{ "Accuracy": 46.56, "Time": [ 6.168522266638465, 0.3335132200629521, 1509.264518033713 ], "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": 3.363567590713501, "val_loss": 3.3581860065460205, "acc": 18.8, "f1": [ 0.37004393339157104, 0.2906976044178009, 0.11764701455831528, 0.11235948652029037, 0.019047604873776436, 0.21052628755569458, 0.03305782005190849, 0.16981124877929688, 0.15107905864715576, 0.2739725410938263, 0.03773583099246025, 0.0, 0.21719448268413544, 0.05607474222779274, 0.06278020888566971, 0.12322267889976501, 0.2212388664484024, 0.1481480896472931, 0.17977523803710938, 0.16187986731529236, 0.2972972095012665, 0.23744283616542816, 0.18045106530189514, 0.4274192452430725, 0.38732388615608215, 0.10084028542041779, 0.07499993592500687, 0.08823523670434952, 0.2749999165534973, 0.0701754093170166, 0.29629623889923096, 0.06779656559228897, 0.08928567916154861, 0.12167295068502426, 0.14897575974464417, 0.11735936999320984, 0.22775794565677643, 0.11111105233430862, 0.11545621603727341, 0.07999995350837708, 0.03478258103132248, 0.327868789434433, 0.0869564488530159, 0.1081080511212349, 0.09271517395973206, 0.0, 0.0, 0.318471223115921, 0.18897630274295807, 0.14379078149795532, 0.07058820128440857, 0.11363628506660461, 0.5660375952720642, 0.3698112368583679, 0.2612611949443817, 0.081632599234581, 0.22994644939899445, 0.04444439709186554, 0.09259255975484848, 0.043478213250637054, 0.483754426240921, 0.253807008266449, 0.39130425453186035, 0.24999991059303284, 0.019047604873776436, 0.13888882100582123, 0.0790959894657135, 0.17283941805362701, 0.41691839694976807, 0.2792791724205017, 0.28176790475845337, 0.29139062762260437, 0.03418800234794617, 0.2779660224914551, 0.017093989998102188, 0.43979042768478394, 0.31205663084983826, 0.05681813135743141, 0.018867909908294678, 0.07936502993106842, 0.019230758771300316, 0.05839410796761513, 0.5347592234611511, 0.15503868460655212, 0.04878043383359909, 0.20168058574199677, 0.09174308180809021, 0.1290322095155716, 0.10958899557590485, 0.16216209530830383, 0.019801972433924675, 0.19298243522644043, 0.15384609997272491, 0.057553909718990326, 0.30496448278427124, 0.17241373658180237, 0.1503758728504181, 0.17910441756248474, 0.09599995613098145, 0.08474572747945786 ], "time": 6.611110110767186, "param": null }, { "epoch": 1, "train_loss": 2.7678327560424805, "val_loss": 3.3802573680877686, "acc": 20.97, "f1": [ 0.41290315985679626, 0.3122362196445465, 0.11049720644950867, 0.19323663413524628, 0.03225803002715111, 0.19178074598312378, 0.15999993681907654, 0.19047611951828003, 0.12280696630477905, 0.2594935894012451, 0.05357140302658081, 0.0, 0.24137921631336212, 0.12598420679569244, 0.10526309162378311, 0.15151509642601013, 0.14516125619411469, 0.17699109017848969, 0.0, 0.13114748895168304, 0.4028775990009308, 0.1100916936993599, 0.06896547973155975, 0.23809516429901123, 0.37499991059303284, 0.26388877630233765, 0.07339446991682053, 0.10687018185853958, 0.328611820936203, 0.17322827875614166, 0.20883527398109436, 0.17910441756248474, 0.19689112901687622, 0.10909086465835571, 0.019047604873776436, 0.018348604440689087, 0.09599997848272324, 0.057692285627126694, 0.14718610048294067, 0.18749991059303284, 0.10714281350374222, 0.4179103374481201, 0.11382109671831131, 0.13872826099395752, 0.035398200154304504, 0.03846152126789093, 0.11678826063871384, 0.44585973024368286, 0.25599992275238037, 0.34905651211738586, 0.05161285027861595, 0.11678826063871384, 0.3259258270263672, 0.3164299726486206, 0.34013596177101135, 0.07216490805149078, 0.39473670721054077, 0.21587297320365906, 0.18897630274295807, 0.231999933719635, 0.5671641230583191, 0.32520318031311035, 0.3068782389163971, 0.1801801174879074, 0.018181798979640007, 0.0666666105389595, 0.0, 0.21728388965129852, 0.4505927860736847, 0.21605834364891052, 0.34513264894485474, 0.4397589862346649, 0.05813947692513466, 0.19230762124061584, 0.03738315775990486, 0.4840763211250305, 0.40955621004104614, 0.10144922137260437, 0.019047604873776436, 0.17419350147247314, 0.03333330154418945, 0.04799995943903923, 0.5084744691848755, 0.11382109671831131, 0.10476183891296387, 0.20168058574199677, 0.32051271200180054, 0.16666659712791443, 0.0, 0.2480619251728058, 0.06956518441438675, 0.34972667694091797, 0.09999995678663254, 0.0, 0.4596773386001587, 0.29861101508140564, 0.15384608507156372, 0.16113737225532532, 0.13852806389331818, 0.12206566333770752 ], "time": 6.105007400736213, "param": null }, { "epoch": 2, "train_loss": 2.535719156265259, "val_loss": 3.38897442817688, "acc": 21.82, "f1": [ 0.4477611184120178, 0.3253011107444763, 0.08928567916154861, 0.08866989612579346, 0.04999995976686478, 0.1449274718761444, 0.19047611951828003, 0.20472434163093567, 0.11836113035678864, 0.4098359942436218, 0.1594202220439911, 0.06837603449821472, 0.17744912207126617, 0.14171652495861053, 0.19534875452518463, 0.04761900380253792, 0.16055843234062195, 0.2127659022808075, 0.08928567916154861, 0.20817838609218597, 0.3197968900203705, 0.4148934781551361, 0.27777767181396484, 0.11214949190616608, 0.5502644181251526, 0.18404904007911682, 0.057692285627126694, 0.05555552989244461, 0.28947359323501587, 0.29850736260414124, 0.17187494039535522, 0.11111105233430862, 0.160714253783226, 0.32579174637794495, 0.13017743825912476, 0.15686267614364624, 0.0, 0.15723267197608948, 0.05555552989244461, 0.24285705387592316, 0.3050846755504608, 0.509316623210907, 0.06779656559228897, 0.0, 0.03448272496461868, 0.09032251685857773, 0.18292675912380219, 0.4148934781551361, 0.35036492347717285, 0.08474572747945786, 0.0, 0.0707964226603508, 0.5911328792572021, 0.442952960729599, 0.26666659116744995, 0.03669722378253937, 0.4189721941947937, 0.2314048856496811, 0.2212388664484024, 0.22222214937210083, 0.6291078925132751, 0.33333325386047363, 0.4149658977985382, 0.210526242852211, 0.03636360913515091, 0.03669722378253937, 0.09302320331335068, 0.20740734040737152, 0.6296294927597046, 0.4031619727611542, 0.3435581922531128, 0.4634144902229309, 0.0, 0.30150744318962097, 0.05454542860388756, 0.3025209307670593, 0.5034012794494629, 0.03809521719813347, 0.0, 0.20833326876163483, 0.06535942107439041, 0.1200827807188034, 0.5327867269515991, 0.24844713509082794, 0.09252665936946869, 0.11864402145147324, 0.2807016372680664, 0.140715092420578, 0.015747996047139168, 0.17670677602291107, 0.0754716694355011, 0.32520315051078796, 0.018867909908294678, 0.035398200154304504, 0.30666661262512207, 0.3733331859111786, 0.08928567916154861, 0.06557372957468033, 0.05357140302658081, 0.08620686084032059 ], "time": 5.942273147404194, "param": null }, { "epoch": 3, "train_loss": 2.285754919052124, "val_loss": 2.7523093223571777, "acc": 32.64, "f1": [ 0.6777776479721069, 0.44808733463287354, 0.2376236915588379, 0.11570242792367935, 0.1360543668270111, 0.360248327255249, 0.2587268352508545, 0.31901833415031433, 0.3100303113460541, 0.506493330001831, 0.22222214937210083, 0.20224712789058685, 0.3134327232837677, 0.26751580834388733, 0.24999991059303284, 0.18791939318180084, 0.34013596177101135, 0.5098037719726562, 0.29473677277565, 0.2721087336540222, 0.6508874893188477, 0.41975298523902893, 0.2794116735458374, 0.4408600926399231, 0.33846142888069153, 0.30107519030570984, 0.26388877630233765, 0.20501133799552917, 0.5185183882713318, 0.2397259622812271, 0.33884286880493164, 0.3463686406612396, 0.33939382433891296, 0.41573023796081543, 0.19801974296569824, 0.05454542860388756, 0.210526242852211, 0.32579174637794495, 0.17303818464279175, 0.4251967668533325, 0.33333322405815125, 0.6018517017364502, 0.22222216427326202, 0.14634142816066742, 0.15126045048236847, 0.13114747405052185, 0.23529404401779175, 0.43165460228919983, 0.39598986506462097, 0.48039206862449646, 0.09039541333913803, 0.27173903584480286, 0.596638560295105, 0.507771909236908, 0.4878047704696655, 0.11428564786911011, 0.5202310085296631, 0.4086019992828369, 0.3700786530971527, 0.37398362159729004, 0.6511626243591309, 0.41666656732559204, 0.34394893050193787, 0.423912912607193, 0.12765952944755554, 0.17679551243782043, 0.20155031979084015, 0.2264150083065033, 0.711340069770813, 0.5641024112701416, 0.3552630543708801, 0.5629627704620361, 0.09523804485797882, 0.31521734595298767, 0.16312050819396973, 0.5666665434837341, 0.40601497888565063, 0.12972965836524963, 0.14379078149795532, 0.30303022265434265, 0.05084741488099098, 0.18032778799533844, 0.5350876450538635, 0.30065348744392395, 0.21556879580020905, 0.47407400608062744, 0.3980098366737366, 0.2879999279975891, 0.19191910326480865, 0.3098590672016144, 0.3351954519748688, 0.36721307039260864, 0.08474572747945786, 0.16326524317264557, 0.6455695033073425, 0.38095223903656006, 0.2585032880306244, 0.213483065366745, 0.11538457125425339, 0.3088234066963196 ], "time": 5.8980889124795794, "param": null }, { "epoch": 4, "train_loss": 2.143537759780884, "val_loss": 2.6251978874206543, "acc": 35.26, "f1": [ 0.5910930633544922, 0.39215683937072754, 0.21343867480754852, 0.15068486332893372, 0.1414140909910202, 0.3274335563182831, 0.3709090054035187, 0.38636353611946106, 0.4460430443286896, 0.49710968136787415, 0.3195265531539917, 0.11764701455831528, 0.29940110445022583, 0.21705420315265656, 0.2751321792602539, 0.24472565948963165, 0.33783775568008423, 0.5531913638114929, 0.23703694343566895, 0.24580998718738556, 0.6941174864768982, 0.3600972592830658, 0.32142847776412964, 0.46153831481933594, 0.496402770280838, 0.13008125126361847, 0.1639343649148941, 0.23529404401779175, 0.5384613871574402, 0.31205663084983826, 0.378378301858902, 0.3743841052055359, 0.3282441794872284, 0.4105958938598633, 0.2939067482948303, 0.18060195446014404, 0.2758619785308838, 0.15624994039535522, 0.2207791656255722, 0.4550263583660126, 0.3435581922531128, 0.6354165077209473, 0.24657529592514038, 0.34745752811431885, 0.25203242897987366, 0.16883111000061035, 0.27306264638900757, 0.4777776598930359, 0.6413041353225708, 0.5314008593559265, 0.060150329023599625, 0.31872501969337463, 0.5714284777641296, 0.5209301114082336, 0.45833322405815125, 0.14213192462921143, 0.6195651292800903, 0.3908045291900635, 0.31249988079071045, 0.3707864284515381, 0.6919829845428467, 0.39735087752342224, 0.37602174282073975, 0.3771427571773529, 0.19791658222675323, 0.16216209530830383, 0.10169486701488495, 0.24460424482822418, 0.711340069770813, 0.47586193680763245, 0.26666659116744995, 0.4852069914340973, 0.17021270096302032, 0.38709673285484314, 0.24316103756427765, 0.6276593804359436, 0.6478871703147888, 0.16318781673908234, 0.18309852480888367, 0.29473677277565, 0.07100585103034973, 0.160714253783226, 0.5590060353279114, 0.35121941566467285, 0.27722764015197754, 0.5411763787269592, 0.29268285632133484, 0.4411763548851013, 0.2374998927116394, 0.3975153863430023, 0.23602473735809326, 0.5698922872543335, 0.15873010456562042, 0.10769226402044296, 0.6899998784065247, 0.41249990463256836, 0.3542855978012085, 0.32835814356803894, 0.12182734906673431, 0.35978829860687256 ], "time": 5.764552703127265, "param": null }, { "epoch": 5, "train_loss": 1.8286657333374023, "val_loss": 2.8693649768829346, "acc": 34.16, "f1": [ 0.6999998688697815, 0.3758388161659241, 0.20512811839580536, 0.08333329111337662, 0.08403357863426208, 0.23132525384426117, 0.4293783903121948, 0.4230768084526062, 0.331707239151001, 0.2669490873813629, 0.21582727134227753, 0.24516120553016663, 0.31764698028564453, 0.25688064098358154, 0.2193547636270523, 0.12499993294477463, 0.326315701007843, 0.4051947295665741, 0.26277366280555725, 0.32579174637794495, 0.6705200672149658, 0.45714274048805237, 0.3003951609134674, 0.14754094183444977, 0.5783131122589111, 0.16990287601947784, 0.2834644913673401, 0.19607838988304138, 0.5502644181251526, 0.36448585987091064, 0.33783775568008423, 0.25316447019577026, 0.38709667325019836, 0.3755101263523102, 0.29370617866516113, 0.16666659712791443, 0.15652169287204742, 0.2456139624118805, 0.15662643313407898, 0.3904108703136444, 0.267080694437027, 0.46202531456947327, 0.24113468825817108, 0.22222214937210083, 0.0958903580904007, 0.18055549263954163, 0.2681563198566437, 0.4836064279079437, 0.5652172565460205, 0.3129250705242157, 0.10714281350374222, 0.36065563559532166, 0.4749998450279236, 0.4741378724575043, 0.4608694612979889, 0.11475405097007751, 0.5579397678375244, 0.3826086223125458, 0.48401811718940735, 0.39826828241348267, 0.5732898116111755, 0.37681150436401367, 0.3850930631160736, 0.32061055302619934, 0.1799999475479126, 0.23574136197566986, 0.2129276990890503, 0.13445372879505157, 0.7303369045257568, 0.405714213848114, 0.23437494039535522, 0.5185183882713318, 0.10084028542041779, 0.38162538409233093, 0.11214949190616608, 0.5538460612297058, 0.6195651292800903, 0.1499999463558197, 0.2264150232076645, 0.3257574439048767, 0.1642511636018753, 0.3532763123512268, 0.5672725439071655, 0.31081071496009827, 0.30057793855667114, 0.3926379680633545, 0.4338623583316803, 0.36933788657188416, 0.23529404401779175, 0.3483870029449463, 0.32222211360931396, 0.4530385434627533, 0.1641024947166443, 0.1629629135131836, 0.6530610918998718, 0.3703702986240387, 0.3076922297477722, 0.3061888813972473, 0.03738315775990486, 0.37433144450187683 ], "time": 5.945476049557328, "param": null }, { "epoch": 6, "train_loss": 1.7594401836395264, "val_loss": 2.7949564456939697, "acc": 33.75, "f1": [ 0.6066349744796753, 0.42352932691574097, 0.22834637761116028, 0.09917350858449936, 0.19531244039535522, 0.31205663084983826, 0.21138201653957367, 0.37499991059303284, 0.38095226883888245, 0.486772358417511, 0.2564101815223694, 0.17843861877918243, 0.36879420280456543, 0.15999993681907654, 0.24427475035190582, 0.2399999350309372, 0.35714274644851685, 0.3050847053527832, 0.25352105498313904, 0.33333322405815125, 0.5945944786071777, 0.4426228404045105, 0.358024537563324, 0.3999999165534973, 0.4936707317829132, 0.323943555355072, 0.3496502637863159, 0.23904375731945038, 0.5628740787506104, 0.32061058282852173, 0.3630135953426361, 0.31325289607048035, 0.29351526498794556, 0.33576634526252747, 0.29473677277565, 0.14965979754924774, 0.2888086140155792, 0.3041473925113678, 0.2147650420665741, 0.36879420280456543, 0.3346938192844391, 0.5938863754272461, 0.22929932177066803, 0.30366483330726624, 0.154929518699646, 0.1834060400724411, 0.22818784415721893, 0.47999992966651917, 0.6019416451454163, 0.44347813725471497, 0.14778321981430054, 0.31775689125061035, 0.5714284181594849, 0.5419353246688843, 0.4249998927116394, 0.1103447824716568, 0.5918366312980652, 0.2389705330133438, 0.37410059571266174, 0.35714274644851685, 0.702702522277832, 0.447368323802948, 0.44444429874420166, 0.37696322798728943, 0.15999993681907654, 0.2436547577381134, 0.05714283511042595, 0.3593749403953552, 0.6266664862632751, 0.5566036701202393, 0.4154588282108307, 0.5381525158882141, 0.16666662693023682, 0.3135133981704712, 0.2287389487028122, 0.619999885559082, 0.7142854928970337, 0.2018347978591919, 0.19318175315856934, 0.19696961343288422, 0.13675208389759064, 0.23021577298641205, 0.5315313935279846, 0.2870812714099884, 0.21705420315265656, 0.5384613871574402, 0.4155843257904053, 0.44578301906585693, 0.2272726446390152, 0.3165466785430908, 0.34309613704681396, 0.5027931928634644, 0.054054029285907745, 0.20370367169380188, 0.4341084063053131, 0.36704114079475403, 0.2131146788597107, 0.3908045291900635, 0.19428567588329315, 0.331034392118454 ], "time": 6.124188027344644, "param": null }, { "epoch": 7, "train_loss": 1.4609061479568481, "val_loss": 2.8210318088531494, "acc": 36.37, "f1": [ 0.37837833166122437, 0.44537800550460815, 0.22707417607307434, 0.26666656136512756, 0.12598420679569244, 0.3489931523799896, 0.36842095851898193, 0.39330533146858215, 0.4477611184120178, 0.5053762197494507, 0.24598921835422516, 0.2258063703775406, 0.30769219994544983, 0.3832334280014038, 0.25675666332244873, 0.26785707473754883, 0.3862067759037018, 0.5549736618995667, 0.30697670578956604, 0.29813653230667114, 0.6274508237838745, 0.4914284646511078, 0.3116881847381592, 0.5051193833351135, 0.5076140761375427, 0.29139062762260437, 0.29951682686805725, 0.251428484916687, 0.6467065215110779, 0.3975153863430023, 0.362499862909317, 0.35897424817085266, 0.28859052062034607, 0.43216070532798767, 0.28855711221694946, 0.18090447783470154, 0.30115818977355957, 0.37885454297065735, 0.213483065366745, 0.45751625299453735, 0.3867923319339752, 0.6708073019981384, 0.26086944341659546, 0.3820223808288574, 0.13432830572128296, 0.1240309551358223, 0.19672124087810516, 0.5042734146118164, 0.6352940201759338, 0.462633341550827, 0.1417003720998764, 0.3184078335762024, 0.5858584046363831, 0.4969695806503296, 0.4269661605358124, 0.04799995943903923, 0.5645932555198669, 0.29429423809051514, 0.4645159840583801, 0.33451950550079346, 0.6227543354034424, 0.5714284777641296, 0.42704617977142334, 0.27373063564300537, 0.14838705956935883, 0.14479632675647736, 0.2773721516132355, 0.368663489818573, 0.6866952180862427, 0.5579397678375244, 0.3169397711753845, 0.4113473892211914, 0.17424236238002777, 0.35833320021629333, 0.26086950302124023, 0.6698111891746521, 0.6568626165390015, 0.18248169124126434, 0.22222214937210083, 0.3546098470687866, 0.09356718510389328, 0.4183005392551422, 0.6304346323013306, 0.21118006110191345, 0.32335323095321655, 0.5222928524017334, 0.4129031002521515, 0.42639580368995667, 0.1983470320701599, 0.3648647665977478, 0.3524589240550995, 0.526829183101654, 0.19540224969387054, 0.16901402175426483, 0.7046630382537842, 0.3053433895111084, 0.34042543172836304, 0.279411643743515, 0.17721512913703918, 0.37373724579811096 ], "time": 6.105078647844493, "param": null }, { "epoch": 8, "train_loss": 1.4518193006515503, "val_loss": 3.335334539413452, "acc": 31.09, "f1": [ 0.5270268321037292, 0.3832334280014038, 0.21989519894123077, 0.188888818025589, 0.1759258508682251, 0.20512811839580536, 0.3314284682273865, 0.3160621225833893, 0.22257548570632935, 0.41610726714134216, 0.24120594561100006, 0.17021268606185913, 0.08928567916154861, 0.36046499013900757, 0.2580644488334656, 0.28749987483024597, 0.3647797703742981, 0.28124991059303284, 0.2696628272533417, 0.33939382433891296, 0.5793101787567139, 0.5026736855506897, 0.3508770763874054, 0.5110130310058594, 0.5578945875167847, 0.2290075570344925, 0.2115868479013443, 0.17391297221183777, 0.5930231213569641, 0.33802807331085205, 0.3709090054035187, 0.29577454924583435, 0.33720916509628296, 0.26153838634490967, 0.25730982422828674, 0.16455689072608948, 0.24060142040252686, 0.281406968832016, 0.1126759946346283, 0.3690475523471832, 0.32467523217201233, 0.5523808598518372, 0.18009470403194427, 0.15748025476932526, 0.13173647224903107, 0.16935478150844574, 0.20895515382289886, 0.43835604190826416, 0.32108309864997864, 0.28853753209114075, 0.14285710453987122, 0.23580780625343323, 0.5971562266349792, 0.46808499097824097, 0.4622640609741211, 0.046511583030223846, 0.6111109852790833, 0.3431371748447418, 0.3636362850666046, 0.31506839394569397, 0.21428564190864563, 0.5073169469833374, 0.2769230008125305, 0.33576634526252747, 0.22549012303352356, 0.0491802878677845, 0.20553353428840637, 0.24427472054958344, 0.6918917894363403, 0.4507041275501251, 0.3468207120895386, 0.1454544961452484, 0.10738249123096466, 0.3295453190803528, 0.19230766594409943, 0.6742855310440063, 0.5306121110916138, 0.07339446991682053, 0.20054195821285248, 0.31999990344047546, 0.14184391498565674, 0.41379299759864807, 0.6854459643363953, 0.35359105467796326, 0.19259251654148102, 0.5443785786628723, 0.4417177140712738, 0.2276422083377838, 0.17712169885635376, 0.23357655107975006, 0.3170730471611023, 0.5188678503036499, 0.28915655612945557, 0.21428565680980682, 0.5294116735458374, 0.31818169355392456, 0.18032778799533844, 0.28444433212280273, 0.1499999314546585, 0.3166666030883789 ], "time": 6.134990180842578, "param": null }, { "epoch": 9, "train_loss": 1.2445995807647705, "val_loss": 3.995985746383667, "acc": 28.2, "f1": [ 0.6700506210327148, 0.34042543172836304, 0.18957340717315674, 0.14965979754924774, 0.16091948747634888, 0.2015809714794159, 0.20799992978572845, 0.2333332598209381, 0.38095226883888245, 0.22672061622142792, 0.2371133416891098, 0.1509433388710022, 0.35675665736198425, 0.31788066029548645, 0.3043477237224579, 0.09836061298847198, 0.31092432141304016, 0.4777776598930359, 0.2582780718803406, 0.25423723459243774, 0.5666665434837341, 0.3999998867511749, 0.2797201871871948, 0.28571417927742004, 0.5197739005088806, 0.15211264789104462, 0.12844032049179077, 0.20437948405742645, 0.38056668639183044, 0.27199992537498474, 0.25599992275238037, 0.23129244148731232, 0.19469021260738373, 0.34343424439430237, 0.2127659022808075, 0.11282043904066086, 0.15757569670677185, 0.21301770210266113, 0.08474572747945786, 0.40975597500801086, 0.11715478450059891, 0.580644965171814, 0.07476632297039032, 0.10909086465835571, 0.07741929590702057, 0.13846148550510406, 0.23204411566257477, 0.07619044184684753, 0.41538453102111816, 0.2519684433937073, 0.09248548746109009, 0.24034328758716583, 0.4662575423717499, 0.3999999165534973, 0.4266665279865265, 0.0451127365231514, 0.5297296643257141, 0.28482964634895325, 0.36129021644592285, 0.2933332324028015, 0.6199260354042053, 0.522222101688385, 0.31944435834884644, 0.32432422041893005, 0.12121206521987915, 0.15662643313407898, 0.1857142299413681, 0.3076922297477722, 0.6628569960594177, 0.3724927604198456, 0.2148759514093399, 0.43999993801116943, 0.19444438815116882, 0.31818172335624695, 0.19393931329250336, 0.5662649273872375, 0.4159543812274933, 0.16417904198169708, 0.152671679854393, 0.15929199755191803, 0.08648642897605896, 0.3008849024772644, 0.7142855525016785, 0.2705881595611572, 0.15432094037532806, 0.4785274565219879, 0.29803910851478577, 0.286666601896286, 0.09756092727184296, 0.22399991750717163, 0.36842095851898193, 0.4567900002002716, 0.03448272496461868, 0.10084028542041779, 0.22739017009735107, 0.367346853017807, 0.26515141129493713, 0.28571417927742004, 0.13054826855659485, 0.324607253074646 ], "time": 6.00160232745111, "param": null }, { "epoch": 10, "train_loss": 1.1790298223495483, "val_loss": 2.8980677127838135, "acc": 37.76, "f1": [ 0.53987717628479, 0.5076140761375427, 0.25906726717948914, 0.2629968822002411, 0.2345678210258484, 0.31901830434799194, 0.37373724579811096, 0.22222213447093964, 0.46753236651420593, 0.475524365901947, 0.2592591345310211, 0.20105813443660736, 0.3129250705242157, 0.3636362552642822, 0.2871793806552887, 0.33027511835098267, 0.44755232334136963, 0.547770619392395, 0.33333322405815125, 0.2754489779472351, 0.5670497417449951, 0.46808499097824097, 0.3568074107170105, 0.5026736855506897, 0.5933012366294861, 0.24034328758716583, 0.3445945084095001, 0.2540982663631439, 0.5663716197013855, 0.4177776873111725, 0.4499998986721039, 0.33333322405815125, 0.30065348744392395, 0.34177201986312866, 0.31067952513694763, 0.14473678171634674, 0.3895130157470703, 0.3459458649158478, 0.19047613441944122, 0.49756085872650146, 0.31067952513694763, 0.6521738171577454, 0.31055888533592224, 0.37704911828041077, 0.2264150232076645, 0.1648350954055786, 0.24262291193008423, 0.5161288976669312, 0.6136362552642822, 0.45847171545028687, 0.18072283267974854, 0.3113206624984741, 0.6384975910186768, 0.5593868494033813, 0.5252523422241211, 0.14285708963871002, 0.4782607853412628, 0.35294109582901, 0.47619032859802246, 0.3529410660266876, 0.7323941588401794, 0.4210525155067444, 0.46153831481933594, 0.3351350426673889, 0.2131146788597107, 0.2014387845993042, 0.21348309516906738, 0.35023030638694763, 0.7485378384590149, 0.5918366312980652, 0.3178293704986572, 0.5822783708572388, 0.12686562538146973, 0.3557691276073456, 0.2954544723033905, 0.5948274731636047, 0.5974024534225464, 0.2275448441505432, 0.25157222151756287, 0.37681150436401367, 0.07339446991682053, 0.3783782720565796, 0.6907215118408203, 0.31524544954299927, 0.31092432141304016, 0.43827152252197266, 0.41379302740097046, 0.46009382605552673, 0.29885047674179077, 0.4066389203071594, 0.3917524814605713, 0.539215624332428, 0.13836471736431122, 0.15028895437717438, 0.7272725701332092, 0.43850257992744446, 0.3831774890422821, 0.3350784480571747, 0.17948712408542633, 0.3088234066963196 ], "time": 5.960024475120008, "param": null }, { "epoch": 11, "train_loss": 