990995407,
    0.23280414938926697,
    0.4102562665939331,
    0.34343424439430237,
    0.24545449018478394,
    0.2673795819282532,
    0.45405393838882446,
    0.5431033372879028,
    0.41935470700263977,
    0.35714277625083923,
    0.6926827430725098,
    0.5991188287734985,
    0.39130425453186035,
    0.6018517017364502,
    0.6635069251060486,
    0.3542855978012085,
    0.3675675094127655,
    0.24175815284252167,
    0.602040708065033,
    0.3793102502822876,
    0.419999897480011,
    0.38914018869400024,
    0.314606636762619,
    0.474226713180542,
    0.34905651211738586,
    0.26724129915237427,
    0.40999990701675415,
    0.2745097279548645,
    0.2731706500053406,
    0.6263735294342041,
    0.3809523284435272,
    0.7120417356491089,
    0.34666651487350464,
    0.3999998867511749,
    0.2099999338388443,
    0.2037036269903183,
    0.2446807622909546,
    0.5188678503036499,
    0.6517856121063232,
    0.49999988079071045,
    0.2127658873796463,
    0.329670250415802,
    0.5714285373687744,
    0.6098653674125671,
    0.4950493574142456,
    0.11904755234718323,
    0.5799998641014099,
    0.4631577730178833,
    0.5652172565460205,
    0.38502663373947144,
    0.7899998426437378,
    0.5128204226493835,
    0.5108224153518677,
    0.4043714702129364,
    0.1844659447669983,
    0.20430098474025726,
    0.26262614130973816,
    0.35714274644851685,
    0.7037035822868347,
    0.6504853367805481,
    0.4380951225757599,
    0.6451612114906311,
    0.1604277491569519,
    0.43171796202659607,
    0.2705313265323639,
    0.6274508833885193,
    0.6637553572654724,
    0.2314814031124115,
    0.26190465688705444,
    0.4278606176376343,
    0.2075471132993698,
    0.3091786503791809,
    0.6824643611907959,
    0.4221104085445404,
    0.30337071418762207,
    0.5263156890869141,
    0.5199998617172241,
    0.5118482112884521,
    0.14213192462921143,
    0.3722943067550659,
    0.31914883852005005,
    0.5023254752159119,
    0.2673795819282532,
    0.29032251238822937,
    0.6727271676063538,
    0.5125626921653748,
    0.40217384696006775,
    0.4221104085445404,
    0.22105254232883453,
    0.4262293577194214
   ],
   "time": 39.242602828890085,
   "param": null
  },
  {
   "epoch": 157,
   "train_loss": 0.004811195656657219,
   "val_loss": 2.7238316535949707,
   "acc": 41.86,
   "f1": [
    0.704761803150177,
    0.4953269362449646,
    0.24413138628005981,
    0.2576685845851898,
    0.2629106938838959,
    0.3727271258831024,
    0.3778800964355469,
    0.4712642431259155,
    0.5217389464378357,
    0.5297296643257141,
    0.19428564608097076,
    0.2234041839838028,
    0.3999998867511749,
    0.33333325386047363,
    0.2613064646720886,
    0.28415289521217346,
    0.4236452281475067,
    0.5249999165534973,
    0.41935470700263977,
    0.3636362850666046,
    0.6926827430725098,
    0.5938863754272461,
    0.3763439953327179,
    0.5953487157821655,
    0.6764704585075378,
    0.35051536560058594,
    0.37499991059303284,
    0.2577318847179413,
    0.5929647088050842,
    0.3905324339866638,
    0.41414129734039307,
    0.3999998867511749,
    0.31638407707214355,
    0.4729062616825104,
    0.33179715275764465,
    0.26666659116744995,
    0.4158414602279663,
    0.27722764015197754,
    0.2812499403953552,
    0.6222221255302429,
    0.39999985694885254,
    0.7150257229804993,
    0.3418802320957184,
    0.39195966720581055,
    0.2010049670934677,
    0.21495321393013,
    0.24719089269638062,
    0.5123152136802673,
    0.657534122467041,
    0.4924621880054474,
    0.21505369246006012,
    0.3315507173538208,
    0.5603446960449219,
    0.6210044622421265,
    0.4827585518360138,
    0.11764698475599289,
    0.5846152901649475,
    0.4756755530834198,
    0.5492226481437683,
    0.36649200320243835,
    0.7941174507141113,
    0.507771909236908,
    0.5267855525016785,
    0.40206170082092285,
    0.17307688295841217,
    0.20105813443660736,
    0.26794248819351196,
    0.3707864284515381,
    0.7031961679458618,
    0.6203702688217163,
    0.43216070532798767,
    0.6422017216682434,
    0.1361255943775177,
    0.4201679825782776,
    0.2673266530036926,
    0.6183573603630066,
    0.6550217270851135,
    0.22857137024402618,
    0.23312875628471375,
    0.41884803771972656,
    0.20091316103935242,
    0.29864245653152466,
    0.6761903762817383,
    0.4242422580718994,
    0.2967032194137573,
    0.5164318084716797,
    0.505154550075531,
    0.49999988079071045,
    0.12631572782993317,
    0.36619704961776733,
    0.324607253074646,
    0.4907405972480774,
    0.2622949779033661,
    0.2783504128456116,
    0.6915886998176575,
    0.5074625611305237,
    0.38541653752326965,
    0.42156851291656494,
    0.22471901774406433,
    0.43428558111190796
   ],
   "time": 38.17353246174753,
   "param": null
  },
  {
   "epoch": 158,
   "train_loss": 0.006152984220534563,
   "val_loss": 2.739603042602539,
   "acc": 41.89,
   "f1": [
    0.6915886998176575,
    0.49019595980644226,
    0.27102795243263245,
    0.2345678210258484,
    0.236453115940094,
    0.3859647810459137,
    0.3926939368247986,
    0.4606740176677704,
    0.5081079602241516,
    0.5268816351890564,
    0.18934904038906097,
    0.23728805780410767,
    0.3904760777950287,
    0.31249991059303284,
    0.26600977778434753,
    0.2659573554992676,
    0.4221104085445404,
    0.5203251242637634,
    0.4262293577194214,
    0.3563217520713806,
    0.6893202662467957,
    0.5714284777641296,
    0.37499991059303284,
    0.5981307029724121,
    0.6603772640228271,
    0.3478259742259979,
    0.37288129329681396,
    0.23913034796714783,
    0.5899998545646667,
    0.41573023796081543,
    0.4162435233592987,
    0.3904760777950287,
    0.320441871881485,
    0.4607841968536377,
    0.33179715275764465,
    0.26086950302124023,
    0.41176459193229675,
    0.26540276408195496,
    0.281406968832016,
    0.6153845191001892,
    0.3959389626979828,
    0.7083331942558289,
    0.34101372957229614,
    0.39999985694885254,
    0.20512813329696655,
    0.19469019770622253,
    0.2430938482284546,
    0.5071768760681152,
    0.6513760089874268,
    0.48803818225860596,
    0.2258063703775406,
    0.3459458649158478,
    0.5677964687347412,
    0.6153844594955444,
    0.48598119616508484,
    0.11695900559425354,
    0.5757573843002319,
    0.4607328474521637,
    0.5463916063308716,
    0.38043469190597534,
    0.7960197329521179,
    0.5154638290405273,
    0.5152837038040161,
    0.42162150144577026,
    0.1793721318244934,
    0.2021275758743286,
    0.2765956223011017,
    0.3798881769180298,
    0.6905827522277832,
    0.6296295523643494,
    0.43269219994544983,
    0.6415093541145325,
    0.14285707473754883,
    0.4100417494773865,
    0.26341456174850464,
    0.6095237135887146,
    0.6460175514221191,
    0.23529402911663055,
    0.27218925952911377,
    0.41666656732559204,
    0.21463409066200256,
    0.30331745743751526,
    0.6760562062263489,
    0.4242422580718994,
    0.31034475564956665,
    0.5339804887771606,
    0.5130888819694519,
    0.49549540877342224,
    0.1333332657814026,
    0.3778800964355469,
    0.326315701007843,
    0.506912350654602,
    0.27173903584480286,
    0.27551010251045227,
    0.7087377309799194,
    0.5247523188591003,
    0.37158459424972534,
    0.41346144676208496,
    0.21978014707565308,
    0.4260353744029999
   ],
   "time": 39.14177980925888,
   "param": null
  },
  {
   "epoch": 159,
   "train_loss": 0.006465664133429527,
   "val_loss": 2.699979305267334,
   "acc": 41.94,
   "f1": [
    0.7014216780662537,
    0.492890864610672,
    0.26244333386421204,
    0.22222216427326202,
    0.2613064646720886,
    0.37914684414863586,
    0.385650098323822,
    0.4659089744091034,
    0.5257730484008789,
    0.5189187526702881,
    0.18713442981243134,
    0.24719089269638062,
    0.40404030680656433,
    0.3523315489292145,
    0.26540276408195496,
    0.2702701687812805,
    0.4387753903865814,
    0.5407723784446716,
    0.4148934781551361,
    0.3529410660266876,
    0.6893202662467957,
    0.5991188287734985,
    0.39778995513916016,
    0.587155818939209,
    0.6698563694953918,
    0.3516482412815094,
    0.3976607024669647,
    0.23834188282489777,
    0.5948716402053833,
    0.38461530208587646,
    0.4120602011680603,
    0.3999998867511749,
    0.31818172335624695,
    0.4646463394165039,
    0.33333322405815125,
    0.2612611949443817,
    0.43216070532798767,
    0.2536584436893463,
    0.2718445658683777,
    0.6222221255302429,
    0.38341957330703735,
    0.6969695687294006,
    0.3171805441379547,
    0.40579700469970703,
    0.21428564190864563,
    0.19534875452518463,
    0.2340424805879593,
    0.5148513317108154,
    0.6488887667655945,
    0.49261072278022766,
    0.21621613204479218,
    0.33333325386047363,
    0.570175290107727,
    0.6188339591026306,
    0.5046727657318115,
    0.11428564786911011,
    0.5786800384521484,
    0.45685264468193054,
    0.5561496019363403,
    0.38043469190597534,
    0.7878786325454712,
    0.49746179580688477,
    0.5363634824752808,
    0.41711217164993286,
    0.18009470403194427,
    0.19587622582912445,
    0.26262614130973816,
    0.3783782720565796,
    0.6872245073318481,
    0.6203702688217163,
    0.4313724637031555,
    0.6422017216682434,
    0.15706801414489746,
    0.4152541756629944,
    0.26484012603759766,
    0.6057690978050232,
    0.6849313974380493,
    0.24154582619667053,
    0.2424241602420807,
    0.4210525155067444,
    0.2037036269903183,
    0.3091786503791809,
    0.6826921701431274,
    0.4123710095882416,
    0.29714274406433105,
    0.528846025466919,
    0.5151513814926147,
    0.5045870542526245,
    0.14432983100414276,
    0.3744291365146637,
    0.3195875287055969,
    0.5071768760681152,
    0.26881712675094604,
    0.2812499403953552,
    0.7121950387954712,
    0.5048542022705078,
    0.37696322798728943,
    0.4292682111263275,
    0.22459883987903595,
    0.4180789887905121
   ],
   "time": 39.257406366057694,
   "param": null
  },
  {
   "epoch": 160,
   "train_loss": 0.004602863918989897,
   "val_loss": 2.4731032848358154,
   "acc": 41.94,
   "f1": [
    0.6981130838394165,
    0.4953269362449646,
    0.2559240758419037,
    0.24358965456485748,
    0.2574256360530853,
    0.3831774890422821,
    0.3923443853855133,
    0.47398826479911804,
    0.5189187526702881,
    0.5217389464378357,
    0.1899440735578537,
    0.23595495522022247,
    0.3999999165534973,
    0.3417084515094757,
    0.2574256360530853,
    0.27118635177612305,
    0.4343433380126953,
    0.5316454768180847,
    0.42162150144577026,
    0.3636362850666046,
    0.6896550059318542,
    0.6153844594955444,
    0.39130425453186035,
    0.5739909410476685,
    0.6666665077209473,
    0.35897424817085266,
    0.3837208151817322,
    0.24598921835422516,
    0.582914412021637,
    0.3908045291900635,
    0.43298953771591187,
    0.4056602716445923,
    0.31638407707214355,
    0.46601933240890503,
    0.33333322405815125,
    0.27433618903160095,
    0.40394076704978943,
    0.2636362612247467,
    0.2783504128456116,
    0.6153845191001892,
    0.38541653752326965,
    0.7157893776893616,
    0.3485476076602936,
    0.4174756109714508,
    0.19047614932060242,
    0.19323663413524628,
    0.24870456755161285,
    0.5170730352401733,
    0.6515835523605347,
    0.4878047704696655,
    0.20895515382289886,
    0.32291656732559204,
    0.5726494193077087,
    0.6044443249702454,
    0.4878047704696655,
    0.11695900559425354,
    0.5786800384521484,
    0.46391740441322327,
    0.5638296604156494,
    0.3586955666542053,
    0.7881771922111511,
    0.4974091649055481,
    0.5198236703872681,
    0.4020099639892578,
    0.16981124877929688,
    0.20320846140384674,
    0.2699999213218689,
    0.3756905198097229,
    0.6999998688697815,
    0.6261681318283081,
    0.4278606176376343,
    0.6301368474960327,
    0.14285707473754883,
    0.4201679825782776,
    0.26794248819351196,
    0.6078430414199829,
    0.6607928276062012,
    0.25233638286590576,
    0.24999988079071045,
    0.41269823908805847,
    0.20720712840557098,
    0.2938387989997864,
    0.6857141852378845,
    0.4221104085445404,
    0.3111110329627991,
    0.528846025466919,
    0.505154550075531,
    0.4912279546260834,
    0.1405404806137085,
    0.3710406422615051,
    0.33333322405815125,
    0.5045870542526245,
    0.26881712675094604,
    0.2812499403953552,
    0.6981130838394165,
    0.5102038979530334,
    0.38341957330703735,
    0.44559577107429504,
    0.21857915818691254,
    0.4245808720588684
   ],
   "time": 39.27387242671102,
   "param": null
  },
  {
   "epoch": 161,
   "train_loss": 0.00480120163410902,
   "val_loss": 2.6444005966186523,
   "acc": 41.92,
   "f1": [
    0.7014216780662537,
    0.504761815071106,
    0.26262614130973816,
    0.2389935851097107,
    0.2561575770378113,
    0.38222211599349976,
    0.3853210210800171,
    0.4632767140865326,
    0.5212765336036682,
    0.522222101688385,
    0.2048192024230957,
    0.21874994039535522,
    0.396135151386261,
    0.3402060866355896,
    0.25668442249298096,
    0.27777770161628723,
    0.4365480840206146,
    0.5316454768180847,
    0.3999998867511749,
    0.3515150547027588,
    0.7029701471328735,
    0.5897434949874878,
    0.3723403513431549,
    0.5818180441856384,
    0.6698563694953918,
    0.35051536560058594,
    0.36956506967544556,
    0.24083760380744934,
    0.5999999046325684,
    0.393063485622406,
    0.42639580368995667,
    0.3981480300426483,
    0.31638407707214355,
    0.4705880880355835,
    0.3348836302757263,
    0.2521738111972809,
    0.41148313879966736,
    0.26415085792541504,
    0.2699999213218689,
    0.6229507327079773,
    0.3979056477546692,
    0.7083331942558289,
    0.3387095630168915,
    0.39805811643600464,
    0.20304562151432037,
    0.1891890913248062,
    0.2569831311702728,
    0.5145629644393921,
    0.6545453667640686,
    0.49523797631263733,
    0.21989519894123077,
    0.3351350426673889,
    0.5676854848861694,
    0.6153844594955444,
    0.4923075735569,
    0.11834313720464706,
    0.5757573843002319,
    0.45360812544822693,
    0.5668447613716125,
    0.3763439953327179,
    0.7821780443191528,
    0.5151513814926147,