0.9757397174835205, "val_loss": 3.313260078430176, "acc": 33.48, "f1": [ 0.5952380299568176, 0.41891881823539734, 0.20338977873325348, 0.1866666078567505, 0.1648351401090622, 0.3505975306034088, 0.41176459193229675, 0.4022345542907715, 0.40624988079071045, 0.5068492293357849, 0.2612611949443817, 0.2117646485567093, 0.2706766128540039, 0.26388877630233765, 0.2723003923892975, 0.1774192750453949, 0.3710406422615051, 0.4238409399986267, 0.1857142299413681, 0.17187494039535522, 0.666666567325592, 0.47761180996894836, 0.31764698028564453, 0.45348823070526123, 0.5027931928634644, 0.23030294477939606, 0.272108793258667, 0.1459227204322815, 0.5853657126426697, 0.4142010807991028, 0.3636362850666046, 0.31428563594818115, 0.3050846457481384, 0.3566878139972687, 0.22388054430484772, 0.2264150083065033, 0.32558128237724304, 0.17910441756248474, 0.21722839772701263, 0.44848471879959106, 0.29213473200798035, 0.5714284777641296, 0.22784802317619324, 0.3131312429904938, 0.13846150040626526, 0.1559632420539856, 0.2532750070095062, 0.4269661605358124, 0.5751632452011108, 0.46586331725120544, 0.16571423411369324, 0.3542434275150299, 0.48387083411216736, 0.5547444224357605, 0.4736841022968292, 0.08579083532094955, 0.5189871788024902, 0.3675212860107422, 0.3972601890563965, 0.31046923995018005, 0.6700506210327148, 0.49773746728897095, 0.4916665554046631, 0.3320156931877136, 0.19191910326480865, 0.11666662245988846, 0.29896897077560425, 0.26966285705566406, 0.6818180680274963, 0.5754715800285339, 0.23076915740966797, 0.56126469373703, 0.14723920822143555, 0.3439999520778656, 0.22857137024402618, 0.6222221255302429, 0.5882351994514465, 0.23611104488372803, 0.22321420907974243, 0.22222214937210083, 0.0886075422167778, 0.3829786479473114, 0.6829267144203186, 0.3276835083961487, 0.12698407471179962, 0.45226117968559265, 0.29139062762260437, 0.46242761611938477, 0.18867920339107513, 0.39285704493522644, 0.330826997756958, 0.36856362223625183, 0.18791939318180084, 0.15549592673778534, 0.474820077419281, 0.4433496594429016, 0.019230758771300316, 0.13675208389759064, 0.1970442682504654, 0.4018690288066864 ], "time": 5.953172726556659, "param": null }, { "epoch": 12, "train_loss": 0.7894476652145386, "val_loss": 3.3836143016815186, "acc": 35.99, "f1": [ 0.6721990704536438, 0.4946235418319702, 0.19736838340759277, 0.19004517793655396, 0.12949636578559875, 0.44970402121543884, 0.3289472758769989, 0.2677164673805237, 0.42682915925979614, 0.4413144290447235, 0.27329182624816895, 0.2100839763879776, 0.3841806650161743, 0.3499998450279236, 0.31818172335624695, 0.18749991059303284, 0.4203820824623108, 0.47999992966651917, 0.30621999502182007, 0.22429899871349335, 0.7093021869659424, 0.45454537868499756, 0.37499991059303284, 0.37499985098838806, 0.5548385381698608, 0.35294109582901, 0.23622041940689087, 0.2025315761566162, 0.45138877630233765, 0.41314542293548584, 0.36514514684677124, 0.36619704961776733, 0.3566878139972687, 0.36144569516181946, 0.283950537443161, 0.1509433388710022, 0.154929518699646, 0.30456843972206116, 0.23173800110816956, 0.4549761712551117, 0.2949307858943939, 0.602040708065033, 0.1768706887960434, 0.26573416590690613, 0.15517236292362213, 0.19999994337558746, 0.21978014707565308, 0.48587560653686523, 0.6054052114486694, 0.4672130346298218, 0.17112290859222412, 0.3186812400817871, 0.5409834980964661, 0.5544553399085999, 0.4907974302768707, 0.16888882219791412, 0.48398569226264954, 0.42290738224983215, 0.362318754196167, 0.27436816692352295, 0.6475408673286438, 0.4210525155067444, 0.4416665732860565, 0.34782594442367554, 0.14012733101844788, 0.23589736223220825, 0.2660549581050873, 0.32812491059303284, 0.5929647088050842, 0.5504586100578308, 0.34394893050193787, 0.4486485719680786, 0.13810737431049347, 0.34513264894485474, 0.20689648389816284, 0.6009851098060608, 0.587719202041626, 0.21965309977531433, 0.212290421128273, 0.2617800235748291, 0.09929072856903076, 0.4295300841331482, 0.6557375192642212, 0.291139155626297, 0.1951218694448471, 0.522222101688385, 0.43678146600723267, 0.46616533398628235, 0.19999992847442627, 0.2941175401210785, 0.4095236659049988, 0.5024629235267639, 0.03278684988617897, 0.21839071810245514, 0.7283235192298889, 0.38907843828201294, 0.28426387906074524, 0.37696322798728943, 0.18338105082511902, 0.35384607315063477 ], "time": 5.970737187191844, "param": null }, { "epoch": 13, "train_loss": 0.6899992227554321, "val_loss": 3.2004640102386475, "acc": 36.59, "f1": [ 0.6559138894081116, 0.45595842599868774, 0.2272726595401764, 0.24701185524463654, 0.19999992847442627, 0.3066665530204773, 0.30769217014312744, 0.4099377691745758, 0.4055943191051483, 0.43438899517059326, 0.268292635679245, 0.20494693517684937, 0.36423835158348083, 0.2774868309497833, 0.3165466785430908, 0.22939062118530273, 0.3827749788761139, 0.48387083411216736, 0.33992087841033936, 0.318471223115921, 0.6815640926361084, 0.47846877574920654, 0.3976607024669647, 0.4785274565219879, 0.5263156294822693, 0.23312877118587494, 0.30409345030784607, 0.217391237616539, 0.6081869602203369, 0.3076922297477722, 0.37125736474990845, 0.33027511835098267, 0.3026314675807953, 0.3464565873146057, 0.3320156931877136, 0.21978014707565308, 0.29931965470314026, 0.2622949779033661, 0.2547169029712677, 0.4604315757751465, 0.29523801803588867, 0.5773194432258606, 0.3026314675807953, 0.43564343452453613, 0.09722216427326202, 0.16842098534107208, 0.14925366640090942, 0.436893105506897, 0.5821594595909119, 0.4102562963962555, 0.1550387144088745, 0.37499985098838806, 0.5620436668395996, 0.5428570508956909, 0.4459458291530609, 0.16091948747634888, 0.5269460082054138, 0.40624988079071045, 0.42727261781692505, 0.3057323694229126, 0.6915886998176575, 0.44444432854652405, 0.38596484065055847, 0.3537413775920868, 0.2256409376859665, 0.2244897186756134, 0.24836592376232147, 0.3917524814605713, 0.6787328720092773, 0.5369648933410645, 0.40251561999320984, 0.5887095332145691, 0.1836734265089035, 0.3939392864704132, 0.26136353611946106, 0.5454544425010681, 0.5882351994514465, 0.17266181111335754, 0.2147650271654129, 0.30555543303489685, 0.1290322095155716, 0.3601531684398651, 0.5914396047592163, 0.256410151720047, 0.3096233606338501, 0.4307691156864166, 0.40764322876930237, 0.43199992179870605, 0.19277101755142212, 0.3230239748954773, 0.39195966720581055, 0.49773746728897095, 0.1768706887960434, 0.21538454294204712, 0.5787544846534729, 0.46363624930381775, 0.35964900255203247, 0.3367346227169037, 0.14634139835834503, 0.2758620083332062 ], "time": 6.198616484180093, "param": null }, { "epoch": 14, "train_loss": 0.5679335594177246, "val_loss": 3.6152756214141846, "acc": 36.07, "f1": [ 0.5133332014083862, 0.4819276034832001, 0.19811314344406128, 0.19230762124061584, 0.18834073841571808, 0.3714284896850586, 0.35102033615112305, 0.3763836622238159, 0.491227924823761, 0.5399999022483826, 0.16666659712791443, 0.2061854749917984, 0.41052618622779846, 0.3300969898700714, 0.306122362613678, 0.31372538208961487, 0.45360812544822693, 0.49006614089012146, 0.2550334632396698, 0.22619038820266724, 0.702702522277832, 0.510416567325592, 0.3495144844055176, 0.45121943950653076, 0.5252523422241211, 0.251308798789978, 0.24113468825817108, 0.20731700956821442, 0.534031331539154, 0.32978713512420654, 0.4059404730796814, 0.2790696918964386, 0.3316582143306732, 0.4096384644508362, 0.30409345030784607, 0.19444438815116882, 0.3147207200527191, 0.24999989569187164, 0.11864402145147324, 0.46017688512802124, 0.3738316595554352, 0.6043955087661743, 0.2533332407474518, 0.3529410660266876, 0.13559316098690033, 0.14046816527843475, 0.30275216698646545, 0.507936418056488, 0.4805193543434143, 0.5149252414703369, 0.2571427524089813, 0.3171805441379547, 0.38993698358535767, 0.5505616068840027, 0.25159233808517456, 0.13471496105194092, 0.6145831942558289, 0.39999985694885254, 0.4331796169281006, 0.33918121457099915, 0.7411763668060303, 0.4999998211860657, 0.40151503682136536, 0.35658904910087585, 0.24120594561100006, 0.2236841470003128, 0.26845628023147583, 0.40796008706092834, 0.7777776122093201, 0.5599998831748962, 0.2228260189294815, 0.5180721879005432, 0.14207643270492554, 0.3470318615436554, 0.1818181276321411, 0.5934064984321594, 0.6424240469932556, 0.17866000533103943, 0.20708440244197845, 0.3534882664680481, 0.1379309892654419, 0.3439999520778656, 0.630302906036377, 0.3168315887451172, 0.275229275226593, 0.42580634355545044, 0.4864863455295563, 0.48076915740966797, 0.18181811273097992, 0.28124991059303284, 0.35820886492729187, 0.5654449462890625, 0.17999997735023499, 0.2269502729177475, 0.6170212030410767, 0.4566209018230438, 0.36585354804992676, 0.33093518018722534, 0.210526242852211, 0.42570269107818604 ], "time": 6.2928467793390155, "param": null }, { "epoch": 15, "train_loss": 0.577828586101532, "val_loss": 3.3217568397521973, "acc": 38.2, "f1": [ 0.6404492855072021, 0.44787636399269104, 0.2812499403953552, 0.14545448124408722, 0.2345678210258484, 0.3285713195800781, 0.33210325241088867, 0.45595842599868774, 0.5644170045852661, 0.549019455909729, 0.2614377737045288, 0.2374998927116394, 0.42051267623901367, 0.39473676681518555, 0.29677411913871765, 0.26973676681518555, 0.335570365190506, 0.5833331942558289, 0.29581987857818604, 0.2702701687812805, 0.6595743298530579, 0.5058822631835938, 0.36464083194732666, 0.45751625299453735, 0.5520831942558289, 0.3063828945159912, 0.28855711221694946, 0.20388342440128326, 0.5757573843002319, 0.32107013463974, 0.41884803771972656, 0.37185919284820557, 0.28742504119873047, 0.39735087752342224, 0.29710137844085693, 0.18579228222370148, 0.28834348917007446, 0.2959182858467102, 0.24074065685272217, 0.4919784665107727, 0.30555543303489685, 0.6742855310440063, 0.228260800242424, 0.3399999141693115, 0.1829652488231659, 0.2842104732990265, 0.24999991059303284, 0.46376800537109375, 0.6701569557189941, 0.5680471658706665, 0.18705028295516968, 0.2839116156101227, 0.5991188287734985, 0.5362318158149719, 0.475806325674057, 0.18374551832675934, 0.5714284777641296, 0.40641695261001587, 0.47297289967536926, 0.3976607024669647, 0.70588219165802, 0.38028159737586975, 0.46728962659835815, 0.359550416469574, 0.24193541705608368, 0.1257142275571823, 0.30270257592201233, 0.25352105498313904, 0.7281104326248169, 0.6235292553901672, 0.3549782335758209, 0.5189871788024902, 0.13836471736431122, 0.33333319425582886, 0.24778753519058228, 0.6806281208992004, 0.6484017372131348, 0.261744886636734, 0.27380943298339844, 0.38427940011024475, 0.18181811273097992, 0.3885713219642639, 0.7593581080436707, 0.3463686406612396, 0.25862061977386475, 0.5445024967193604, 0.4043714702129364, 0.4210525155067444, 0.23312875628471375, 0.4705880880355835, 0.3885713219642639, 0.5371427536010742, 0.23204411566257477, 0.2583332359790802, 0.7213113307952881, 0.34177201986312866, 0.41148313879966736, 0.34883710741996765, 0.2274509072303772, 0.41935470700263977 ], "time": 6.224202691577375, "param": null }, { "epoch": 16, "train_loss": 0.4035574495792389, "val_loss": 3.3431615829467773, "acc": 36.33, "f1": [ 0.4984024465084076, 0.45859864354133606, 0.20118334889411926, 0.15294109284877777, 0.19780214130878448, 0.38341957330703735, 0.33576634526252747, 0.4358973205089569, 0.531468391418457, 0.41269832849502563, 0.30350184440612793, 0.206303671002388, 0.3272726237773895, 0.30864188075065613, 0.24113468825817108, 0.2842104732990265, 0.3809523284435272, 0.579234778881073, 0.40394076704978943, 0.2424241602420807, 0.7403313517570496, 0.42068955302238464, 0.3394494354724884, 0.45283010601997375, 0.5473682880401611, 0.2660549581050873, 0.3421051502227783, 0.16993455588817596, 0.5348835587501526, 0.44444435834884644, 0.39106133580207825, 0.31428563594818115, 0.28776973485946655, 0.36111101508140564, 0.3534882664680481, 0.12999993562698364, 0.3408070504665375, 0.30526304244995117, 0.3008129298686981, 0.5443036556243896, 0.26666656136512756, 0.64327472448349, 0.3037973642349243, 0.38251355290412903, 0.17435890436172485, 0.15950913727283478, 0.22772268950939178, 0.486772358417511, 0.6024094820022583, 0.29687491059303284, 0.19753079116344452, 0.3369564116001129, 0.40490788221359253, 0.5028570294380188, 0.3971630334854126, 0.1307189017534256, 0.5544553399085999, 0.2825484275817871, 0.5444443225860596, 0.4019606411457062, 0.6815640926361084, 0.47916653752326965, 0.40718549489974976, 0.35467973351478577, 0.22222214937210083, 0.22485199570655823, 0.2589927613735199, 0.3162054419517517, 0.7446807622909546, 0.5235601663589478, 0.28571417927742004, 0.5979380011558533, 0.15489746630191803, 0.32183900475502014, 0.26881712675094604, 0.5700933337211609, 0.41647589206695557, 0.21374039351940155, 0.26086947321891785, 0.3855420649051666, 0.15966379642486572, 0.3841806650161743, 0.7052022218704224, 0.24050623178482056, 0.27814561128616333, 0.5076140761375427, 0.434782475233078, 0.4777776598930359, 0.12068961560726166, 0.4028775990009308, 0.37433144450187683, 0.5454544425010681, 0.18518511950969696, 0.1694914698600769, 0.6926406025886536, 0.4259258210659027, 0.4170615077018738, 0.37681150436401367, 0.1277954876422882, 0.3904760777950287 ], "time": 6.191669411957264, "param": null }, { "epoch": 17, "train_loss": 0.42471855878829956, "val_loss": 3.354111671447754, "acc": 36.52, "f1": [ 0.6535946130752563, 0.47161564230918884, 0.21965309977531433, 0.14906825125217438, 0.1913042813539505, 0.3579765260219574, 0.2980768382549286, 0.3576158285140991, 0.4194755554199219, 0.4819276034832001, 0.2727271318435669, 0.2212388664484024, 0.3849371671676636, 0.331707239151001, 0.3523315489292145, 0.28749987483024597, 0.3917524814605713, 0.5258214473724365, 0.3529410660266876, 0.3208555281162262, 0.5333331823348999, 0.44067782163619995, 0.3373492956161499, 0.1864406168460846, 0.4379560947418213, 0.3348415493965149, 0.38150280714035034, 0.2243901938199997, 0.506493330001831, 0.31050220131874084, 0.4125559628009796, 0.3168315887451172, 0.3478259742259979, 0.3599999248981476, 0.26666656136512756, 0.20359273254871368, 0.2399999350309372, 0.2790696918964386, 0.18719203770160675, 0.4488188326358795, 0.3609755337238312, 0.6511626243591309, 0.2822822332382202, 0.3515150547027588, 0.11111105233430862, 0.1858406364917755, 0.17204295098781586, 0.4607328474521637, 0.5892114639282227, 0.4577113389968872, 0.2037036269903183, 0.36714968085289, 0.5463413596153259, 0.6261681318283081, 0.48484838008880615, 0.165217325091362, 0.5731706023216248, 0.35862061381340027, 0.5084744095802307, 0.3655913174152374, 0.7359305620193481, 0.3783782720565796, 0.4567900002002716, 0.2999998927116394, 0.18633535504341125, 0.23529404401779175, 0.2536872625350952, 0.2837836742401123, 0.734939694404602, 0.5990782380104065, 0.48453593254089355, 0.5990337133407593, 0.1052631139755249, 0.3285713195800781, 0.2399999350309372, 0.6399998664855957, 0.5844154953956604, 0.12280696630477905, 0.2082018405199051, 0.31390124559402466, 0.08759118616580963, 0.3763836622238159, 0.642857015132904, 0.3522011637687683, 0.23859642446041107, 0.4293783903121948, 0.4474884569644928, 0.38983041048049927, 0.20817838609218597, 0.3522011637687683, 0.4293783903121948, 0.5586591362953186, 0.3387977182865143, 0.20588228106498718, 0.5337619781494141, 0.40358731150627136, 0.14285710453987122, 0.29249006509780884, 0.16494840383529663, 0.34615373611450195 ], "time": 6.1619163900613785, "param": null }, { "epoch": 18, "train_loss": 0.3260752260684967, "val_loss": 3.506207227706909, "acc": 39.48, "f1": [ 0.6239315271377563, 0.5549736618995667, 0.19999994337558746, 0.21848732233047485, 0.22471901774406433, 0.43749991059303284, 0.31999990344047546, 0.41346144676208496, 0.5149698853492737, 0.46082934737205505, 0.30697670578956604, 0.20895513892173767, 0.36123335361480713, 0.43902432918548584, 0.2872926890850067, 0.24413138628005981, 0.3576158583164215, 0.5730992555618286, 0.3265305459499359, 0.30388686060905457, 0.635837972164154, 0.4976957440376282, 0.3489360511302948, 0.5408161878585815, 0.547485888004303, 0.3076922297477722, 0.3431951701641083, 0.2208588421344757, 0.5583332777023315, 0.4024389386177063, 0.4236452281475067, 0.43999987840652466, 0.35955044627189636, 0.36082467436790466, 0.3693692684173584, 0.2522521913051605, 0.3374998867511749, 0.30701744556427, 0.2780747711658478, 0.5050503611564636, 0.30337071418762207, 0.6783624887466431, 0.31506839394569397, 0.33548372983932495, 0.18575848639011383, 0.21582727134227753, 0.26341456174850464, 0.53987717628479, 0.6265058517456055, 0.5921786427497864, 0.21118006110191345, 0.2992125153541565, 0.5844747424125671, 0.6086955666542053, 0.49777767062187195, 0.09852210432291031, 0.5882351994514465, 0.3168316185474396, 0.5124998688697815, 0.3734438419342041, 0.6796874403953552, 0.4819276034832001, 0.4276728630065918, 0.3809523284435272, 0.1775147169828415, 0.23300965130329132, 0.2923975884914398, 0.3894736170768738, 0.704761803150177, 0.6153845191001892, 0.4372468888759613, 0.5714284777641296, 0.15624994039535522, 0.3885713219642639, 0.2524271011352539, 0.5990337133407593, 0.6777776479721069, 0.19999994337558746, 0.2643677294254303, 0.36529669165611267, 0.17721512913703918, 0.40609124302864075, 0.7303369045257568, 0.3316582143306732, 0.27173903584480286, 0.4858298599720001, 0.42857131361961365, 0.43171796202659607, 0.19696961343288422, 0.3905324339866638, 0.4313724637031555, 0.5197739005088806, 0.27343741059303284, 0.22222213447093964, 0.6798028349876404, 0.44444435834884644, 0.314606636762619, 0.36018943786621094, 0.17283941805362701, 0.45810040831565857 ], "time": 6.046507662162185, "param": null }, { "epoch": 19, "train_loss": 0.3265097141265869, "val_loss": 3.8343241214752197, "acc": 36.18, "f1": [ 0.6774192452430725, 0.5197739005088806, 0.265060156583786, 0.16438350081443787, 0.2736841142177582, 0.3013697862625122, 0.3670884966850281, 0.34013596177101135, 0.3964756429195404, 0.3167154788970947, 0.1898733526468277, 0.24864855408668518, 0.2893400490283966, 0.3319837152957916, 0.2727271616458893, 0.1834060400724411, 0.34640514850616455, 0.5714284777641296, 0.32352930307388306, 0.24999991059303284, 0.6368157267570496, 0.47499990463256836, 0.36633655428886414, 0.31372538208961487, 0.53987717628479, 0.24999995529651642, 0.29850736260414124, 0.2577318847179413, 0.5550238490104675, 0.4153004288673401, 0.34042543172836304, 0.31081071496009827, 0.3522011637687683, 0.36241599917411804, 0.29268282651901245, 0.2117646485567093, 0.28148138523101807, 0.20224712789058685, 0.23270438611507416, 0.45685264468193054, 0.2868216037750244, 0.662650465965271, 0.23188398778438568, 0.36956506967544556, 0.17674411833286285, 0.18934904038906097, 0.24999991059303284, 0.5273630023002625, 0.6666665077209473, 0.32558128237724304, 0.17948710918426514, 0.279411643743515, 0.5679011344909668, 0.6145831942558289, 0.4635760486125946, 0.12785382568836212, 0.5649716258049011, 0.4200912117958069, 0.5137613415718079, 0.3699420988559723, 0.7263157367706299, 0.34108519554138184, 0.502564013004303, 0.36601296067237854, 0.12068961560726166, 0.213483065366745, 0.2790696918964386, 0.23188398778438568, 0.6820808053016663, 0.47970473766326904, 0.3374998867511749, 0.5309734344482422, 0.13197962939739227, 0.2783504128456116, 0.18461529910564423, 0.6570047736167908, 0.5443036556243896, 0.18848159909248352, 0.20634911954402924, 0.24324317276477814, 0.09722216427326202, 0.42477864027023315, 0.741463303565979, 0.34394893050193787, 0.3047617971897125, 0.44670039415359497, 0.3629031479358673, 0.31607621908187866, 0.26315781474113464, 0.3709090054035187, 0.376623272895813, 0.4615383744239807, 0.2124999314546585, 0.22222214937210083, 0.5860804915428162, 0.3622828423976898, 0.2676055133342743, 0.36190465092658997, 0.2099446803331375, 0.2601625323295593 ], "time": 5.9358786996454, "param": null }, { "epoch": 20, "train_loss": 0.3905673921108246, "val_loss": 3.4261858463287354, "acc": 38.45, "f1": [ 0.6941174864768982, 0.4651161730289459, 0.25352105498313904, 0.1499999314546585, 0.24096378684043884, 0.37623751163482666, 0.3414632976055145, 0.4301074147224426, 0.518518328666687, 0.3636362552642822, 0.2275448441505432, 0.23423415422439575, 0.30120471119880676, 0.3563217520713806, 0.292035311460495, 0.29896897077560425, 0.4102562963962555, 0.6054052114486694, 0.3096773326396942, 0.2683981955051422, 0.6627217531204224, 0.5108694434165955, 0.3926379084587097, 0.5572518110275269, 0.5937498807907104, 0.29585790634155273, 0.36470577120780945, 0.19277101755142212, 0.5714284777641296, 0.3666665554046631, 0.3563217520713806, 0.37815114855766296, 0.32124343514442444, 0.39999985694885254, 0.2695651352405548, 0.27173903584480286, 0.30851057171821594, 0.32432422041893005, 0.2412450611591339, 0.559139609336853, 0.3510637581348419, 0.5615383386611938, 0.2959640622138977, 0.3274335563182831, 0.1843317300081253, 0.1789472997188568, 0.24277448654174805, 0.43902432918548584, 0.5632182359695435, 0.49999988079071045, 0.2025315761566162, 0.3267325758934021, 0.6065572500228882, 0.6376810669898987, 0.45535701513290405, 0.1397058218717575, 0.5888887047767639, 0.35460981726646423, 0.510416567325592, 0.4043714702129364, 0.6335402131080627, 0.48447185754776, 0.403755784034729, 0.38541653752326965, 0.21774189174175262, 0.2959182858467102, 0.251308798789978, 0.3502824008464813, 0.721153736114502, 0.6363635063171387, 0.42051267623901367, 0.6181817054748535, 0.17837835848331451, 0.3855420649051666, 0.23655906319618225, 0.5714284777641296, 0.624203622341156, 0.18181811273097992, 0.23904375731945038, 0.3463686406612396, 0.148837149143219, 0.3523315489292145, 0.7234041690826416, 0.37804868817329407, 0.28571420907974243, 0.5308055877685547, 0.4491977095603943, 0.4249998927116394, 0.24472565948963165, 0.4615383744239807, 0.362790584564209, 0.5531913042068481, 0.2208588421344757, 0.193548321723938, 0.7195766568183899, 0.46351921558380127, 0.39153432846069336, 0.36956512928009033, 0.1989527940750122, 0.3352600038051605 ], "time": 6.116553771309555, "param": null }, { "epoch": 21, "train_loss": 0.3160269558429718, "val_loss": 3.5866284370422363, "acc": 38.15, "f1": [ 0.6378377079963684, 0.4454544484615326, 0.2758620083332062, 0.1818181276321411, 0.2488888055086136, 0.41048023104667664, 0.378109335899353, 0.36090216040611267, 0.4521738290786743, 0.42682915925979614, 0.2482757866382599, 0.22727267444133759, 0.3714284896850586, 0.3016759157180786, 0.27385884523391724, 0.3021581470966339, 0.3842363655567169, 0.6564101576805115, 0.2716048061847687, 0.26751580834388733, 0.6570047736167908, 0.4606059193611145, 0.34686335921287537, 0.44444432854652405, 0.492537260055542, 0.3316061198711395, 0.38095229864120483, 0.23280414938926697, 0.5714284181594849, 0.33333322405815125, 0.4177776873111725, 0.2992125153541565, 0.32369929552078247, 0.3711339235305786, 0.34920626878738403, 0.18009470403194427, 0.3057323694229126, 0.2790696620941162, 0.3157894015312195, 0.5157230496406555, 0.33333322405815125, 0.5806450843811035, 0.27160486578941345, 0.3529410660266876, 0.15384608507156372, 0.22478382289409637, 0.220779150724411, 0.46788978576660156, 0.6239315271377563, 0.5113635063171387, 0.14444437623023987, 0.364531934261322, 0.5296802520751953, 0.6421051621437073, 0.5309733152389526, 0.14166660606861115, 0.5789472460746765, 0.4685713052749634, 0.5121950507164001, 0.27631568908691406, 0.6942147016525269, 0.4794519543647766, 0.4433496594429016, 0.3800903856754303, 0.145695298910141, 0.23602473735809326, 0.2528735101222992, 0.2745096981525421, 0.7083331942558289, 0.6395347118377686, 0.393063485622406, 0.6161136031150818, 0.13836471736431122, 0.35897424817085266, 0.22321420907974243, 0.5953487157821655, 0.6543208360671997, 0.24193541705608368, 0.2129276990890503, 0.3389829695224762, 0.2095237374305725, 0.382978618144989, 0.715083658695221, 0.29677411913871765, 0.2965778410434723, 0.4331209361553192, 0.43708598613739014, 0.49019595980644226, 0.2575106620788574, 0.42051267623901367, 0.37433144450187683, 0.5188283324241638, 0.23255807161331177, 0.21722839772701263, 0.6969695687294006, 0.38578668236732483, 0.20270265638828278, 0.3195875287055969, 0.228571355342865, 0.31632643938064575 ], "time": 5.999811626970768, "param": null }, { "epoch": 22, "train_loss": 0.44097352027893066, "val_loss": 3.8528196811676025, "acc": 34.53, "f1": [ 0.5248225927352905, 0.47798728942871094, 0.19607838988304138, 