    0.5198236703872681,
    0.41666656732559204,
    0.16744180023670197,
    0.19999991357326508,
    0.2694299519062042,
    0.3666665554046631,
    0.6844443082809448,
    0.6350710391998291,
    0.4257424473762512,
    0.6363635063171387,
    0.1497325599193573,
    0.426778107881546,
    0.2692306935787201,
    0.6124400496482849,
    0.666666567325592,
    0.21999992430210114,
    0.23312875628471375,
    0.4145076870918274,
    0.2062779664993286,
    0.30621999502182007,
    0.679245114326477,
    0.4221104085445404,
    0.3050846457481384,
    0.5339804887771606,
    0.520408034324646,
    0.502282977104187,
    0.1333332657814026,
    0.3738316595554352,
    0.31914883852005005,
    0.48623839020729065,
    0.2622949779033661,
    0.28723397850990295,
    0.688372015953064,
    0.5151513814926147,
    0.3794870972633362,
    0.42156851291656494,
    0.22459883987903595,
    0.45348823070526123
   ],
   "time": 39.243039711378515,
   "param": null
  },
  {
   "epoch": 162,
   "train_loss": 0.006816011853516102,
   "val_loss": 2.7548177242279053,
   "acc": 41.97,
   "f1": [
    0.7014216780662537,
    0.5094338655471802,
    0.2583731412887573,
    0.239520862698555,
    0.2524271011352539,
    0.37914684414863586,
    0.38181808590888977,
    0.4632767140865326,
    0.5312498211860657,
    0.5274723768234253,
    0.20809243619441986,
    0.23036640882492065,
    0.4081631302833557,
    0.3265305161476135,
    0.24999991059303284,
    0.2580644488334656,
    0.43216070532798767,
    0.5541123747825623,
    0.4148934781551361,
    0.34523800015449524,
    0.696078360080719,
    0.6044443249702454,
    0.3936169147491455,
    0.6153844594955444,
    0.6603772640228271,
    0.35359105467796326,
    0.37426888942718506,
    0.2473117560148239,
    0.582914412021637,
    0.38674020767211914,
    0.4158414602279663,
    0.38356152176856995,
    0.31638407707214355,
    0.4646463394165039,
    0.33333322405815125,
    0.26315784454345703,
    0.41269823908805847,
    0.2692306935787201,
    0.2705313265323639,
    0.6298341155052185,
    0.38341957330703735,
    0.7195766568183899,
    0.341666579246521,
    0.39805811643600464,
    0.21538454294204712,
    0.198198139667511,
    0.25396814942359924,
    0.5142855644226074,
    0.6431716680526733,
    0.5024153590202332,
    0.22105254232883453,
    0.3386242389678955,
    0.5726870894432068,
    0.6126124858856201,
    0.5023254752159119,
    0.11834313720464706,
    0.5742572546005249,
    0.4631577730178833,
    0.5494503974914551,
    0.37894728779792786,
    0.8019800782203674,
    0.49999988079071045,
    0.5198236703872681,
    0.423912912607193,
    0.1658536046743393,
    0.19251330196857452,
    0.25490185618400574,
    0.37499991059303284,
    0.7037035822868347,
    0.6355138421058655,
    0.43269219994544983,
    0.635944664478302,
    0.15819202363491058,
    0.4329003393650055,
    0.26415085792541504,
    0.6009388566017151,
    0.6851851344108582,
    0.23188398778438568,
    0.25730982422828674,
    0.4221104085445404,
    0.1990949511528015,
    0.2976743280887604,
    0.6760562062263489,
    0.40999990701675415,
    0.28235283493995667,
    0.5242717266082764,
    0.507771909236908,
    0.5090908408164978,
    0.14659680426120758,
    0.3577980697154999,
    0.3315507173538208,
    0.5196077227592468,
    0.26881712675094604,
    0.28571420907974243,
    0.6759257912635803,
    0.5174128413200378,
    0.382978618144989,
    0.4299998879432678,
    0.2258063703775406,
    0.4293783903121948
   ],
   "time": 38.15540067013353,
   "param": null
  },
  {
   "epoch": 163,
   "train_loss": 0.004606790840625763,
   "val_loss": 2.8132941722869873,
   "acc": 41.99,
   "f1": [
    0.6948355436325073,
    0.5023695826530457,
    0.2647058069705963,
    0.24844713509082794,
    0.24489787220954895,
    0.3716813027858734,
    0.3778800964355469,
    0.47398826479911804,
    0.5133689045906067,
    0.5111110210418701,
    0.1868131160736084,
    0.24418595433235168,
    0.3923443853855133,
    0.3417084515094757,
    0.2718445658683777,
    0.30303022265434265,
    0.4410255253314972,
    0.5407723784446716,
    0.4108106791973114,
    0.35714277625083923,
    0.6761903762817383,
    0.5991188287734985,
    0.3756905198097229,
    0.5860464572906494,
    0.6601940989494324,
    0.3440859317779541,
    0.38251355290412903,
    0.2446807622909546,
    0.5771142840385437,
    0.3837208151817322,
    0.4226802885532379,
    0.39069753885269165,
    0.3295453190803528,
    0.4519229531288147,
    0.33802807331085205,
    0.2636362612247467,
    0.4041449725627899,
    0.27884605526924133,
    0.2797926664352417,
    0.6229507327079773,
    0.39153432846069336,
    0.7083331942558289,
    0.34599146246910095,
    0.3936169147491455,
    0.2061854749917984,
    0.21495321393013,
    0.2433861643075943,
    0.5217390656471252,
    0.6515835523605347,
    0.49019595980644226,
    0.22105254232883453,
    0.3387977182865143,
    0.5603446960449219,
    0.6181817054748535,
    0.5118482112884521,
    0.11764698475599289,
    0.5786800384521484,
    0.4607328474521637,
    0.5608464479446411,
    0.3675675094127655,
    0.775119423866272,
    0.510416567325592,
    0.5315313935279846,
    0.4021162986755371,
    0.16981124877929688,
    0.2054053246974945,
    0.2705313265323639,
    0.3636362552642822,
    0.6944442987442017,
    0.6350710391998291,
    0.4433496594429016,
    0.6330273747444153,
    0.15789467096328735,
    0.4310343861579895,
    0.25352105498313904,
    0.6183573603630066,
    0.672645628452301,
    0.22522515058517456,
    0.25730982422828674,
    0.42051267623901367,
    0.20909084379673004,
    0.30697670578956604,
    0.6824643611907959,
    0.4183672070503235,
    0.3314915895462036,
    0.5339804887771606,
    0.5157893896102905,
    0.4824560582637787,
    0.1368420422077179,
    0.37209296226501465,
    0.32291656732559204,
    0.5071768760681152,
    0.2780747711658478,
    0.2780747711658478,
    0.6976743340492249,
    0.5076140761375427,
    0.39153432846069336,
    0.4292682111263275,
    0.21390368044376373,
    0.4408600926399231
   ],
   "time": 38.117341335862875,
   "param": null
  },
  {
   "epoch": 164,
   "train_loss": 0.004692326299846172,
   "val_loss": 2.7670023441314697,
   "acc": 42.06,
   "f1": [
    0.7081338167190552,
    0.4999999403953552,
    0.2536584436893463,
    0.24358965456485748,
    0.24742262065410614,
    0.3999998867511749,
    0.39810416102409363,
    0.4685713052749634,
    0.5133689045906067,
    0.524590015411377,
    0.206060528755188,
    0.22105254232883453,
    0.4077668786048889,
    0.3523315489292145,
    0.26666656136512756,
    0.2758619785308838,
    0.4343433380126953,
    0.5338981747627258,
    0.4153004288673401,
    0.34782594442367554,
    0.6893202662467957,
    0.6079294085502625,
    0.38974347710609436,
    0.5769229531288147,
    0.6796115040779114,
    0.34972667694091797,
    0.3763439953327179,
    0.2525251507759094,
    0.5812807083129883,
    0.37499991059303284,
    0.4242422580718994,
    0.4090907871723175,
    0.32402223348617554,
    0.4507041275501251,
    0.3441859781742096,
    0.2690582275390625,
    0.41176459193229675,
    0.26794248819351196,
    0.28272244334220886,
    0.6263735294342041,
    0.3899998664855957,
    0.7052630186080933,
    0.34024888277053833,
    0.40384599566459656,
    0.18579228222370148,
    0.18867918848991394,
    0.23595495522022247,
    0.5247523188591003,
    0.6545453667640686,
    0.4951455295085907,
    0.21857915818691254,
    0.33333325386047363,
    0.5643152594566345,
    0.6210044622421265,
    0.49756085872650146,
    0.1162789985537529,
    0.5803107619285583,
    0.4631577730178833,
    0.5531913042068481,
    0.3666665554046631,
    0.7783250212669373,
    0.522612988948822,
    0.5286343097686768,
    0.4123710095882416,
    0.17391300201416016,
    0.1938774734735489,
    0.26804113388061523,
    0.3707864284515381,
    0.6874998211860657,
    0.6267279982566833,
    0.434782475233078,
    0.6339284181594849,
    0.15053758025169373,
    0.4094487428665161,
    0.26341456174850464,
    0.6103284358978271,
    0.6637166738510132,
    0.22660093009471893,
    0.2514968812465668,
    0.42857128381729126,
    0.20264311134815216,
    0.3152708411216736,
    0.6826921701431274,
    0.4158414602279663,
    0.3152172863483429,
    0.526829183101654,
    0.5130888819694519,
    0.4933919608592987,
    0.15135130286216736,
    0.38095229864120483,
    0.3208555281162262,
    0.4884791076183319,
    0.2681563198566437,
    0.2653060257434845,
    0.7014216780662537,
    0.5148513317108154,
    0.39195966720581055,
    0.4271843731403351,
    0.21428564190864563,
    0.43930622935295105
   ],
   "time": 38.294306489638984,
   "param": null
  },
  {
   "epoch": 165,
   "train_loss": 0.006846191361546516,
   "val_loss": 2.635361909866333,
   "acc": 41.93,
   "f1": [
    0.6788989305496216,
    0.5092591643333435,
    0.23744283616542816,
    0.2264150232076645,
    0.24271836876869202,
    0.38095229864120483,
    0.3981899321079254,
    0.4659089744091034,
    0.5161289572715759,
    0.522222101688385,
    0.1965317279100418,
    0.23036640882492065,
    0.3999998867511749,
    0.34999990463256836,
    0.2577318847179413,
    0.2810809910297394,
    0.43749991059303284,
    0.5517240166664124,
    0.4222221076488495,
    0.35365843772888184,
    0.7035174369812012,
    0.5862067937850952,
    0.38918909430503845,
    0.5837318897247314,
    0.6633662581443787,
    0.35051536560058594,
    0.3666665554046631,
    0.24210518598556519,
    0.5899998545646667,
    0.3977271616458893,
    0.4120602011680603,
    0.40191373229026794,
    0.30857133865356445,
    0.46376800537109375,
    0.3364485204219818,
    0.2685184180736542,
    0.4183672070503235,
    0.27722764015197754,
    0.2741115987300873,
    0.6229507327079773,
    0.39378228783607483,
    0.7157893776893616,
    0.346320241689682,
    0.3861384987831116,
    0.21568621695041656,
    0.1990949511528015,
    0.22950810194015503,
    0.5145629644393921,
    0.657534122467041,
    0.49999988079071045,
    0.21621613204479218,
    0.3387977182865143,
    0.5627704858779907,
    0.6098653674125671,
    0.4924621880054474,
    0.1156068742275238,
    0.5816324949264526,
    0.4705881178379059,
    0.5595853924751282,
    0.36559128761291504,
    0.7906975150108337,
    0.5079363584518433,
    0.5221238136291504,
    0.425531804561615,
    0.1869158148765564,
    0.2054053246974945,
    0.26086950302124023,
    0.3555554449558258,
    0.7064219117164612,
    0.623255729675293,
    0.4236452281475067,
    0.6301368474960327,
    0.15957440435886383,
    0.42372873425483704,
    0.2647058069705963,
    0.62135910987854,
    0.675555408000946,
    0.23584897816181183,
    0.23030294477939606,
    0.42051267623901367,
    0.2075471132993698,
    0.30331745743751526,
    0.679245114326477,
    0.40579700469970703,
    0.3060108423233032,
    0.5258214473724365,
    0.5130888819694519,
    0.48908287286758423,
    0.13043470680713654,
    0.37668150663375854,
    0.32124343514442444,
    0.5196077227592468,
    0.25555548071861267,
    0.2783504128456116,
    0.6788989305496216,
    0.5099998712539673,
    0.39795905351638794,
    0.4236452281475067,
    0.21989519894123077,
    0.43786972761154175
   ],
   "time": 38.13409529067576,
   "param": null
  },
  {
   "epoch": 166,
   "train_loss": 0.004703177139163017,
   "val_loss": 2.8338284492492676,
   "acc": 41.98,
   "f1": [
    0.7019230127334595,
    0.4905658960342407,
    0.2660549581050873,
    0.23602473735809326,
    0.25125616788864136,
    0.38938042521476746,
    0.38888880610466003,
    0.47674402594566345,
    0.5212765336036682,
    0.5027931928634644,
    0.20359273254871368,
    0.2430938482284546,
    0.3904760777950287,
    0.3350784480571747,
    0.2525251507759094,
    0.26881712675094604,
    0.4408600926399231,
    0.524590015411377,
    0.4148934781551361,
    0.34883710741996765,
    0.6995072364807129,
    0.6008967757225037,
    0.38144323229789734,
    0.5860464572906494,
    0.666666567325592,
    0.3463686406612396,
    0.4046241343021393,
    0.2541435658931732,
    0.595959484577179,
    0.4022345542907715,
    0.4123710095882416,
    0.39622631669044495,
    0.320441871881485,
    0.46999987959861755,
    0.3425924777984619,
    0.2719297707080841,
    0.4120602011680603,
    0.24999991059303284,
    0.281406968832016,
    0.6304346323013306,
    0.39378228783607483,
    0.7010307908058167,
    0.3445377051830292,
    0.3999998867511749,
    0.2099999338388443,
    0.198198139667511,
    0.2444443702697754,
    0.5148513317108154,
    0.642857015132904,
    0.4854367673397064,
    0.2121211439371109,
    0.3351350426673889,
    0.5677964687347412,
    0.6133331656455994,
    0.49756085872650146,
    0.11834313720464706,
    0.5771142840385437,
    0.45833322405815125,
    0.5376343131065369,
    0.36065563559532166,
    0.7843136787414551,
    0.5174128413200378,
    0.5244443416595459,
    0.40659332275390625,
    0.18779337406158447,
    0.20105813443660736,
    0.2769230008125305,
    0.36956506967544556,
    0.6940637826919556,
    0.6320753693580627,
    0.4387753903865814,
    0.6418603658676147,
    0.16753920912742615,
    0.42735034227371216,
    0.25688064098358154,
    0.6161136031150818,
    0.6578946113586426,
    0.2583731412887573,
    0.2389935851097107,
    0.4102562665939331,
    0.21004560589790344,
    0.2962961792945862,
    0.6824643611907959,
    0.4183672070503235,
    0.30232545733451843,
    0.5384615063667297,
    0.520408034324646,
    0.49999988079071045,
    0.13829779624938965,
    0.37499985098838806,
    0.32291656732559204,
    0.5118482112884521,
    0.26881712675094604,
    0.27083322405815125,
    0.6822428703308105,
    0.504761815071106,
    0.3894736170768738,
    0.4174756109714508,
    0.208791121840477,
    0.43093910813331604
   ],
   "time": 39.332187950611115,
   "param": null
  },
  {
   "epoch": 167,
   "train_loss": 0.004663009196519852,
   "val_loss": 2.6028523445129395,
   "acc": 41.87,
   "f1": [
    0.7014216780662537,
    0.4927534759044647,
    0.26086950302124023,
    0.24390234053134918,
    0.24999991059303284,
    0.3755457401275635,
    0.387096643447876,