0.11392398923635483, 0.20588228106498718, 0.40975597500801086, 0.3144652843475342, 0.3827749788761139, 0.40552979707717896, 0.48611095547676086, 0.18723398447036743, 0.23776216804981232, 0.39655160903930664, 0.2746780216693878, 0.3167419731616974, 0.1100916936993599, 0.3800903856754303, 0.35460981726646423, 0.3046356737613678, 0.36129021644592285, 0.5917158722877502, 0.4684683382511139, 0.29007625579833984, 0.47826072573661804, 0.5389220714569092, 0.2649005651473999, 0.35714274644851685, 0.24427475035190582, 0.5727270841598511, 0.4342104196548462, 0.33918121457099915, 0.3315507173538208, 0.31249991059303284, 0.3043477535247803, 0.35675665736198425, 0.19999992847442627, 0.30952370166778564, 0.2680411636829376, 0.18823520839214325, 0.4585364758968353, 0.38028159737586975, 0.577777624130249, 0.25116273760795593, 0.34177201986312866, 0.1194029375910759, 0.18106988072395325, 0.21978014707565308, 0.41568616032600403, 0.5929647088050842, 0.5380709171295166, 0.19269098341464996, 0.29508185386657715, 0.5217390656471252, 0.5194803476333618, 0.43678146600723267, 0.1672726720571518, 0.44559577107429504, 0.3157893419265747, 0.3962263762950897, 0.25499996542930603, 0.6705880761146545, 0.4057970345020294, 0.3731342554092407, 0.3373492956161499, 0.09374994784593582, 0.18749991059303284, 0.24390237033367157, 0.21621614694595337, 0.6216214895248413, 0.64327472448349, 0.39583325386047363, 0.5063289999961853, 0.12871280312538147, 0.23841053247451782, 0.13017743825912476, 0.6528496146202087, 0.5771810412406921, 0.22556383907794952, 0.18708235025405884, 0.3387977182865143, 0.07692302018404007, 0.37121203541755676, 0.657142698764801, 0.3529410660266876, 0.26160329580307007, 0.4640882611274719, 0.44848471879959106, 0.4260868728160858, 0.19191913306713104, 0.3152172863483429, 0.3448275029659271, 0.5154638290405273, 0.14173223078250885, 0.2121211588382721, 0.6467065215110779, 0.4087590277194977, 0.228571355342865, 0.28148138523101807, 0.1655171811580658, 0.29508185386657715 ], "time": 6.078125269152224, "param": null }, { "epoch": 23, "train_loss": 0.2792035937309265, "val_loss": 3.7005739212036133, "acc": 39.52, "f1": [ 0.6321837902069092, 0.5079363584518433, 0.2883720099925995, 0.1775147169828415, 0.2594141364097595, 0.40268445014953613, 0.35856562852859497, 0.40796008706092834, 0.4338623583316803, 0.5194803476333618, 0.2871793806552887, 0.23999996483325958, 0.4180789887905121, 0.29677411913871765, 0.3383083641529083, 0.3363635540008545, 0.4408600926399231, 0.5399999022483826, 0.3657141625881195, 0.28054288029670715, 0.6526314616203308, 0.49999988079071045, 0.39106133580207825, 0.511627733707428, 0.6249998807907104, 0.320441871881485, 0.35532984137535095, 0.2147650271654129, 0.569696843624115, 0.3496502637863159, 0.4052862524986267, 0.3232322335243225, 0.3699420988559723, 0.3714284598827362, 0.3320462703704834, 0.23008842766284943, 0.3240739703178406, 0.3228698670864105, 0.22222216427326202, 0.49350637197494507, 0.35365843772888184, 0.5887848734855652, 0.21722839772701263, 0.38356152176856995, 0.20209051668643951, 0.26540276408195496, 0.18404902517795563, 0.5662649273872375, 0.5825241804122925, 0.5208331942558289, 0.23622041940689087, 0.3542855978012085, 0.5725489854812622, 0.609625518321991, 0.5425531268119812, 0.15624994039535522, 0.5833332538604736, 0.47398826479911804, 0.524590015411377, 0.35064926743507385, 0.760416567325592, 0.45263150334358215, 0.42352932691574097, 0.37433144450187683, 0.22058817744255066, 0.19199994206428528, 0.362499862909317, 0.3798881769180298, 0.6832296252250671, 0.6105261445045471, 0.4835163652896881, 0.6698111891746521, 0.1449274867773056, 0.37158459424972534, 0.22377613186836243, 0.6113988757133484, 0.6405227184295654, 0.23280414938926697, 0.23157887160778046, 0.40206170082092285, 0.1725887656211853, 0.38043469190597534, 0.7499998807907104, 0.3999999165534973, 0.3364485204219818, 0.5471696853637695, 0.4678361415863037, 0.4662575423717499, 0.2763635516166687, 0.40384599566459656, 0.39166659116744995, 0.552941083908081, 0.2815532982349396, 0.2330826371908188, 0.721153736114502, 0.37499991059303284, 0.42708319425582886, 0.3899998664855957, 0.20645155012607574, 0.40217384696006775 ], "time": 6.057634918950498, "param": null }, { "epoch": 24, "train_loss": 0.2921842634677887, "val_loss": 3.5568172931671143, "acc": 38.78, "f1": [ 0.657534122467041, 0.49999988079071045, 0.251428484916687, 0.17708326876163483, 0.2419928014278412, 0.38043469190597534, 0.31506839394569397, 0.4338623583316803, 0.5035970211029053, 0.5561496019363403, 0.18300646543502808, 0.15126045048236847, 0.3862067759037018, 0.37804868817329407, 0.3319147825241089, 0.31489354372024536, 0.3657141625881195, 0.5462961196899414, 0.3419688045978546, 0.2790696918964386, 0.6703295111656189, 0.5517240166664124, 0.36470577120780945, 0.42857131361961365, 0.6222221255302429, 0.30674833059310913, 0.3522011637687683, 0.1546391248703003, 0.5135133862495422, 0.4302324652671814, 0.4239999055862427, 0.33913031220436096, 0.35820886492729187, 0.39189180731773376, 0.32432422041893005, 0.15966379642486572, 0.2967032194137573, 0.2790696620941162, 0.28464412689208984, 0.4782607853412628, 0.3083699643611908, 0.5953487157821655, 0.2692306935787201, 0.41304340958595276, 0.19780214130878448, 0.22881349921226501, 0.28310492634773254, 0.492890864610672, 0.6298341155052185, 0.5247523188591003, 0.21719448268413544, 0.31818169355392456, 0.511627733707428, 0.5964910984039307, 0.4777776598930359, 0.1461186707019806, 0.6031745076179504, 0.48387083411216736, 0.4999998211860657, 0.3999998867511749, 0.7263157367706299, 0.4873095452785492, 0.43925222754478455, 0.36082467436790466, 0.2136751413345337, 0.17959177494049072, 0.2705881595611572, 0.28806576132774353, 0.7359305620193481, 0.6461536884307861, 0.3763439953327179, 0.6368157267570496, 0.06944438815116882, 0.329268217086792, 0.2376236915588379, 0.5955054759979248, 0.6324785351753235, 0.2290075719356537, 0.21714277565479279, 0.3557691276073456, 0.14096909761428833, 0.43037962913513184, 0.6871793866157532, 0.35344812273979187, 0.24203814566135406, 0.5082871913909912, 0.4214874804019928, 0.4670049846172333, 0.2127659022808075, 0.37499991059303284, 0.42156851291656494, 0.5326085686683655, 0.25210076570510864, 0.22360241413116455, 0.7653059959411621, 0.3975153863430023, 0.38251355290412903, 0.35687726736068726, 0.20792071521282196, 0.423912912607193 ], "time": 6.121539140120149, "param": null }, { "epoch": 25, "train_loss": 0.23978330194950104, "val_loss": 3.659250259399414, "acc": 39.28, "f1": [ 0.6666665077209473, 0.47107425332069397, 0.28415289521217346, 0.1777777075767517, 0.23913034796714783, 0.4291844367980957, 0.34482747316360474, 0.42162150144577026, 0.49484527111053467, 0.48510628938674927, 0.30057793855667114, 0.2048192024230957, 0.37575745582580566, 0.34254133701324463, 0.2433861643075943, 0.2793295085430145, 0.45348823070526123, 0.5470851063728333, 0.33333322405815125, 0.2727271616458893, 0.6966290473937988, 0.522612988948822, 0.33050838112831116, 0.5191488265991211, 0.5882351398468018, 0.29473677277565, 0.3723403513431549, 0.1855669468641281, 0.5955054759979248, 0.43636354804039, 0.42063480615615845, 0.40476179122924805, 0.255208283662796, 0.36470577120780945, 0.36158180236816406, 0.2085307389497757, 0.348314493894577, 0.2838708758354187, 0.2755904495716095, 0.47161564230918884, 0.39449530839920044, 0.5739909410476685, 0.29059821367263794, 0.43678146600723267, 0.1792452037334442, 0.1773398518562317, 0.2721087336540222, 0.5118482112884521, 0.6488887667655945, 0.49599987268447876, 0.20444436371326447, 0.3386242389678955, 0.5197739005088806, 0.5588234066963196, 0.49999988079071045, 0.14285708963871002, 0.5925924777984619, 0.4851484000682831, 0.5809127688407898, 0.4410255253314972, 0.7513810992240906, 0.488262802362442, 0.43428558111190796, 0.41314542293548584, 0.21686740219593048, 0.23423415422439575, 0.24034328758716583, 0.3599999248981476, 0.7487682700157166, 0.6162160634994507, 0.36714968085289, 0.5131577253341675, 0.08092478662729263, 0.3489360511302948, 0.2634729743003845, 0.6595743298530579, 0.629441499710083, 0.16766461730003357, 0.15384608507156372, 0.3675675094127655, 0.16927896440029144, 0.3919999301433563, 0.7015705108642578, 0.40659332275390625, 0.3065692186355591, 0.5499998927116394, 0.4183672070503235, 0.452830046415329, 0.2793295085430145, 0.35616427659988403, 0.4081631302833557, 0.4931505620479584, 0.23030294477939606, 0.26984119415283203, 0.7065865993499756, 0.34586456418037415, 0.34920626878738403, 0.3502824008464813, 0.17333325743675232, 0.3211008310317993 ], "time": 6.1536984369158745, "param": null }, { "epoch": 26, "train_loss": 0.20271706581115723, "val_loss": 3.5068211555480957, "acc": 38.76, "f1": [ 0.6705880761146545, 0.5428570508956909, 0.2251655012369156, 0.21621613204479218, 0.1931033730506897, 0.3999998867511749, 0.35064926743507385, 0.35582810640335083, 0.5026176571846008, 0.49999988079071045, 0.12080531567335129, 0.14379078149795532, 0.3431371748447418, 0.33333325386047363, 0.2959640622138977, 0.3352600038051605, 0.3275861144065857, 0.5573769211769104, 0.34224584698677063, 0.31901830434799194, 0.6742855310440063, 0.42639580368995667, 0.4248703718185425, 0.5155554413795471, 0.5493561029434204, 0.3050846457481384, 0.38461530208587646, 0.17757000029087067, 0.48844873905181885, 0.3999999165534973, 0.35955044627189636, 0.3516482412815094, 0.2959640622138977, 0.3936169147491455, 0.38709667325019836, 0.22784805297851562, 0.35051536560058594, 0.2956520915031433, 0.29850736260414124, 0.49411749839782715, 0.30952370166778564, 0.5674417018890381, 0.2923975884914398, 0.4248703718185425, 0.16184966266155243, 0.2424241602420807, 0.23863628506660461, 0.4322032928466797, 0.6219511032104492, 0.5135133862495422, 0.1758241057395935, 0.35955044627189636, 0.43298953771591187, 0.5488720536231995, 0.5193368792533875, 0.1405404806137085, 0.528846025466919, 0.42512065172195435, 0.44578301906585693, 0.30172407627105713, 0.6666664481163025, 0.5053762197494507, 0.4690264165401459, 0.4277455508708954, 0.18181811273097992, 0.24778753519058228, 0.33333322405815125, 0.2901553809642792, 0.7019230127334595, 0.5617020726203918, 0.3411763310432434, 0.5675674080848694, 0.1693810522556305, 0.28193822503089905, 0.22935770452022552, 0.5488720536231995, 0.6380951404571533, 0.25490185618400574, 0.1775147169828415, 0.41935470700263977, 0.1642511636018753, 0.4221104085445404, 0.7486031651496887, 0.39999985694885254, 0.25352105498313904, 0.46534639596939087, 0.47398826479911804, 0.43749988079071045, 0.21118006110191345, 0.39560428261756897, 0.3951611816883087, 0.5164318084716797, 0.30864188075065613, 0.265060156583786, 0.7127658128738403, 0.4358973503112793, 0.39252325892448425, 0.37499985098838806, 0.19531244039535522, 0.3706895411014557 ], "time": 6.141901507973671, "param": null }, { "epoch": 27, "train_loss": 0.2309284806251526, "val_loss": 3.9384238719940186, "acc": 35.3, "f1": [ 0.5767440795898438, 0.46153831481933594, 0.15999992191791534, 0.2488888055086136, 0.19230762124061584, 0.34920626878738403, 0.28019312024116516, 0.3771928548812866, 0.48717936873435974, 0.4899998903274536, 0.24836592376232147, 0.2575756907463074, 0.2493886947631836, 0.26666656136512756, 0.300429105758667, 0.22099439799785614, 0.42982450127601624, 0.3836316168308258, 0.25531908869743347, 0.24999991059303284, 0.6138612627983093, 0.4084506034851074, 0.3764704465866089, 0.35820886492729187, 0.5769229531288147, 0.3083699643611908, 0.28767114877700806, 0.14516125619411469, 0.5930231213569641, 0.33492809534072876, 0.42352932691574097, 0.3047617971897125, 0.28571420907974243, 0.22088348865509033, 0.3568074107170105, 0.24161066114902496, 0.2575756907463074, 0.18348616361618042, 0.2553190588951111, 0.5092591643333435, 0.3195875287055969, 0.5875704884529114, 0.30952370166778564, 0.3862067759037018, 0.09374994784593582, 0.19277101755142212, 0.20689648389816284, 0.5280897617340088, 0.5810809135437012, 0.2413792610168457, 0.20930226147174835, 0.29213473200798035, 0.46511611342430115, 0.5202310085296631, 0.42962953448295593, 0.12941168248653412, 0.5443785786628723, 0.41269832849502563, 0.4177214205265045, 0.22377613186836243, 0.7179486155509949, 0.49689429998397827, 0.41721847653388977, 0.39520949125289917, 0.21714277565479279, 0.22222216427326202, 0.28402355313301086, 0.3195265531539917, 0.7106597423553467, 0.4705881178379059, 0.3365383446216583, 0.4942527115345001, 0.11023616790771484, 0.3523808717727661, 0.1951218694448471, 0.5769228935241699, 0.3799126446247101, 0.24528293311595917, 0.14634142816066742, 0.2745096981525421, 0.1993768960237503, 0.3365384042263031, 0.6465516090393066, 0.3268481194972992, 0.2268906980752945, 0.43749991059303284, 0.4222221076488495, 0.38888877630233765, 0.1951218843460083, 0.32369929552078247, 0.329670250415802, 0.49999988079071045, 0.239999920129776, 0.2097901701927185, 0.5766422748565674, 0.4588233530521393, 0.3392224907875061, 0.34920626878738403, 0.14864858984947205, 0.35294109582901 ], "time": 6.021984467282891, "param": null }, { "epoch": 28, "train_loss": 0.3317093551158905, "val_loss": 3.68180513381958, "acc": 37.86, "f1": [ 0.6153843998908997, 0.5098037719726562, 0.2475246638059616, 0.2167486995458603, 0.21551716327667236, 0.38666656613349915, 0.36470577120780945, 0.4192138612270355, 0.423912912607193, 0.48421040177345276, 0.2085307389497757, 0.1855669468641281, 0.42168664932250977, 0.29787224531173706, 0.28268545866012573, 0.22388054430484772, 0.37158459424972534, 0.5714284777641296, 0.22222214937210083, 0.2524271011352539, 0.6601940989494324, 0.45454537868499756, 0.2834645211696625, 0.507936418056488, 0.5876287817955017, 0.28426387906074524, 0.33333325386047363, 0.2536584436893463, 0.5876776576042175, 0.3141360282897949, 0.4311925768852234, 0.37499991059303284, 0.3354036211967468, 0.4069766402244568, 0.32467523217201233, 0.17610056698322296, 0.3144652843475342, 0.23312875628471375, 0.25870639085769653, 0.5297296643257141, 0.3386242389678955, 0.5486724376678467, 0.27999991178512573, 0.3421051502227783, 0.1682242453098297, 0.19444438815116882, 0.2470587193965912, 0.4674328565597534, 0.484276682138443, 0.5121950507164001, 0.23655906319618225, 0.2830187678337097, 0.505154550075531, 0.6120688319206238, 0.5111110210418701, 0.1410255879163742, 0.5894736051559448, 0.44970402121543884, 0.5485712885856628, 0.30275216698646545, 0.7812498211860657, 0.4125559628009796, 0.4308941662311554, 0.3939392864704132, 0.20779213309288025, 0.24836592376232147, 0.2310468554496765, 0.26573416590690613, 0.7455620169639587, 0.5812807083129883, 0.3627450466156006, 0.603351891040802, 0.16113737225532532, 0.22222214937210083, 0.21301770210266113, 0.5833332538604736, 0.6206895112991333, 0.24999992549419403, 0.18497104942798615, 0.3186812400817871, 0.15294109284877777, 0.33962252736091614, 0.6607928276062012, 0.3285022974014282, 0.2727271616458893, 0.49765241146087646, 0.3778800964355469, 0.4578312039375305, 0.277310848236084, 0.40404030680656433, 0.37864065170288086, 0.5310733318328857, 0.2672064006328583, 0.23391805589199066, 0.742574155330658, 0.42857128381729126, 0.32214754819869995, 0.30555546283721924, 0.10738249123096466, 0.3793102204799652 ], "time": 5.868100570514798, "param": null }, { "epoch": 29, "train_loss": 0.3870605230331421, "val_loss": 3.7792208194732666, "acc": 36.14, "f1": [ 0.6542055010795593, 0.47004595398902893, 0.2010049670934677, 0.14444437623023987, 0.2036363184452057, 0.29032251238822937, 0.33333322405815125, 0.3999998867511749, 0.47560960054397583, 0.45454534888267517, 0.2424241602420807, 0.17721512913703918, 0.3574143946170807, 0.3517586886882782, 0.24999989569187164, 0.23036640882492065, 0.3625729978084564, 0.5654007196426392, 0.3249998986721039, 0.2547169029712677, 0.48874589800834656, 0.4491977095603943, 0.28124991059303284, 0.5023695826530457, 0.579710066318512, 0.20083676278591156, 0.1913042962551117, 0.20125779509544373, 0.4945053458213806, 0.3678159713745117, 0.4615383744239807, 0.3089430034160614, 0.32704389095306396, 0.3832334280014038, 0.2909089922904968, 0.1803921014070511, 0.25116273760795593, 0.21989519894123077, 0.22772268950939178, 0.5023254752159119, 0.2611275315284729, 0.7199998497962952, 0.30588221549987793, 0.32704389095306396, 0.16487449407577515, 0.20430098474025726, 0.16753920912742615, 0.5196077227592468, 0.5859870910644531, 0.4975123405456543, 0.19076918065547943, 0.290502667427063, 0.5418717861175537, 0.598360538482666, 0.4782607853412628, 0.12227068096399307, 0.548076868057251, 0.4096384644508362, 0.4615383446216583, 0.4070795178413391, 0.6304346323013306, 0.4914284646511078, 0.39778995513916016, 0.28767114877700806, 0.18867920339107513, 0.24074065685272217, 0.280898779630661, 0.3098590672016144, 0.6570047736167908, 0.543859601020813, 0.18439710140228271, 0.48648643493652344, 0.19047613441944122, 0.26751580834388733, 0.18320602178573608, 0.5714284181594849, 0.5974025130271912, 0.2091502547264099, 0.23255807161331177, 0.31645557284355164, 0.17333325743675232, 0.3270776867866516, 0.715083658695221, 0.3272726535797119, 0.23880590498447418, 0.4840763211250305, 0.41414129734039307, 0.4070795178413391, 0.2097901701927185, 0.38674020767211914, 0.35714277625083923, 0.45238080620765686, 0.17857135832309723, 0.1759999394416809, 0.4911242127418518, 0.3999998867511749, 0.2765956223011017, 0.43055543303489685, 0.20276491343975067, 0.387096643447876 ], "time": 5.954470704309642, "param": null }, { "epoch": 30, "train_loss": 0.33840468525886536, "val_loss": 3.4033894538879395, "acc": 36.68, "f1": [ 0.6574072241783142, 0.509090781211853, 0.13333328068256378, 0.18713442981243134, 0.20779214799404144, 0.3253011107444763, 0.43428558111190796, 0.4651161730289459, 0.47953203320503235, 0.5240640044212341, 0.2288556545972824, 0.19867542386054993, 0.29607245326042175, 0.389104962348938, 0.2097901701927185, 0.22939062118530273, 0.3599999248981476, 0.4390243589878082, 0.3215685188770294, 0.2150537222623825, 0.6126124858856201, 0.4705881178379059, 0.2957197427749634, 0.4705880880355835, 0.5167463421821594, 0.3157893717288971, 0.3076922297477722, 0.24186037480831146, 0.609625518321991, 0.27118635177612305, 0.26446273922920227, 0.38216549158096313, 0.3018867075443268, 0.27138638496398926, 0.29629620909690857, 0.21359217166900635, 0.2556390166282654, 0.1789472997188568, 0.1965317279100418, 0.45161280035972595, 0.29268285632133484, 0.6086955666542053, 0.3101603388786316, 0.4042551815509796, 0.13749992847442627, 0.09917350858449936, 0.23255808651447296, 0.4774192273616791, 0.6195651292800903, 0.4766837954521179, 0.25730982422828674, 0.27976182103157043, 0.5576207041740417, 0.5560536980628967, 0.4717947542667389, 0.11904755234718323, 0.5575755834579468, 0.41095879673957825, 0.45454534888267517, 0.35532984137535095, 0.6549705862998962, 0.49261072278022766, 0.3959389626979828, 0.3862067759037018, 0.18791939318180084, 0.19889496266841888, 0.2583025097846985, 0.30392149090766907, 0.6943003535270691, 0.5306121110916138, 0.31764698028564453, 0.4936707317829132, 0.15322573482990265, 0.3319500982761383, 0.20945939421653748, 0.5255473256111145, 0.5358489155769348, 0.10084028542041779, 0.14062495529651642, 0.33333322405815125, 0.0934579074382782, 0.3999999463558197, 0.728155255317688, 0.3722943067550659, 0.23076918721199036, 0.42331281304359436, 0.44444435834884644, 0.45871543884277344, 0.18439710140228271, 0.39325833320617676, 0.36158180236816406, 0.48958322405815125, 0.2673266530036926, 0.2014387845993042, 0.727272629737854, 0.46391740441322327, 0.3195875287055969, 0.30656924843788147, 0.1648350954055786, 0.36085620522499084 ], "time": 6.173983234912157, "param": null }, { "epoch": 31, "train_loss": 0.218124121427536, "val_loss": 3.388566255569458, "acc": 39.54, "f1": [ 0.7058822512626648, 0.5371427536010742, 0.18633535504341125, 0.2062779664993286, 0.16993455588817596, 0.38095226883888245, 0.33816415071487427, 0.44230756163597107, 0.4927534759044647, 0.4409447908401489, 0.20547938346862793, 0.2871793806552887, 0.4090907871723175, 0.3694266378879547, 0.2528734505176544, 0.28971952199935913, 0.49999988079071045, 0.5583332777023315, 0.30877184867858887, 0.33064505457878113, 0.685082733631134, 0.4685713052749634, 0.3089430034160614, 0.48275846242904663, 0.5565216541290283, 0.3362067937850952, 0.2799999415874481, 0.2810809910297394, 0.6101693511009216, 0.3661970794200897, 0.4180789887905121, 0.3678159713745117, 0.32558128237724304, 0.34265726804733276, 0.2891565263271332, 0.2485205978155136, 0.32352936267852783, 0.37499988079071045, 0.2673795819282532, 0.4428570568561554, 0.3563217520713806, 0.6557375192642212, 0.31746023893356323, 0.4377681314945221, 0.17142851650714874, 0.26540276408195496, 0.28685250878334045, 0.4905659258365631, 0.6603772640228271, 0.48587560653686523, 0.2543858587741852, 0.32231393456459045, 0.5130888819694519, 0.6334840059280396, 0.4357975721359253, 0.18292675912380219, 0.5333331823348999, 0.42477864027023315, 0.5434780716896057, 0.3365383446216583, 0.7253884673118591, 0.43373486399650574, 0.4454544484615326, 0.4041449725627899, 0.2105262577533722, 0.21301770210266113, 0.2991451919078827, 0.34883710741996765, 0.7526880502700806, 0.5820105075836182, 0.40764325857162476, 0.527607262134552, 0.1792452037334442, 0.29508185386657715, 0.2470587193965912, 0.613496720790863, 0.6220094561576843, 0.19672125577926636, 0.2099446803331375, 0.31872501969337463, 0.180851012468338, 0.4810125529766083, 0.679245114326477, 0.40160635113716125, 0.3169397711753845, 0.5549736618995667, 0.4459458291530609, 0.4530385434627533, 0.21794864535331726, 0.45128190517425537, 0.4417177140712738, 0.4615383744239807, 0.265060156583786, 0.26262614130973816, 0.6914892196655273, 0.45544540882110596, 0.30303022265434265, 0.35955044627189636, 0.18045106530189514, 0.3905324339866638 ], "time": 5.95984757412225, "param": null }, { "epoch": 32, "train_loss": 0.1996714174747467, "val_loss": 3.501347780227661, "acc": 39.71, "f1": [ 0.6319998502731323, 0.42051267623901367, 0.28571420907974243, 0.21978014707565308, 0.22360244393348694, 0.4331209361553192, 0.3524228036403656, 0.3855420649051666, 0.5748501420021057, 0.5333332419395447, 0.24096375703811646, 0.20105813443660736, 0.3157893717288971, 0.3975902497768402, 0.3316061198711395, 0.30604973435401917, 0.48275846242904663, 0.5555554628372192, 0.324607253074646, 0.34883710741996765, 0.6666665077209473, 0.447552353143692, 0.37158459424972534, 0.45033106207847595, 0.619289219379425, 0.2941175401210785, 0.32888880372047424, 0.24761897325515747, 0.6350710391998291, 0.3578946590423584, 0.4219408333301544, 0.3979056477546692, 0.3636362552642822, 0.3628317713737488, 0.3468207120895386, 0.18749994039535522, 0.28187909722328186, 0.33532923460006714, 0.27049171924591064, 0.5621620416641235, 0.32258057594299316, 0.6382977366447449, 0.35416656732559204, 0.37992820143699646, 0.18811874091625214, 0.21590900421142578, 0.30456843972206116, 0.47715723514556885, 0.614718496799469, 0.5575755834579468, 0.23529404401779175, 0.29213473200798035, 0.6044443249702454, 0.6009851098060608, 0.4711109697818756, 0.1639343500137329, 0.6321242451667786, 0.41414129734039307, 0.4533332288265228, 0.3917524814605713, 0.6969695687294006, 0.4605261981487274, 0.4142010807991028, 0.39004138112068176, 0.22660093009471893, 0.22222214937210083, 0.3364485204219818, 0.30952370166778564, 0.6785712838172913, 0.5760868191719055, 0.4170615077018738, 0.5957446098327637, 0.1219511553645134, 0.32989683747291565, 0.28947362303733826, 0.6222221255302429, 0.7301585674285889, 0.16740082204341888, 0.27472516894340515, 0.3041473925113678, 0.13402055203914642, 0.413043349981308, 0.6909089088439941, 0.39810416102409363, 0.2840908169746399, 0.5125626921653748, 0.4142010807991028, 0.452830046415329, 0.2999999225139618, 0.45106372237205505, 0.44311365485191345, 0.48888877034187317, 0.26794248819351196, 0.2269502878189087, 0.6872245073318481, 0.3797467350959778, 0.41314542293548584, 0.2976743280887604, 0.16304342448711395, 0.4646463394165039 ], "time": 6.065916589461267, "param": null }, { "epoch": 33, "train_loss": 0.186165913939476, "val_loss": 3.742269277572632, "acc": 36.91, "f1": [ 0.6465516090393066, 0.4729062616825104, 0.19847320020198822, 0.19323663413524628, 0.20264311134815216, 0.3868311941623688, 0.3908045291900635, 0.3636362552642822, 0.4615383744239807, 0.4056938886642456, 0.3251230716705322, 0.1759999394416809, 0.3573881983757019, 0.320441871881485, 0.28181809186935425, 0.1914893090724945, 0.3494423031806946, 0.5294116139411926, 0.2999998927116394, 0.19999995827674866, 0.6464645266532898, 0.47715723514556885, 0.3711339235305786, 0.26277366280555725, 0.5787232518196106, 0.2622949779033661, 0.27419349551200867, 0.15151509642601013, 0.5917158722877502, 0.34123215079307556, 0.4484303891658783, 0.2937062084674835, 0.23021577298641205, 0.3568463623523712, 0.3135133981704712, 0.18779337406158447, 0.33333322405815125, 0.2276422381401062, 0.17266181111335754, 0.5031445622444153, 0.3580785095691681, 0.5565216541290283, 0.32214754819869995, 0.41573023796081543, 0.13664589822292328, 0.19548864662647247, 0.265060156583786, 0.42682915925979614, 0.5189871788024902, 0.3851850926876068, 0.15894033014774323, 0.2976743280887604, 0.5825241804122925, 0.6113988757133484, 0.520408034324646, 0.12927751243114471, 0.5555553436279297, 0.4163264036178589, 0.5066665410995483, 0.26153838634490967, 0.6956520080566406, 0.5359476208686829, 0.40206170082092285, 0.3493974804878235, 0.19178076088428497, 0.1983470320701599, 0.2492011934518814, 0.27777767181396484, 0.6824643611907959, 0.4787643849849701, 0.3087247312068939, 0.5620436668395996, 0.12213735282421112, 0.35627520084381104, 0.2658958435058594, 0.5590060353279114, 0.5991188287734985, 0.24324317276477814, 0.23129244148731232, 0.37777766585350037, 0.19266046583652496, 0.4237917363643646, 0.6941174864768982, 0.36206886172294617, 0.23853203654289246, 0.45106372237205505, 0.36986294388771057, 0.4432988464832306, 0.23437494039535522, 0.3783782124519348, 0.333333283662796, 0.46351921558380127, 0.2713567018508911, 0.24999991059303284, 0.540925145149231, 0.42639580368995667, 0.3131312429904938, 0.39999985694885254, 0.09160300344228745, 0.4088396728038788 ], "time": 6.0568139143288136, "param": null }, { "epoch": 34, "train_loss": 0.22262582182884216, "val_loss": 3.5722413063049316, "acc": 38.77, "f1": [ 0.6013070344924927, 0.5031445622444153, 0.22222213447093964, 0.21556879580020905, 0.21590900421142578, 0.4277455508708954, 0.39805811643600464, 0.4210525155067444, 0.4597700536251068, 0.5027320981025696, 0.2603549063205719, 0.275229275226593, 0.37450188398361206, 0.36298924684524536, 0.29473677277565, 0.3084576427936554, 0.3716215491294861, 0.6325579881668091, 0.36956506967544556, 0.2775118350982666, 0.7325579524040222, 0.4753361940383911, 0.35019445419311523, 0.4489794969558716, 0.506493330001831, 0.3314284682273865, 0.30115818977355957, 0.22093017399311066, 0.6117644906044006, 0.3999998867511749, 0.35714274644851685, 0.32432422041893005, 0.35135123133659363, 0.33035704493522644, 0.3542855978012085, 0.207547128200531, 0.3287670612335205, 0.30999991297721863, 0.25210076570510864, 0.5446427464485168, 0.3647797703742981, 0.6203702688217163, 0.2937062084674835, 0.40174663066864014, 0.17821775376796722, 0.265060156583786, 0.228260800242424, 0.45976996421813965, 0.5977010130882263, 0.5197739005088806, 0.16931210458278656, 0.29292917251586914, 0.5771142840385437, 0.6224488615989685, 0.4561401903629303, 0.16766461730003357, 0.6086955666542053, 0.3776223063468933, 0.5081079602241516, 0.3873516917228699, 0.697435736656189, 0.43428558111190796, 0.413043349981308, 0.3827749788761139, 0.22680403292179108, 0.14765094220638275, 0.3197278082370758, 0.31081071496009827, 0.6666665077209473, 0.5728641748428345, 0.45714277029037476, 0.6481480002403259, 0.14473678171634674, 0.34042543172836304, 0.2268906980752945, 0.5596706867218018, 0.6202530264854431, 0.2643677294254303, 0.206060528755188, 0.36559128761291504, 0.16243648529052734, 0.37815114855766296, 0.6050419211387634, 0.36904752254486084, 0.27428561449050903, 0.5899998545646667, 0.45871543884277344, 0.4519229531288147, 0.24778753519058228, 0.3823528587818146, 0.3781817555427551, 0.5058822631835938, 0.16058386862277985, 0.2234041839838028, 0.6703295111656189, 0.43601882457733154, 0.299465149641037, 0.3800903856754303, 0.13541659712791443, 0.31788066029548645 ], "time": 6.062029299326241, "param": null }, { "epoch": 35, "train_loss": 0.2576485872268677, "val_loss": 3.578465700149536, "acc": 38.23, "f1": [ 0.5671640634536743, 0.42352932691574097, 0.24418595433235168, 0.26540276408195496, 0.23728805780410767, 0.43902432918548584, 0.41975298523902893, 0.33816415071487427, 0.4814813435077667, 0.5194803476333618, 0.3118278682231903, 0.206060528755188, 0.40935659408569336, 0.3406592309474945, 0.2784809172153473, 0.28971952199935913, 0.36090216040611267, 0.5238093733787537, 0.3350784480571747, 0.25870639085769653, 0.6799998879432678, 0.49411749839782715, 0.2972972095012665, 0.47222211956977844, 0.6296295523643494, 0.3540668785572052, 0.30851057171821594, 0.23287662863731384, 0.613756537437439, 0.3804876506328583, 0.39543718099594116, 0.37154141068458557, 0.3064514994621277, 0.323943555355072, 0.299465149641037, 0.17857135832309723, 0.31055888533592224, 0.30588221549987793, 0.26540276408195496, 0.4476189613342285, 0.372548907995224, 0.6706585884094238, 0.2722512185573578, 0.41346144676208496, 0.1455938220024109, 0.25945934653282166, 0.19209031760692596, 0.4936169385910034, 0.6489360928535461, 0.5187968015670776, 0.15165871381759644, 0.3037973642349243, 0.517857015132904, 0.5272725820541382, 0.47115376591682434, 0.11707311123609543, 0.5783131122589111, 0.4725273549556732, 0.5024153590202332, 0.3555554449558258, 0.7078649997711182, 0.5053762197494507, 0.3843136429786682, 0.3094339072704315, 0.22222214937210083, 0.21459220349788666, 0.29508185386657715, 0.3822524845600128, 0.7599998116493225, 0.5398228764533997, 0.326315701007843, 0.6229507327079773, 0.1612902730703354, 0.33532923460006714, 0.23050840198993683, 0.5251798033714294, 0.6488887667655945, 0.2512076497077942, 0.20731700956821442, 0.3272726535797119, 0.16113737225532532, 0.35616427659988403, 0.6153843998908997, 0.3951611816883087, 0.20289847254753113, 0.4949493706226349, 0.42253509163856506, 0.4640882611274719, 0.18461529910564423, 0.4249998927116394, 0.37499985098838806, 0.46739116311073303, 0.16774186491966248, 0.17105257511138916, 0.7344631552696228, 0.43781083822250366, 0.30769217014312744, 0.3924049437046051, 0.22784805297851562, 0.4598929286003113 ], "time": 6.079652993008494, "param": null }, { "epoch": 36, "train_loss": 0.2350623458623886, "val_loss": 3.403444290161133, "acc": 38.95, "f1": [ 0.6896550059318542, 0.48484835028648376, 0.21789877116680145, 0.2531644403934479, 0.21686740219593048, 0.36111101508140564, 0.38918909430503845, 0.3983050286769867, 0.4596773386001587, 0.4634144902229309, 0.28272244334220886, 0.2695034444332123, 0.42352932691574097, 0.3367346227169037, 0.2686566412448883, 0.2547769844532013, 0.45689642429351807, 0.5322579741477966, 0.3101603388786316, 0.3287670314311981, 0.6111109852790833, 0.4914284646511078, 0.36714968085289, 0.46153831481933594, 0.6229507327079773, 0.29665064811706543, 0.31836724281311035, 0.20645155012607574, 0.5560973882675171, 0.27218925952911377, 0.36686381697654724, 0.28368785977363586, 0.3542855978012085, 0.3478260040283203, 0.3299999237060547, 0.24701185524463654, 0.27218925952911377, 0.2999999225139618, 0.12307687103748322, 0.5284551978111267, 0.3804876506328583, 0.6132074594497681, 0.28178685903549194, 0.4022345542907715, 0.1395348161458969, 0.19672124087810516, 0.22727267444133759, 0.49785396456718445, 0.6086955666542053, 0.5643152594566345, 0.24137921631336212, 0.30769217014312744, 0.5647058486938477, 0.4946235418319702, 0.4745761752128601, 0.20430098474025726, 0.5454544425010681, 0.4459458291530609, 0.5437787175178528, 0.33816415071487427, 0.7336682677268982, 0.4670657217502594, 0.4579438269138336, 0.33333322405815125, 0.19289332628250122, 0.1747572273015976, 0.32258057594299316, 0.29714274406433105, 0.711340069770813, 0.5938863754272461, 0.3208555281162262, 0.619289219379425, 0.14285710453987122, 0.403755784034729, 0.22891558706760406, 0.642857015132904, 0.5898616909980774, 0.17808210849761963, 0.24154582619667053, 0.32835814356803894, 0.19323663413524628, 0.36893191933631897, 0.662983238697052, 0.44827571511268616, 0.31034475564956665, 0.48453593254089355, 0.3793102502822876, 0.3892616331577301, 0.1844659447669983, 0.3983401656150818, 0.41284388303756714, 0.5402842164039612, 0.2638297379016876, 0.21374039351940155, 0.6608694195747375, 0.4311376214027405, 0.36871495842933655, 0.3867923319339752, 0.16783210635185242, 0.37860071659088135 ], "time": 5.964287077076733, "param": null }, { "epoch": 37, "train_loss": 0.28096264600753784, "val_loss": 3.661578893661499, "acc": 38.72, "f1": [ 0.7234041690826416, 0.45283007621765137, 0.22598862648010254, 0.24390234053134918, 0.24154582619667053, 0.4292682111263275, 0.3999998867511749, 0.3874998986721039, 0.5235601663589478, 0.45210719108581543, 0.3267325758934021, 0.24489788711071014, 0.3385579586029053, 0.2636362612247467, 0.314606636762619, 0.2697673439979553, 0.40677958726882935, 0.4615383446216583, 0.3175964951515198, 0.26728102564811707, 0.7085712552070618, 0.47161564230918884, 0.38461530208587646, 0.5714284777641296, 0.627906858921051, 0.2953585684299469, 0.372548907995224, 0.22222214937210083, 0.6219511032104492, 0.44444429874420166, 0.40999990701675415, 0.3271027207374573, 0.3795619308948517, 0.3781817555427551, 0.36046499013900757, 0.20105813443660736, 0.36241599917411804, 0.2713177502155304, 0.21978014707565308, 0.43650785088539124, 0.3314915895462036, 0.4868420660495758, 0.34126976132392883, 0.3783782124519348, 0.09876536577939987, 0.19889496266841888, 0.2658958435058594, 0.4606059193611145, 0.6568626165390015, 0.4539005756378174, 0.17333325743675232, 0.3692306876182556, 0.553571343421936, 0.5267488360404968, 0.45631060004234314, 0.11235948652029037, 0.5730335712432861, 0.4727271497249603, 0.4401912987232208, 0.3999998867511749, 0.6551722884178162, 0.5123152136802673, 0.4434387683868408, 0.3469386696815491, 0.17142851650714874, 0.206060528755188, 0.2799999415874481, 0.348314493894577, 0.6503065824508667, 0.6521738171577454, 0.4102562963962555, 0.5352111458778381, 0.1481480747461319, 0.35714277625083923, 0.2941175401210785, 0.5575219988822937, 0.683937668800354, 0.161290243268013, 0.2572613060474396, 0.47190994024276733, 0.11188805103302002, 0.35658904910087585, 0.684491753578186, 0.38914018869400024, 0.33333325386047363, 0.4621847867965698, 0.43298953771591187, 0.41379299759864807, 0.25730982422828674, 0.33043473958969116, 0.3885713219642639, 0.48314592242240906, 0.14285707473754883, 0.23076915740966797, 0.6912441253662109, 0.4324323236942291, 0.3351954519748688, 0.3678159713745117, 0.13636356592178345, 0.3373492956161499 ], "time": 6.032900493592024, "param": null }, { "epoch": 38, "train_loss": 0.29740801453590393, "val_loss": 3.661860227584839, "acc": 38.25, "f1": [ 0.6808508634567261, 0.5028570294380188, 0.2545453608036041, 0.1556885540485382, 0.1596243679523468, 0.3555554449558258, 0.41379299759864807, 0.38983041048049927, 0.5181816816329956, 0.531468391418457, 0.2954544425010681, 0.15950913727283478, 0.3882351815700531, 0.4083768427371979, 0.28571420907974243, 0.2236841470003128, 0.4111110270023346, 0.4980543851852417, 0.24390234053134918, 0.32214754819869995, 0.7127658128738403, 0.4159020781517029, 0.39583319425582886, 0.5230768322944641, 0.575916051864624, 0.34177201986312866, 0.35714277625083923, 0.251082181930542, 0.5999998450279236, 0.3905324339866638, 0.3801651895046234, 0.31284910440444946, 0.35023030638694763, 0.3373492956161499, 0.36144572496414185, 0.21917803585529327, 0.33497530221939087, 0.2124999314546585, 0.2097901701927185, 0.4777776598930359, 0.3118278682231903, 0.6783624887466431, 0.26600977778434753, 0.3771427571773529, 0.1548386514186859, 0.21978014707565308, 0.2613064646720886, 0.5081079602241516, 0.6502462029457092, 0.5021275877952576, 0.2340424805879593, 0.38644057512283325, 0.5405403971672058, 0.5595853924751282, 0.5189187526702881, 0.15813946723937988, 0.6236557960510254, 0.4670657217502594, 0.4662575423717499, 0.40157467126846313, 0.7474745512008667, 0.4666665494441986, 0.43999987840652466, 0.26989611983299255, 0.19289334118366241, 0.2090591937303543, 0.23300965130329132, 0.3654821515083313, 0.6783624887466431, 0.5432096719741821, 0.33962252736091614, 0.5586591362953186, 0.14981268346309662, 0.4146340489387512, 0.19923365116119385, 0.6115701198577881, 0.6206895709037781, 0.1768706887960434, 0.15686267614364624, 0.32799988985061646, 0.18292675912380219, 0.331034392118454, 0.6802029013633728, 0.43243229389190674, 0.2906976044178009, 0.5192306637763977, 0.44210511445999146, 0.45810040831565857, 0.30337071418762207, 0.4133332371711731, 0.38983041048049927, 0.48888877034187317, 0.24710416793823242, 0.19999994337558746, 0.7118642330169678, 0.37288129329681396, 0.3931623101234436, 0.33179715275764465, 0.22009563446044922, 0.3469386696815491 ], "time": 5.981152480468154, "param": null }, { "epoch": 39, "train_loss": 0.325743168592453, "val_loss": 3.542445421218872, "acc": 36.65, "f1": [ 0.5363127589225769, 0.425855427980423, 0.2175731509923935, 0.2456139624118805, 0.21800939738750458, 0.34250757098197937, 0.3364485204219818, 0.38738730549812317, 0.511627733707428, 0.5126049518585205, 0.22686561942100525, 0.198198139667511, 0.34108519554138184, 0.3320753574371338, 0.32369929552078247, 0.26666656136512756, 0.3362831175327301, 0.574585497379303, 0.31081071496009827, 0.3069306015968323, 0.6074764728546143, 0.4338623583316803, 0.36842095851898193, 0.34586456418037415, 0.5955054759979248, 0.21774189174175262, 0.30303019285202026, 0.24083760380744934, 0.5247147083282471, 0.4260868728160858, 0.33939382433891296, 0.3625729978084564, 0.3551400303840637, 0.3975153863430023, 0.32160791754722595, 0.13714279234409332, 0.25352105498313904, 0.19004517793655396, 0.21118006110191345, 0.4947367310523987, 0.3076922297477722, 0.5641024708747864, 0.2517482042312622, 0.38993698358535767, 0.15714280307292938, 0.24083760380744934, 0.1916166990995407, 0.4927534759044647, 0.6099998950958252, 0.3969464600086212, 0.1379309892654419, 0.3369564116001129, 0.5333331823348999, 0.5999999046325684, 0.4262293577194214, 0.11173177510499954, 0.5201792120933533, 0.36904752254486084, 0.5073169469833374, 0.37158459424972534, 0.6513760089874268, 0.5108694434165955, 0.41212108731269836, 0.335570365190506, 0.08771926164627075, 0.16860459744930267, 0.24285705387592316, 0.390243798494339, 0.6851851344108582, 0.5698322653770447, 0.35833320021629333, 0.5175718069076538, 0.12307687103748322, 0.3301886022090912, 0.23841053247451782, 0.5487803816795349, 0.6770831346511841, 0.18404902517795563, 0.21463409066200256, 0.33802807331085205, 0.1803921014070511, 0.3625729978084564, 0.6554619669914246, 0.4075828194618225, 0.30065348744392395, 0.28571420907974243, 0.3157894015312195, 0.3529411256313324, 0.2983424663543701, 0.33502528071403503, 0.36585354804992676, 0.4851484000682831, 0.20105813443660736, 0.19230762124061584, 0.6443513035774231, 0.3746555745601654, 0.306122362613678, 0.32432422041893005, 0.1559632420539856, 0.4302324652671814 ], "time": 6.060284580104053, "param": null }, { "epoch": 40, "train_loss": 0.3090406656265259, "val_loss": 3.3342926502227783, "acc": 38.23, "f1": [ 0.6979165077209473, 0.47674402594566345, 0.27722764015197754, 0.1722487509250641, 0.2597401440143585, 0.39778995513916016, 0.3803679943084717, 0.4195120930671692, 0.5123152136802673, 0.4573989808559418, 0.2887699604034424, 0.22093015909194946, 0.40892186760902405, 0.331034392118454, 0.26190465688705444, 0.2833332419395447, 0.35897424817085266, 0.5082871913909912, 0.26598459482192993, 0.30555546283721924, 0.6772485375404358, 0.46231144666671753, 0.3535352647304535, 0.3999999165534973, 0.5742572546005249, 0.39330533146858215, 0.30630621314048767, 0.1379309743642807, 0.5643563270568848, 0.3575417995452881, 0.28749987483024597, 0.3318776488304138, 0.28440356254577637, 0.4059404730796814, 0.36180898547172546, 0.18867920339107513, 0.28187909722328186, 0.2692306637763977, 0.2403845638036728, 0.48484835028648376, 0.3157894015312195, 0.5865383148193359, 0.32124343514442444, 0.39090898633003235, 0.154545396566391, 0.22222214937210083, 0.16993455588817596, 0.4852069914340973, 0.6806281208992004, 0.5146197080612183, 0.17283941805362701, 0.35978829860687256, 0.5157893896102905, 0.5249998569488525, 0.4692735970020294, 0.16744180023670197, 0.6235292553901672, 0.37647050619125366, 0.5230767726898193, 0.438709557056427, 0.6509802341461182, 0.4594593644142151, 0.4358973205089569, 0.3487178385257721, 0.16216209530830383, 0.18478251993656158, 0.3678159713745117, 0.26086950302124023, 0.7022221088409424, 0.5658913850784302, 0.2721087336540222, 0.5764191746711731, 0.13483139872550964, 0.372548907995224, 0.21428564190864563, 0.6139533519744873, 0.6293102502822876, 0.19999992847442627, 0.10447756201028824, 0.2938387989997864, 0.2181817591190338, 0.42201822996139526, 0.7325579524040222, 0.3740456998348236, 0.2356494814157486, 0.5168538093566895, 0.39784935116767883, 0.4927534759044647, 0.25396814942359924, 0.37804868817329407, 0.36521732807159424, 0.5136610269546509, 0.28671321272850037, 0.22602730989456177, 0.6233765482902527, 0.40476179122924805, 0.3740456998348236, 0.36065563559532166, 0.23529404401779175, 0.4251967668533325 ], "time": 6.093156886287034, "param": null }, { "epoch": 41, "train_loss": 0.23173290491104126, "val_loss": 3.437453508377075, "acc": 39.62, "f1": [ 0.6081869602203369, 0.40540534257888794, 0.299999862909317, 0.15384608507156372, 0.20731700956821442, 0.3820223808288574, 0.3275260329246521, 0.4206008017063141, 0.4980236291885376, 0.5340908169746399, 0.27380943298339844, 0.2121211439371109, 0.4265401363372803, 0.329268217086792, 0.26582270860671997, 0.2545453906059265, 0.4886362552642822, 0.5760868191719055, 0.3208555281162262, 0.3217390477657318, 0.6445496082305908, 0.534031331539154, 0.36607131361961365, 0.560509443283081, 0.5868262648582458, 0.29906532168388367, 0.3473052978515625, 0.2576685845851898, 0.6107783317565918, 0.44444429874420166, 0.3820223808288574, 0.3599999248981476, 0.4077668786048889, 0.36158180236816406, 0.34905651211738586, 0.2121211439371109, 0.38341957330703735, 0.2659573554992676, 0.2521738111972809, 0.5680471658706665, 0.3522011637687683, 0.6338796615600586, 0.35193121433258057, 0.3923443853855133, 0.12371128052473068, 0.21374039351940155, 0.22393816709518433, 0.5531913638114929, 0.5748986601829529, 0.526829183101654, 0.22702695429325104, 0.29319363832473755, 0.5628139972686768, 0.595959484577179, 0.44444435834884644, 0.11518317461013794, 0.5800864696502686, 0.4255318343639374, 0.5030673146247864, 0.40609124302864075, 0.7553189396858215, 0.5492226481437683, 0.4343433380126953, 0.3542855978012085, 0.22222214937210083, 0.19323663413524628, 0.2436974197626114, 0.34523800015449524, 0.7783782482147217, 0.6444442868232727, 0.403755784034729, 0.6082472205162048, 0.1635219305753708, 0.3267972767353058, 0.253807008266449, 0.6041665077209473, 0.6666664481163025, 0.23809517920017242, 0.22222214937210083, 0.29268282651901245, 0.16835011541843414, 0.3917524814605713, 0.721153736114502, 0.3698629140853882, 0.31999990344047546, 0.5541123747825623, 0.36226406693458557, 0.44585973024368286, 0.30158719420433044, 0.44554442167282104, 0.44444432854652405, 0.5154638290405273, 0.3097344636917114, 0.2115383893251419, 0.7199998497962952, 0.44351452589035034, 0.3855420649051666, 0.42156851291656494, 0.22346359491348267, 0.4301074147224426 ], "time": 6.084605146199465, "param": null }, { "epoch": 42, "train_loss": 0.1917549967765808, "val_loss": 3.5561511516571045, "acc": 38.47, "f1": [ 0.6486485004425049, 0.46215128898620605, 0.255143940448761, 0.11688306927680969, 0.21505369246006012, 0.4090907871723175, 0.3628690838813782, 0.40624988079071045, 0.5590060353279114, 0.5624998807907104, 0.22972965240478516, 0.19178076088428497, 0.3354036211967468, 0.3134327232837677, 0.2513660192489624, 0.2692306935787201, 0.3936169147491455, 0.5679011344909668, 0.23974758386611938, 0.2597401440143585, 0.6597937345504761, 0.47572803497314453, 0.3760683238506317, 0.5541123747825623, 0.5764191746711731, 0.35675665736198425, 0.2983870208263397, 0.2371133416891098, 0.5999999046325684, 0.3999999165534973, 0.46231144666671753, 0.3369564116001129, 0.34042543172836304, 0.38888877630233765, 0.3894736170768738, 0.14736837148666382, 0.29452046751976013, 0.24719089269638062, 0.29508185386657715, 0.4408162534236908, 0.3276835083961487, 0.620320737361908, 0.2624998986721039, 0.35454532504081726, 0.18230560421943665, 0.23134320974349976, 0.20134222507476807, 0.5243901014328003, 0.6923075318336487, 0.5045870542526245, 0.21093745529651642, 0.31638407707214355, 0.5614033937454224, 0.5205478072166443, 0.423912912607193, 0.18749994039535522, 0.6227543354034424, 0.40624988079071045, 0.5029938817024231, 0.42857128381729126, 0.6785712838172913, 0.4698793888092041, 0.45320188999176025, 0.35064926743507385, 0.2430938482284546, 0.23655906319618225, 0.30120471119880676, 0.31764698028564453, 0.6964284181594849, 0.5945944786071777, 0.2976189851760864, 0.552941083908081, 0.1507537066936493, 0.37301579117774963, 0.2647058069705963, 0.6041665077209473, 0.6526314616203308, 0.2071712464094162, 0.1809954047203064, 0.3276835083961487, 0.18713442981243134, 0.45901623368263245, 0.6698563694953918, 0.35897424817085266, 0.2094240039587021, 0.5414363145828247, 0.4083768427371979, 0.37499991059303284, 0.2576685845851898, 0.4260353744029999, 0.43781083822250366, 0.505154550075531, 0.30769219994544983, 0.22710618376731873, 0.6739128828048706, 0.45454534888267517, 0.291139155626297, 0.37349388003349304, 0.2394365519285202, 0.4014083743095398 ], "time": 6.023869816213846, "param": null }, { "epoch": 43, "train_loss": 0.1609777957201004, "val_loss": 3.5869321823120117, "acc": 39.93, "f1": [ 0.6969695687294006, 0.5384613871574402, 0.20779214799404144, 0.21256029605865479, 0.21794864535331726, 0.4190475046634674, 0.38918909430503845, 0.45320188999176025, 0.41691839694976807, 0.48936155438423157, 0.15384607017040253, 0.2647058069705963, 0.3692306876182556, 0.3394494354724884, 0.3626372814178467, 0.3286384046077728, 0.44578301906585693, 0.5753422975540161, 0.29677411913871765, 0.327644944190979, 0.6763284206390381, 0.48044681549072266, 0.3560605049133301, 0.5149698853492737, 0.6439023613929749, 0.3469386696815491, 0.3692306876182556, 0.21917803585529327, 0.596684992313385, 0.37288129329681396, 0.3953487277030945, 0.34343424439430237, 0.39252325892448425, 0.39153432846069336, 0.3208555281162262, 0.2536584436893463, 0.35294109582901, 0.25490185618400574, 0.2751321792602539, 0.5063290596008301, 0.39778995513916016, 0.5692307353019714, 0.3139533996582031, 0.3817426860332489, 0.11235948652029037, 0.27102795243263245, 0.2276422381401062, 0.5042015910148621, 0.6058392524719238, 0.5648146867752075, 0.21794864535331726, 0.3068782389163971, 0.48936155438423157, 0.5549131631851196, 0.5123152136802673, 0.14925366640090942, 0.596858561038971, 0.4028775990009308, 0.4899998903274536, 0.4615383446216583, 0.738461434841156, 0.5174128413200378, 0.4745761752128601, 0.3096773326396942, 0.2037036269903183, 0.18749994039535522, 0.24999992549419403, 0.34394893050193787, 0.718562662601471, 0.6321242451667786, 0.4020099639892578, 0.631578803062439, 0.16748763620853424, 0.38862547278404236, 0.2575106620788574, 0.5847951769828796, 0.5802468061447144, 0.1655171811580658, 0.24475516378879547, 0.3868311941623688, 0.16326524317264557, 0.3999998867511749, 0.6952379941940308, 0.40358731150627136, 0.28699544072151184, 0.5520831942558289, 0.44444432854652405, 0.4306218922138214, 0.19607838988304138, 0.38497641682624817, 0.4302324652671814, 0.5199998617172241, 0.2617800235748291, 0.22891558706760406, 0.7628865242004395, 0.46530601382255554, 0.3999998867511749, 0.3157893717288971, 0.1556885540485382, 0.28571420907974243 ], "time": 6.027671438641846, "param": null }, { "epoch": 44, "train_loss": 0.12931515276432037, "val_loss": 3.459611654281616, "acc": 38.6, "f1": [ 0.657534122467041, 0.4505927860736847, 0.26086950302124023, 0.19251330196857452, 0.23628684878349304, 0.425531804561615, 0.3178807199001312, 0.37499988079071045, 0.5483869910240173, 0.48611095547676086, 0.2208588421344757, 0.17840369045734406, 0.36986294388771057, 0.3720929026603699, 0.28712859749794006, 0.23204411566257477, 