    0.47953203320503235,
    0.5079363584518433,
    0.5136610269546509,
    0.20118334889411926,
    0.24580998718738556,
    0.3923443853855133,
    0.3469386696815491,
    0.2686566412448883,
    0.2681563198566437,
    0.42931926250457764,
    0.5271965861320496,
    0.4044942855834961,
    0.3493974804878235,
    0.6896550059318542,
    0.5887445211410522,
    0.37499991059303284,
    0.5767440795898438,
    0.6899998784065247,
    0.35978829860687256,
    0.38674020767211914,
    0.23655906319618225,
    0.582914412021637,
    0.3841806650161743,
    0.3923443853855133,
    0.40740731358528137,
    0.3208555281162262,
    0.4607841968536377,
    0.33802807331085205,
    0.2594141364097595,
    0.42051267623901367,
    0.2621358335018158,
    0.2599999010562897,
    0.6187844276428223,
    0.38144323229789734,
    0.7083331942558289,
    0.34042543172836304,
    0.40624988079071045,
    0.2010049670934677,
    0.19178074598312378,
    0.24175815284252167,
    0.5174128413200378,
    0.6543776988983154,
    0.5049503445625305,
    0.23157887160778046,
    0.3406592309474945,
    0.5603446960449219,
    0.6188339591026306,
    0.49999988079071045,
    0.1156068742275238,
    0.5816324949264526,
    0.45833322405815125,
    0.5595853924751282,
    0.35675665736198425,
    0.7899998426437378,
    0.5123152136802673,
    0.5339365601539612,
    0.40624988079071045,
    0.17757000029087067,
    0.194871723651886,
    0.2694299519062042,
    0.3666665554046631,
    0.6964284181594849,
    0.6126124858856201,
    0.42857128381729126,
    0.6306304931640625,
    0.1554403454065323,
    0.4081631600856781,
    0.2775118350982666,
    0.6074764728546143,
    0.6637553572654724,
    0.24509796500205994,
    0.23602473735809326,
    0.41269823908805847,
    0.2046510875225067,
    0.30392149090766907,
    0.6761903762817383,
    0.42639580368995667,
    0.31638407707214355,
    0.5410627126693726,
    0.520408034324646,
    0.49350637197494507,
    0.13636356592178345,
    0.3846152722835541,
    0.32432422041893005,
    0.5170730352401733,
    0.2842104732990265,
    0.27083322405815125,
    0.6985644102096558,
    0.5024629235267639,
    0.37433144450187683,
    0.42512065172195435,
    0.2121211439371109,
    0.4269661605358124
   ],
   "time": 39.23875954281539,
   "param": null
  },
  {
   "epoch": 168,
   "train_loss": 0.004604168701916933,
   "val_loss": 2.708251714706421,
   "acc": 42.06,
   "f1": [
    0.6948355436325073,
    0.5096152424812317,
    0.26315781474113464,
    0.25301194190979004,
    0.2475246638059616,
    0.3999998867511749,
    0.38738730549812317,
    0.47674402594566345,
    0.5193368792533875,
    0.522222101688385,
    0.19209031760692596,
    0.23863628506660461,
    0.39603951573371887,
    0.35051536560058594,
    0.26341456174850464,
    0.2812499403953552,
    0.4387753903865814,
    0.538461446762085,
    0.41935470700263977,
    0.34883710741996765,
    0.7029701471328735,
    0.5991188287734985,
    0.38541653752326965,
    0.5818180441856384,
    0.666666567325592,
    0.35978829860687256,
    0.3793102502822876,
    0.23834188282489777,
    0.5756096839904785,
    0.39325833320617676,
    0.40999990701675415,
    0.39631327986717224,
    0.32183900475502014,
    0.46376800537109375,
    0.3271027207374573,
    0.2612611949443817,
    0.4174756109714508,
    0.26262614130973816,
    0.2727271616458893,
    0.6229507327079773,
    0.38341957330703735,
    0.7234041690826416,
    0.3448275029659271,
    0.3942306339740753,
    0.2099999338388443,
    0.20091316103935242,
    0.23728805780410767,
    0.5196077227592468,
    0.6576575636863708,
    0.504761815071106,
    0.21649475395679474,
    0.33333325386047363,
    0.5677964687347412,
    0.6188339591026306,
    0.5073169469833374,
    0.11494245380163193,
    0.5816324949264526,
    0.4607328474521637,
    0.5621620416641235,
    0.3707864284515381,
    0.7864076495170593,
    0.507771909236908,
    0.5130433440208435,
    0.4145076870918274,
    0.1777777075767517,
    0.20320846140384674,
    0.26086950302124023,
    0.3723403513431549,
    0.6909089088439941,
    0.6146787405014038,
    0.42512065172195435,
    0.639269232749939,
    0.15642453730106354,
    0.4255318343639374,
    0.27488142251968384,
    0.6124400496482849,
    0.6915886998176575,
    0.24186037480831146,
    0.2588233947753906,
    0.4162435233592987,
    0.2085307389497757,
    0.3184078335762024,
    0.6794257164001465,
    0.419999897480011,
    0.30939218401908875,
    0.53465336561203,
    0.5102038979530334,
    0.5112106204032898,
    0.1257142275571823,
    0.38647329807281494,
    0.327868789434433,
    0.504761815071106,
    0.2513660192489624,
    0.27083322405815125,
    0.6854459643363953,
    0.5023695826530457,
    0.3711339235305786,
    0.43349742889404297,
    0.21428564190864563,
    0.4293783903121948
   ],
   "time": 39.09134840127081,
   "param": null
  },
  {
   "epoch": 169,
   "train_loss": 0.0047888122498989105,
   "val_loss": 2.6648170948028564,
   "acc": 41.95,
   "f1": [
    0.6948355436325073,
    0.4976957440376282,
    0.25870639085769653,
    0.2345678210258484,
    0.24210518598556519,
    0.3783782124519348,
    0.39639630913734436,
    0.4632767140865326,
    0.5082871913909912,
    0.5139663219451904,
    0.20111726224422455,
    0.24864855408668518,
    0.40609124302864075,
    0.35714274644851685,
    0.24742262065410614,
    0.2824857831001282,
    0.43979042768478394,
    0.5454544425010681,
    0.42162150144577026,
    0.3529410660266876,
    0.6698111891746521,
    0.5938863754272461,
    0.39153432846069336,
    0.5767440795898438,
    0.6666665077209473,
    0.3316061198711395,
    0.39560428261756897,
    0.2378377616405487,
    0.5784311890602112,
    0.39325833320617676,
    0.4020099639892578,
    0.39622631669044495,
    0.32432422041893005,
    0.467661589384079,
    0.3286384046077728,
    0.26086950302124023,
    0.41176459193229675,
    0.2761903405189514,
    0.2797926664352417,
    0.6263735294342041,
    0.38974347710609436,
    0.7052630186080933,
    0.3485476076602936,
    0.40394076704978943,
    0.21890540421009064,
    0.18009470403194427,
    0.24175815284252167,
    0.5096152424812317,
    0.6545453667640686,
    0.4975123405456543,
    0.20833326876163483,
    0.33333325386047363,
    0.5630251169204712,
    0.6106193661689758,
    0.4951455295085907,
    0.1162789985537529,
    0.5803107619285583,
    0.4705881178379059,
    0.5492226481437683,
    0.3809523284435272,
    0.7941174507141113,
    0.49746179580688477,
    0.5221238136291504,
    0.3999999165534973,
    0.1747572273015976,
    0.1989527940750122,
    0.26262614130973816,
    0.3736262619495392,
    0.7096772789955139,
    0.6320753693580627,
    0.4242422580718994,
    0.6334840059280396,
    0.1554403454065323,
    0.3999999165534973,
    0.2718445658683777,
    0.6074764728546143,
    0.675555408000946,
    0.23414628207683563,
    0.23170723021030426,
    0.4123710095882416,
    0.20588228106498718,
    0.3024389147758484,
    0.6794257164001465,
    0.4162435233592987,
    0.3076922297477722,
    0.539215624332428,
    0.520408034324646,
    0.5022025108337402,
    0.13636356592178345,
    0.38181808590888977,
    0.33333322405815125,
    0.49999988079071045,
    0.2659573554992676,
    0.26666656136512756,
    0.6915886998176575,
    0.5142855644226074,
    0.38461530208587646,
    0.4236452281475067,
    0.22459883987903595,
    0.43181803822517395
   ],
   "time": 38.245927589945495,
   "param": null
  },
  {
   "epoch": 170,
   "train_loss": 0.004579488653689623,
   "val_loss": 2.7448782920837402,
   "acc": 42.09,
   "f1": [
    0.6981130838394165,
    0.5023695826530457,
    0.2561575770378113,
    0.2345678210258484,
    0.25352105498313904,
    0.37735840678215027,
    0.38888880610466003,
    0.45555540919303894,
    0.5435895919799805,
    0.5189187526702881,
    0.19393931329250336,
    0.2333332598209381,
    0.3999999165534973,
    0.3487178385257721,
    0.25490185618400574,
    0.282828152179718,
    0.43523305654525757,
    0.5294116139411926,
    0.42162150144577026,
    0.35714277625083923,
    0.679245114326477,
    0.5964910984039307,
    0.3874344527721405,
    0.5887848734855652,
    0.6635069251060486,
    0.34224584698677063,
    0.38251355290412903,
    0.23958325386047363,
    0.6060605049133301,
    0.39325833320617676,
    0.42639580368995667,
    0.38888880610466003,
    0.31999990344047546,
    0.4824119210243225,
    0.3428570628166199,
    0.2566370666027069,
    0.40609124302864075,
    0.25961530208587646,
    0.2745097279548645,
    0.6256982088088989,
    0.4041449725627899,
    0.6938773989677429,
    0.3508771061897278,
    0.40999990701675415,
    0.2121211439371109,
    0.1891890913248062,
    0.24277448654174805,
    0.5221673846244812,
    0.6576575636863708,
    0.48756206035614014,
    0.210526242852211,
    0.33333325386047363,
    0.5739129781723022,
    0.6210044622421265,
    0.4999999403953552,
    0.11834313720464706,
    0.5799998641014099,
    0.45360812544822693,
    0.5652172565460205,
    0.3675675094127655,
    0.7843136787414551,
    0.5247523188591003,
    0.5198236703872681,
    0.4210525155067444,
    0.18181811273097992,
    0.2021275758743286,
    0.2561575770378113,
    0.3763439953327179,
    0.6844443082809448,
    0.6291078925132751,
    0.4179103374481201,
    0.639269232749939,
    0.14285707473754883,
    0.41840997338294983,
    0.26794248819351196,
    0.6153844594955444,
    0.666666567325592,
    0.23423415422439575,
    0.25301194190979004,
    0.40394076704978943,
    0.20560741424560547,
    0.3091786503791809,
    0.6761903762817383,
    0.4120602011680603,
    0.320441871881485,
    0.5499998927116394,
    0.5284972786903381,
    0.5112106204032898,
    0.14857135713100433,
    0.3778800964355469,
    0.327868789434433,
    0.5247523188591003,
    0.25945934653282166,
    0.26666656136512756,
    0.7019230127334595,
    0.5148513317108154,
    0.3711339235305786,
    0.4410255253314972,
    0.228260800242424,
    0.43678146600723267
   ],
   "time": 39.3060802007094,
   "param": null
  },
  {
   "epoch": 171,
   "train_loss": 0.004861155059188604,
   "val_loss": 2.894930839538574,
   "acc": 42.05,
   "f1": [
    0.6915886998176575,
    0.4953269362449646,
    0.2629106938838959,
    0.220779150724411,
    0.24742262065410614,
    0.403755784034729,
    0.3859647810459137,
    0.45405393838882446,
    0.5257730484008789,
    0.5139663219451904,
    0.20454540848731995,
    0.2444443702697754,
    0.3979056477546692,
    0.34999990463256836,
    0.2564101815223694,
    0.28999990224838257,
    0.43298953771591187,
    0.5299144387245178,
    0.41269823908805847,
    0.35714277625083923,
    0.6763284206390381,
    0.6017698049545288,
    0.38578668236732483,
    0.5915491580963135,
    0.6476188898086548,
    0.3419688045978546,
    0.3707864284515381,
    0.23589736223220825,
    0.5948716402053833,
    0.39560428261756897,
    0.4123710095882416,
    0.39252325892448425,
    0.31284910440444946,
    0.46153831481933594,
    0.34101372957229614,
    0.271493136882782,
    0.41414129734039307,
    0.2692306935787201,
    0.2727271616458893,
    0.6229507327079773,
    0.3957218527793884,
    0.7157893776893616,
    0.34024888277053833,
    0.3959389626979828,
    0.2211054563522339,
    0.20869559049606323,
    0.2333332598209381,
    0.5148513317108154,
    0.6545453667640686,
    0.49999988079071045,
    0.2094240039587021,
    0.3387977182865143,
    0.5739129781723022,
    0.6153844594955444,
    0.5096152424812317,
    0.11834313720464706,
    0.5948716402053833,
    0.45595842599868774,
    0.5638296604156494,
    0.3666665554046631,
    0.7804876565933228,
    0.49214646220207214,
    0.5175436735153198,
    0.4043714702129364,
    0.18719203770160675,
    0.20105813443660736,
    0.2653060257434845,
    0.35675665736198425,
    0.6814157962799072,
    0.6380951404571533,
    0.434782475233078,
    0.6448596715927124,
    0.15730330348014832,
    0.41840997338294983,
    0.26046502590179443,
    0.6161136031150818,
    0.688372015953064,
    0.2545453906059265,
    0.25301194190979004,
    0.40404030680656433,
    0.21698106825351715,
    0.30621999502182007,
    0.6794257164001465,
    0.4158414602279663,
    0.32258057594299316,
    0.526829183101654,
    0.5368419289588928,
    0.5022420287132263,
    0.13978487253189087,
    0.3831774890422821,
    0.33333325386047363,
    0.5196077227592468,
    0.26315781474113464,
    0.27083322405815125,
    0.6952379941940308,
    0.5188678503036499,
    0.37894728779792786,
    0.43349742889404297,
    0.22105254232883453,
    0.43786972761154175
   ],
   "time": 39.23065998964012,
   "param": null
  },
  {
   "epoch": 172,
   "train_loss": 0.00459020072594285,
   "val_loss": 2.671469211578369,
   "acc": 42.11,
   "f1": [
    0.704761803150177,
    0.506912350654602,
    0.2488037496805191,
    0.2345678210258484,
    0.24413138628005981,
    0.37885454297065735,
    0.39252325892448425,
    0.45810040831565857,
    0.5161289572715759,
    0.5189187526702881,
    0.206060528755188,
    0.22099439799785614,
    0.4077668786048889,
    0.35714274644851685,
    0.2653060257434845,
    0.2780747711658478,
    0.43523305654525757,
    0.5432097911834717,
    0.4222221076488495,
    0.35714277625083923,
    0.6826921701431274,
    0.5811964869499207,
    0.3703702688217163,
    0.5636362433433533,
    0.666666567325592,
    0.3402060866355896,
    0.38918909430503845,
    0.2561575770378113,
    0.5979380011558533,
    0.4090908467769623,
    0.4120602011680603,
    0.39810416102409363,
    0.329670250415802,
    0.4607841968536377,
    0.3203882575035095,
    0.27433618903160095,
    0.4158414602279663,
    0.26804113388061523,
    0.26600977778434753,
    0.6187844276428223,
    0.3874344527721405,
    0.7083331942558289,
    0.35344812273979187,
    0.419999897480011,
    0.19791658222675323,
    0.19999992847442627,
    0.24598921835422516,
    0.5118482112884521,
    0.6545453667640686,
    0.5070421695709229,
    0.2258063703775406,
    0.3406592309474945,
    0.5652172565460205,
    0.6210044622421265,
    0.49999988079071045,
    0.1162789985537529,
    0.5699998736381531,
    0.4731181561946869,
    0.5435895919799805,