0.4223601520061493, 0.5256409049034119, 0.3720929026603699, 0.2603549063205719, 0.7052022218704224, 0.5074625611305237, 0.3950616121292114, 0.5485712885856628, 0.5971562266349792, 0.2545453608036041, 0.3425924777984619, 0.2612243890762329, 0.6041665077209473, 0.3999998867511749, 0.4201679825782776, 0.4245808720588684, 0.4114284813404083, 0.3975153863430023, 0.3440859317779541, 0.2202642410993576, 0.29166656732559204, 0.2702701687812805, 0.22222214937210083, 0.5443785786628723, 0.3046356737613678, 0.5541123747825623, 0.329670250415802, 0.41935470700263977, 0.15819202363491058, 0.21874992549419403, 0.16923071444034576, 0.5137613415718079, 0.6111109852790833, 0.49350637197494507, 0.17021270096302032, 0.3524228036403656, 0.563380241394043, 0.5826770663261414, 0.5201792120933533, 0.143540620803833, 0.6486485004425049, 0.46999987959861755, 0.5339804887771606, 0.3425924777984619, 0.6863903999328613, 0.5070421695709229, 0.3972124755382538, 0.381294846534729, 0.14432983100414276, 0.18181811273097992, 0.299999862909317, 0.3516482412815094, 0.7525771856307983, 0.6514284610748291, 0.3794870972633362, 0.4942527115345001, 0.1584157794713974, 0.35658904910087585, 0.26881712675094604, 0.5957446098327637, 0.6410254836082458, 0.18133330345153809, 0.2399999350309372, 0.3555554449558258, 0.16170208156108856, 0.3999999463558197, 0.6422017216682434, 0.38367336988449097, 0.24999991059303284, 0.554216742515564, 0.40277767181396484, 0.45454534888267517, 0.30769219994544983, 0.4245808720588684, 0.3826086223125458, 0.5177663564682007, 0.1550387144088745, 0.2274509072303772, 0.589040994644165, 0.43037962913513184, 0.26728102564811707, 0.33333325386047363, 0.24999988079071045, 0.3953487277030945 ], "time": 6.047160537913442, "param": null }, { "epoch": 45, "train_loss": 0.13586971163749695, "val_loss": 3.1398441791534424, "acc": 41.63, "f1": [ 0.6923075914382935, 0.5371427536010742, 0.2723003923892975, 0.18518511950969696, 0.2061854749917984, 0.45544540882110596, 0.3923443853855133, 0.44444429874420166, 0.5999999046325684, 0.5192306637763977, 0.23287664353847504, 0.2430938482284546, 0.3754265010356903, 0.35714277625083923, 0.36956506967544556, 0.2999999225139618, 0.41884803771972656, 0.4945053458213806, 0.30046939849853516, 0.29213473200798035, 0.7213113307952881, 0.5151514410972595, 0.34977567195892334, 0.5939393043518066, 0.6704543232917786, 0.36559128761291504, 0.3523808717727661, 0.19999992847442627, 0.6363635063171387, 0.36018943786621094, 0.3763836622238159, 0.4215245544910431, 0.3934425115585327, 0.3441859781742096, 0.3804876506328583, 0.25116273760795593, 0.3409090042114258, 0.2977345883846283, 0.31999990344047546, 0.5333332419395447, 0.36871495842933655, 0.6363635063171387, 0.3393501043319702, 0.40160635113716125, 0.17801040410995483, 0.23387089371681213, 0.20645155012607574, 0.4787232577800751, 0.653658390045166, 0.547485888004303, 0.22598862648010254, 0.3979056477546692, 0.5360823273658752, 0.5882351994514465, 0.5170730352401733, 0.19266046583652496, 0.5649716258049011, 0.4873095452785492, 0.6010927557945251, 0.36956506967544556, 0.747572660446167, 0.5164318084716797, 0.4974091649055481, 0.3199998736381531, 0.19827578961849213, 0.22321420907974243, 0.33333322405815125, 0.3999998867511749, 0.6871164441108704, 0.6553670763969421, 0.34920626878738403, 0.6540283560752869, 0.1694914698600769, 0.4205606281757355, 0.27777767181396484, 0.6532661318778992, 0.6445496082305908, 0.24203814566135406, 0.2731276750564575, 0.38918909430503845, 0.22535204887390137, 0.41975298523902893, 0.7336682677268982, 0.3376622200012207, 0.2553190290927887, 0.5463916063308716, 0.44047608971595764, 0.4684683382511139, 0.30303019285202026, 0.4333331882953644, 0.38674020767211914, 0.5608464479446411, 0.32978713512420654, 0.2673795819282532, 0.7239817380905151, 0.4153004288673401, 0.45814967155456543, 0.3999999165534973, 0.2121211439371109, 0.46632111072540283 ], "time": 5.968319010920823, "param": null }, { "epoch": 46, "train_loss": 0.10158132761716843, "val_loss": 3.2685694694519043, "acc": 39.05, "f1": [ 0.6346153020858765, 0.4734298884868622, 0.18784524500370026, 0.13245026767253876, 0.21319790184497833, 0.31547611951828003, 0.39583319425582886, 0.393063485622406, 0.491227924823761, 0.46564874053001404, 0.30275216698646545, 0.212290421128273, 0.3487543761730194, 0.30769217014312744, 0.3267972767353058, 0.2136751413345337, 0.4148934781551361, 0.5999999046325684, 0.3316061198711395, 0.30769219994544983, 0.6306304931640625, 0.48936155438423157, 0.40251561999320984, 0.4113473892211914, 0.6417111158370972, 0.25961530208587646, 0.4145076870918274, 0.22099439799785614, 0.5550238490104675, 0.38596484065055847, 0.3726707398891449, 0.334727942943573, 0.39285704493522644, 0.37735840678215027, 0.3549782335758209, 0.2105262577533722, 0.3636362850666046, 0.27488142251968384, 0.22598862648010254, 0.5714284181594849, 0.3621397912502289, 0.5943394899368286, 0.2773721516132355, 0.3878786563873291, 0.12435225397348404, 0.2477063536643982, 0.2211054563522339, 0.5240640044212341, 0.6826921701431274, 0.39705875515937805, 0.15757569670677185, 0.30769217014312744, 0.45348823070526123, 0.6239998936653137, 0.5435895919799805, 0.16058388352394104, 0.5714284777641296, 0.419999897480011, 0.528846025466919, 0.31764698028564453, 0.7196259498596191, 0.4705881178379059, 0.4651161730289459, 0.3934425115585327, 0.17021268606185913, 0.23673462867736816, 0.3082706034183502, 0.32978713512420654, 0.7021275758743286, 0.5446807742118835, 0.3999999165534973, 0.6007903814315796, 0.11188805103302002, 0.4018690288066864, 0.20437948405742645, 0.5940592885017395, 0.6066349744796753, 0.22222213447093964, 0.2091502547264099, 0.2906976044178009, 0.19811314344406128, 0.36065569519996643, 0.741463303565979, 0.41379299759864807, 0.30621999502182007, 0.5494503974914551, 0.4192138612270355, 0.39310336112976074, 0.24113468825817108, 0.42352932691574097, 0.3376622498035431, 0.5296802520751953, 0.2780747711658478, 0.24358965456485748, 0.5943773984909058, 0.42639580368995667, 0.3699999153614044, 0.3443707227706909, 0.1639343649148941, 0.47190994024276733 ], "time": 6.095266930758953, "param": null }, { "epoch": 47, "train_loss": 0.14829577505588531, "val_loss": 3.9790756702423096, "acc": 36.68, "f1": [ 0.6918917894363403, 0.4410645365715027, 0.16161610186100006, 0.17616572976112366, 0.17964066565036774, 0.29743584990501404, 0.4102562665939331, 0.3369564116001129, 0.5714284181594849, 0.40476179122924805, 0.300429105758667, 0.19289332628250122, 0.3982299864292145, 0.36158180236816406, 0.2695034444332123, 0.20202013850212097, 0.38862547278404236, 0.5192306637763977, 0.30303022265434265, 0.2939067482948303, 0.459214448928833, 0.5240640044212341, 0.3373492956161499, 0.42580634355545044, 0.5526314973831177, 0.26728102564811707, 0.35714274644851685, 0.08403357863426208, 0.6054052114486694, 0.3101603388786316, 0.4221104085445404, 0.3621397912502289, 0.3483870029449463, 0.36633655428886414, 0.29032251238822937, 0.18181809782981873, 0.2366863340139389, 0.22857137024402618, 0.2138364166021347, 0.5111110210418701, 0.26666656136512756, 0.6071426868438721, 0.324607253074646, 0.393063485622406, 0.10322573781013489, 0.217391237616539, 0.19266046583652496, 0.44067782163619995, 0.624203622341156, 0.434782475233078, 0.20833326876163483, 0.3311257064342499, 0.5380709171295166, 0.5339804887771606, 0.462584912776947, 0.13824880123138428, 0.5828570127487183, 0.44705867767333984, 0.4919784665107727, 0.36601296067237854, 0.6948355436325073, 0.5217390060424805, 0.4315788447856903, 0.3771427571773529, 0.18404902517795563, 0.20289847254753113, 0.2886596620082855, 0.3786981403827667, 0.7395831346511841, 0.5588234066963196, 0.26277366280555725, 0.5932202339172363, 0.1696968972682953, 0.360248327255249, 0.2713567018508911, 0.6508874893188477, 0.52961665391922, 0.193548321723938, 0.22377613186836243, 0.26315778493881226, 0.23318377137184143, 0.3630768656730652, 0.765714168548584, 0.37179476022720337, 0.17766493558883667, 0.48623839020729065, 0.3804876506328583, 0.3216782510280609, 0.30150744318962097, 0.34254133701324463, 0.434782475233078, 0.509316623210907, 0.2612611949443817, 0.2649005651473999, 0.30851060152053833, 0.45454537868499756, 0.3169397711753845, 0.3798881769180298, 0.17886173725128174, 0.42857131361961365 ], "time": 5.992971895262599, "param": null }, { "epoch": 48, "train_loss": 0.22194933891296387, "val_loss": 3.5089988708496094, "acc": 36.83, "f1": [ 0.5486109852790833, 0.4607841968536377, 0.17142851650714874, 0.15384609997272491, 0.18292675912380219, 0.419999897480011, 0.3555554449558258, 0.34615373611450195, 0.46753236651420593, 0.5263156890869141, 0.26315778493881226, 0.19277101755142212, 0.4016735553741455, 0.33121007680892944, 0.31901830434799194, 0.25418055057525635, 0.36809808015823364, 0.5454544425010681, 0.2138364166021347, 0.27329182624816895, 0.6745560765266418, 0.4824560582637787, 0.38674020767211914, 0.46825385093688965, 0.5940592885017395, 0.30057793855667114, 0.29714274406433105, 0.20454540848731995, 0.5756096839904785, 0.3367346227169037, 0.33502528071403503, 0.3003951609134674, 0.33333322405815125, 0.4205606281757355, 0.2844826877117157, 0.1920529454946518, 0.3068180978298187, 0.2682925760746002, 0.23300965130329132, 0.5212765336036682, 0.34024888277053833, 0.6153845191001892, 0.30270257592201233, 0.42201822996139526, 0.08917191624641418, 0.20645155012607574, 0.2117646485567093, 0.42580634355545044, 0.6701569557189941, 0.4292682111263275, 0.17085421085357666, 0.3414632976055145, 0.44848471879959106, 0.45847171545028687, 0.4622640609741211, 0.08219172060489655, 0.5714284777641296, 0.33795008063316345, 0.47953203320503235, 0.4083768427371979, 0.6598983407020569, 0.4852069914340973, 0.45054933428764343, 0.26136353611946106, 0.17254894971847534, 0.16999994218349457, 0.2366863340139389, 0.32352936267852783, 0.7157893776893616, 0.5603863000869751, 0.25373128056526184, 0.5258619785308838, 0.12607446312904358, 0.2533332407474518, 0.2434781938791275, 0.579234778881073, 0.609625518321991, 0.24509796500205994, 0.14814810454845428, 0.32183900475502014, 0.15957440435886383, 0.3797467350959778, 0.6989246010780334, 0.3444443643093109, 0.30769217014312744, 0.5408803224563599, 0.41711217164993286, 0.48430484533309937, 0.23287664353847504, 0.4129031002521515, 0.3522011637687683, 0.4897957742214203, 0.2525251507759094, 0.19689112901687622, 0.7311826348304749, 0.4436618685722351, 0.4195120930671692, 0.38150280714035034, 0.2214285135269165, 0.35454532504081726 ], "time": 5.9834489384666085, "param": null }, { "epoch": 49, "train_loss": 0.41802695393562317, "val_loss": 3.9365248680114746, "acc": 33.41, "f1": [ 0.5572138428688049, 0.33953484892845154, 0.20606057345867157, 0.23602473735809326, 0.2513660192489624, 0.341666579246521, 0.31506839394569397, 0.3151514232158661, 0.48226940631866455, 0.4824119210243225, 0.24999988079071045, 0.20408156514167786, 0.27218925952911377, 0.31295835971832275, 0.19875767827033997, 0.14399996399879456, 0.4292236268520355, 0.3622046411037445, 0.3111110329627991, 0.27428561449050903, 0.6900583505630493, 0.41304340958595276, 0.4046241343021393, 0.3315507173538208, 0.4749998450279236, 0.18181811273097992, 0.3576158285140991, 0.19875767827033997, 0.5560973882675171, 0.3482586145401001, 0.3363913893699646, 0.40206170082092285, 0.2952028810977936, 0.25185176730155945, 0.29268285632133484, 0.1758241057395935, 0.27777770161628723, 0.2583731412887573, 0.2258063703775406, 0.41414129734039307, 0.24999994039535522, 0.6352940201759338, 0.15384608507156372, 0.2480619251728058, 0.11578940600156784, 0.1725887656211853, 0.1912349909543991, 0.44194743037223816, 0.6461536884307861, 0.3464202880859375, 0.14655166864395142, 0.26455017924308777, 0.42857131361961365, 0.43943652510643005, 0.49019595980644226, 0.11510785669088364, 0.5294116139411926, 0.32835814356803894, 0.43786972761154175, 0.3502824008464813, 0.48979583382606506, 0.4897957742214203, 0.46551719307899475, 0.26086950302124023, 0.09999995678663254, 0.14925366640090942, 0.2716048061847687, 0.2702701687812805, 0.6666665077209473, 0.5714284777641296, 0.3157894015312195, 0.397553414106369, 0.08571423590183258, 0.3039999008178711, 0.18421046435832977, 0.5298011898994446, 0.6063346862792969, 0.18779337406158447, 0.19537268579006195, 0.24999992549419403, 0.09937881678342819, 0.2575756907463074, 0.6082472205162048, 0.34666651487350464, 0.26388877630233765, 0.2601625323295593, 0.4083768427371979, 0.4692735970020294, 0.13533830642700195, 0.31205663084983826, 0.35443025827407837, 0.4195120930671692, 0.19108274579048157, 0.19999991357326508, 0.6737966537475586, 0.3853819966316223, 0.22556383907794952, 0.22399991750717163, 0.1811320185661316, 0.34309613704681396 ], "time": 5.948718165978789, "param": null }, { "epoch": 50, "train_loss": 0.34130096435546875, "val_loss": 3.594139575958252, "acc": 39.31, "f1": [ 0.727272629737854, 0.4918031394481659, 0.24074065685272217, 0.14666660130023956, 0.18999992311000824, 0.3551400303840637, 0.3723403513431549, 0.38341957330703735, 0.5142855644226074, 0.5964910984039307, 0.29577454924583435, 0.19847320020198822, 0.4090908169746399, 0.324607253074646, 0.29268282651901245, 0.32989683747291565, 0.41573023796081543, 0.48623839020729065, 0.31730762124061584, 0.28571417927742004, 0.5637064576148987, 0.486772358417511, 0.41717782616615295, 0.5841582417488098, 0.6229507327079773, 0.3119265139102936, 0.3287670314311981, 0.2272726446390152, 0.6129031181335449, 0.3669723868370056, 0.40476179122924805, 0.39153432846069336, 0.4551723301410675, 0.4262293577194214, 0.3535352647304535, 0.2575756907463074, 0.33333322405815125, 0.2877192199230194, 0.225680872797966, 0.4711109697818756, 0.3369564116001129, 0.6927372813224792, 0.2959999144077301, 0.33802807331085205, 0.16428565979003906, 0.1868131160736084, 0.2528734505176544, 0.47560960054397583, 0.6480445265769958, 0.5628139972686768, 0.22307686507701874, 0.3444443643093109, 0.5888323187828064, 0.5898616909980774, 0.4824560582637787, 0.12448127567768097, 0.5584414005279541, 0.4785274565219879, 0.518134593963623, 0.36904752254486084, 0.7439612150192261, 0.4897957742214203, 0.41975298523902893, 0.3431371748447418, 0.2464454174041748, 0.23893800377845764, 0.2809363603591919, 0.2647058069705963, 0.7142855525016785, 0.616278886795044, 0.3670884966850281, 0.5957446098327637, 0.11111105233430862, 0.37450188398361206, 0.27102795243263245, 0.5478259921073914, 0.712643563747406, 0.2558138370513916, 0.18181809782981873, 0.33497530221939087, 0.17391295731067657, 0.41935470700263977, 0.7173911929130554, 0.3503648638725281, 0.2939067482948303, 0.5268816351890564, 0.46808499097824097, 0.45398759841918945, 0.17931029200553894, 0.38578668236732483, 0.37209296226501465, 0.534031331539154, 0.2716048061847687, 0.1548386514186859, 0.7363634705543518, 0.5177663564682007, 0.4232803285121918, 0.30578503012657166, 0.20338976383209229, 0.3586205542087555 ], "time": 6.040762387216091, "param": null }, { "epoch": 51, "train_loss": 0.21431708335876465, "val_loss": 3.284464120864868, "acc": 39.18, "f1": [ 0.7157893776893616, 0.44578301906585693, 0.22222213447093964, 0.20809243619441986, 0.17449656128883362, 0.38095223903656006, 0.4083768427371979, 0.42290738224983215, 0.5137613415718079, 0.5024153590202332, 0.29365071654319763, 0.19767434895038605, 0.3931623101234436, 0.3157894015312195, 0.36180898547172546, 0.2722512185573578, 0.4495411515235901, 0.6195651292800903, 0.2815532982349396, 0.32456132769584656, 0.5897434949874878, 0.4897957742214203, 0.38095229864120483, 0.3566878139972687, 0.589371919631958, 0.2683981955051422, 0.3850930631160736, 0.2378377616405487, 0.5130433440208435, 0.3583814203739166, 0.3543306291103363, 0.3699999153614044, 0.3786981403827667, 0.33333325386047363, 0.37004393339157104, 0.21978014707565308, 0.3272726535797119, 0.2681563198566437, 0.30303022265434265, 0.49090901017189026, 0.3157894015312195, 0.5749998092651367, 0.35714277625083923, 0.4705880880355835, 0.1683167666196823, 0.228571355342865, 0.24999991059303284, 0.5286343097686768, 0.6632122993469238, 0.494381844997406, 0.2065216600894928, 0.32307684421539307, 0.43902432918548584, 0.5161289572715759, 0.4320986270904541, 0.1290322095155716, 0.5820105075836182, 0.46428558230400085, 0.49327346682548523, 0.393063485622406, 0.6271775364875793, 0.46874985098838806, 0.45414838194847107, 0.3209875524044037, 0.2124999314546585, 0.22222216427326202, 0.32584258913993835, 0.3586955666542053, 0.6481480002403259, 0.5810053944587708, 0.27472516894340515, 0.5469387173652649, 0.12698405981063843, 0.3706895411014557, 0.22707417607307434, 0.56043940782547, 0.6702126860618591, 0.16993455588817596, 0.29702961444854736, 0.3367346227169037, 0.22222214937210083, 0.36144569516181946, 0.7411166429519653, 0.3414632976055145, 0.27649760246276855, 0.5191488265991211, 0.4253392219543457, 0.4811319410800934, 0.25301194190979004, 0.4717947542667389, 0.38497641682624817, 0.5423727631568909, 0.210526242852211, 0.19230762124061584, 0.6818180680274963, 0.4491524398326874, 0.43265292048454285, 0.4075828194618225, 0.1410255879163742, 0.3367346227169037 ], "time": 6.176671035587788, "param": null }, { "epoch": 52, "train_loss": 0.14182277023792267, "val_loss": 3.204472541809082, "acc": 41.13, "f1": [ 0.6886791586875916, 0.5033111572265625, 0.2517482042312622, 0.16931210458278656, 0.28112441301345825, 0.47715723514556885, 0.3880595862865448, 0.4155843257904053, 0.522612988948822, 0.4927534759044647, 0.3121386468410492, 0.2580644190311432, 0.49999988079071045, 0.33333325386047363, 0.3692306876182556, 0.28699544072151184, 0.46540868282318115, 0.4924241304397583, 0.31901830434799194, 0.2983050048351288, 0.696132481098175, 0.45320188999176025, 0.4102562665939331, 0.5688071846961975, 0.6077346205711365, 0.3196720480918884, 0.38709667325019836, 0.2999999225139618, 0.6376810669898987, 0.35714274644851685, 0.4149376451969147, 0.3307085633277893, 0.37499988079071045, 0.33333322405815125, 0.3943660855293274, 0.2262442708015442, 0.34042543172836304, 0.29885047674179077, 0.2649006247520447, 0.5135133862495422, 0.3798881769180298, 0.5699480772018433, 0.31067952513694763, 0.4022345542907715, 0.1729728877544403, 0.23529404401779175, 0.25870639085769653, 0.5279186367988586, 0.6878305077552795, 0.5274723768234253, 0.306122362613678, 0.3763439953327179, 0.5587043762207031, 0.5513511896133423, 0.48167529702186584, 0.17872333526611328, 0.563535749912262, 0.47236168384552, 0.5454544425010681, 0.36158180236816406, 0.7348835468292236, 0.4942527115345001, 0.42682915925979614, 0.4108106791973114, 0.21897804737091064, 0.23728805780410767, 0.30172407627105713, 0.3775508999824524, 0.7593581080436707, 0.6048778891563416, 0.4223601520061493, 0.6542055010795593, 0.1639343649148941, 0.40740731358528137, 0.28426387906074524, 0.5963301062583923, 0.6943003535270691, 0.22485199570655823, 0.23602473735809326, 0.3534882664680481, 0.21014487743377686, 0.40609124302864075, 0.7244896292686462, 0.31428563594818115, 0.32941165566444397, 0.5812807083129883, 0.4744184911251068, 0.521008312702179, 0.3116881847381592, 0.44808733463287354, 0.43181803822517395, 0.5217389464378357, 0.2340424805879593, 0.2526314854621887, 0.7437184453010559, 0.44578301906585693, 0.3568074107170105, 0.3185184597969055, 0.1789472997188568, 0.3800903856754303 ], "time": 5.894649263471365, "param": null }, { "epoch": 53, "train_loss": 0.08417012542486191, "val_loss": 3.5213215351104736, "acc": 41.45, "f1": [ 0.680412232875824, 0.5371427536010742, 0.20472435653209686, 0.2075471132993698, 0.25255969166755676, 0.44791656732559204, 0.3868311941623688, 0.4574466943740845, 0.5287355184555054, 0.5230767726898193, 0.34920626878738403, 0.14772720634937286, 0.3678159713745117, 0.4022345542907715, 0.34123215079307556, 0.3578946590423584, 0.4499998688697815, 0.5754715800285339, 0.37373724579811096, 0.3253587782382965, 0.6629211902618408, 0.47346925735473633, 0.3908045291900635, 0.5833331942558289, 0.6091952323913574, 0.34042543172836304, 0.37815114855766296, 0.2944784462451935, 0.6770831346511841, 0.39639630913734436, 0.49411749839782715, 0.40485823154449463, 0.3793102502822876, 0.39583319425582886, 0.33962252736091614, 0.20304562151432037, 0.36842095851898193, 0.3387095630168915, 0.26190465688705444, 0.5022025108337402, 0.3636362850666046, 0.6338796615600586, 0.294573575258255, 0.3975902497768402, 0.13559316098690033, 0.278026819229126, 0.2842104732990265, 0.5106381177902222, 0.6728971004486084, 0.5555553436279297, 0.23529404401779175, 0.38095229864120483, 0.5531913042068481, 0.5555554628372192, 0.5142855644226074, 0.14814810454845428, 0.5913042426109314, 0.4056602716445923, 0.5023695826530457, 0.38043469190597534, 0.7272725701332092, 0.48717936873435974, 0.45685264468193054, 0.39603951573371887, 0.1748633086681366, 0.24489787220954895, 0.3540668785572052, 0.32402223348617554, 0.7342994213104248, 0.6263735294342041, 0.43216070532798767, 0.6039602756500244, 0.18719203770160675, 0.4090907871723175, 0.2470587193965912, 0.616278886795044, 0.6008967757225037, 0.23204411566257477, 0.2795697748661041, 0.4180789887905121, 0.19444440305233002, 0.42801550030708313, 0.6999998688697815, 0.40358731150627136, 0.30588221549987793, 0.5444443225860596, 0.43373486399650574, 0.4976075291633606, 0.28225794434547424, 0.4574466943740845, 0.47560960054397583, 0.569696843624115, 0.2935778796672821, 0.26415085792541504, 0.7499998807907104, 0.4976075291633606, 0.3540668785572052, 0.33333319425582886, 0.26717549562454224, 0.372413694858551 ], "time": 5.8667350094765425, "param": null }, { "epoch": 54, "train_loss": 0.08152840286493301, "val_loss": 3.177431583404541, "acc": 41.92, "f1": [ 0.6836733222007751, 0.49999988079071045, 0.28571420907974243, 0.2208588421344757, 0.26794248819351196, 0.46242761611938477, 0.3109539747238159, 0.43601882457733154, 0.5273630023002625, 0.5485712885856628, 0.20645155012607574, 0.2816900908946991, 0.4361701011657715, 0.38993698358535767, 0.323809415102005, 0.3675675094127655, 0.46231144666671753, 0.5333331823348999, 0.33027511835098267, 0.39805811643600464, 0.6496813893318176, 0.4854367673397064, 0.3826086223125458, 0.5422221422195435, 0.6195651292800903, 0.35416656732559204, 0.38636353611946106, 0.2686566412448883, 0.6779659986495972, 0.39603951573371887, 0.3786981403827667, 0.37768232822418213, 0.41666656732559204, 0.37735840678215027, 0.4432988464832306, 0.2211054563522339, 0.3953487277030945, 0.32124343514442444, 0.26136353611946106, 0.5461845993995667, 0.3387977182865143, 0.6526314616203308, 0.3495934009552002, 0.3970036506652832, 0.12565438449382782, 0.24999991059303284, 0.251428484916687, 0.5232066512107849, 0.6836733222007751, 0.5570775270462036, 0.22346359491348267, 0.4020099639892578, 0.5645932555198669, 0.5948716402053833, 0.48908287286758423, 0.14130428433418274, 0.6210525035858154, 0.5130888819694519, 0.6039602756500244, 0.41176459193229675, 0.7457625269889832, 0.5125626921653748, 0.4978164732456207, 0.36871495842933655, 0.21649475395679474, 0.22727267444133759, 0.3118278682231903, 0.32142847776412964, 0.7511310577392578, 0.6467660069465637, 0.44444435834884644, 0.5668447613716125, 0.16666659712791443, 0.3798881769180298, 0.2613064646720886, 0.649214506149292, 0.6701569557189941, 0.2473117560148239, 0.210526242852211, 0.4432988464832306, 0.17142853140830994, 0.44347813725471497, 0.6788989305496216, 0.37944653630256653, 0.3529410660266876, 0.5321099162101746, 0.4774192273616791, 0.5028570294380188, 0.2886596620082855, 0.4699452221393585, 0.3999998867511749, 0.4834122061729431, 0.23414628207683563, 0.2621721923351288, 0.7708331346511841, 0.4852069914340973, 0.30487796664237976, 0.34920623898506165, 0.2393161654472351, 0.4066389203071594 ], "time": 6.088941987603903, "param": null }, { "epoch": 55, "train_loss": 0.034181658178567886, "val_loss": 3.1321394443511963, "acc": 41.79, "f1": [ 0.7307690382003784, 0.5297296643257141, 0.29787224531173706, 0.24516120553016663, 0.2574256360530853, 0.4717947542667389, 0.4018690288066864, 0.4513617753982544, 0.5533979535102844, 0.5142855644226074, 0.32142847776412964, 0.2906976044178009, 0.42168664932250977, 0.33333322405815125, 0.33502528071403503, 0.30769217014312744, 0.43636354804039, 0.5308640599250793, 0.3146066665649414, 0.281406968832016, 0.72251296043396, 0.5149698853492737, 