    0.36649200320243835,
    0.775119423866272,
    0.5306121110916138,
    0.5357142090797424,
    0.4232803285121918,
    0.1835748255252838,
    0.2065216600894928,
    0.2613064646720886,
    0.37777766585350037,
    0.6972475647926331,
    0.6203702688217163,
    0.44221094250679016,
    0.635944664478302,
    0.1405404806137085,
    0.41975298523902893,
    0.2758619785308838,
    0.6132074594497681,
    0.6666665077209473,
    0.22935770452022552,
    0.2138364166021347,
    0.42051267623901367,
    0.19811314344406128,
    0.30769219994544983,
    0.6886791586875916,
    0.41414129734039307,
    0.3118278682231903,
    0.5308055877685547,
    0.5257730484008789,
    0.49999988079071045,
    0.15028895437717438,
    0.37004393339157104,
    0.3386242389678955,
    0.504761815071106,
    0.28415289521217346,
    0.2617800235748291,
    0.6915886998176575,
    0.5073169469833374,
    0.38341957330703735,
    0.44210511445999146,
    0.2258063703775406,
    0.4352940320968628
   ],
   "time": 39.16413135454059,
   "param": null
  },
  {
   "epoch": 173,
   "train_loss": 0.004479122813791037,
   "val_loss": 2.6625545024871826,
   "acc": 42.04,
   "f1": [
    0.6948355436325073,
    0.4930231273174286,
    0.25116273760795593,
    0.24844713509082794,
    0.2536584436893463,
    0.3827749788761139,
    0.39069753885269165,
    0.47398826479911804,
    0.5326631665229797,
    0.5326085686683655,
    0.20118334889411926,
    0.2378377616405487,
    0.4041449725627899,
    0.34999990463256836,
    0.24875615537166595,
    0.26900574564933777,
    0.4257424473762512,
    0.5407723784446716,
    0.41935470700263977,
    0.36144572496414185,
    0.7106597423553467,
    0.6063346862792969,
    0.37373724579811096,
    0.5791853666305542,
    0.6699027419090271,
    0.35416656732559204,
    0.3764704465866089,
    0.24083760380744934,
    0.5899998545646667,
    0.3841806650161743,
    0.4242422580718994,
    0.4018263518810272,
    0.31818172335624695,
    0.47524741291999817,
    0.33962252736091614,
    0.264317125082016,
    0.40975597500801086,
    0.2735848128795624,
    0.2786068916320801,
    0.6222221255302429,
    0.3804876506328583,
    0.7195766568183899,
    0.3361343741416931,
    0.40217384696006775,
    0.20320846140384674,
    0.1809523105621338,
    0.24999991059303284,
    0.5252523422241211,
    0.6457397937774658,
    0.5148513317108154,
    0.2234041839838028,
    0.3315507173538208,
    0.5677964687347412,
    0.6044443249702454,
    0.4884791076183319,
    0.11764698475599289,
    0.5888323187828064,
    0.4631577730178833,
    0.5502644181251526,
    0.3783782720565796,
    0.7960197329521179,
    0.5177663564682007,
    0.5175436735153198,
    0.41884803771972656,
    0.1706160604953766,
    0.20320846140384674,
    0.2713567018508911,
    0.3783782720565796,
    0.7004607319831848,
    0.6126124858856201,
    0.419999897480011,
    0.642857015132904,
    0.15706801414489746,
    0.41176462173461914,
    0.2718445658683777,
    0.6086955666542053,
    0.6787328720092773,
    0.2403845638036728,
    0.2588233947753906,
    0.41884803771972656,
    0.20091316103935242,
    0.3013697862625122,
    0.6794257164001465,
    0.4081631302833557,
    0.3060108423233032,
    0.5408161878585815,
    0.518134593963623,
    0.48908287286758423,
    0.13756607472896576,
    0.368663489818573,
    0.32978713512420654,
    0.5070421695709229,
    0.2622949779033661,
    0.2769230008125305,
    0.7029701471328735,
    0.5096152424812317,
    0.38502663373947144,
    0.43269219994544983,
    0.23280414938926697,
    0.4245808720588684
   ],
   "time": 39.13513338472694,
   "param": null
  },
  {
   "epoch": 174,
   "train_loss": 0.004724590573459864,
   "val_loss": 2.7652342319488525,
   "acc": 42.04,
   "f1": [
    0.6851851344108582,
    0.4999999403953552,
    0.2613064646720886,
    0.2124999314546585,
    0.2512076497077942,
    0.37768232822418213,
    0.3793102204799652,
    0.45976996421813965,
    0.5161289572715759,
    0.5168538093566895,
    0.18390797078609467,
    0.24719089269638062,
    0.4081631302833557,
    0.324607253074646,
    0.2577318847179413,
    0.29319363832473755,
    0.4432430863380432,
    0.5355647206306458,
    0.41935470700263977,
    0.37349388003349304,
    0.6896550059318542,
    0.6017698049545288,
    0.38709667325019836,
    0.589371919631958,
    0.6859902143478394,
    0.35820886492729187,
    0.36871495842933655,
    0.2473117560148239,
    0.5756096839904785,
    0.3820223808288574,
    0.4081631302833557,
    0.38888880610466003,
    0.32584258913993835,
    0.45685264468193054,
    0.33789944648742676,
    0.2566370666027069,
    0.41414129734039307,
    0.2686566412448883,
    0.2842104732990265,
    0.6263735294342041,
    0.40609124302864075,
    0.7157893776893616,
    0.3478259742259979,
    0.4183672070503235,
    0.2010049670934677,
    0.20425525307655334,
    0.23463678359985352,
    0.5023254752159119,
    0.6515835523605347,
    0.49999988079071045,
    0.2176164984703064,
    0.3369564116001129,
    0.5702126026153564,
    0.616071343421936,
    0.5048542022705078,
    0.1162789985537529,
    0.5841582417488098,
    0.46632111072540283,
    0.5654449462890625,
    0.3626372814178467,
    0.7980766892433167,
    0.49999988079071045,
    0.5217390656471252,
    0.425531804561615,
    0.18181811273097992,
    0.2099446803331375,
    0.2574256360530853,
    0.36956506967544556,
    0.7136148810386658,
    0.6296295523643494,
    0.4278606176376343,
    0.6396394968032837,
    0.14814810454845428,
    0.4132230579853058,
    0.2647058069705963,
    0.6095237135887146,
    0.666666567325592,
    0.2403845638036728,
    0.2576685845851898,
    0.4123710095882416,
    0.19801974296569824,
    0.30621999502182007,
    0.6697673201560974,
    0.42639580368995667,
    0.3152172863483429,
    0.5140186548233032,
    0.507771909236908,
    0.49999988079071045,
    0.14130428433418274,
    0.37735840678215027,
    0.3386242389678955,
    0.5145629644393921,
    0.26086944341659546,
    0.26395928859710693,
    0.6759257912635803,
    0.5096152424812317,
    0.36893191933631897,
    0.44444435834884644,
    0.22459883987903595,
    0.44047608971595764
   ],
   "time": 39.25519907847047,
   "param": null
  },
  {
   "epoch": 175,
   "train_loss": 0.00474180094897747,
   "val_loss": 2.8353488445281982,
   "acc": 42.04,
   "f1": [
    0.6948355436325073,
    0.5092591643333435,
    0.2559240758419037,
    0.23030294477939606,
    0.25870639085769653,
    0.38738730549812317,
    0.39111098647117615,
    0.4685713052749634,
    0.510416567325592,
    0.5136610269546509,
    0.19277101755142212,
    0.2444443702697754,
    0.3940885663032532,
    0.3383083641529083,
    0.2436547577381134,
    0.29319363832473755,
    0.44210511445999146,
    0.5361700654029846,
    0.4148934781551361,
    0.36046499013900757,
    0.6862744092941284,
    0.5991188287734985,
    0.3809523284435272,
    0.5739909410476685,
    0.663461446762085,
    0.3469386696815491,
    0.3764704465866089,
    0.23834188282489777,
    0.5841582417488098,
    0.38150280714035034,
    0.4183672070503235,
    0.39090898633003235,
    0.32402223348617554,
    0.46829259395599365,
    0.33789944648742676,
    0.2649571895599365,
    0.4221104085445404,
    0.2621358335018158,
    0.26600977778434753,
    0.6162160634994507,
    0.3957218527793884,
    0.7195766568183899,
    0.33755266666412354,
    0.4081631302833557,
    0.2099999338388443,
    0.18518511950969696,
    0.23204411566257477,
    0.5170730352401733,
    0.6457397937774658,
    0.49999988079071045,
    0.228260800242424,
    0.32978713512420654,
    0.5641024708747864,
    0.6106193661689758,
    0.4999999403953552,
    0.11904755234718323,
    0.5786800384521484,
    0.4705881178379059,
    0.5543476939201355,
    0.36065563559532166,
    0.7843136787414551,
    0.5257730484008789,
    0.5244443416595459,
    0.42857128381729126,
    0.18181811273097992,
    0.208791121840477,
    0.26804113388061523,
    0.3678159713745117,
    0.6874998211860657,
    0.6473428606987,
    0.4271843731403351,
    0.6296295523643494,
    0.15469607710838318,
    0.426778107881546,
    0.2647058069705963,
    0.6146340370178223,
    0.6491227149963379,
    0.24074065685272217,
    0.2793295085430145,
    0.4102562665939331,
    0.21495321393013,
    0.3121950626373291,
    0.679245114326477,
    0.4162435233592987,
    0.3260868787765503,
    0.5320196151733398,
    0.534031331539154,
    0.5045044422149658,
    0.1452513188123703,
    0.37735840678215027,
    0.32804223895072937,
    0.4953269362449646,
    0.2580644488334656,
    0.2694299519062042,
    0.6854459643363953,
    0.5125626921653748,
    0.39153432846069336,
    0.4489794969558716,
    0.21538454294204712,
    0.4352940320968628
   ],
   "time": 39.19266978558153,
   "param": null
  },
  {
   "epoch": 176,
   "train_loss": 0.005971000529825687,
   "val_loss": 2.933220148086548,
   "acc": 41.92,
   "f1": [
    0.6981130838394165,
    0.4927534759044647,
    0.26666656136512756,
    0.22929932177066803,
    0.25490185618400574,
    0.39069753885269165,
    0.3904760777950287,
    0.4685713052749634,
    0.5347592234611511,
    0.5217389464378357,
    0.20224712789058685,
    0.22988496720790863,
    0.3867923319339752,
    0.35294109582901,
    0.26395928859710693,
    0.29850736260414124,
    0.4387753903865814,
    0.5182185173034668,
    0.4262293577194214,
    0.360248327255249,
    0.7029701471328735,
    0.5955554842948914,
    0.38144323229789734,
    0.5753422975540161,
    0.6666665077209473,
    0.35483860969543457,
    0.3977271616458893,
    0.2424241602420807,
    0.602040708065033,
    0.39548009634017944,
    0.4248703718185425,
    0.3926939368247986,
    0.3111110329627991,
    0.4705880880355835,
    0.33962252736091614,
    0.2532750070095062,
    0.41414129734039307,
    0.2571427524089813,
    0.2713567018508911,
    0.6229507327079773,
    0.39153432846069336,
    0.7157893776893616,
    0.3292180299758911,
    0.39622631669044495,
    0.16842098534107208,
    0.18867918848991394,
    0.2444443702697754,
    0.5174128413200378,
    0.6605502963066101,
    0.4780486822128296,
    0.21989519894123077,
    0.33333325386047363,
    0.5641024708747864,
    0.6188339591026306,
    0.5025123953819275,
    0.1156068742275238,
    0.5816324949264526,
    0.44554442167282104,
    0.5683058500289917,
    0.36559128761291504,
    0.7846888303756714,
    0.4947367310523987,
    0.5363634824752808,
    0.41711217164993286,
    0.17511513829231262,
    0.19565211236476898,
    0.26540276408195496,
    0.36559128761291504,
    0.6818180680274963,
    0.6320753693580627,
    0.43564343452453613,
    0.6296295523643494,
    0.1530611664056778,
    0.41666656732559204,
    0.2580644190311432,
    0.6237622499465942,
    0.6517856121063232,
    0.23414628207683563,
    0.262857049703598,
    0.4102562665939331,
    0.2046510875225067,
    0.30555546283721924,
    0.6919430494308472,
    0.4221104085445404,
    0.31638407707214355,
    0.5358850359916687,
    0.5177663564682007,
    0.511415421962738,
    0.12698405981063843,
    0.37614670395851135,
    0.32978713512420654,
    0.5170730352401733,
    0.27472516894340515,
    0.27472516894340515,
    0.6820275187492371,
    0.5151513814926147,
    0.36956506967544556,
    0.4174756109714508,
    0.21989519894123077,
    0.46242761611938477
   ],
   "time": 38.13206579256803,
   "param": null
  },
  {
   "epoch": 177,
   "train_loss": 0.004482698626816273,
   "val_loss": 2.749483108520508,
   "acc": 42.06,
   "f1": [
    0.6948355436325073,
    0.49999988079071045,
    0.2547169029712677,
    0.24390234053134918,
    0.2488037496805191,
    0.39111098647117615,
    0.38181808590888977,
    0.4685713052749634,
    0.5081079602241516,
    0.5189187526702881,
    0.19999992847442627,
    0.23913034796714783,
    0.40796008706092834,
    0.34343424439430237,
    0.2564101815223694,
    0.2983424663543701,
    0.43749991059303284,
    0.5394189953804016,
    0.41758227348327637,
    0.35582810640335083,
    0.6893202662467957,
    0.5991188287734985,
    0.3917524814605713,
    0.5849055051803589,
    0.6699506640434265,
    0.36065563559532166,
    0.38709667325019836,
    0.2340424805879593,
    0.5918366312980652,
    0.38888877630233765,
    0.3923443853855133,
    0.3999998867511749,
    0.32804223895072937,
    0.4577113389968872,
    0.3287670314311981,
    0.26548662781715393,
    0.4174756109714508,
    0.26666656136512756,
    0.2797926664352417,
    0.6263735294342041,
    0.3894736170768738,
    0.7195766568183899,
    0.3508771061897278,
    0.4102562665939331,
    0.20105813443660736,
    0.18834073841571808,
    0.23655906319618225,
    0.5098037719726562,
    0.6399998664855957,
    0.5071768760681152,
    0.21989519894123077,
    0.33333325386047363,
    0.5714284777641296,
    0.6153844594955444,
    0.5024629235267639,
    0.11494245380163193,
    0.5786800384521484,
    0.4656083285808563,
    0.5463916063308716,
    0.3666665554046631,
    0.7843136787414551,
    0.5099998712539673,
    0.5363634824752808,
    0.41269823908805847,
    0.1792452037334442,
    0.19791658222675323,
    0.25125616788864136,
    0.37777766585350037,
    0.7096772789955139,
    0.6380951404571533,
    0.43564343452453613,
    0.6425337791442871,
    0.14893612265586853,
    0.4112902283668518,
    0.2718445658683777,
    0.6116504073143005,
    0.6696427464485168,
    0.23529402911663055,
    0.24844713509082794,
    0.4248703718185425,
    0.21359217166900635,
    0.3047617971897125,
    0.6761903762817383,
    0.419999897480011,
    0.31999990344047546,
    0.5294116735458374,
    0.5230767726898193,
    0.4955751299858093,
    0.14130428433418274,
    0.37499988079071045,
    0.3386242389678955,
    0.5120771527290344,
    0.2702701687812805,
    0.2812499403953552,
    0.6948355436325073,
    0.5048542022705078,
    0.3711339235305786,
    0.4313724637031555,
    0.2173912227153778,
    0.42352932691574097
   ],
   "time": 39.144119932316244,
   "param": null
  },
  {
   "epoch": 178,
   "train_loss": 0.004368444439023733,
   "val_loss": 2.8726627826690674,
   "acc": 42.17,
   "f1": [
    0.704761803150177,
    0.49999988079071045,
    0.2599999010562897,