0.4056602716445923, 0.5454544425010681, 0.5771142840385437, 0.3363635540008545, 0.3409089744091034, 0.29665064811706543, 0.6169153451919556, 0.41379299759864807, 0.41935470700263977, 0.4022987186908722, 0.3714284896850586, 0.44303786754608154, 0.38053086400032043, 0.2054053246974945, 0.35483860969543457, 0.3666665554046631, 0.31884050369262695, 0.5144926309585571, 0.3523315489292145, 0.637362539768219, 0.35532984137535095, 0.423912912607193, 0.17391298711299896, 0.28855711221694946, 0.26315778493881226, 0.5539904832839966, 0.6697246432304382, 0.5507245063781738, 0.25116273760795593, 0.362790584564209, 0.5111110210418701, 0.589371919631958, 0.5384615063667297, 0.12244890630245209, 0.6489360928535461, 0.48167529702186584, 0.5990782380104065, 0.4271843731403351, 0.7100589871406555, 0.5418717861175537, 0.46632111072540283, 0.3580785095691681, 0.2167486995458603, 0.22707417607307434, 0.2783504128456116, 0.36809808015823364, 0.7922703623771667, 0.6217615604400635, 0.45128190517425537, 0.5472635626792908, 0.16793888807296753, 0.3636362552642822, 0.27160486578941345, 0.633333146572113, 0.6777776479721069, 0.2344321608543396, 0.24666662514209747, 0.37499991059303284, 0.20388342440128326, 0.46242761611938477, 0.6798028349876404, 0.38888877630233765, 0.31428563594818115, 0.603351891040802, 0.3999999165534973, 0.5444443225860596, 0.322274774312973, 0.43575406074523926, 0.43850257992744446, 0.520408034324646, 0.2345678210258484, 0.23715409636497498, 0.6751590371131897, 0.45238080620765686, 0.3678159713745117, 0.4022345542907715, 0.19889496266841888, 0.4155843257904053 ], "time": 5.895651244558394, "param": null }, { "epoch": 56, "train_loss": 0.015030392445623875, "val_loss": 2.8192007541656494, "acc": 44.32, "f1": [ 0.6905827522277832, 0.5230767726898193, 0.29629620909690857, 0.24545449018478394, 0.2962961792945862, 0.46082934737205505, 0.4148934781551361, 0.4999998211860657, 0.5684208869934082, 0.5572138428688049, 0.3351350426673889, 0.3195265531539917, 0.44670039415359497, 0.3975902497768402, 0.3934425115585327, 0.35616424679756165, 0.4411763548851013, 0.5658535361289978, 0.3504272401332855, 0.29629620909690857, 0.7419353127479553, 0.4729062616825104, 0.41666656732559204, 0.5855854153633118, 0.6767675280570984, 0.3964756429195404, 0.35978829860687256, 0.25555548071861267, 0.6376810669898987, 0.4075828194618225, 0.4021162986755371, 0.4541061818599701, 0.4153004288673401, 0.4347825050354004, 0.40329205989837646, 0.22325573861598969, 0.37563440203666687, 0.3534882664680481, 0.3225805461406708, 0.6628569960594177, 0.3957218527793884, 0.6108372807502747, 0.3459458649158478, 0.49214646220207214, 0.13559316098690033, 0.2983424663543701, 0.3068180978298187, 0.5531913042068481, 0.6907215118408203, 0.6111109852790833, 0.27884605526924133, 0.3999998867511749, 0.5523808598518372, 0.6439023613929749, 0.5370368957519531, 0.1759999543428421, 0.6282721161842346, 0.4366810917854309, 0.5668447613716125, 0.45595842599868774, 0.7078188061714172, 0.5989846587181091, 0.46610158681869507, 0.3885713219642639, 0.20118334889411926, 0.2723734676837921, 0.32558128237724304, 0.3826086223125458, 0.7575755715370178, 0.596858561038971, 0.3786981403827667, 0.6145250201225281, 0.194871723651886, 0.4056602716445923, 0.2816900908946991, 0.6874998807907104, 0.6175113916397095, 0.2718445658683777, 0.24999988079071045, 0.4148934781551361, 0.1990949511528015, 0.46788978576660156, 0.7461138963699341, 0.4114284813404083, 0.32124343514442444, 0.5999999046325684, 0.45976996421813965, 0.5258214473724365, 0.3369564116001129, 0.5042015910148621, 0.46231144666671753, 0.5744680166244507, 0.29473677277565, 0.26484012603759766, 0.775119423866272, 0.5199998617172241, 0.4075828194618225, 0.37185919284820557, 0.1990049034357071, 0.49999988079071045 ], "time": 6.006503459066153, "param": null }, { "epoch": 57, "train_loss": 0.013374370522797108, "val_loss": 2.9271676540374756, "acc": 44.66, "f1": [ 0.7938142418861389, 0.5876287817955017, 0.28723397850990295, 0.19631893932819366, 0.29951682686805725, 0.43548381328582764, 0.46632111072540283, 0.47398826479911804, 0.5701355934143066, 0.5063290596008301, 0.37623751163482666, 0.28571420907974243, 0.39730632305145264, 0.3771928548812866, 0.37305691838264465, 0.3299999237060547, 0.47008538246154785, 0.525345504283905, 0.39378228783607483, 0.3363635540008545, 0.6515835523605347, 0.5098037719726562, 0.43181803822517395, 0.45751625299453735, 0.6666665077209473, 0.3727271258831024, 0.44808733463287354, 0.2741115987300873, 0.6280191540718079, 0.42051267623901367, 0.3794870972633362, 0.38834938406944275, 0.4790417551994324, 0.3783782124519348, 0.42790690064430237, 0.21590900421142578, 0.36111101508140564, 0.28695645928382874, 0.30630621314048767, 0.6108372807502747, 0.36714968085289, 0.5882351398468018, 0.3853210210800171, 0.4923075735569, 0.13930343091487885, 0.30588221549987793, 0.29885047674179077, 0.563535749912262, 0.6600984334945679, 0.518518328666687, 0.3068180978298187, 0.38461530208587646, 0.6078430414199829, 0.6326529383659363, 0.5624998807907104, 0.19591830670833588, 0.603351891040802, 0.5086703896522522, 0.5775861144065857, 0.47190994024276733, 0.7368419766426086, 0.5280897617340088, 0.4593299925327301, 0.3764704465866089, 0.24203814566135406, 0.26881712675094604, 0.36792439222335815, 0.4146340489387512, 0.7640447616577148, 0.614718496799469, 0.4659089744091034, 0.6043164134025574, 0.23170723021030426, 0.41269823908805847, 0.3068180978298187, 0.6288658380508423, 0.6889951229095459, 0.2649005651473999, 0.2659573554992676, 0.42931926250457764, 0.20320846140384674, 0.4303796589374542, 0.7363634705543518, 0.4301074147224426, 0.29864245653152466, 0.5821594595909119, 0.44554442167282104, 0.4687499403953552, 0.3465345501899719, 0.4596773386001587, 0.4884791076183319, 0.5699480772018433, 0.33128824830055237, 0.299465149641037, 0.6384613513946533, 0.5504586100578308, 0.4239630401134491, 0.42639580368995667, 0.194871723651886, 0.49999988079071045 ], "time": 5.872464842163026, "param": null }, { "epoch": 58, "train_loss": 0.003261447185650468, "val_loss": 2.6230270862579346, "acc": 45.95, "f1": [ 0.7562187314033508, 0.5510202646255493, 0.29473677277565, 0.24175815284252167, 0.28855711221694946, 0.47846877574920654, 0.4411763548851013, 0.505154550075531, 0.5555554032325745, 0.5454544425010681, 0.3260868787765503, 0.25730982422828674, 0.4434387683868408, 0.39130425453186035, 0.3711339235305786, 0.345177561044693, 0.4903845191001892, 0.5714284777641296, 0.40796008706092834, 0.39195966720581055, 0.725490152835846, 0.5094338655471802, 0.4301074147224426, 0.5842695236206055, 0.6796115040779114, 0.36893191933631897, 0.43216070532798767, 0.26262614130973816, 0.6504853367805481, 0.45360812544822693, 0.4311925768852234, 0.42156851291656494, 0.4550263583660126, 0.40609124302864075, 0.4052862524986267, 0.2167486995458603, 0.39548009634017944, 0.31279608607292175, 0.31155768036842346, 0.6562498807907104, 0.41666656732559204, 0.6435642242431641, 0.38938042521476746, 0.45161277055740356, 0.13725484907627106, 0.28571420907974243, 0.30057793855667114, 0.5445543527603149, 0.6976743340492249, 0.6391751170158386, 0.28415289521217346, 0.4301074147224426, 0.589371919631958, 0.6099998950958252, 0.542713463306427, 0.1913042813539505, 0.6270268559455872, 0.5371427536010742, 0.6341462135314941, 0.4646463394165039, 0.7899998426437378, 0.5743588209152222, 0.4734298884868622, 0.382978618144989, 0.2404370754957199, 0.2999999225139618, 0.3431371748447418, 0.47368407249450684, 0.7772018909454346, 0.6445496082305908, 0.4799998700618744, 0.6861923336982727, 0.19791658222675323, 0.4236452281475067, 0.2944161295890808, 0.6702126860618591, 0.6868685483932495, 0.27322396636009216, 0.26540276408195496, 0.4499998688697815, 0.23423415422439575, 0.4545453190803528, 0.7203789353370667, 0.45360812544822693, 0.33497530221939087, 0.5837318897247314, 0.445652037858963, 0.5566036701202393, 0.32989683747291565, 0.49792519211769104, 0.46153831481933594, 0.5544553399085999, 0.3050846457481384, 0.31067952513694763, 0.7572813630104065, 0.5846152901649475, 0.4242422580718994, 0.3999998867511749, 0.212290421128273, 0.5418717861175537 ], "time": 6.140505751594901, "param": null }, { "epoch": 59, "train_loss": 0.0035186167806386948, "val_loss": 2.561206340789795, "acc": 46.41, "f1": [ 0.7586205005645752, 0.5527637004852295, 0.3043477535247803, 0.23204411566257477, 0.28712859749794006, 0.47846877574920654, 0.42857131361961365, 0.5252523422241211, 0.5523808598518372, 0.5652172565460205, 0.31999990344047546, 0.2558138370513916, 0.46728962659835815, 0.38043469190597534, 0.37999987602233887, 0.35294109582901, 0.4975123405456543, 0.5700481534004211, 0.40609124302864075, 0.3838382363319397, 0.7575755715370178, 0.5213268995285034, 0.44827571511268616, 0.6153844594955444, 0.6836733222007751, 0.3904760777950287, 0.4387753903865814, 0.27884605526924133, 0.6504853367805481, 0.4365480840206146, 0.436893105506897, 0.4205606281757355, 0.45833322405815125, 0.43749991059303284, 0.43362823128700256, 0.21890540421009064, 0.413043349981308, 0.34123215079307556, 0.3398057222366333, 0.6632652282714844, 0.3939392864704132, 0.6530610918998718, 0.3831774890422821, 0.4489794969558716, 0.1530611664056778, 0.29787227511405945, 0.3068180978298187, 0.5273630023002625, 0.6912441253662109, 0.6354165077209473, 0.26666656136512756, 0.4257424473762512, 0.5714284181594849, 0.6473428606987, 0.5533979535102844, 0.20353974401950836, 0.6382977366447449, 0.5240640044212341, 0.6315788626670837, 0.45685264468193054, 0.7783250212669373, 0.5612244009971619, 0.47619035840034485, 0.39603951573371887, 0.23529404401779175, 0.2999999225139618, 0.33179715275764465, 0.46874985098838806, 0.7916665077209473, 0.6567163467407227, 0.4646463394165039, 0.6926406025886536, 0.2243901938199997, 0.4331796169281006, 0.29702961444854736, 0.684491753578186, 0.6990289688110352, 0.2751321792602539, 0.29292917251586914, 0.44791656732559204, 0.2443438321352005, 0.4814813435077667, 0.7230044603347778, 0.44808733463287354, 0.33333322405815125, 0.5933012366294861, 0.45810040831565857, 0.5388126373291016, 0.3703702688217163, 0.5108224153518677, 0.4949493706226349, 0.5388599634170532, 0.3387977182865143, 0.2944161295890808, 0.7572813630104065, 0.559139609336853, 0.4257424473762512, 0.41284388303756714, 0.23036640882492065, 0.510416567325592 ], "time": 6.13619738817215, "param": null }, { "epoch": 60, "train_loss": 0.007015184499323368, "val_loss": 2.488255739212036, "acc": 46.14, "f1": [ 0.7586205005645752, 0.5567008852958679, 0.27884605526924133, 0.2234041839838028, 0.26484012603759766, 0.49756085872650146, 0.4313724637031555, 0.49999988079071045, 0.5841582417488098, 0.5925924777984619, 0.32402223348617554, 0.28571417927742004, 0.44976064562797546, 0.37777766585350037, 0.367346853017807, 0.3540668785572052, 0.4873095452785492, 0.5803107619285583, 0.3838382363319397, 0.3783782720565796, 0.7499999403953552, 0.5272725820541382, 0.43930622935295105, 0.633165717124939, 0.6699506640434265, 0.37623751163482666, 0.42051267623901367, 0.24761897325515747, 0.6473428606987, 0.42639580368995667, 0.44444432854652405, 0.4413144290447235, 0.4972374439239502, 0.4222221076488495, 0.4050632119178772, 0.23157887160778046, 0.42162150144577026, 0.33333322405815125, 0.3348415493965149, 0.6774192452430725, 0.3899998664855957, 0.6497460603713989, 0.38862547278404236, 0.46829259395599365, 0.1379309743642807, 0.29292917251586914, 0.30270257592201233, 0.5373133420944214, 0.6981130838394165, 0.6268655061721802, 0.2673795819282532, 0.4307691156864166, 0.5658535361289978, 0.6315788626670837, 0.5517240166664124, 0.20353974401950836, 0.6349205374717712, 0.5268816351890564, 0.6346153020858765, 0.4433496594429016, 0.7738691568374634, 0.5833332538604736, 0.48076915740966797, 0.3809523284435272, 0.22702695429325104, 0.2786068916320801, 0.3383083641529083, 0.43999987840652466, 0.7684727907180786, 0.6350710391998291, 0.45263150334358215, 0.7012985944747925, 0.20192298293113708, 0.4566209018230438, 0.3060108423233032, 0.6736840605735779, 0.6796115040779114, 0.2810809910297394, 0.29126206040382385, 0.4410255253314972, 0.24413138628005981, 0.4507041275501251, 0.7136148810386658, 0.4516127407550812, 0.3386242389678955, 0.5980390906333923, 0.4632767140865326, 0.5429863333702087, 0.331707239151001, 0.50862056016922, 0.47169798612594604, 0.5527637004852295, 0.31284910440444946, 0.31249991059303284, 0.7632849216461182, 0.5858584046363831, 0.4338623583316803, 0.39252325892448425, 0.20487797260284424, 0.5396823883056641 ], "time": 6.15034229401499, "param": null }, { "epoch": 61, "train_loss": 0.003781885839998722, "val_loss": 2.3672406673431396, "acc": 46.23, "f1": [ 0.7684727907180786, 0.5482232570648193, 0.29743579030036926, 0.23255808651447296, 0.2815532982349396, 0.46601933240890503, 0.43902426958084106, 0.5333331823348999, 0.5592415928840637, 0.572916567325592, 0.32748526334762573, 0.28048771619796753, 0.46728962659835815, 0.3763439953327179, 0.37623751163482666, 0.3653844892978668, 0.4897957742214203, 0.5533979535102844, 0.4020099639892578, 0.3654821515083313, 0.7562187314033508, 0.5395347476005554, 0.43930622935295105, 0.6249998807907104, 0.6766167879104614, 0.39195966720581055, 0.42708319425582886, 0.2786068916320801, 0.6346153020858765, 0.43564343452453613, 0.4454975128173828, 0.4331796169281006, 0.47513800859451294, 0.43298953771591187, 0.4405285120010376, 0.21463409066200256, 0.40206170082092285, 0.3287670314311981, 0.3286384046077728, 0.6666665077209473, 0.41414129734039307, 0.639593780040741, 0.3636362552642822, 0.45581385493278503, 0.13526564836502075, 0.30107519030570984, 0.3050846457481384, 0.5326631665229797, 0.6886791586875916, 0.6153844594955444, 0.2795697748661041, 0.40624988079071045, 0.5631066560745239, 0.6439023613929749, 0.5507245063781738, 0.1935483068227768, 0.6310158967971802, 0.535519003868103, 0.6315788626670837, 0.45128190517425537, 0.7632849216461182, 0.5463916063308716, 0.4834122061729431, 0.37999987602233887, 0.23913034796714783, 0.2955664098262787, 0.3383083641529083, 0.44670039415359497, 0.7715734243392944, 0.6473428606987, 0.43979042768478394, 0.6960350871086121, 0.20388342440128326, 0.4331796169281006, 0.3152172863483429, 0.6772485375404358, 0.6798028349876404, 0.2810809910297394, 0.30051806569099426, 0.4502616822719574, 0.24545449018478394, 0.47169798612594604, 0.7323941588401794, 0.4574466943740845, 0.2999999225139618, 0.5990337133407593, 0.45405393838882446, 0.5405403971672058, 0.34482747316360474, 0.5065500736236572, 0.5024629235267639, 0.5595853924751282, 0.31249991059303284, 0.2955664098262787, 0.7488149404525757, 0.5863873362541199, 0.4299998879432678, 0.40740731358528137, 0.2116401493549347, 0.5416665077209473 ], "time": 6.0853261211887, "param": null }, { "epoch": 62, "train_loss": 0.01167389191687107, "val_loss": 2.4910988807678223, "acc": 46.46, "f1": [ 0.762376070022583, 0.5670101642608643, 0.29896897077560425, 0.22727267444133759, 0.28571420907974243, 0.47524741291999817, 0.44444432854652405, 0.5102038979530334, 0.5700481534004211, 0.5913977026939392, 0.31638407707214355, 0.2944784462451935, 0.4670049846172333, 0.4111110270023346, 0.38578668236732483, 0.37209296226501465, 0.4974091649055481, 0.5576921701431274, 0.3904760777950287, 0.3617020547389984, 0.7524750828742981, 0.5167463421821594, 0.43093910813331604, 0.6599999070167542, 0.666666567325592, 0.3880595862865448, 0.4307691156864166, 0.28971952199935913, 0.653658390045166, 0.4387753903865814, 0.44444435834884644, 0.42857131361961365, 0.494381844997406, 0.4315788447856903, 0.4219408333301544, 0.22916659712791443, 0.3894736170768738, 0.32195112109184265, 0.31279608607292175, 0.6735749840736389, 0.4145076870918274, 0.6530610918998718, 0.34977567195892334, 0.46728962659835815, 0.14285708963871002, 0.30526304244995117, 0.3186812400817871, 0.535353422164917, 0.6886791586875916, 0.633165717124939, 0.28426387906074524, 0.4299998879432678, 0.5741626024246216, 0.6325579881668091, 0.5560973882675171, 0.20779213309288025, 0.6413041353225708, 0.5319147706031799, 0.6376810669898987, 0.4949493706226349, 0.7821780443191528, 0.5583755373954773, 0.4903845191001892, 0.3942306339740753, 0.23728805780410767, 0.28571420907974243, 0.3364485204219818, 0.4387753903865814, 0.7839194536209106, 0.6470587849617004, 0.4410255253314972, 0.6999998688697815, 0.19289332628250122, 0.4485980272293091, 0.29166659712791443, 0.6597937345504761, 0.6859902143478394, 0.2886596620082855, 0.2941175699234009, 0.47916653752326965, 0.24999991059303284, 0.4688993990421295, 0.7255812287330627, 0.4565216302871704, 0.3367346227169037, 0.5980390906333923, 0.445652037858963, 0.5388126373291016, 0.33502528071403503, 0.5022420287132263, 0.4857141971588135, 0.5520831942558289, 0.3186812400817871, 0.3184078335762024, 0.7647057771682739, 0.5699480772018433, 0.43749991059303284, 0.40178558230400085, 0.2099999338388443, 0.522222101688385 ], "time": 5.9859362514689565, "param": null }, { "epoch": 63, "train_loss": 0.004382506012916565, "val_loss": 2.378342866897583, "acc": 46.29, "f1": [ 0.7562187314033508, 0.5685278177261353, 0.2713567018508911, 0.239999920129776, 0.2980768382549286, 0.4593299925327301, 0.4306218922138214, 0.5128204226493835, 0.5833331942558289, 0.5806450843811035, 0.31638407707214355, 0.26666659116744995, 0.45320188999176025, 0.4111110270023346, 0.3804876506328583, 0.3627450466156006, 0.4950493574142456, 0.5728641748428345, 0.39195966720581055, 0.3756905198097229, 0.7317072153091431, 0.5472635626792908, 0.4180789887905121, 0.6170212030410767, 0.6796115040779114, 0.39999985694885254, 0.41176459193229675, 0.24120594561100006, 0.6700506210327148, 0.4411763548851013, 0.43720918893814087, 0.4195120930671692, 0.4812833070755005, 0.446808397769928, 0.43946176767349243, 0.2211054563522339, 0.39153432846069336, 0.31884050369262695, 0.3414633274078369, 0.6632652282714844, 0.41269823908805847, 0.6432158946990967, 0.3716813027858734, 0.46231144666671753, 0.15740735828876495, 0.2871793806552887, 0.30939218401908875, 0.5408161878585815, 0.6824643611907959, 0.625640869140625, 0.2914571762084961, 0.42162150144577026, 0.5728154182434082, 0.6605502963066101, 0.5671641230583191, 0.18260863423347473, 0.6486485004425049, 0.5363127589225769, 0.6502462029457092, 0.48453593254089355, 0.7684727907180786, 0.5527637004852295, 0.4854367673397064, 0.3904760777950287, 0.23655906319618225, 0.2901553809642792, 0.3248729705810547, 0.4242422580718994, 0.7738691568374634, 0.6372547745704651, 0.44670039415359497, 0.7149319648742676, 0.1798941045999527, 0.4519229531288147, 0.31249991059303284, 0.6666665077209473, 0.6826921701431274, 0.2886596620082855, 0.2898550033569336, 0.487046480178833, 0.23829780519008636, 0.4744184911251068, 0.7255812287330627, 0.446808397769928, 0.3399999141693115, 0.6161615252494812, 0.4491977095603943, 0.5412842631340027, 0.32456132769584656, 0.49565204977989197, 0.4837207794189453, 0.5499998927116394, 0.3260868787765503, 0.31155768036842346, 0.7684727907180786, 0.5863873362541199, 0.44791656732559204, 0.40394076704978943, 0.21999992430210114, 0.4897957742214203 ], "time": 6.090706440620124, "param": null }, { "epoch": 64, "train_loss": 0.0048540569841861725, "val_loss": 2.4739699363708496, "acc": 46.18, "f1": [ 0.7562187314033508, 0.5490195155143738, 0.26041656732559204, 0.239999920129776, 0.28571420907974243, 0.48484835028648376, 0.4413144290447235, 0.502564013004303, 0.5592415928840637, 0.5934064984321594, 0.3314284682273865, 0.28048771619796753, 0.46153831481933594, 0.3820223808288574, 0.3653844892978668, 0.3414633274078369, 0.5130888819694519, 0.5686272978782654, 0.3804876506328583, 0.37433144450187683, 0.742574155330658, 0.5402842164039612, 0.4180789887905121, 0.6464645266532898, 0.6666665077209473, 0.38578668236732483, 0.40394076704978943, 0.26666656136512756, 0.6732671856880188, 0.43349742889404297, 0.4190475046634674, 0.42156851291656494, 0.474226713180542, 0.446808397769928, 0.43720918893814087, 0.2099999338388443, 0.4120602011680603, 0.322274774312973, 0.33802807331085205, 0.6598983407020569, 0.42780739068984985, 0.6597937345504761, 0.33962252736091614, 0.43946176767349243, 0.15238089859485626, 0.28426387906074524, 0.33333322405815125, 0.5507245063781738, 0.6854459643363953, 0.629441499710083, 0.2713567018508911, 0.42639580368995667, 0.5619046092033386, 0.657534122467041, 0.5643563270568848, 0.18957340717315674, 0.6526314616203308, 0.5505616068840027, 0.622641384601593, 0.45918354392051697, 0.7783250212669373, 0.5643563270568848, 0.4814813435077667, 0.3917524814605713, 0.2378377616405487, 0.29166659712791443, 0.33333322405815125, 0.4236452281475067, 0.7817257046699524, 0.6407765746116638, 0.4343433380126953, 0.702702522277832, 0.20792071521282196, 0.4519229531288147, 0.299465149641037, 0.6632122993469238, 0.6799998879432678, 0.28723397850990295, 0.29245272278785706, 0.4766837954521179, 0.2399999350309372, 0.4688993990421295, 0.718893826007843, 0.4491977095603943, 0.324607253074646, 0.6009851098060608, 0.4712642431259155, 0.5545453429222107, 0.30270257592201233, 0.48305076360702515, 0.4878047704696655, 0.5435895919799805, 0.3111110329627991, 0.30456843972206116, 0.762376070022583, 0.5742572546005249, 0.4307691156864166, 0.390243798494339, 0.21782170236110687, 0.5133689045906067 ], "time": 6.244341745041311, "param": null }, { "epoch": 65, "train_loss": 0.005325210280716419, "val_loss": 2.4588623046875, "acc": 46.28, "f1": [ 0.7817257046699524, 0.5643563270568848, 0.2741115987300873, 0.251428484916687, 0.2561575770378113, 0.49746179580688477, 0.43720918893814087, 0.5230767726898193, 0.5741626024246216, 0.577777624130249, 0.33333319425582886, 0.31055888533592224, 0.44776105880737305, 0.38461530208587646, 0.378109335899353, 0.336633563041687, 0.48913031816482544, 0.5714284181594849, 0.364531934261322, 0.38709667325019836, 0.7586205005645752, 0.5428570508956909, 0.4090908467769623, 0.6368157267570496, 0.6568626165390015, 0.3711339235305786, 0.4162435233592987, 0.25570768117904663, 0.6532661318778992, 0.44554442167282104, 0.43349742889404297, 0.4401912987232208, 0.45918354392051697, 0.4365480840206146, 0.4585364758968353, 0.22702695429325104, 0.4210525155067444, 0.29850736260414124, 0.3551400303840637, 0.6532661318778992, 0.4226802885532379, 0.6499998569488525, 0.3744291365146637, 0.47761180996894836, 0.17117109894752502, 0.281406968832016, 0.3186812400817871, 0.5567008852958679, 0.6822428703308105, 0.6237622499465942, 0.2553190290927887, 0.4102562665939331, 0.5833331942558289, 0.6478871703147888, 0.5603863000869751, 0.1957446187734604, 0.6847825050354004, 0.5189187526702881, 0.6095237135887146, 0.4499998688697815, 0.7881771922111511, 0.5510202646255493, 0.46788978576660156, 0.36607131361961365, 0.2234041839838028, 0.2795697748661041, 0.3301886022090912, 0.4299998879432678, 0.7699998021125793, 0.6634145379066467, 0.46938762068748474, 0.6964284181594849, 0.2121211439371109, 0.4425530731678009, 0.3111110329627991, 0.6530610918998718, 0.6831682324409485, 0.28415289521217346, 0.2713567018508911, 0.4545453190803528, 0.2488037496805191, 0.4549761712551117, 0.7123286128044128, 0.4432430863380432, 0.3487178385257721, 0.579439103603363, 0.4699452221393585, 0.5545453429222107, 0.3169397711753845, 0.502282977104187, 0.5073169469833374, 0.5482232570648193, 0.314606636762619, 0.3147207200527191, 0.7661689519882202, 0.5654449462890625, 0.43523305654525757, 0.41048023104667664, 0.2121211439371109, 0.49729716777801514 ], "time": 5.922860581427813, "param": null }, { "epoch": 66, "train_loss": 0.005211639683693647, "val_loss": 2.369680166244507, "acc": 46.23, "f1": [ 0.7699998021125793, 0.5685278177261353, 0.2647058069705963, 0.22988496720790863, 0.26086950302124023, 0.4780486822128296, 0.4257424473762512, 0.5050503611564636, 0.5539904832839966, 0.57297283411026, 0.3428570628166199, 0.30303019285202026, 0.4509802758693695, 0.3999999165534973, 0.378109335899353, 0.33492809534072876, 0.4973543584346771, 0.5887848734855652, 0.36815908551216125, 0.3703702688217163, 0.7599998116493225, 0.5446008443832397, 0.43575406074523926, 0.619289219379425, 0.6733667254447937, 0.3880595862865448, 0.4081631302833557, 0.26600977778434753, 0.6633164882659912, 0.4433496594429016, 0.4306218922138214, 0.43902426958084106, 0.4731181561946869, 0.44210511445999146, 0.4253392219543457, 