    0.23809516429901123,
    0.24999991059303284,
    0.3943660855293274,
    0.39285701513290405,
    0.4615383446216583,
    0.5247523188591003,
    0.524590015411377,
    0.20571422576904297,
    0.23463678359985352,
    0.40579700469970703,
    0.35121941566467285,
    0.2574256360530853,
    0.2983424663543701,
    0.4387753903865814,
    0.5316454768180847,
    0.41711217164993286,
    0.37125736474990845,
    0.6698111891746521,
    0.5862067937850952,
    0.36842095851898193,
    0.5753422975540161,
    0.6600984334945679,
    0.33684200048446655,
    0.38251355290412903,
    0.22797919809818268,
    0.5870645046234131,
    0.3977271616458893,
    0.4059404730796814,
    0.40540531277656555,
    0.32222211360931396,
    0.4599998891353607,
    0.3365383446216583,
    0.2660549581050873,
    0.42931926250457764,
    0.2705313265323639,
    0.2797926664352417,
    0.6229507327079773,
    0.39583319425582886,
    0.7083331942558289,
    0.334727942943573,
    0.40796008706092834,
    0.23115570843219757,
    0.1843317300081253,
    0.23728805780410767,
    0.5123152136802673,
    0.6457397937774658,
    0.49756085872650146,
    0.23076915740966797,
    0.34254133701324463,
    0.570175290107727,
    0.6133331656455994,
    0.5024153590202332,
    0.11834313720464706,
    0.5728641748428345,
    0.4656083285808563,
    0.5608464479446411,
    0.3675675094127655,
    0.7884613275527954,
    0.505154550075531,
    0.5405403971672058,
    0.41935470700263977,
    0.18421044945716858,
    0.2054053246974945,
    0.25870639085769653,
    0.3657141625881195,
    0.6972475647926331,
    0.653658390045166,
    0.4365480840206146,
    0.6325579881668091,
    0.15300540626049042,
    0.426778107881546,
    0.26086950302124023,
    0.6103284358978271,
    0.6696831583976746,
    0.23584897816181183,
    0.2584269046783447,
    0.4183672070503235,
    0.210526242852211,
    0.3119265139102936,
    0.6854459643363953,
    0.4242422580718994,
    0.3369564116001129,
    0.5242717266082764,
    0.5257730484008789,
    0.502282977104187,
    0.14285707473754883,
    0.3693692684173584,
    0.33333325386047363,
    0.5071768760681152,
    0.28260859847068787,
    0.2673795819282532,
    0.6985644102096558,
    0.5148513317108154,
    0.38541653752326965,
    0.4210525155067444,
    0.21428564190864563,
    0.4550897181034088
   ],
   "time": 38.18280842807144,
   "param": null
  },
  {
   "epoch": 179,
   "train_loss": 0.004567185416817665,
   "val_loss": 2.7263715267181396,
   "acc": 41.95,
   "f1": [
    0.6948355436325073,
    0.48803818225860596,
    0.253807008266449,
    0.22929932177066803,
    0.26086950302124023,
    0.39285701513290405,
    0.3981899321079254,
    0.4712642431259155,
    0.5161289572715759,
    0.5240640044212341,
    0.19631893932819366,
    0.22598862648010254,
    0.3942306339740753,
    0.3419688045978546,
    0.2583731412887573,
    0.2812499403953552,
    0.43523305654525757,
    0.5294116139411926,
    0.4086019992828369,
    0.36686381697654724,
    0.6859902143478394,
    0.59227454662323,
    0.37499991059303284,
    0.5876776576042175,
    0.6602869629859924,
    0.3510637581348419,
    0.39560428261756897,
    0.2473117560148239,
    0.5911328792572021,
    0.39106133580207825,
    0.41666656732559204,
    0.3853210210800171,
    0.3169397711753845,
    0.467661589384079,
    0.33333322405815125,
    0.26008957624435425,
    0.4077668786048889,
    0.2673266530036926,
    0.2699999213218689,
    0.6222221255302429,
    0.38541653752326965,
    0.7120417356491089,
    0.33755266666412354,
    0.39603951573371887,
    0.1938774734735489,
    0.20175431668758392,
    0.2444443702697754,
    0.5096152424812317,
    0.6515835523605347,
    0.4949493706226349,
    0.2258063703775406,
    0.3387977182865143,
    0.5652172565460205,
    0.616071343421936,
    0.5073169469833374,
    0.11904755234718323,
    0.5816324949264526,
    0.4705881178379059,
    0.5638296604156494,
    0.36082467436790466,
    0.7843136787414551,
    0.5326631665229797,
    0.5198236703872681,
    0.4210525155067444,
    0.17307688295841217,
    0.20430098474025726,
    0.2613064646720886,
    0.3529410660266876,
    0.6936934590339661,
    0.6320753693580627,
    0.4278606176376343,
    0.639269232749939,
    0.14606735110282898,
    0.4201679825782776,
    0.26415085792541504,
    0.6161136031150818,
    0.660633385181427,
    0.2288556545972824,
    0.2424241602420807,
    0.4120602011680603,
    0.2062779664993286,
    0.2949307858943939,
    0.679245114326477,
    0.40796008706092834,
    0.3068180978298187,
    0.5365853309631348,
    0.5235601663589478,
    0.4976957440376282,
    0.14444437623023987,
    0.3703702688217163,
    0.32804223895072937,
    0.5070421695709229,
    0.25945934653282166,
    0.25945934653282166,
    0.6851851344108582,
    0.5049503445625305,
    0.4102562665939331,
    0.4387753903865814,
    0.21874994039535522,
    0.43956032395362854
   ],
   "time": 39.16765295993537,
   "param": null
  },
  {
   "epoch": 180,
   "train_loss": 0.004679318983107805,
   "val_loss": 2.906453847885132,
   "acc": 42.11,
   "f1": [
    0.7121950387954712,
    0.504761815071106,
    0.2559240758419037,
    0.24999989569187164,
    0.2512076497077942,
    0.3926939368247986,
    0.38888880610466003,
    0.45714274048805237,
    0.5257730484008789,
    0.5297296643257141,
    0.2048192024230957,
    0.2430938482284546,
    0.37962955236434937,
    0.3599999248981476,
    0.2564101815223694,
    0.30051806569099426,
    0.44210511445999146,
    0.5249999165534973,
    0.4111110270023346,
    0.35582810640335083,
    0.6826921701431274,
    0.6071427464485168,
    0.38043469190597534,
    0.5662099123001099,
    0.6733667254447937,
    0.3386242389678955,
    0.3798881769180298,
    0.2553190290927887,
    0.5911328792572021,
    0.4023667275905609,
    0.42051267623901367,
    0.403755784034729,
    0.33333322405815125,
    0.4607841968536377,
    0.3301886022090912,
    0.2816900908946991,
    0.4210525155067444,
    0.2583731412887573,
    0.2783504128456116,
    0.6195651292800903,
    0.39583319425582886,
    0.7120417356491089,
    0.3346938192844391,
    0.4102562665939331,
    0.17801040410995483,
    0.18834073841571808,
    0.23529404401779175,
    0.5192306637763977,
    0.6635943651199341,
    0.49019595980644226,
    0.23463678359985352,
    0.3351350426673889,
    0.575107216835022,
    0.6079294085502625,
    0.5049503445625305,
    0.11494245380163193,
    0.5786800384521484,
    0.45360812544822693,
    0.5652172565460205,
    0.3636362552642822,
    0.7864076495170593,
    0.5196077227592468,
    0.5412842631340027,
    0.41935470700263977,
    0.19642849266529083,
    0.20105813443660736,
    0.26455017924308777,
    0.37158459424972534,
    0.6936934590339661,
    0.6442306041717529,
    0.43781083822250366,
    0.6296295523643494,
    0.15384609997272491,
    0.41666656732559204,
    0.2524271011352539,
    0.6161136031150818,
    0.6636770367622375,
    0.24999991059303284,
    0.2485205978155136,
    0.42051267623901367,
    0.2062779664993286,
    0.2972972095012665,
    0.6854459643363953,
    0.4226802885532379,
    0.32432422041893005,
    0.5185183882713318,
    0.520408034324646,
    0.4913792312145233,
    0.13756607472896576,
    0.3653844892978668,
    0.32978713512420654,
    0.504761815071106,
    0.26881712675094604,
    0.2659573554992676,
    0.7121950387954712,
    0.5199998617172241,
    0.39195966720581055,
    0.4410255253314972,
    0.20833326876163483,
    0.42285704612731934
   ],
   "time": 39.26348091568798,
   "param": null
  },
  {
   "epoch": 181,
   "train_loss": 0.004567984491586685,
   "val_loss": 2.6992926597595215,
   "acc": 42.13,
   "f1": [
    0.704761803150177,
    0.4827585518360138,
    0.26415085792541504,
    0.2424241602420807,
    0.2512076497077942,
    0.38738730549812317,
    0.38181808590888977,
    0.4712642431259155,
    0.5263156890869141,
    0.5054942965507507,
    0.20930226147174835,
    0.2333332598209381,
    0.4158414602279663,
    0.3367346227169037,
    0.25396814942359924,
    0.2944161295890808,
    0.43749991059303284,
    0.5454544425010681,
    0.43093910813331604,
    0.34883710741996765,
    0.7070705890655518,
    0.583690881729126,
    0.37305691838264465,
    0.5781989693641663,
    0.6698563694953918,
    0.35483860969543457,
    0.3771427571773529,
    0.25274714827537537,
    0.582914412021637,
    0.38150280714035034,
    0.4077668786048889,
    0.40384599566459656,
    0.3169397711753845,
    0.46534639596939087,
    0.3428570628166199,
    0.2561982572078705,
    0.43523305654525757,
    0.28571417927742004,
    0.26540276408195496,
    0.6222221255302429,
    0.3874344527721405,
    0.7120417356491089,
    0.35398221015930176,
    0.419999897480011,
    0.20408155024051666,
    0.19004517793655396,
    0.23913034796714783,
    0.5199998617172241,
    0.6371680498123169,
    0.5148513317108154,
    0.23529404401779175,
    0.3406592309474945,
    0.5676854848861694,
    0.6188339591026306,
    0.49999988079071045,
    0.11695900559425354,
    0.5846152901649475,
    0.45128190517425537,
    0.5599998831748962,
    0.38541653752326965,
    0.7881771922111511,
    0.5142855644226074,
    0.5221238136291504,
    0.4148934781551361,
    0.1909089982509613,
    0.20105813443660736,
    0.2736841142177582,
    0.38043469190597534,
    0.7162789106369019,
    0.6118720173835754,
    0.4299998879432678,
    0.6330273747444153,
    0.1546391248703003,
    0.4112902283668518,
    0.2723003923892975,
    0.6074764728546143,
    0.6846845149993896,
    0.23414628207683563,
    0.24999988079071045,
    0.4123710095882416,
    0.20689646899700165,
    0.30331745743751526,
    0.6889951229095459,
    0.4221104085445404,
    0.314606636762619,
    0.5161288380622864,
    0.518134593963623,
    0.5022420287132263,
    0.1279069036245346,
    0.38181808590888977,
    0.3169397711753845,
    0.5217390656471252,
    0.26881712675094604,
    0.2780747711658478,
    0.6886791586875916,
    0.5098037719726562,
    0.3841806650161743,
    0.4210525155067444,
    0.2243901938199997,
    0.43333321809768677
   ],
   "time": 38.15801192354411,
   "param": null
  },
  {
   "epoch": 182,
   "train_loss": 0.004557709209620953,
   "val_loss": 2.722925901412964,
   "acc": 41.91,
   "f1": [
    0.6981130838394165,
    0.49999988079071045,
    0.2580644190311432,
    0.22360241413116455,
    0.25116273760795593,
    0.40191373229026794,
    0.38497641682624817,
    0.4632767140865326,
    0.5291004180908203,
    0.5268816351890564,
    0.19999992847442627,
    0.23863628506660461,
    0.37914684414863586,
    0.37623751163482666,
    0.24999991059303284,
    0.28415289521217346,
    0.4432430863380432,
    0.5249999165534973,
    0.40206170082092285,
    0.35714277625083923,
    0.6926827430725098,
    0.5913042426109314,
    0.3723403513431549,
    0.5876776576042175,
    0.6504853367805481,
    0.3510637581348419,
    0.3976607024669647,
    0.2371133416891098,
    0.5858584046363831,
    0.4044942855834961,
    0.4019606411457062,
    0.3999998867511749,
    0.3068782389163971,
    0.4545453190803528,
    0.323809415102005,
    0.2594141364097595,
    0.4242422580718994,
    0.26086950302124023,
    0.26086950302124023,
    0.6187844276428223,
    0.3936169147491455,
    0.7157893776893616,
    0.3361343741416931,
    0.40609124302864075,
    0.21428564190864563,
    0.198198139667511,
    0.23463678359985352,
    0.5170730352401733,
    0.6666665077209473,
    0.4897957742214203,
    0.22105254232883453,
    0.3387977182865143,
    0.566523551940918,
    0.6238530874252319,
    0.4975123405456543,
    0.11904755234718323,
    0.5742572546005249,
    0.47619032859802246,
    0.5555554628372192,
    0.38341957330703735,
    0.7804876565933228,
    0.520408034324646,
    0.5339365601539612,
    0.41711217164993286,
    0.18090447783470154,
    0.19587622582912445,
    0.2512076497077942,
    0.36956506967544556,
    0.6874998211860657,
    0.6568626165390015,
    0.4299998879432678,
    0.6388887763023376,
    0.15151509642601013,
    0.41666656732559204,
    0.2592591643333435,
    0.62135910987854,
    0.6576575636863708,
    0.23696675896644592,
    0.23312875628471375,
    0.4102562665939331,
    0.2075471132993698,
    0.31067952513694763,
    0.6761903762817383,
    0.4179103374481201,
    0.3186812400817871,
    0.5384615063667297,
    0.5257730484008789,
    0.49777767062187195,
    0.14285707473754883,
    0.3693692684173584,
    0.32432422041893005,
    0.5120771527290344,
    0.2751321792602539,
    0.26455017924308777,
    0.7087377309799194,
    0.5098037719726562,
    0.3736262619495392,
    0.4292682111263275,
    0.21874994039535522,
    0.4382021129131317
   ],
   "time": 39.13236185628921,
   "param": null
  },
  {
   "epoch": 183,
   "train_loss": 0.004708798136562109,
   "val_loss": 2.7636947631835938,
   "acc": 42.11,
   "f1": [
    0.6948355436325073,
    0.49019595980644226,
    0.2705313265323639,
    0.22499993443489075,
    0.24999991059303284,
    0.3999998867511749,
    0.38356152176856995,
    0.4692735970020294,
    0.522612988948822,
    0.5217389464378357,
    0.2117646485567093,
    0.2333332598209381,
    0.40394076704978943,
    0.31914883852005005,
    0.25870639085769653,
    0.290502667427063,
    0.446808397769928,
    0.538461446762085,
    0.4086019992828369,
    0.37735840678215027,
    0.7035174369812012,
    0.602620005607605,
    0.3692306876182556,
    0.5990337133407593,
    0.6603772640228271,
    0.35978829860687256,
    0.38636353611946106,
    0.23958325386047363,
    0.5858584046363831,
    0.39778995513916016,
    0.41414129734039307,
    0.40178558230400085,
    0.3169397711753845,
    0.4387753903865814,
    0.322274774312973,
    0.25531908869743347,
    0.4230768084526062,
    0.2699999213218689,
    0.2699999213218689,
    0.6153845191001892,
    0.38541653752326965,
    0.7083331942558289,
    0.3433475196361542,
    0.4041449725627899,
    0.20895515382289886,
    0.20779213309288025,
    0.24175815284252167,
    0.5098037719726562,
    0.6515835523605347,
    0.49999988079071045,
    0.21428564190864563,
    0.3463686406612396,
    0.5714285373687744,
    0.6126124858856201,
    0.5123152136802673,