0.2211054563522339, 0.39795905351638794, 0.31372541189193726, 0.34101372957229614, 0.6666665077209473, 0.4226802885532379, 0.6432158946990967, 0.3508771061897278, 0.4629628360271454, 0.1509433388710022, 0.2797926664352417, 0.2934781610965729, 0.5499998927116394, 0.6698111891746521, 0.6358972787857056, 0.26086944341659546, 0.4145076870918274, 0.5727698802947998, 0.6380951404571533, 0.5656563639640808, 0.2018347978591919, 0.6740330457687378, 0.5227271318435669, 0.6111109852790833, 0.46632111072540283, 0.7745096683502197, 0.5408161878585815, 0.4694834351539612, 0.3703702688217163, 0.23913034796714783, 0.29629620909690857, 0.37558677792549133, 0.4307691156864166, 0.7857141494750977, 0.6666665077209473, 0.47524741291999817, 0.7111109495162964, 0.17525766789913177, 0.44651150703430176, 0.30526304244995117, 0.6598983407020569, 0.696517288684845, 0.3111110329627991, 0.281406968832016, 0.47715723514556885, 0.23255807161331177, 0.4792625606060028, 0.7136148810386658, 0.43715834617614746, 0.3248729705810547, 0.563380241394043, 0.4835163354873657, 0.5454544425010681, 0.3084111213684082, 0.5065500736236572, 0.4927534759044647, 0.5624998807907104, 0.3351954519748688, 0.31249991059303284, 0.7549017667770386, 0.5714284777641296, 0.4248703718185425, 0.3981480300426483, 0.2211054563522339, 0.5291004180908203 ], "time": 6.01175145059824, "param": null }, { "epoch": 67, "train_loss": 0.005690139252692461, "val_loss": 2.4338088035583496, "acc": 46.0, "f1": [ 0.7676765322685242, 0.5588234066963196, 0.28571420907974243, 0.22950810194015503, 0.2536584436893463, 0.505154550075531, 0.4541061818599701, 0.49999988079071045, 0.5728154182434082, 0.596684992313385, 0.3409090042114258, 0.3113771378993988, 0.43781083822250366, 0.39560428261756897, 0.36893191933631897, 0.3523808717727661, 0.5133689045906067, 0.5566036701202393, 0.36815908551216125, 0.35483860969543457, 0.7411166429519653, 0.5294116735458374, 0.4269661605358124, 0.639593780040741, 0.6763284206390381, 0.35532984137535095, 0.4020099639892578, 0.2613064646720886, 0.6565654873847961, 0.43902426958084106, 0.40191373229026794, 0.4137929677963257, 0.45595842599868774, 0.4153004288673401, 0.4331796169281006, 0.22549012303352356, 0.4077668786048889, 0.3024389147758484, 0.34123215079307556, 0.6598983407020569, 0.4102562665939331, 0.6432158946990967, 0.3551400303840637, 0.47572803497314453, 0.15999993681907654, 0.28712859749794006, 0.29032251238822937, 0.5510202646255493, 0.6854459643363953, 0.639593780040741, 0.2713567018508911, 0.43523305654525757, 0.5673075914382935, 0.6422017216682434, 0.5550238490104675, 0.2075471132993698, 0.6631014943122864, 0.5054942965507507, 0.6190475225448608, 0.4670049846172333, 0.7586205005645752, 0.5656563639640808, 0.4837207794189453, 0.3826086223125458, 0.22797919809818268, 0.27999991178512573, 0.35748788714408875, 0.4242422580718994, 0.7715734243392944, 0.6509432196617126, 0.45544540882110596, 0.7043477296829224, 0.1764705330133438, 0.43946176767349243, 0.31034475564956665, 0.6701569557189941, 0.6896550059318542, 0.29896897077560425, 0.2797926664352417, 0.4615383446216583, 0.2545453906059265, 0.47572803497314453, 0.6972475647926331, 0.44198882579803467, 0.3386242389678955, 0.5990337133407593, 0.47953203320503235, 0.5381165146827698, 0.3068782389163971, 0.49777767062187195, 0.4729062616825104, 0.5549736618995667, 0.2999999225139618, 0.3399999141693115, 0.7647057771682739, 0.5668447613716125, 0.419999897480011, 0.38647329807281494, 0.21359217166900635, 0.5133689045906067 ], "time": 6.229040984995663, "param": null }, { "epoch": 68, "train_loss": 0.005487530957907438, "val_loss": 2.5322883129119873, "acc": 46.21, "f1": [ 0.7499997615814209, 0.5699998736381531, 0.2914571762084961, 0.2485874742269516, 0.2815532982349396, 0.48205116391181946, 0.43269219994544983, 0.518134593963623, 0.5741626024246216, 0.5842695236206055, 0.3314915895462036, 0.3037973642349243, 0.45544540882110596, 0.3699420988559723, 0.3711339235305786, 0.36018943786621094, 0.486772358417511, 0.5728154182434082, 0.3465345501899719, 0.35978829860687256, 0.729999840259552, 0.5370368957519531, 0.42528724670410156, 0.6237622499465942, 0.6666665077209473, 0.3923443853855133, 0.4102562665939331, 0.2488478720188141, 0.6633662581443787, 0.43902426958084106, 0.4200912117958069, 0.45544540882110596, 0.47120407223701477, 0.4301074147224426, 0.4210525453090668, 0.210526242852211, 0.4183672070503235, 0.2999999225139618, 0.34234222769737244, 0.6562498807907104, 0.42931926250457764, 0.6666665077209473, 0.3823528587818146, 0.4579438269138336, 0.1559632420539856, 0.2886596620082855, 0.30270257592201233, 0.5549736618995667, 0.6820275187492371, 0.6299998760223389, 0.2736841142177582, 0.40206170082092285, 0.5821594595909119, 0.6517856121063232, 0.5418717861175537, 0.1891890913248062, 0.6559138894081116, 0.4946235418319702, 0.6220094561576843, 0.46999987959861755, 0.7707315683364868, 0.5870645046234131, 0.4884791076183319, 0.3867923319339752, 0.23529404401779175, 0.28723397850990295, 0.3592231869697571, 0.4489794969558716, 0.7738691568374634, 0.6601940989494324, 0.4232803285121918, 0.6866952180862427, 0.19534875452518463, 0.43518510460853577, 0.32160791754722595, 0.6769229769706726, 0.6868685483932495, 0.320441871881485, 0.2736841142177582, 0.4338623583316803, 0.2464454174041748, 0.47572803497314453, 0.7136148810386658, 0.4301074147224426, 0.32978713512420654, 0.5933012366294861, 0.4914284646511078, 0.5405403971672058, 0.33333325386047363, 0.49999988079071045, 0.4827585518360138, 0.5549736618995667, 0.3351350426673889, 0.3186812400817871, 0.7684727907180786, 0.5410627126693726, 0.42639580368995667, 0.3943660855293274, 0.2095237374305725, 0.5024153590202332 ], "time": 6.323711751960218, "param": null }, { "epoch": 69, "train_loss": 0.005723960697650909, "val_loss": 2.400834321975708, "acc": 46.32, "f1": [ 0.7715734243392944, 0.5533979535102844, 0.29268285632133484, 0.2430938482284546, 0.2545453906059265, 0.4923075735569, 0.4466018080711365, 0.4974091649055481, 0.5645932555198669, 0.6077346205711365, 0.3563217520713806, 0.3018867075443268, 0.42857128381729126, 0.39784935116767883, 0.34374991059303284, 0.368663489818573, 0.5217389464378357, 0.5971562266349792, 0.3517586886882782, 0.33684200048446655, 0.729999840259552, 0.5428570508956909, 0.4260353744029999, 0.6358972787857056, 0.6733667254447937, 0.3999998867511749, 0.3838382363319397, 0.27272719144821167, 0.6699506640434265, 0.4299998879432678, 0.4339621663093567, 0.4299998879432678, 0.4516127407550812, 0.4347825050354004, 0.44444432854652405, 0.2176164984703064, 0.4162435233592987, 0.30097079277038574, 0.34862375259399414, 0.6598983407020569, 0.41884803771972656, 0.6567163467407227, 0.37320560216903687, 0.4857141971588135, 0.14678892493247986, 0.2886596620082855, 0.3101603388786316, 0.5555554032325745, 0.688372015953064, 0.6231154203414917, 0.2795697748661041, 0.4021162986755371, 0.5727698802947998, 0.6486485004425049, 0.5497629642486572, 0.1722487509250641, 0.6808508634567261, 0.5082871913909912, 0.6203702688217163, 0.4827585518360138, 0.7729466557502747, 0.5612244009971619, 0.48803818225860596, 0.3809523284435272, 0.23157887160778046, 0.3068782389163971, 0.3495144844055176, 0.4387753903865814, 0.7835050225257874, 0.663461446762085, 0.474226713180542, 0.7192980647087097, 0.17674411833286285, 0.4214874804019928, 0.2870812714099884, 0.666666567325592, 0.6934671998023987, 0.2999999225139618, 0.2696628272533417, 0.4615383446216583, 0.2547169029712677, 0.47115376591682434, 0.7255812287330627, 0.425531804561615, 0.2983424663543701, 0.5951218605041504, 0.497175008058548, 0.5405403971672058, 0.3121950626373291, 0.4912279546260834, 0.4837207794189453, 0.5463916063308716, 0.3186812400817871, 0.36649200320243835, 0.775119423866272, 0.5624998807907104, 0.40641695261001587, 0.3999998867511749, 0.21495321393013, 0.5279186367988586 ], "time": 6.095461747609079, "param": null }, { "epoch": 70, "train_loss": 0.0054811155423521996, "val_loss": 2.285348653793335, "acc": 46.4, "f1": [ 0.7599998116493225, 0.5699998736381531, 0.28426387906074524, 0.22222214937210083, 0.2477063536643982, 0.5074625611305237, 0.41666656732559204, 0.5073169469833374, 0.579439103603363, 0.6086955666542053, 0.34254133701324463, 0.31788066029548645, 0.4717947542667389, 0.4022987186908722, 0.3711339235305786, 0.362790584564209, 0.48387083411216736, 0.5904760956764221, 0.36792439222335815, 0.35978829860687256, 0.7336682677268982, 0.5321099162101746, 0.4508668780326843, 0.6358972787857056, 0.6632652282714844, 0.3763439953327179, 0.38834938406944275, 0.27488142251968384, 0.6470587849617004, 0.43979042768478394, 0.4230768084526062, 0.4265401363372803, 0.4577113389968872, 0.4301074147224426, 0.42452818155288696, 0.21890540421009064, 0.44670039415359497, 0.3299999237060547, 0.3441859781742096, 0.6737966537475586, 0.42931926250457764, 0.6567163467407227, 0.39252325892448425, 0.4502163529396057, 0.1391303837299347, 0.2959182858467102, 0.30337071418762207, 0.5561496019363403, 0.7155961990356445, 0.629441499710083, 0.2588233947753906, 0.3999998867511749, 0.5943394899368286, 0.635944664478302, 0.5603863000869751, 0.19730934500694275, 0.6956520080566406, 0.5111110210418701, 0.6161136031150818, 0.4949493706226349, 0.7647057771682739, 0.5756096839904785, 0.4933919608592987, 0.3728812634944916, 0.22680403292179108, 0.2797926664352417, 0.3707316219806671, 0.4083768427371979, 0.7738691568374634, 0.666666567325592, 0.45544540882110596, 0.7090908288955688, 0.16580304503440857, 0.4085105359554291, 0.30208322405815125, 0.6632122993469238, 0.7019230127334595, 0.33333325386047363, 0.28415289521217346, 0.4631577730178833, 0.25777769088745117, 0.47524741291999817, 0.7255812287330627, 0.41711217164993286, 0.30057793855667114, 0.6048778891563416, 0.5056177973747253, 0.5315313935279846, 0.306122362613678, 0.4786323606967926, 0.48309168219566345, 0.5520831942558289, 0.32222211360931396, 0.3295453190803528, 0.7692306041717529, 0.5658535361289978, 0.4221104085445404, 0.41176459193229675, 0.21495321393013, 0.5235601663589478 ], "time": 5.9134097611531615, "param": null }, { "epoch": 71, "train_loss": 0.005236833356320858, "val_loss": 2.605226516723633, "acc": 45.98, "f1": [ 0.7699998021125793, 0.5599998831748962, 0.306122362613678, 0.2275448441505432, 0.24107137322425842, 0.48936155438423157, 0.45581385493278503, 0.4923075735569, 0.5816324949264526, 0.6086955666542053, 0.36065563559532166, 0.33333325386047363, 0.44791656732559204, 0.3707864284515381, 0.3469386696815491, 0.35051536560058594, 0.49729716777801514, 0.5714284181594849, 0.3568074107170105, 0.3529410660266876, 0.7564765214920044, 0.5267855525016785, 0.42285704612731934, 0.6116504073143005, 0.6829267144203186, 0.3804876506328583, 0.40206170082092285, 0.26244333386421204, 0.666666567325592, 0.4210525155067444, 0.4186045527458191, 0.42857128381729126, 0.4432988464832306, 0.43333321809768677, 0.43720918893814087, 0.2127658873796463, 0.4153004288673401, 0.3316582143306732, 0.3348836302757263, 0.6701569557189941, 0.4145076870918274, 0.6470587849617004, 0.36111101508140564, 0.46534639596939087, 0.17840369045734406, 0.2914571762084961, 0.3157893717288971, 0.5612244009971619, 0.6972475647926331, 0.6299998760223389, 0.2713567018508911, 0.40206170082092285, 0.5837318897247314, 0.6517856121063232, 0.5428570508956909, 0.18749992549419403, 0.6666665077209473, 0.5026736855506897, 0.622641384601593, 0.47236168384552, 0.7632849216461182, 0.5699998736381531, 0.48401811718940735, 0.3587442934513092, 0.2541435658931732, 0.26041656732559204, 0.3711339235305786, 0.4186045527458191, 0.7857141494750977, 0.6600984334945679, 0.45833322405815125, 0.6638653874397278, 0.1843317300081253, 0.4339621663093567, 0.2959182858467102, 0.6770831346511841, 0.6926827430725098, 0.30366483330726624, 0.2765956223011017, 0.41935470700263977, 0.2399999350309372, 0.47761180996894836, 0.7155961990356445, 0.41340771317481995, 0.3050846457481384, 0.5961536765098572, 0.5294116139411926, 0.5132741928100586, 0.30392149090766907, 0.4799998998641968, 0.4666665494441986, 0.5326631665229797, 0.3043477535247803, 0.34343424439430237, 0.7609753608703613, 0.5837836861610413, 0.42857128381729126, 0.38647329807281494, 0.21100911498069763, 0.49999988079071045 ], "time": 6.047419178299606, "param": null }, { "epoch": 72, "train_loss": 0.005007968749850988, "val_loss": 2.383580207824707, "acc": 46.13, "f1": [ 0.7715734243392944, 0.5699998736381531, 0.2944161295890808, 0.24999991059303284, 0.2488478720188141, 0.47619032859802246, 0.46082934737205505, 0.48484835028648376, 0.5714284181594849, 0.5934064984321594, 0.3502824008464813, 0.3144652843475342, 0.44221094250679016, 0.36871495842933655, 0.35897424817085266, 0.34482747316360474, 0.48387083411216736, 0.5981307029724121, 0.3636362850666046, 0.37373724579811096, 0.735293984413147, 0.5352111458778381, 0.43956032395362854, 0.619999885559082, 0.6799998879432678, 0.3980098366737366, 0.3842363655567169, 0.2816900908946991, 0.6769229769706726, 0.4226802885532379, 0.4090907871723175, 0.4343433380126953, 0.46632111072540283, 0.4111110270023346, 0.42790690064430237, 0.23350247740745544, 0.4299998879432678, 0.31372541189193726, 0.32160791754722595, 0.649484395980835, 0.41711217164993286, 0.6565654873847961, 0.3699999153614044, 0.45814967155456543, 0.17040351033210754, 0.26086950302124023, 0.2793295085430145, 0.5492226481437683, 0.6844443082809448, 0.6528496146202087, 0.2842104732990265, 0.40641695261001587, 0.5882351398468018, 0.6517856121063232, 0.5302324295043945, 0.19811314344406128, 0.6772485375404358, 0.5164833664894104, 0.6082947254180908, 0.47572803497314453, 0.7714284658432007, 0.535353422164917, 0.4814813435077667, 0.3827749788761139, 0.24864855408668518, 0.2795697748661041, 0.36018943786621094, 0.4292682111263275, 0.8061222434043884, 0.663461446762085, 0.48387083411216736, 0.6905827522277832, 0.1799999475479126, 0.4205606281757355, 0.2769230008125305, 0.6632652282714844, 0.6969695687294006, 0.31638407707214355, 0.29213473200798035, 0.4502616822719574, 0.24413138628005981, 0.4507041275501251, 0.7203789353370667, 0.42708319425582886, 0.3384614586830139, 0.6082472205162048, 0.5142855644226074, 0.5321099162101746, 0.3076922297477722, 0.4765956401824951, 0.46601933240890503, 0.5177663564682007, 0.30366483330726624, 0.35416656732559204, 0.7638189196586609, 0.5399999022483826, 0.4123710095882416, 0.3942306339740753, 0.21800939738750458, 0.5074625611305237 ], "time": 6.138038272969425, "param": null }, { "epoch": 73, "train_loss": 0.005204303190112114, "val_loss": 2.428022861480713, "acc": 46.01, "f1": [ 0.7537687420845032, 0.5937498807907104, 0.2941175699234009, 0.21428564190864563, 0.28695645928382874, 0.4923075735569, 0.44444432854652405, 0.47916653752326965, 0.558139443397522, 0.5978259444236755, 0.3502824008464813, 0.32911381125450134, 0.44976064562797546, 0.3771427571773529, 0.35978829860687256, 0.3523808717727661, 0.4812833070755005, 0.5991188287734985, 0.35643553733825684, 0.36649200320243835, 0.7184464335441589, 0.5327101349830627, 0.4180789887905121, 0.6185566186904907, 0.6567163467407227, 0.35416656732559204, 0.372548907995224, 0.2758619785308838, 0.666666567325592, 0.42639580368995667, 0.4190475046634674, 0.4299998879432678, 0.446808397769928, 0.41666656732559204, 0.43835610151290894, 0.22966498136520386, 0.42051267623901367, 0.31884050369262695, 0.3301886022090912, 0.6666665077209473, 0.3999999165534973, 0.6424869298934937, 0.3677128851413727, 0.4788731336593628, 0.15859025716781616, 0.28712859749794006, 0.3118278682231903, 0.5714284777641296, 0.6972475647926331, 0.6344084739685059, 0.30208322405815125, 0.3942306339740753, 0.5887848734855652, 0.6445496082305908, 0.5523808598518372, 0.1844659447669983, 0.6739128828048706, 0.5130888819694519, 0.6161136031150818, 0.46874985098838806, 0.7729466557502747, 0.5492226481437683, 0.4834122061729431, 0.38144323229789734, 0.22916659712791443, 0.2553190290927887, 0.3693692684173584, 0.42857128381729126, 0.7979272603988647, 0.6568626165390015, 0.45595842599868774, 0.7074234485626221, 0.19095470011234283, 0.41095879673957825, 0.29743579030036926, 0.6701569557189941, 0.7019230127334595, 0.2923975884914398, 0.28723397850990295, 0.4301074147224426, 0.23580780625343323, 0.45714277029037476, 0.7058822512626648, 0.4148934781551361, 0.3195875287055969, 0.5904760956764221, 0.5317917466163635, 0.5405403971672058, 0.31249991059303284, 0.47963786125183105, 0.46601933240890503, 0.5561496019363403, 0.3267325758934021, 0.3152172863483429, 0.7692306041717529, 0.5499998927116394, 0.4343433380126953, 0.39805811643600464, 0.22549012303352356, 0.49999988079071045 ], "time": 6.298864328302443, "param": null }, { "epoch": 74, "train_loss": 0.008159023709595203, "val_loss": 2.2931861877441406, "acc": 45.98, "f1": [ 0.7512193918228149, 0.5510202646255493, 0.2758619785308838, 0.2105262726545334, 0.263374388217926, 0.4729062616825104, 0.44651150703430176, 0.5148513317108154, 0.5781989693641663, 0.6041665077209473, 0.35955044627189636, 0.32335323095321655, 0.4433496594429016, 0.36464083194732666, 0.3675675094127655, 0.35416656732559204, 0.5106381177902222, 0.6009388566017151, 0.390243798494339, 0.36842095851898193, 0.7227722406387329, 0.5302324295043945, 0.39560428261756897, 0.6305417418479919, 0.6699506640434265, 0.3999998867511749, 0.3823528587818146, 0.26086950302124023, 0.6868685483932495, 0.4248703718185425, 0.41346144676208496, 0.40796008706092834, 0.45128190517425537, 0.41935470700263977, 0.4292682111263275, 0.23041465878486633, 0.4210525155067444, 0.32160791754722595, 0.32258057594299316, 0.6403939127922058, 0.41711217164993286, 0.6305417418479919, 0.3861384987831116, 0.46363624930381775, 0.16901402175426483, 0.29292917251586914, 0.299465149641037, 0.5583755373954773, 0.7009344696998596, 0.6304346323013306, 0.27118635177612305, 0.39795905351638794, 0.5933012366294861, 0.6418603658676147, 0.5576921701431274, 0.16999994218349457, 0.7015705108642578, 0.5052630305290222, 0.6139533519744873, 0.47761180996894836, 0.7655500173568726, 0.5624998807907104, 0.4705880880355835, 0.3804876506328583, 0.2340424805879593, 0.26086944341659546, 0.3465345501899719, 0.4081631302833557, 0.7857141494750977, 0.6633164882659912, 0.4787232577800751, 0.689655065536499, 0.17840369045734406, 0.40191373229026794, 0.2829267382621765, 0.6770831346511841, 0.7192116975784302, 0.2937852144241333, 0.2793295085430145, 0.4408600926399231, 0.21904754638671875, 0.47846877574920654, 0.7109003663063049, 0.4083768427371979, 0.34736835956573486, 0.5870645046234131, 0.517646849155426, 0.5327101349830627, 0.30851057171821594, 0.49327346682548523, 0.4622640609741211, 0.5399999022483826, 0.32258057594299316, 0.3478259742259979, 0.7677723169326782, 0.5445543527603149, 0.40796008706092834, 0.39252325892448425, 0.1971830278635025, 0.4854367673397064 ], "time": 6.37783794477582, "param": null }, { "epoch": 75, "train_loss": 0.005458432715386152, "val_loss": 2.454725742340088, "acc": 46.06, "f1": [ 0.7499999403953552, 0.5775399804115295, 0.2870369255542755, 0.20987647771835327, 0.2477063536643982, 0.49729716777801514, 0.43835610151290894, 0.5170730352401733, 0.579439103603363, 0.6206895709037781, 0.38674020767211914, 0.2987011969089508, 0.48484835028648376, 0.3529410660266876, 0.38709667325019836, 0.3636362850666046, 0.45454537868499756, 0.6039602756500244, 0.3699999153614044, 0.3699420988559723, 0.7448978424072266, 0.5533979535102844, 0.4044942855834961, 0.633165717124939, 0.6407765746116638, 0.42162150144577026, 0.4083768427371979, 0.2545453906059265, 0.6632652282714844, 0.45833322405815125, 0.4072396755218506, 0.4221104085445404, 0.4545453190803528, 0.41758227348327637, 0.4319247901439667, 0.23111103475093842, 0.4183672070503235, 0.34042540192604065, 0.3076922297477722, 0.6633164882659912, 0.4180789887905121, 0.6358972787857056, 0.37209296226501465, 0.46009382605552673, 0.1545064002275467, 0.2636362612247467, 0.2727271616458893, 0.5520831942558289, 0.7123286128044128, 0.6262625455856323, 0.2629106938838959, 0.4190475046634674, 0.587155818939209, 0.657534122467041, 0.5395347476005554, 0.19047613441944122, 0.6703295111656189, 0.5027320981025696, 0.6046510338783264, 0.47619035840034485, 0.7605632543563843, 0.5527637004852295, 0.47787603735923767, 0.3881855607032776, 0.2424241602420807, 0.2793295085430145, 0.36792439222335815, 0.4299064576625824, 0.7960197329521179, 0.6599999070167542, 0.5125626921653748, 0.672810971736908, 0.1834060400724411, 0.3999999165534973, 0.3047617971897125, 0.6806281208992004, 0.7083331942558289, 0.3118278682231903, 0.28855711221694946, 0.4432988464832306, 0.24413138628005981, 0.48484835028648376, 0.7142855525016785, 0.4245808720588684, 0.3386242389678955, 0.5911328792572021, 0.5172412991523743, 0.5428570508956909, 0.28723397850990295, 0.4912279546260834, 0.47761180996894836, 0.5492226481437683, 0.320441871881485, 0.3232322335243225, 0.7835050225257874, 0.5155554413795471, 0.40999990701675415, 0.4056602716445923, 0.22680403292179108, 0.48167529702186584 ], "time": 6.103769041597843, "param": null }, { "epoch": 76, "train_loss": 1.9141820669174194, "val_loss": 4.46157169342041, "acc": 20.9, "f1": [ 0.531745970249176, 0.32432422041893005, 0.1403508186340332, 0.03738315775990486, 0.019801972433924675, 0.20329667627811432, 0.24999994039535522, 0.0806451216340065, 0.09523806720972061, 0.12476721405982971, 0.1866666078567505, 0.1290322095155716, 0.14081142842769623, 0.21621616184711456, 0.2739725112915039, 0.05882347747683525, 0.08139529079198837, 0.22549012303352356, 0.2014387845993042, 0.18068529665470123, 0.16507934033870697, 0.238805890083313, 0.26666659116744995, 0.07619044184684753, 0.4594593644142151, 0.16974163055419922, 0.11214949190616608, 0.0, 0.25599992275238037, 0.20689646899700165, 0.16528919339179993, 0.07843131572008133, 0.210526242852211, 0.1774192750453949, 0.019801972433924675, 0.0806451216340065, 0.01960783451795578, 0.057970959693193436, 0.040816277265548706, 0.22065721452236176, 0.1580246537923813, 0.5652172565460205, 0.01960783451795578, 0.0, 0.05084741488099098, 0.037037014961242676, 0.14876028895378113, 0.30270257592201233, 0.362318754196167, 0.14285708963871002, 0.0, 0.23232315480709076, 0.3649634122848511, 0.5199998617172241, 0.27350419759750366, 0.05357140302658081, 0.3414632976055145, 0.27096763253211975, 0.3459458649158478, 0.24999994039535522, 0.490028440952301, 0.35443025827407837, 0.39106133580207825, 0.16363632678985596, 0.038834936916828156, 0.12173908948898315, 0.03846152126789093, 0.22058817744255066, 0.4274808168411255, 0.3014705181121826, 0.019047604873776436, 0.33260390162467957, 0.08264458924531937, 0.20408158004283905, 0.019801972433924675, 0.4434387683868408, 0.4493670165538788, 0.0, 0.01941746659576893, 0.12612608075141907, 0.018348604440689087, 0.13740453124046326, 0.6138612627983093, 0.29118767380714417, 0.11822658032178879, 0.3398691415786743, 0.2652328908443451, 0.17124390602111816, 0.03921567276120186, 0.05714283511042595, 0.05825240537524223, 0.2399999350309372, 0.2521738111972809, 0.0, 0.2177913784980774, 0.3694778084754944, 0.054054029285907745, 0.09999995678663254, 0.08759118616580963, 0.29813653230667114 ], "time": 6.174354936927557, "param": null }, { "epoch": 77, "train_loss": 1.3921799659729004, "val_loss": 3.3620975017547607, "acc": 27.09, "f1": [ 0.45859864354133606, 0.43850257992744446, 0.11834313720464706, 0.2025315761566162, 0.03448272496461868, 0.22127652168273926, 0.2953019142150879, 0.24793381989002228, 0.3798881769180298, 0.3307492733001709, 0.24512529373168945, 0.18705028295516968, 0.16151200234889984, 0.22222216427326202, 0.2659573554992676, 0.21428565680980682, 0.26997238397598267, 0.2033897489309311, 0.2597401440143585, 0.22784802317619324, 0.4646463692188263, 0.3874998986721039, 0.33333319425582886, 0.17647051811218262, 0.41441428661346436, 0.16143491864204407, 0.30769219994544983, 0.08474572747945786, 0.3981480300426483, 0.26751580834388733, 0.17283941805362701, 0.2790696620941162, 0.2614377737045288, 0.33333319425582886, 0.13008125126361847, 0.16030527651309967, 0.03738315775990486, 0.10606056451797485, 0.17391300201416016, 0.3355262577533722, 0.17132213711738586, 0.331034392118454, 0.056603748351335526, 0.03846152126789093, 0.09090902656316757, 0.11695900559425354, 0.2167486995458603, 0.3267972767353058, 