    0.12422355264425278,
    0.5812807083129883,
    0.4631577730178833,
    0.5520831942558289,
    0.36458322405815125,
    0.7860695123672485,
    0.5263156890869141,
    0.5286343097686768,
    0.41269823908805847,
    0.17560969293117523,
    0.19999991357326508,
    0.26666656136512756,
    0.3793102502822876,
    0.7031961679458618,
    0.6267279982566833,
    0.43781083822250366,
    0.6422017216682434,
    0.15555550158023834,
    0.4279834032058716,
    0.25352105498313904,
    0.6183573603630066,
    0.6696427464485168,
    0.23414628207683563,
    0.24418595433235168,
    0.4081631302833557,
    0.20388342440128326,
    0.2949307858943939,
    0.6728971004486084,
    0.4158414602279663,
    0.3314915895462036,
    0.5258214473724365,
    0.5263156890869141,
    0.5045044422149658,
    0.1405404806137085,
    0.3669723868370056,
    0.32978713512420654,
    0.5196077227592468,
    0.27777770161628723,
    0.27551010251045227,
    0.7149757146835327,
    0.5148513317108154,
    0.3794870972633362,
    0.43349742889404297,
    0.2176164984703064,
    0.4269661605358124
   ],
   "time": 38.06532733794302,
   "param": null
  },
  {
   "epoch": 184,
   "train_loss": 0.005026768893003464,
   "val_loss": 2.7525579929351807,
   "acc": 41.95,
   "f1": [
    0.6915886998176575,
    0.48076915740966797,
    0.26262614130973816,
    0.2366863340139389,
    0.2559240758419037,
    0.385650098323822,
    0.3926939368247986,
    0.45810040831565857,
    0.5208331942558289,
    0.5297296643257141,
    0.19767434895038605,
    0.24999991059303284,
    0.4020099639892578,
    0.3465345501899719,
    0.253807008266449,
    0.2887699604034424,
    0.4365480840206146,
    0.5431033372879028,
    0.4198893904685974,
    0.3699420988559723,
    0.696078360080719,
    0.5887445211410522,
    0.3775508999824524,
    0.5638765096664429,
    0.6568626165390015,
    0.35416656732559204,
    0.3583814203739166,
    0.23655906319618225,
    0.5769229531288147,
    0.39560428261756897,
    0.40404030680656433,
    0.387096643447876,
    0.3260868787765503,
    0.47115376591682434,
    0.33333322405815125,
    0.2555064857006073,
    0.40740731358528137,
    0.26600977778434753,
    0.2686566412448883,
    0.6195651292800903,
    0.3894736170768738,
    0.7127658128738403,
    0.35344812273979187,
    0.4042551815509796,
    0.2211054563522339,
    0.1935483068227768,
    0.24999991059303284,
    0.5199998617172241,
    0.6635943651199341,
    0.504761815071106,
    0.22702695429325104,
    0.3406592309474945,
    0.5652172565460205,
    0.6079294085502625,
    0.49999988079071045,
    0.10843367874622345,
    0.5816324949264526,
    0.45128190517425537,
    0.5502644181251526,
    0.37499991059303284,
    0.7920790910720825,
    0.49999988079071045,
    0.5240174531936646,
    0.4081631302833557,
    0.1844659447669983,
    0.1989527940750122,
    0.26262614130973816,
    0.3522725999355316,
    0.6999998688697815,
    0.6350710391998291,
    0.4174756109714508,
    0.6334840059280396,
    0.15135130286216736,
    0.421052485704422,
    0.2697673439979553,
    0.6161136031150818,
    0.6724889278411865,
    0.24761897325515747,
    0.23170723021030426,
    0.41052618622779846,
    0.20560741424560547,
    0.3184078335762024,
    0.6760562062263489,
    0.4162435233592987,
    0.3050846457481384,
    0.5192306637763977,
    0.5217389464378357,
    0.4954127371311188,
    0.13978487253189087,
    0.3628317713737488,
    0.3152172863483429,
    0.5071768760681152,
    0.26373615860939026,
    0.2681563198566437,
    0.6952379941940308,
    0.49999988079071045,
    0.39583319425582886,
    0.43564343452453613,
    0.21857915818691254,
    0.43181803822517395
   ],
   "time": 38.338049156591296,
   "param": null
  },
  {
   "epoch": 185,
   "train_loss": 0.004700377117842436,
   "val_loss": 2.8867197036743164,
   "acc": 41.88,
   "f1": [
    0.6948355436325073,
    0.4930231273174286,
    0.26666656136512756,
    0.22891558706760406,
    0.25510191917419434,
    0.3842363655567169,
    0.38961026072502136,
    0.4692735970020294,
    0.5263156890869141,
    0.5054942965507507,
    0.19393931329250336,
    0.2430938482284546,
    0.40404030680656433,
    0.32258057594299316,
    0.24615377187728882,
    0.2681563198566437,
    0.446808397769928,
    0.5454544425010681,
    0.41269823908805847,
    0.3625729978084564,
    0.6926827430725098,
    0.5887445211410522,
    0.37894728779792786,
    0.5922329425811768,
    0.6699027419090271,
    0.35675665736198425,
    0.3874998986721039,
    0.24083760380744934,
    0.5911328792572021,
    0.38461530208587646,
    0.4081631302833557,
    0.3926939368247986,
    0.3060108423233032,
    0.44791656732559204,
    0.3286384046077728,
    0.2649571895599365,
    0.4137929677963257,
    0.2745097279548645,
    0.2621358335018158,
    0.6162160634994507,
    0.3894736170768738,
    0.7010307908058167,
    0.3389829695224762,
    0.39195966720581055,
    0.2167486995458603,
    0.20264311134815216,
    0.2430938482284546,
    0.5048542022705078,
    0.642857015132904,
    0.5050503611564636,
    0.22702695429325104,
    0.3444443643093109,
    0.5630251169204712,
    0.6052630543708801,
    0.49523797631263733,
    0.1156068742275238,
    0.5803107619285583,
    0.44554442167282104,
    0.5492226481437683,
    0.36464083194732666,
    0.7729466557502747,
    0.5279186367988586,
    0.5281383991241455,
    0.41935470700263977,
    0.18779337406158447,
    0.208791121840477,
    0.26666656136512756,
    0.3636362552642822,
    0.6936934590339661,
    0.6355138421058655,
    0.4271843731403351,
    0.6238530874252319,
    0.15300540626049042,
    0.4132230579853058,
    0.2616821527481079,
    0.6161136031150818,
    0.6919430494308472,
    0.24390237033367157,
    0.25301194190979004,
    0.41414129734039307,
    0.21256029605865479,
    0.3018867075443268,
    0.6794257164001465,
    0.4145076870918274,
    0.3068180978298187,
    0.5209301114082336,
    0.520408034324646,
    0.5045044422149658,
    0.1390373706817627,
    0.3619908392429352,
    0.32804223895072937,
    0.5120771527290344,
    0.2736841142177582,
    0.26395928859710693,
    0.672810971736908,
    0.5096152424812317,
    0.36633655428886414,
    0.4313724637031555,
    0.2072538137435913,
    0.43575406074523926
   ],
   "time": 39.24243924766779,
   "param": null
  },
  {
   "epoch": 186,
   "train_loss": 0.006888850126415491,
   "val_loss": 2.7699408531188965,
   "acc": 42.16,
   "f1": [
    0.7081338167190552,
    0.488262802362442,
    0.26086950302124023,
    0.22499993443489075,
    0.2613064646720886,
    0.40740731358528137,
    0.3831774890422821,
    0.4659089744091034,
    0.5257730484008789,
    0.5326085686683655,
    0.20359273254871368,
    0.23913034796714783,
    0.40579700469970703,
    0.3523315489292145,
    0.2577318847179413,
    0.29896897077560425,
    0.43749991059303284,
    0.5361700654029846,
    0.4198893904685974,
    0.3508770763874054,
    0.6893202662467957,
    0.5991188287734985,
    0.38709667325019836,
    0.5663716197013855,
    0.6766167879104614,
    0.35359105467796326,
    0.39548009634017944,
    0.24598921835422516,
    0.5940592885017395,
    0.3999998867511749,
    0.4019606411457062,
    0.40178558230400085,
    0.3111110329627991,
    0.47572803497314453,
    0.3286384046077728,
    0.27555546164512634,
    0.4154588282108307,
    0.25961530208587646,
    0.2647058069705963,
    0.620320737361908,
    0.38541653752326965,
    0.7157893776893616,
    0.3456788957118988,
    0.3999998867511749,
    0.2099999338388443,
    0.17431186139583588,
    0.23913034796714783,
    0.5148513317108154,
    0.6604650020599365,
    0.5048542022705078,
    0.22459883987903595,
    0.3351350426673889,
    0.5690376162528992,
    0.6133331656455994,
    0.49999988079071045,
    0.11695900559425354,
    0.5786800384521484,
    0.45360812544822693,
    0.5492226481437683,
    0.3666665554046631,
    0.7843136787414551,
    0.5230767726898193,
    0.5388126373291016,
    0.43093910813331604,
    0.1858406364917755,
    0.19999991357326508,
    0.27083322405815125,
    0.36464083194732666,
    0.6844443082809448,
    0.6473428606987,
    0.4278606176376343,
    0.6267279982566833,
    0.15217386186122894,
    0.4291844367980957,
    0.25233638286590576,
    0.6132074594497681,
    0.6757989525794983,
    0.2488037496805191,
    0.2514968812465668,
    0.42051267623901367,
    0.21198150515556335,
    0.31067952513694763,
    0.6729856729507446,
    0.4183672070503235,
    0.320441871881485,
    0.535353422164917,
    0.5257730484008789,
    0.5137613415718079,
    0.1405404806137085,
    0.3846152722835541,
    0.3315507173538208,
    0.5070421695709229,
    0.2780747711658478,
    0.2694299519062042,
    0.6886791586875916,
    0.5024153590202332,
    0.38144323229789734,
    0.434782475233078,
    0.2176164984703064,
    0.4293783903121948
   ],
   "time": 38.1315526496619,
   "param": null
  },
  {
   "epoch": 187,
   "train_loss": 0.004607097711414099,
   "val_loss": 2.7781991958618164,
   "acc": 42.02,
   "f1": [
    0.6948355436325073,
    0.5046727657318115,
    0.2525251507759094,
    0.24390234053134918,
    0.24870456755161285,
    0.38356152176856995,
    0.4018690288066864,
    0.4745761454105377,
    0.5291004180908203,
    0.5084744095802307,
    0.20238088071346283,
    0.251428484916687,
    0.4019606411457062,
    0.33684200048446655,
    0.2526314854621887,
    0.2938387989997864,
    0.43216070532798767,
    0.5271965861320496,
    0.42780739068984985,
    0.3529410660266876,
    0.6926827430725098,
    0.5903083086013794,
    0.3775508999824524,
    0.5849055051803589,
    0.6633662581443787,
    0.3478259742259979,
    0.3874344527721405,
    0.24083760380744934,
    0.5989846587181091,
    0.3798881769180298,
    0.4248703718185425,
    0.39069753885269165,
    0.31638407707214355,
    0.46601933240890503,
    0.3301886022090912,
    0.2620086967945099,
    0.40579700469970703,
    0.2621358335018158,
    0.2713567018508911,
    0.6222221255302429,
    0.3917524814605713,
    0.7083331942558289,
    0.3290042281150818,
    0.4174756109714508,
    0.20202013850212097,
    0.2037036269903183,
    0.24719089269638062,
    0.5142855644226074,
    0.6635943651199341,
    0.5096152424812317,
    0.21874994039535522,
    0.3369564116001129,
    0.5654007196426392,
    0.6071427464485168,
    0.5120771527290344,
    0.11695900559425354,
    0.5803107619285583,
    0.4607328474521637,
    0.5531913042068481,
    0.3626372814178467,
    0.7729466557502747,
    0.5196077227592468,
    0.5363634824752808,
    0.41052618622779846,
    0.1858406364917755,
    0.20320846140384674,
    0.2694299519062042,
    0.3510637581348419,
    0.6905827522277832,
    0.6380951404571533,
    0.43349742889404297,
    0.6380951404571533,
    0.1612902730703354,
    0.4219408333301544,
    0.26484012603759766,
    0.6095237135887146,
    0.6851851344108582,
    0.22999992966651917,
    0.24691346287727356,
    0.4145076870918274,
    0.20087330043315887,
    0.29906532168388367,
    0.6826921701431274,
    0.4158414602279663,
    0.3111110329627991,
    0.5314008593559265,
    0.5257730484008789,
    0.49999988079071045,
    0.1452513188123703,
    0.37558677792549133,
    0.32978713512420654,
    0.5247523188591003,
    0.28272244334220886,
    0.2751321792602539,
    0.6822428703308105,
    0.4923075735569,
    0.38578668236732483,
    0.4257424473762512,
    0.2094240039587021,
    0.4469272196292877
   ],
   "time": 39.21259448956698,
   "param": null
  },
  {
   "epoch": 188,
   "train_loss": 0.004451211076229811,
   "val_loss": 2.629380226135254,
   "acc": 42.02,
   "f1": [
    0.688372015953064,
    0.48803818225860596,
    0.2713567018508911,
    0.2470587193965912,
    0.2536584436893463,
    0.3846152722835541,
    0.38888880610466003,
    0.4685713052749634,
    0.534031331539154,
    0.5161289572715759,
    0.19999992847442627,
    0.2473117560148239,
    0.4020099639892578,
    0.32291656732559204,
    0.24120594561100006,
    0.2887699604034424,
    0.4387753903865814,
    0.5361700654029846,
    0.41269823908805847,
    0.36809808015823364,
    0.6635512709617615,
    0.5974025130271912,
    0.3809523284435272,
    0.6039602756500244,
    0.6602869629859924,
    0.3440859317779541,
    0.36871495842933655,
    0.25396814942359924,
    0.5888323187828064,
    0.39325833320617676,
    0.41414129734039307,
    0.4018263518810272,
    0.3135133981704712,
    0.47524741291999817,
    0.3363635540008545,
    0.264317125082016,
    0.41414129734039307,
    0.25961530208587646,
    0.2727271616458893,
    0.6222221255302429,
    0.3936169147491455,
    0.7046630382537842,
    0.33755266666412354,
    0.3999998867511749,
    0.2121211439371109,
    0.20264311134815216,
    0.2430938482284546,
    0.5199998617172241,
    0.6515835523605347,
    0.5099998712539673,
    0.23076915740966797,
    0.34254133701324463,
    0.5726870894432068,
    0.6071427464485168,
    0.4975123405456543,
    0.1162789985537529,
    0.5846152901649475,
    0.45918354392051697,
    0.5520831942558289,
    0.3636362552642822,
    0.7881771922111511,
    0.5151513814926147,
    0.5221238136291504,
    0.4210525155067444,
    0.16666659712791443,
    0.2054053246974945,
    0.27083322405815125,
    0.36458322405815125,
    0.6844443082809448,
    0.6350710391998291,
    0.4195120930671692,
    0.639269232749939,
    0.15873010456562042,
    0.4083332419395447,
    0.26600977778434753,
    0.6161136031150818,
    0.6696831583976746,
    0.23300965130329132,
    0.2658958435058594,
    0.4162435233592987,
    0.21256029605865479,
    0.3121950626373291,
    0.6794257164001465,
    0.4137929677963257,
    0.3050846457481384,
    0.5238093733787537,
    0.5368419289588928,
    0.5089284181594849,
    0.1229049563407898,
    0.3733331859111786,
    0.33333325386047363,
    0.5118482112884521,
    0.2783504128456116,
    0.26804113388061523,
    0.6915886998176575,
    0.5170730352401733,
    0.3794870972633362,
    0.42156851291656494,
    0.2127658873796463,
    0.4260353744029999
   ],
   "time": 39.16345723718405,
   "param": null
  },
  {
   "epoch": 189,
   "train_loss": 0.004802473820745945,
   "val_loss": 2.651560068130493,
   "acc": 42.17,
   "f1": [
    0.6851851344108582,
    0.5070421695709229,
    0.26666656136512756,
    0.23170723021030426,
    0.251308798789978,
    0.38888880610466003,
    0.40350866317749023,
    0.4469272196292877,
    0.5208331942558289,
    0.5240640044212341,
    0.20118334889411926,
    0.24719089269638062,
    0.4019606411457062,
    0.3482586145401001,
    0.23809516429901123,
    0.2722512185573578,
    0.45833322405815125,
    0.5321887135505676,
    0.4086019992828369,
    0.35955044627189636,
    0.6930691599845886,
    0.6044443249702454,
    0.38918909430503845,
    0.5887848734855652,
    0.6731706857681274,
    0.36269423365592957,
    0.3666665554046631,
    0.25555548071861267,
    0.5757573843002319,
    0.3977271616458893,
    0.425531804561615,
    0.3943660855293274,
    0.32584258913993835,
    0.46445485949516296,
    0.3428570628166199,
    0.275229275226593,
    0.4338623583316803,
    0.2731706500053406,
    0.26600977778434753,
    0.6222221255302429,
    0.38541653752326965,
    0.7046630382537842,
    0.34042543172836304,
    0.3861384987831116,
    0.2121211439371109,
    0.19178074598312378,
    0.228260800242424,
    0.5145629644393921,
    0.6486485004425049,
    0.5170730352401733,
    0.22105254232883453,
    0.3406592309474945,
    0.5689654350280762,
    0.6126124858856201,
    0.5023254752159119,
    0.11904755234718323,
    0.5948716402053833,
    0.45685264468193054,
    0.5595853924751282,
    0.3586955666542053,
    0.7813951373100281,
    0.5148513317108154,
    0.5221238136291504,
    0.41935470700263977,
    0.18749992549419403,
    0.2054053246974945,
    0.2736841142177582,
    0.3555554449558258,
    0.6846845149993896,
    0.6291078925132751,
    0.42512065172195435,
    0.6238530874252319,
    0.14772720634937286,
    0.4249998927116394,
    0.2559240758419037,
    0.6132074594497681,
    0.6822428703308105,
    0.22966498136520386,
    0.265060156583786,
    0.3979056477546692,
    0.21568621695041656,
    0.30331745743751526,
    0.6816141605377197,
    0.4195120930671692,
    0.329670250415802,
    0.5273630023002625,
    0.5291004180908203,
    0.5044246912002563,
    0.14364632964134216,
    0.3727271258831024,
    0.3315507173538208,
    0.5070421695709229,
    0.2812499403953552,
    0.2736841142177582,
    0.7053138613700867,
    0.4950493574142456,
    0.3723403513431549,
    0.43781083822250366,
    0.2127658873796463,
    0.44943806529045105
   ],
   "time": 39.22962659224868,
   "param": null
  },
  {
   "epoch": 190,
   "train_loss": 0.004838235210627317,
   "val_loss": 2.8351006507873535,
   "acc": 42.01,
   "f1": [
    0.688372015953064,
    0.5023695826530457,
    0.2699999213218689,
    0.22891558706760406,
    0.25490185618400574,
    0.3999998867511749,
    0.3999998867511749,
    0.4491977095603943,
    0.5297296643257141,
    0.525139570236206,
    0.19428564608097076,
    0.23913034796714783,
    0.39805811643600464,
    0.31632643938064575,
    0.26600977778434753,
    0.2769230008125305,
    0.44444435834884644,
    0.5338981747627258,
    0.41666656732559204,
    0.3575417995452881,
    0.7244896292686462,
    0.5991188287734985,
    0.38043469190597534,
    0.5876776576042175,
    0.6411482095718384,
    0.3636362552642822,
    0.38888877630233765,
    0.2446807622909546,
    0.5858584046363831,
    0.38674020767211914,
    0.4179103374481201,
    0.39069753885269165,
    0.320441871881485,
    0.4585364758968353,
    0.32888880372047424,
    0.26008957624435425,
    0.41176459193229675,
    0.2723003923892975,
    0.2786068916320801,
    0.6229507327079773,
    0.40206170082092285,
    0.7083331942558289,
    0.3376622498035431,
    0.3904760777950287,
    0.20202013850212097,
    0.21333326399326324,
    0.24175815284252167,
    0.5199998617172241,
    0.6457397937774658,
    0.49999988079071045,
    0.228571355342865,
    0.3315507173538208,
    0.5739129781723022,
    0.6153844594955444,
    0.5024629235267639,
    0.11235948652029037,
    0.5846152901649475,
    0.45360812544822693,
    0.5578945875167847,
    0.3626372814178467,
    0.7850465774536133,
    0.518134593963623,
    0.5315313935279846,
    0.4083768427371979,
    0.18009470403194427,
    0.2054053246974945,
    0.2751321792602539,
    0.3516482412815094,
    0.7177032232284546,
    0.6411482095718384,
    0.43564343452453613,
    0.6291078925132751,
    0.15555550158023834,
    0.4291844367980957,
    0.24999991059303284,
    0.6132074594497681,
    0.6818180680274963,
    0.22966498136520386,
    0.24691346287727356,
    0.3959389626979828,
    0.20091316103935242,
    0.30769219994544983,
    0.6854459643363953,
    0.4120602011680603,
    0.31034475564956665,
    0.5339804887771606,
    0.5291004180908203,
    0.506912350654602,
    0.14893612265586853,
    0.368663489818573,
    0.33684200048446655,
    0.5145629644393921,
    0.26881712675094604,
    0.2673795819282532,
    0.6952379941940308,
    0.5076140761375427,
    0.38578668236732483,
    0.42051267623901367,
    0.21428564190864563,
    0.44067782163619995
   ],
   "time": 20.780553605407476,
   "param": null
  },
  {
   "epoch": 191,
   "train_loss": 0.00454669026657939,
   "val_loss": 2.484623670578003,
   "acc": 42.03,
   "f1": [
    0.6948355436325073,
    0.4927534759044647,
    0.2475246638059616,
    0.24539868533611298,
    0.25490185618400574,
    0.3981480300426483,
    0.3981480300426483,
    0.4745761454105377,
    0.5445024967193604,
    0.5081079602241516,
    0.20118334889411926,
    0.23529404401779175,
    0.3923443853855133,
    0.34343424439430237,
    0.2736841142177582,
    0.28260859847068787,
    0.44444429874420166,
    0.5361700654029846,
    0.41711217164993286,
    0.3636362850666046,
    0.6893202662467957,
    0.5887445211410522,
    0.3723403513431549,
    0.5876776576042175,
    0.6600984334945679,
    0.34972667694091797,
    0.39548009634017944,
    0.2446807622909546,
    0.5882351994514465,
    0.39548009634017944,
    0.41414129734039307,
    0.3946187198162079,
    0.32222211360931396,
    0.45685264468193054,
    0.33027511835098267,
    0.2532750070095062,
    0.42156851291656494,
    0.26794248819351196,
    0.2713567018508911,
    0.6222221255302429,
    0.38541653752326965,
    0.7157893776893616,
    0.3418802320957184,
    0.40609124302864075,
    0.21890540421009064,
    0.18518511950969696,
    0.2340424805879593,
    0.5123152136802673,
    0.6635943651199341,
    0.48756206035614014,
    0.2258063703775406,
    0.3369564116001129,
    0.5677964687347412,
    0.6188339591026306,
    0.4951455295085907,
    0.11834313720464706,
    0.5757573843002319,
    0.46874985098838806,
    0.5561496019363403,
    0.36956506967544556,
    0.7821780443191528,
    0.5199998617172241,
    0.5381165146827698,
    0.42162150144577026,
    0.18181811273097992,
    0.2099446803331375,
    0.26666656136512756,
    0.3707864284515381,
    0.678413987159729,
    0.6261681318283081,
    0.43564343452453613,
    0.6306304931640625,
    0.15135130286216736,
    0.4232363998889923,
    0.2735848128795624,
    0.6146340370178223,
    0.6727271676063538,
    0.23853203654289246,
    0.2470587193965912,
    0.4162435233592987,
    0.21100911498069763,
    0.30697670578956604,
    0.6822428703308105,
    0.41414129734039307,
    0.30857133865356445,
    0.5192306637763977,
    0.5235601663589478,
    0.4955751299858093,
    0.1390373706817627,
    0.3587442934513092,
    0.3350784480571747,
    0.5046727657318115,
    0.27472516894340515,
    0.26666656136512756,
    0.6915886998176575,
    0.49999988079071045,
    0.37499991059303284,
    0.4306218922138214,
    0.21874994039535522,
    0.43333321809768677
   ],
   "time": 19.26064030174166,
   "param": null
  },
  {
   "epoch": 192,
   "train_loss": 0.004965851083397865,
   "val_loss": 2.8003427982330322,
   "acc": 41.98,
   "f1": [
    0.6981130838394165,
    0.4857141971588135,
    0.26600977778434753,
    0.21794864535331726,
    0.2553190290927887,
    0.39285701513290405,
    0.3853210210800171,
    0.4659089744091034,
    0.5154638290405273,
    0.5108694434165955,
    0.1916166990995407,
    0.2404370754957199,
    0.3999999165534973,
    0.34999990463256836,
    0.2424241602420807,
    0.27118635177612305,
    0.45360812544822693,
    0.5338981747627258,
    0.41711217164993286,
    0.34482747316360474,
    0.6862744092941284,
    0.6153844594955444,
    0.38918909430503845,
    0.5876776576042175,
    0.6634145379066467,
    0.35359105467796326,
    0.3809523284435272,
    0.23834188282489777,
    0.5918366312980652,
    0.38709667325019836,
    0.42051267623901367,
    0.3981480300426483,
    0.32222211360931396,
    0.4705880880355835,
    0.34821417927742004,
    0.2620086967945099,
    0.4120602011680603,
    0.2692306935787201,
    0.26794248819351196,
    0.6222221255302429,
    0.39153432846069336,
    0.7010307908058167,
    0.3421051502227783,
    0.39215680956840515,
    0.2167486995458603,
    0.19266046583652496,
    0.22950810194015503,
    0.5096152424812317,
    0.6605502963066101,
    0.4899998903274536,
    0.22222213447093964,
    0.3387977182865143,
    0.5702126026153564,
    0.6133331656455994,
    0.492890864610672,
    0.11904755234718323,
    0.5858584046363831,
    0.4615383446216583,
    0.5608464479446411,
    0.3516482412815094,
    0.7692306041717529,
    0.5252523422241211,
    0.5221238136291504,
    0.423912912607193,
    0.18604646623134613,
    0.20765019953250885,
    0.26666656136512756,
    0.3707864284515381,
    0.678413987159729,
    0.6320753693580627,
    0.434782475233078,
    0.6267279982566833,
    0.14893612265586853,
    0.4249998927116394,
    0.2512076497077942,
    0.6183573603630066,
    0.6636362671852112,
    0.2347417026758194,
    0.2592591345310211,
    0.4120602011680603,
    0.21800939738750458,
    0.29906532168388367,
    0.6859902143478394,
    0.40404030680656433,
    0.31284910440444946,
    0.528846025466919,
    0.5208331942558289,
    0.5185183882713318,
    0.14285707473754883,
    0.37209296226501465,
    0.33684200048446655,
    0.49999988079071045,
    0.2842104732990265,
    0.2769230008125305,
    0.6889951229095459,
    0.4923075735569,
    0.3827749788761139,
    0.4343433380126953,
    0.210526242852211,
    0.4469272196292877
   ],
   "time": 19.260719131678343,
   "param": null
  },
  {
   "epoch": 193,
   "train_loss": 0.00539392651990056,
   "val_loss": 2.5804686546325684,
   "acc": 42.03,
   "f1": [
    0.7014216780662537,
    0.5140186548233032,
    0.24545449018478394,
    0.2485205978155136,
    0.26600977778434753,
    0.38356152176856995,
    0.3981899321079254,
    0.4745761454105377,
    0.5185183882713318,
    0.5189187526702881,
    0.20238088071346283,
    0.2371133416891098,
    0.3880595862865448,
    0.31746023893356323,
    0.251308798789978,
    0.26666656136512756,
    0.43781083822250366,
    0.5333332419395447,
    0.42162150144577026,
    0.35582810640335083,
    0.7064675688743591,
    0.5938863754272461,
    0.3874344527721405,
    0.5809522867202759,
    0.6699506640434265,
    0.35602086782455444,
    0.38709667325019836,
    0.25125616788864136,
    0.5825241804122925,
    0.38636353611946106,
    0.4145076870918274,
    0.4036695957183838,
    0.3111110329627991,
    0.46601933240890503,
    0.32579174637794495,
    0.27555546164512634,
    0.40579700469970703,
    0.2686566412448883,
    0.281406968832016,
    0.6256982088088989,
    0.38341957330703735,
    0.7127658128738403,
    0.3524228036403656,
    0.4059404730796814,
    0.2094240039587021,
    0.19004517793655396,
    0.2404370754957199,
    0.5170730352401733,
    0.6574072241783142,
    0.5148513317108154,
    0.22702695429325104,
    0.34254133701324463,
    0.5579397678375244,
    0.616071343421936,
    0.5098037719726562,
    0.11695900559425354,
    0.5899998545646667,
    0.4731181561946869,
    0.5520831942558289,
    0.3617020547389984,
    0.7761192321777344,
    0.5148513317108154,
    0.5363634824752808,
    0.4232803285121918,
    0.1735159158706665,
    0.19587622582912445,
    0.2694299519062042,
    0.3617020547389984,
    0.6754384636878967,
    0.623255729675293,
    0.4278606176376343,
    0.6244342923164368,
    0.15135130286216736,
    0.4149376451969147,
    0.26666656136512756,
    0.6103284358978271,
    0.6636770367622375,
    0.23584897816181183,
    0.22929932177066803,
    0.41269823908805847,
    0.21395343542099,
    0.30331745743751526,
    0.6886791586875916,
    0.40609124302864075,
    0.31818172335624695,
    0.5527637004852295,
    0.5154638290405273,
    0.49777767062187195,
    0.13259662687778473,
    0.3577980697154999,
    0.34042540192604065,
    0.5221673846244812,
    0.28571420907974243,
    0.2713567018508911,
    0.7014216780662537,
    0.5142855644226074,
    0.35675665736198425,
    0.4292682111263275,
    0.21874994039535522,
    0.44444429874420166
   ],
   "time": 19.275288491509855,
   "param": null
  },
  {
   "epoch": 194,
   "train_loss": 0.004748369101434946,
   "val_loss": 2.8603413105010986,
   "acc": 42.01,
   "f1": [
    0.6915886998176575,
    0.504761815071106,
    0.25125616788864136,
    0.24999988079071045,
    0.24875615537166595,
    0.3904760777950287,
    0.3943660855293274,
    0.4632767140865326,
    0.520408034324646,
    0.5193368792533875,
    0.1916166990995407,
    0.24175815284252167,
    0.3942306339740753,
    0.3487178385257721,
    0.2686566412448883,
    0.29629620909690857,
    0.43781083822250366,
    0.5121950507164001,
    0.40206170082092285,
    0.3542855978012085,
    0.6930691599845886,
    0.5897434949874878,
    0.3736262619495392,
    0.5700933337211609,
    0.666666567325592,
    0.3469386696815491,
    0.3999998867511749,
    0.24999991059303284,
    0.5940592885017395,
    0.382978618144989,
    0.4226802885532379,
    0.40178558230400085,
    0.32258057594299316,
    0.4705880880355835,
    0.33179715275764465,
    0.2685184180736542,
    0.42156851291656494,
    0.2561575770378113,
    0.2647058069705963,
    0.6263735294342041,
    0.39153432846069336,
    0.7083331942558289,
    0.33744847774505615,
    0.3999998867511749,
    0.20304562151432037,
    0.1835748255252838,
    0.24580998718738556,
    0.5199998617172241,
    0.6576575636863708,
    0.49261072278022766,
    0.21649475395679474,
    0.33684200048446655,
    0.5603446960449219,
    0.6188339591026306,
    0.5048542022705078,
    0.12345672398805618,
    0.5786800384521484,
    0.46632111072540283,
    0.5555554628372192,
    0.37158459424972534,
    0.7904760241508484,
    0.5026176571846008,
    0.5291478633880615,
    0.41052618622779846,
    0.19047613441944122,
    0.19289332628250122,
    0.26262614130973816,
    0.36464083194732666,
    0.706976592540741,
    0.6320753693580627,
    0.4278606176376343,
    0.6238530874252319,
    0.15300540626049042,
    0.421052485704422,
    0.26046502590179443,
    0.624390184879303,
    0.6493505239486694,
    0.2403845638036728,
    0.23602473735809326,
    0.4148934781551361,
    0.2037036269903183,
    0.31999990344047546,
    0.6794257164001465,
    0.4102562665939331,
    0.3060108423233032,
    0.5365853309631348,
    0.5257730484008789,
    0.5067872405052185,
    0.14893612265586853,
    0.3778800964355469,
    0.3208555281162262,
    0.504761815071106,
    0.2751321792602539,
    0.26881712675094604,
    0.6854459643363953,
    0.5099998712539673,
    0.39215680956840515,
    0.4210525155067444,
    0.22459883987903595,
    0.4418603479862213
   ],
   "time": 19.284224812872708,
   "param": null
  },
  {
   "epoch": 195,
   "train_loss": 0.006593496538698673,
   "val_loss": 2.8986246585845947,
   "acc": 41.93,
   "f1": [
    0.6948355436325073,
    0.4953269362449646,
    0.2559240758419037,
    0.23312875628471375,
    0.25490185618400574,
    0.39069753885269165,
    0.39090898633003235,
    0.4659089744091034,
    0.5142855644226074,
    0.5168538093566895,
    0.18934904038906097,
    0.23655906319618225,
    0.3980098366737366,
    0.3465345501899719,
    0.24615377187728882,
    0.2765956223011017,
    0.4432988464832306,
    0.5338981747627258,
    0.41269823908805847,
    0.348314493894577,
    0.6999998688697815,
    0.5913042426109314,
    0.38502663373947144,
    0.5781989693641663,
    0.6666665077209473,
    0.3487178385257721,
    0.3809523284435272,
    0.23350247740745544,
    0.5858584046363831,
    0.39285704493522644,
    0.4059404730796814,
    0.39069753885269165,
    0.3135133981704712,
    0.47524741291999817,
    0.3272726535797119,
    0.2620086967945099,
    0.40579700469970703,
    0.26341456174850464,
    0.2871793806552887,
    0.6263735294342041,
    0.39999985694885254,
    0.7046630382537842,
    0.3489360511302948,
    0.396135151386261,
    0.21649475395679474,
    0.18957340717315674,
    0.2378377616405487,
    0.5174128413200378,
    0.660633385181427,
    0.4950493574142456,
    0.23204411566257477,
    0.3351350426673889,
    0.5689654350280762,
    0.6133331656455994,
    0.5073169469833374,
    0.11976040154695511,
    0.5846152901649475,
    0.46391740441322327,
    0.5583755373954773,
    0.3666665554046631,
    0.776698887348175,
    0.5106381177902222,
    0.5221238136291504,
    0.41935470700263977,
    0.1896551102399826,
    0.19999991357326508,
    0.27083322405815125,
    0.3575417995452881,
    0.6905827522277832,
    0.6261681318283081,
    0.4278606176376343,
    0.6267279982566833,
    0.14893612265586853,
    0.41975298523902893,
    0.2692306935787201,
    0.6103284358978271,
    0.6820275187492371,
    0.22330091893672943,
    0.24539868533611298,
    0.4123710095882416,
    0.21698106825351715,
    0.30769219994544983,
    0.6824643611907959,
    0.4081631302833557,
    0.30939218401908875,
    0.5454543828964233,
    0.5368419289588928,
    0.49327346682548523,
    0.13559316098690033,
    0.3738316595554352,
    0.3386242389678955,
    0.4976957440376282,
    0.2765956223011017,
    0.2769230008125305,
    0.6952379941940308,
    0.5048542022705078,
    0.3711339235305786,
    0.42253509163856506,
    0.21874994039535522,
    0.4418603479862213
   ],
   "time": 19.27507538627833,
   "param": null
  },
  {
   "epoch": 196,
   "train_loss": 0.00471859285607934,
   "val_loss": 2.5679101943969727,
   "acc": 42.05,
   "f1": [
    0.6820275187492371,
    0.5023695826530457,
    0.26341456174850464,
    0.23809516429901123,
    0.2564101815223694,
    0.38053086400032043,
    0.39449530839920044,
    0.4692735970020294,
    0.520408034324646,
    0.5111110210418701,
    0.2048192024230957,
    0.23655906319618225,
    0.4019606411457062,
    0.3399999141693115,
    0.2371133416891098,
    0.26373615860939026,
    0.44791656732559204,
    0.5486724376678467,
    0.42162150144577026,
    0.36046499013900757,
    0.6930691599845886,
    0.6036034822463989,
    0.37499991059303284,
    0.579439103603363,
    0.6633662581443787,
    0.34736835956573486,
    0.3764704465866089,
    0.2404370754957199,
    0.5858584046363831,
    0.4044942855834961,
    0.40975597500801086,
    0.3926939368247986,
    0.31284910440444946,
    0.46231144666671753,
    0.3363635540008545,
    0.2572613060474396,
    0.41414129734039307,
    0.2718445658683777,
    0.2583731412887573,
    0.6222221255302429,
    0.39583319425582886,
    0.7089946269989014,
    0.3448275029659271,
    0.3999998867511749,
    0.21999992430210114,
    0.19626161456108093,
    0.2340424805879593,
    0.5148513317108154,
    0.642857015132904,
    0.49999988079071045,
    0.2258063703775406,
    0.3406592309474945,
    0.5677964687347412,
    0.6025103330612183,
    0.49999988079071045,
    0.11904755234718323,
    0.582914412021637,
    0.4731181561946869,
    0.5538460612297058,
    0.36065563559532166,
    0.7843136787414551,
    0.5221673846244812,
    0.5263157486915588,
    0.4232803285121918,
    0.19138747453689575,
    0.20765019953250885,
    0.26804113388061523,
    0.3636362552642822,
    0.6940637826919556,
    0.6181817054748535,
    0.4292682111263275,
    0.6272726058959961,
    0.13483139872550964,
    0.41666656732559204,
    0.2561575770378113,
    0.6132074594497681,
    0.6785712838172913,
    0.2475246638059616,
    0.265060156583786,
    0.41414129734039307,
    0.210526242852211,
    0.31050220131874084,
    0.6824643611907959,
    0.39622631669044495,
    0.29885047674179077,
    0.5308055877685547,
    0.5312498211860657,
    0.511415421962738,
    0.1390373706817627,
    0.3644443452358246,
    0.33684200048446655,
    0.5167463421821594,
    0.28260859847068787,
    0.26881712675094604,
    0.688372015953064,
    0.4975123405456543,
    0.3959389626979828,
    0.44791656732559204,
    0.2094240039587021,
    0.43575406074523926
   ],
   "time": 19.24323226045817,
   "param": null
  },
  {
   "epoch": 197,
   "train_loss": 0.004804506432265043,
   "val_loss": 2.7069122791290283,
   "acc": 42.06,
   "f1": [
    0.7081338167190552,
    0.4857141971588135,
    0.25490185618400574,
    0.2456139326095581,
    0.253807008266449,
    0.3926939368247986,
    0.39639630913734436,
    0.47953203320503235,
    0.5199998617172241,
    0.5111110210418701,
    0.19883033633232117,
    0.24580998718738556,
    0.390243798494339,
    0.33684200048446655,
    0.253807008266449,
    0.29508185386657715,
    0.43999987840652466,
    0.5338981747627258,
    0.4083768427371979,
    0.3592813014984131,
    0.6896550059318542,
    0.6044443249702454,
    0.37894728779792786,
    0.5779815316200256,
    0.6635069251060486,
    0.3578946590423584,
    0.3999998867511749,
    0.23529404401779175,
    0.5858584046363831,
    0.3934425115585327,
    0.4162435233592987,
    0.4018263518810272,
    0.32584258913993835,
    0.4585364758968353,
    0.34101372957229614,
    0.271493136882782,
    0.4081631302833557,
    0.2660549581050873,
    0.2741115987300873,
    0.6222221255302429,
    0.38541653752326965,
    0.7046630382537842,
    0.3361343741416931,
    0.40609124302864075,
    0.17204295098781586,
    0.198198139667511,
    0.2340424805879593,
    0.5170730352401733,
    0.6486485004425049,
    0.49019595980644226,
    0.21874994039535522,
    0.3406592309474945,
    0.5774056911468506,
    0.616071343421936,
    0.504761815071106,
    0.1162789985537529,
    0.5743588209152222,
    0.4607328474521637,
    0.5473682880401611,
    0.3666665554046631,
    0.7714284658432007,
    0.5177663564682007,
    0.5291478633880615,
    0.41935470700263977,
    0.18264833092689514,
    0.194871723651886,
    0.2713567018508911,
    0.3756905198097229,
    0.6944442987442017,
    0.6411482095718384,
    0.4307691156864166,
    0.6320753693580627,
    0.15873010456562042,
    0.4219408333301544,
    0.25490185618400574,
    0.6095237135887146,
    0.6637166738510132,
    0.23923437297344208,
    0.265060156583786,
    0.4248703718185425,
    0.22222216427326202,
    0.29906532168388367,
    0.6794257164001465,
    0.4145076870918274,
    0.30857133865356445,
    0.5233643651008606,
    0.5284972786903381,
    0.5158370137214661,
    0.13756607472896576,
    0.36529669165611267,
    0.3316061198711395,
    0.5247523188591003,
    0.2887699604034424,
    0.2812499403953552,
    0.7014216780662537,
    0.5151513814926147,
    0.38341957330703735,
    0.4230768084526062,
    0.21319790184497833,
    0.44067782163619995
   ],
   "time": 19.259754017926753,
   "param": null
  },
  {
   "epoch": 198,
   "train_loss": 0.0052989693358540535,
   "val_loss": 2.6600472927093506,
   "acc": 41.93,
   "f1": [
    0.7053138613700867,
    0.4953269362449646,
    0.26262614130973816,
    0.2138364166021347,
    0.2561575770378113,
    0.39622631669044495,
    0.39090898633003235,
    0.4678361415863037,
    0.5319147706031799,
    0.5240640044212341,
    0.20731700956821442,
    0.22471901774406433,
    0.38139525055885315,
    0.3417084515094757,
    0.26666656136512756,
    0.28571417927742004,
    0.44444429874420166,
    0.5228214263916016,
    0.42285704612731934,
    0.3529410660266876,
    0.6995072364807129,
    0.6036034822463989,
    0.38144323229789734,
    0.5849055051803589,
    0.6764704585075378,
    0.34254133701324463,
    0.3908045291900635,
    0.23232315480709076,
    0.595959484577179,
    0.4044942855834961,
    0.4242422580718994,
    0.39449530839920044,
    0.329670250415802,
    0.45918354392051697,
    0.3300969898700714,
    0.26244333386421204,
    0.4120602011680603,
    0.26341456174850464,
    0.2699999213218689,
    0.6263735294342041,
    0.38341957330703735,
    0.697435736656189,
    0.3428570628166199,
    0.41414129734039307,
    0.18274106085300446,
    0.198198139667511,
    0.2378377616405487,
    0.5070421695709229,
    0.6605502963066101,
    0.48756206035614014,
    0.22950810194015503,
    0.3387977182865143,
    0.5654007196426392,
    0.6079294085502625,
    0.5024629235267639,
    0.1156068742275238,
    0.5799998641014099,
    0.45595842599868774,
    0.559139609336853,
    0.3654821515083313,
    0.7809522151947021,
    0.5196077227592468,
    0.5286343097686768,
    0.41711217164993286,
    0.1759258508682251,
    0.19459453225135803,
    0.2736841142177582,
    0.36559128761291504,
    0.7042252421379089,
    0.6442306041717529,
    0.43216070532798767,
    0.6325579881668091,
    0.14130428433418274,
    0.4170211851596832,
    0.25233638286590576,
    0.6161136031150818,
    0.6607141494750977,
    0.23300965130329132,
    0.2514968812465668,
    0.39583319425582886,
    0.2046510875225067,
    0.30555546283721924,
    0.6822428703308105,
    0.40796008706092834,
    0.30337071418762207,
    0.5333331823348999,
    0.5230767726898193,
    0.49999988079071045,
    0.14130428433418274,
    0.3580785095691681,
    0.3315507173538208,
    0.5120771527290344,
    0.2702701687812805,
    0.26804113388061523,
    0.6820275187492371,
    0.5151513814926147,
    0.38144323229789734,
    0.4210525155067444,
    0.20833326876163483,
    0.4431816637516022
   ],
   "time": 19.279691220261157,
   "param": null
  },
  {
   "epoch": 199,
   "train_loss": 0.004375444259494543,
   "val_loss": 2.6591005325317383,
   "acc": 42.03,
   "f1": [
    0.6948355436325073,
    0.5094338655471802,
    0.25490185618400574,
    0.23312875628471375,
    0.2699999213218689,
    0.37499988079071045,
    0.3981480300426483,
    0.47190994024276733,
    0.5130888819694519,
    0.5056177973747253,
    0.20118334889411926,
    0.25274714827537537,
    0.3999998867511749,
    0.34999990463256836,
    0.2436547577381134,
    0.28415289521217346,
    0.4502616822719574,
    0.5431033372879028,
    0.4262293577194214,
    0.35365843772888184,
    0.6763284206390381,
    0.5955554842948914,
    0.36815908551216125,
    0.579439103603363,
    0.6699027419090271,
    0.3384614586830139,
    0.382978618144989,
    0.24615377187728882,
    0.5742572546005249,
    0.39106133580207825,
    0.4183672070503235,
    0.39252325892448425,
    0.32222211360931396,
    0.4670049846172333,
    0.33962252736091614,
    0.26484012603759766,
    0.42857128381729126,
    0.27884605526924133,
    0.2713567018508911,
    0.6229507327079773,
    0.38974347710609436,
    0.7157893776893616,
    0.3433475196361542,
    0.4020099639892578,
    0.21782170236110687,
    0.2095237374305725,
    0.2404370754957199,
    0.5148513317108154,
    0.6486485004425049,
    0.48756206035614014,
    0.22459883987903595,
    0.3315507173538208,
    0.566523551940918,
    0.6098653674125671,
    0.4953269362449646,
    0.1162789985537529,
    0.5846152901649475,
    0.47826072573661804,
    0.5538460612297058,
    0.36065563559532166,
    0.7920790910720825,
    0.5049503445625305,
    0.5198236703872681,
    0.43093910813331604,
    0.1844659447669983,
    0.2054053246974945,
    0.2512076497077942,
    0.3699420988559723,
    0.6909089088439941,
    0.6320753693580627,
    0.419999897480011,
    0.6448596715927124,
    0.14772720634937286,
    0.4232363998889923,
    0.26415085792541504,
    0.6124400496482849,
    0.6727271676063538,
    0.22222216427326202,
    0.26136353611946106,
    0.3979056477546692,
    0.21296289563179016,
    0.3113206624984741,
    0.6761903762817383,
    0.4236452281475067,
    0.32258057594299316,
    0.5196077227592468,
    0.5154638290405273,
    0.4957263767719269,
    0.1405404806137085,
    0.3783782124519348,
    0.324607253074646,
    0.5046727657318115,
    0.26315781474113464,
    0.281406968832016,
    0.704761803150177,
    0.49999988079071045,
    0.38341957330703735,
    0.43216070532798767,
    0.21989519894123077,
    0.44444432854652405
   ],
   "time": 19.282312327064574,
   "param": null
  }
 ]
}