0.5548385381698608, 0.1415928602218628, 0.0491802878677845, 0.14925366640090942, 0.5121949315071106, 0.5762709975242615, 0.16528919339179993, 0.07874010503292084, 0.47619032859802246, 0.3053433895111084, 0.345177561044693, 0.3157894015312195, 0.4507041871547699, 0.23703694343566895, 0.45312491059303284, 0.31884047389030457, 0.05555552989244461, 0.07352935522794724, 0.22222214937210083, 0.23036640882492065, 0.4503816068172455, 0.39543718099594116, 0.3374998867511749, 0.2620232105255127, 0.054794467985630035, 0.3405795991420746, 0.12698407471179962, 0.3937006890773773, 0.5053379535675049, 0.1450776606798172, 0.1499999463558197, 0.3151514232158661, 0.01626013033092022, 0.280373752117157, 0.6831682324409485, 0.1639343649148941, 0.18253964185714722, 0.2393161654472351, 0.253807008266449, 0.2790696918964386, 0.07207204401493073, 0.24637670814990997, 0.2965516448020935, 0.43093910813331604, 0.0701754093170166, 0.14399996399879456, 0.5161288380622864, 0.2964508831501007, 0.22222214937210083, 0.2556390166282654, 0.14718610048294067, 0.34814804792404175 ], "time": 6.257818697951734, "param": null }, { "epoch": 78, "train_loss": 1.16771399974823, "val_loss": 3.3736119270324707, "acc": 34.26, "f1": [ 0.5766422748565674, 0.3636362850666046, 0.0504201278090477, 0.21093745529651642, 0.20408158004283905, 0.2813454866409302, 0.2837836742401123, 0.3053433895111084, 0.39682528376579285, 0.49011847376823425, 0.22614836692810059, 0.1733332872390747, 0.2955974340438843, 0.2658226788043976, 0.2653060257434845, 0.21238930523395538, 0.4493390619754791, 0.4729062616825104, 0.2783504128456116, 0.28742504119873047, 0.6375544667243958, 0.3628317713737488, 0.29850736260414124, 0.39160826802253723, 0.535353422164917, 0.18508994579315186, 0.3905324339866638, 0.12857137620449066, 0.41216206550598145, 0.3936169147491455, 0.335570365190506, 0.3699999153614044, 0.24113468825817108, 0.3858267068862915, 0.16666659712791443, 0.06349202245473862, 0.265060156583786, 0.2371133416891098, 0.13533830642700195, 0.49484527111053467, 0.18345318734645844, 0.636871337890625, 0.1503758728504181, 0.37125736474990845, 0.12499994784593582, 0.25274714827537537, 0.15157891809940338, 0.3829786479473114, 0.5897434949874878, 0.4311376214027405, 0.19428564608097076, 0.2797201871871948, 0.6051281094551086, 0.5595853924751282, 0.4947367310523987, 0.15757569670677185, 0.5670101642608643, 0.40624988079071045, 0.48717936873435974, 0.3468207120895386, 0.6273061633110046, 0.3971630334854126, 0.40590396523475647, 0.3478259742259979, 0.07633582502603531, 0.1546391248703003, 0.2433861643075943, 0.38541653752326965, 0.6592177152633667, 0.404255211353302, 0.3976607024669647, 0.47210294008255005, 0.0707964226603508, 0.3066665530204773, 0.21951214969158173, 0.5699480772018433, 0.5813952088356018, 0.13888882100582123, 0.17333325743675232, 0.43956032395362854, 0.0707964226603508, 0.3586955666542053, 0.5486109852790833, 0.29319363832473755, 0.22471901774406433, 0.49606287479400635, 0.44210511445999146, 0.43881845474243164, 0.18439710140228271, 0.32352930307388306, 0.37681150436401367, 0.46874985098838806, 0.21126753091812134, 0.17910441756248474, 0.6249998807907104, 0.41346144676208496, 0.36521732807159424, 0.2485205978155136, 0.14190684258937836, 0.3699999153614044 ], "time": 6.185068880207837, "param": null }, { "epoch": 79, "train_loss": 0.8479176759719849, "val_loss": 3.3394370079040527, "acc": 33.74, "f1": [ 0.5092023611068726, 0.4406778812408447, 0.19935686886310577, 0.17142851650714874, 0.1809523105621338, 0.327868789434433, 0.228571355342865, 0.41711217164993286, 0.46808499097824097, 0.5031445622444153, 0.23809516429901123, 0.14084503054618835, 0.33587777614593506, 0.25352105498313904, 0.2658226788043976, 0.18705029785633087, 0.3225805461406708, 0.3786981403827667, 0.3084576427936554, 0.2543858587741852, 0.635837972164154, 0.3537413775920868, 0.31999990344047546, 0.41358017921447754, 0.5273630023002625, 0.24418595433235168, 0.30833324790000916, 0.2121211439371109, 0.5875704884529114, 0.30769219994544983, 0.4086955785751343, 0.3523808717727661, 0.26666659116744995, 0.3899998664855957, 0.3406592309474945, 0.19230763614177704, 0.26373621821403503, 0.3065692186355591, 0.1558440923690796, 0.44537800550460815, 0.253807008266449, 0.6272187829017639, 0.2716048061847687, 0.2999999225139618, 0.09230764210224152, 0.17073164880275726, 0.22222214937210083, 0.4489794969558716, 0.44274798035621643, 0.4634920358657837, 0.16666662693023682, 0.28310492634773254, 0.5084744095802307, 0.5433961153030396, 0.3603132367134094, 0.10975604504346848, 0.5070421695709229, 0.3557046055793762, 0.46153831481933594, 0.3779526650905609, 0.5882351398468018, 0.4942527115345001, 0.5024629235267639, 0.2512076795101166, 0.1645020991563797, 0.1951218843460083, 0.17910441756248474, 0.32231393456459045, 0.7213113307952881, 0.5465114712715149, 0.38914018869400024, 0.4774192273616791, 0.12745094299316406, 0.32941165566444397, 0.2341136336326599, 0.5462183356285095, 0.5632182359695435, 0.1916167140007019, 0.10937494784593582, 0.3566878139972687, 0.09944745898246765, 0.3521125614643097, 0.6732671856880188, 0.22535203397274017, 0.24539868533611298, 0.4402514398097992, 0.4087590277194977, 0.3795619308948517, 0.20155030488967896, 0.2148759514093399, 0.3975902497768402, 0.4606740176677704, 0.2598424553871155, 0.21897803246974945, 0.543046236038208, 0.39473676681518555, 0.31932762265205383, 0.33333322405815125, 0.13714279234409332, 0.35121941566467285 ], "time": 6.127397551201284, "param": null }, { "epoch": 80, "train_loss": 0.5904197692871094, "val_loss": 3.5480797290802, "acc": 38.53, "f1": [ 0.7340423464775085, 0.5199998617172241, 0.20779214799404144, 0.2054053246974945, 0.22549012303352356, 0.35051536560058594, 0.3209875524044037, 0.46636757254600525, 0.5164318084716797, 0.5583755373954773, 0.2173912227153778, 0.20512813329696655, 0.35627520084381104, 0.3071160316467285, 0.3157894015312195, 0.3026314675807953, 0.4222221076488495, 0.4852069914340973, 0.2580644190311432, 0.3272726535797119, 0.696078360080719, 0.4588233530521393, 0.30125513672828674, 0.45714277029037476, 0.5744680166244507, 0.28571417927742004, 0.2588234543800354, 0.21126753091812134, 0.5670101642608643, 0.35460981726646423, 0.4041449725627899, 0.32051271200180054, 0.2622949779033661, 0.4083332419395447, 0.3148147463798523, 0.2406638264656067, 0.3118278682231903, 0.2660098075866699, 0.21714277565479279, 0.4152248203754425, 0.372548907995224, 0.5840706825256348, 0.2843601107597351, 0.4046241343021393, 0.14723920822143555, 0.27999991178512573, 0.26540276408195496, 0.5185183882713318, 0.5991559624671936, 0.40740731358528137, 0.21590900421142578, 0.3474177420139313, 0.5728154182434082, 0.5674417018890381, 0.49586769938468933, 0.12413787841796875, 0.5679011344909668, 0.4541061818599701, 0.45569613575935364, 0.3703702688217163, 0.6374998688697815, 0.5232557058334351, 0.5277776718139648, 0.37433144450187683, 0.1935483068227768, 0.1258740872144699, 0.27884605526924133, 0.37288129329681396, 0.7322402596473694, 0.6195651292800903, 0.44444435834884644, 0.46808499097824097, 0.15189866721630096, 0.3402060866355896, 0.2745096981525421, 0.633333146572113, 0.6926827430725098, 0.24285705387592316, 0.1550387144088745, 0.4411763548851013, 0.16842101514339447, 0.3389829695224762, 0.6090224385261536, 0.4081631302833557, 0.28971952199935913, 0.5341613292694092, 0.467661589384079, 0.4163264036178589, 0.280898779630661, 0.3666665554046631, 0.3373492956161499, 0.48387083411216736, 0.32558128237724304, 0.246575266122818, 0.6951870322227478, 0.3999999463558197, 0.20312491059303284, 0.3100774586200714, 0.210526242852211, 0.3945577144622803 ], "time": 6.026276454329491, "param": null }, { "epoch": 81, "train_loss": 0.37977030873298645, "val_loss": 3.394979953765869, "acc": 38.7, "f1": [ 0.7537687420845032, 0.5174128413200378, 0.22399991750717163, 0.15384609997272491, 0.2208588421344757, 0.3837208151817322, 0.3424123525619507, 0.44808733463287354, 0.5561496019363403, 0.4573642313480377, 0.28767114877700806, 0.26415085792541504, 0.3230239748954773, 0.2389935851097107, 0.3950616121292114, 0.2258063703775406, 0.45714277029037476, 0.5637064576148987, 0.31939154863357544, 0.25080376863479614, 0.5726870894432068, 0.5812807083129883, 0.35955044627189636, 0.5764191746711731, 0.6190474629402161, 0.3231440484523773, 0.30303019285202026, 0.2419928014278412, 0.5581393837928772, 0.38636353611946106, 0.43518510460853577, 0.3697478175163269, 0.33492809534072876, 0.31623923778533936, 0.2553190588951111, 0.19428564608097076, 0.28776970505714417, 0.22822818160057068, 0.2456139624118805, 0.5021275877952576, 0.32804223895072937, 0.5641024112701416, 0.23430955410003662, 0.3959389626979828, 0.1749999076128006, 0.1891891211271286, 0.29319363832473755, 0.41666656732559204, 0.5714284181594849, 0.49689429998397827, 0.1931033730506897, 0.36162352561950684, 0.4788731634616852, 0.5773194432258606, 0.48205116391181946, 0.15525108575820923, 0.5401459336280823, 0.46376800537109375, 0.47967469692230225, 0.2820512056350708, 0.7203789353370667, 0.4142855703830719, 0.502282977104187, 0.35121941566467285, 0.14184391498565674, 0.1916166990995407, 0.2658226788043976, 0.3661970794200897, 0.7234041690826416, 0.6048778891563416, 0.31081071496009827, 0.569696843624115, 0.14107878506183624, 0.3523315489292145, 0.2564101815223694, 0.5444443225860596, 0.6865670084953308, 0.2127659022808075, 0.20155030488967896, 0.39148926734924316, 0.10447756201028824, 0.38392844796180725, 0.6141730546951294, 0.3756905198097229, 0.32432422041893005, 0.4741378724575043, 0.4938269853591919, 0.47619038820266724, 0.2272726595401764, 0.3722943067550659, 0.4316546320915222, 0.43055543303489685, 0.2696628272533417, 0.21126753091812134, 0.707547128200531, 0.48958322405815125, 0.28571420907974243, 0.3166022300720215, 0.18274106085300446, 0.2769230008125305 ], "time": 6.01403306145221, "param": null }, { "epoch": 82, "train_loss": 0.2785175144672394, "val_loss": 2.958219289779663, "acc": 39.41, "f1": [ 0.7099998593330383, 0.5099998712539673, 0.2446807622909546, 0.20270264148712158, 0.17610056698322296, 0.3779526650905609, 0.4102562963962555, 0.37681150436401367, 0.5384613871574402, 0.466666579246521, 0.29213473200798035, 0.20091316103935242, 0.33684200048446655, 0.3517586886882782, 0.3703702688217163, 0.2696628272533417, 0.3703702986240387, 0.5497074723243713, 0.2972972095012665, 0.3373492956161499, 0.680412232875824, 0.4418603479862213, 0.3636362552642822, 0.5441694855690002, 0.6321242451667786, 0.28019312024116516, 0.33093518018722534, 0.19672124087810516, 0.48648643493652344, 0.3950616121292114, 0.38674020767211914, 0.3171520233154297, 0.33606547117233276, 0.36815908551216125, 0.3414633274078369, 0.1818181425333023, 0.31067952513694763, 0.32142847776412964, 0.24324318766593933, 0.5024153590202332, 0.3266931176185608, 0.6077346205711365, 0.34482747316360474, 0.42528724670410156, 0.12048186361789703, 0.24999992549419403, 0.282828152179718, 0.48076915740966797, 0.6229507327079773, 0.5319147706031799, 0.22047238051891327, 0.4041449725627899, 0.5482232570648193, 0.6454544067382812, 0.4947367310523987, 0.1924685686826706, 0.5989846587181091, 0.44537800550460815, 0.48453593254089355, 0.3468207120895386, 0.6363635063171387, 0.5384613871574402, 0.4945053458213806, 0.2929935157299042, 0.16666659712791443, 0.24999991059303284, 0.28965505957603455, 0.39631327986717224, 0.7227722406387329, 0.5844747424125671, 0.4363635182380676, 0.5357142090797424, 0.17801040410995483, 0.3599999248981476, 0.23021577298641205, 0.6153843998908997, 0.5693429112434387, 0.152671679854393, 0.29677411913871765, 0.3741934299468994, 0.15950913727283478, 0.36559128761291504, 0.7236180305480957, 0.3771427571773529, 0.28571417927742004, 0.48780474066734314, 0.5081079602241516, 0.38095223903656006, 0.2674417495727539, 0.40624991059303284, 0.4418603479862213, 0.4731181561946869, 0.26455017924308777, 0.228571355342865, 0.6416665315628052, 0.4585364758968353, 0.3879309296607971, 0.3370785713195801, 0.15430262684822083, 0.3648647665977478 ], "time": 6.078520820476115, "param": null }, { "epoch": 83, "train_loss": 0.1680624634027481, "val_loss": 3.149245023727417, "acc": 39.85, "f1": [ 0.6324109435081482, 0.5057469606399536, 0.2719297707080841, 0.24031001329421997, 0.2075471132993698, 0.4210525155067444, 0.48587560653686523, 0.429447740316391, 0.5595237016677856, 0.5020919442176819, 0.31034475564956665, 0.22222214937210083, 0.45918354392051697, 0.37768232822418213, 0.3459458649158478, 0.33027511835098267, 0.4338623583316803, 0.5154638290405273, 0.31249991059303284, 0.2536584436893463, 0.7311826348304749, 0.46017688512802124, 0.3654821515083313, 0.43850257992744446, 0.6419751644134521, 0.35121941566467285, 0.3369564116001129, 0.32812491059303284, 0.5132074356079102, 0.37735840678215027, 0.40552979707717896, 0.36619704961776733, 0.37499985098838806, 0.27199992537498474, 0.3765689730644226, 0.1935483068227768, 0.36144572496414185, 0.26086947321891785, 0.2279411107301712, 0.49999988079071045, 0.29268285632133484, 0.5060240030288696, 0.22929932177066803, 0.34246566891670227, 0.08450698852539062, 0.23232315480709076, 0.3025209605693817, 0.48913031816482544, 0.6137182712554932, 0.4733726978302002, 0.17241372168064117, 0.35820886492729187, 0.5906734466552734, 0.56126469373703, 0.5684208869934082, 0.1499999612569809, 0.5999998450279236, 0.4999998211860657, 0.5026176571846008, 0.4311925768852234, 0.6417111158370972, 0.47953203320503235, 0.43269219994544983, 0.2909089922904968, 0.23300965130329132, 0.2244897186756134, 0.2991451919078827, 0.3952568471431732, 0.7216493487358093, 0.5999999046325684, 0.3783782720565796, 0.5460749864578247, 0.13526564836502075, 0.29896897077560425, 0.18461529910564423, 0.620320737361908, 0.5806450843811035, 0.16999994218349457, 0.24175815284252167, 0.36158180236816406, 0.17204295098781586, 0.43298953771591187, 0.6835440993309021, 0.367346853017807, 0.4161849021911621, 0.5728154182434082, 0.4302324652671814, 0.4218180775642395, 0.18749991059303284, 0.46632111072540283, 0.3999998867511749, 0.49999988079071045, 0.3068180978298187, 0.24137921631336212, 0.6454182267189026, 0.47572803497314453, 0.36144572496414185, 0.3553718030452728, 0.14444437623023987, 0.4257424473762512 ], "time": 6.192775533534586, "param": null }, { "epoch": 84, "train_loss": 0.14869454503059387, "val_loss": 3.314582109451294, "acc": 40.8, "f1": [ 0.629441499710083, 0.5135133862495422, 0.2588234543800354, 0.2421524077653885, 0.1675977110862732, 0.4303796589374542, 0.4598929286003113, 0.46082934737205505, 0.4931505620479584, 0.49565204977989197, 0.22346359491348267, 0.2243901938199997, 0.3999998867511749, 0.331707239151001, 0.29464277625083923, 0.2674417495727539, 0.3831416666507721, 0.6101693511009216, 0.289308100938797, 0.26315784454345703, 0.6767675280570984, 0.45238080620765686, 0.3529411256313324, 0.45454534888267517, 0.6270268559455872, 0.3411763310432434, 0.3739129900932312, 0.2258063703775406, 0.558139443397522, 0.38251355290412903, 0.4266665577888489, 0.4093022048473358, 0.4111110270023346, 0.36815908551216125, 0.34343424439430237, 0.1226993277668953, 0.2812499403953552, 0.2870812714099884, 0.2727271318435669, 0.5681816935539246, 0.2845849096775055, 0.6183573603630066, 0.3370785713195801, 0.45263150334358215, 0.21874994039535522, 0.2434781938791275, 0.1971830427646637, 0.5333331823348999, 0.6632652282714844, 0.5612244009971619, 0.2413792610168457, 0.3313608467578888, 0.5991188287734985, 0.6384975910186768, 0.467661589384079, 0.08391603082418442, 0.6195651292800903, 0.487046480178833, 0.48309168219566345, 0.3999998867511749, 0.6863903999328613, 0.49999988079071045, 0.4142010807991028, 0.3976607024669647, 0.23776215314865112, 0.22222216427326202, 0.24999989569187164, 0.3804876506328583, 0.6880732178688049, 0.5490195155143738, 0.3225805461406708, 0.6638653874397278, 0.14371250569820404, 0.30337071418762207, 0.26666659116744995, 0.609625518321991, 0.6245058178901672, 0.13749992847442627, 0.2888887822628021, 0.3428570628166199, 0.21390368044376373, 0.3934425115585327, 0.6594592928886414, 0.3851350247859955, 0.3578946590423584, 0.5113635063171387, 0.4308941662311554, 0.4787643849849701, 0.30487796664237976, 0.42687737941741943, 0.44268766045570374, 0.5780345797538757, 0.28925609588623047, 0.2485874742269516, 0.7090908288955688, 0.47499990463256836, 0.35051536560058594, 0.4736841320991516, 0.13533830642700195, 0.4489794969558716 ], "time": 6.234402514062822, "param": null }, { "epoch": 85, "train_loss": 0.09492418169975281, "val_loss": 3.4182968139648438, "acc": 39.8, "f1": [ 0.622641384601593, 0.4626865088939667, 0.239999920129776, 0.251428484916687, 0.24727267026901245, 0.3678159713745117, 0.3950616121292114, 0.4096384644508362, 0.6054052114486694, 0.6086955666542053, 0.16455689072608948, 0.2699999213218689, 0.36633655428886414, 0.30769217014312744, 0.33466124534606934, 0.2543858587741852, 0.42285704612731934, 0.5428570508956909, 0.3523808717727661, 0.31372541189193726, 0.7085712552070618, 0.5341613292694092, 0.34482747316360474, 0.5168538093566895, 0.622641384601593, 0.3534882664680481, 0.31632643938064575, 0.2685184180736542, 0.56126469373703, 0.3692306578159332, 0.3648647665977478, 0.3485476076602936, 0.35074618458747864, 0.3540668785572052, 0.3696681261062622, 0.1619046926498413, 0.29107969999313354, 0.291139155626297, 0.29268282651901245, 0.5798815488815308, 0.3551400303840637, 0.645502507686615, 0.2290075570344925, 0.28965505957603455, 0.18064510822296143, 0.2310468554496765, 0.24580998718738556, 0.5599998831748962, 0.6781607270240784, 0.5728641748428345, 0.2062779664993286, 0.3406592309474945, 0.5953487157821655, 0.6346153020858765, 0.3763836622238159, 0.1333332657814026, 0.6632652282714844, 0.3549486994743347, 0.4302324652671814, 0.49999988079071045, 0.7024388909339905, 0.5027320981025696, 0.4469272196292877, 0.3440859317779541, 0.19459453225135803, 0.23571421205997467, 0.28776970505714417, 0.3617020547389984, 0.6976743340492249, 0.6039602756500244, 0.34343424439430237, 0.6320753693580627, 0.17441853880882263, 0.3739129900932312, 0.2424241602420807, 0.5568180084228516, 0.5892114639282227, 0.2348177433013916, 0.20731700956821442, 0.41007187962532043, 0.1835748255252838, 0.34042543172836304, 0.7238093614578247, 0.36046499013900757, 0.32369929552078247, 0.5310733318328857, 0.47826072573661804, 0.509316623210907, 0.2749998867511749, 0.45751625299453735, 0.43373486399650574, 0.5023254752159119, 0.24475516378879547, 0.25396814942359924, 0.7499998807907104, 0.4150942265987396, 0.3144652843475342, 0.3678159713745117, 0.188888818025589, 0.3868311941623688 ], "time": 6.172443015500903, "param": null }, { "epoch": 86, "train_loss": 0.11931885033845901, "val_loss": 3.2283785343170166, "acc": 41.89, "f1": [ 0.6968324184417725, 0.5581393837928772, 0.31428563594818115, 0.1729728877544403, 0.2288556545972824, 0.3977271616458893, 0.4161849021911621, 0.46153831481933594, 0.5918366312980652, 0.5414363145828247, 0.31390124559402466, 0.193548321723938, 0.3771427571773529, 0.34523800015449524, 0.2999999225139618, 0.31249991059303284, 0.4230768084526062, 0.5463916063308716, 0.34513264894485474, 0.3139533996582031, 0.7173911929130554, 0.49011847376823425, 0.37185919284820557, 0.5432097911834717, 0.6703295111656189, 0.29292917251586914, 0.34972667694091797, 0.30115818977355957, 0.5333333015441895, 0.4324323236942291, 0.43749988079071045, 0.38251355290412903, 0.3535352647304535, 0.40609124302864075, 0.43049317598342896, 0.21686740219593048, 0.3299999237060547, 0.3169397711753845, 0.28181809186935425, 0.5425099730491638, 0.35820886492729187, 0.6030149459838867, 0.3838382363319397, 0.40191373229026794, 0.16304342448711395, 0.27329182624816895, 0.26993855834007263, 0.5151513814926147, 0.666666567325592, 0.5624998807907104, 0.2602229714393616, 0.36018943786621094, 0.5887848734855652, 0.6043955087661743, 0.5022420287132263, 0.13973794877529144, 0.6732671856880188, 0.4615383744239807, 0.5561496019363403, 0.4248703718185425, 0.723404049873352, 0.5434780716896057, 0.47619035840034485, 0.4041449725627899, 0.19875767827033997, 0.22330091893672943, 0.2532750070095062, 0.4190475046634674, 0.7572813630104065, 0.6054052114486694, 0.46534639596939087, 0.43749985098838806, 0.1376146376132965, 0.3272726535797119, 0.28054288029670715, 0.6145831942558289, 0.5999998450279236, 0.28054288029670715, 0.2521738111972809, 0.3939392864704132, 0.22471901774406433, 0.4431816637516022, 0.7439612150192261, 0.39449530839920044, 0.3783782720565796, 0.4817517399787903, 0.4096384346485138, 0.47169798612594604, 0.23863628506660461, 0.4111110270023346, 0.47916653752326965, 0.5533979535102844, 0.26395928859710693, 0.323809415102005, 0.7272725701332092, 0.48044681549072266, 0.3463686406612396, 0.39676105976104736, 0.21999992430210114, 0.3959389626979828 ], "time": 6.174511921592057, "param": null }, { "epoch": 87, "train_loss": 0.048656951636075974, "val_loss": 3.2906765937805176, "acc": 41.77, "f1": [ 0.7076921463012695, 0.5240640044212341, 0.24999991059303284, 0.25233638286590576, 0.2617800235748291, 0.4248703718185425, 0.39473676681518555, 0.4338623583316803, 0.6019416451454163, 0.5132741928100586, 0.314606636762619, 0.21965309977531433, 0.40329205989837646, 0.3699420988559723, 0.2810809910297394, 0.32124343514442444, 0.4533332288265228, 0.5297296643257141, 0.31999990344047546, 0.3315507173538208, 0.6742855310440063, 0.4954127371311188, 0.4324323236942291, 0.5467625260353088, 0.6049381494522095, 0.3981480300426483, 0.37349388003349304, 0.23529404401779175, 0.5662099123001099, 0.38150280714035034, 0.4174756109714508, 0.41666656732559204, 0.3980098366737366, 0.387096643447876, 0.3421051502227783, 0.1809523105621338, 0.3583814203739166, 0.2872926890850067, 0.26373621821403503, 0.5702126026153564, 0.3580785095691681, 0.6458331942558289, 0.3316061198711395, 0.452830046415329, 0.15789468586444855, 0.24999991059303284, 0.2522521913051605, 0.5123152136802673, 0.6903551816940308, 0.53465336561203, 0.21395343542099, 0.37179476022720337, 0.5829595327377319, 0.6090908050537109, 0.4860556721687317, 0.1747572422027588, 0.6865670084953308, 0.5048542022705078, 0.5119045972824097, 0.4347825050354004, 0.7281104326248169, 0.5238093733787537, 0.46242761611938477, 0.3846152722835541, 0.1789472997188568, 0.25396814942359924, 0.34224584698677063, 0.3628690838813782, 0.7512688636779785, 0.6276593804359436, 0.39189180731773376, 0.6129031181335449, 0.1799999475479126, 0.3529410660266876, 0.24999991059303284, 0.6249998807907104, 0.662983238697052, 0.2774565517902374, 0.2658226788043976, 0.40740731358528137, 0.21319790184497833, 0.41379299759864807, 0.725490152835846, 0.39631327986717224, 0.33128824830055237, 0.50862056016922, 0.5030673146247864, 0.4343433380126953, 0.19875767827033997, 0.48039206862449646, 0.46956515312194824, 0.5130888819694519, 0.3431371748447418, 0.30999991297721863, 0.7150257229804993, 0.4799998700618744, 0.37499991059303284, 0.33333322405815125, 0.18181811273097992, 0.4043714702129364 ], "time": 6.1662928415462375, "param": null }, { "epoch": 88, "train_loss": 0.04151356965303421, "val_loss": 3.0462331771850586, "acc": 41.42, "f1": [ 0.725490152835846, 0.4705880880355835, 0.25961530208587646, 0.2075471132993698, 0.20430098474025726, 0.3566878139972687, 0.42290738224983215, 0.45685264468193054, 0.5660375952720642, 0.5744680166244507, 0.3119265139102936, 0.22988496720790863, 0.37962955236434937, 0.3657141625881195, 0.25157222151756287, 0.32941165566444397, 0.3846152722835541, 0.4969695806503296, 0.29508185386657715, 0.3555554449558258, 0.6785712838172913, 0.48920851945877075, 0.41346144676208496, 0.47058814764022827, 0.633333146572113, 0.35051536560058594, 0.4022345542907715, 0.2830768823623657, 0.636871337890625, 0.43979042768478394, 0.411984920501709, 0.39583319425582886, 0.3373492956161499, 0.4105958938598633, 0.3846152722835541, 0.21904754638671875, 0.36241599917411804, 0.34554967284202576, 0.3013697862625122, 0.42724454402923584, 0.37777766585350037, 0.6666665077209473, 0.3809523284435272, 0.41052618622779846, 0.19383254647254944, 0.21839071810245514, 0.24580998718738556, 0.5145629644393921, 0.6339284181594849, 0.5065500736236572, 0.19607838988304138, 0.3886638879776001, 0.5545453429222107, 0.5991559624671936, 0.5110130310058594, 0.15294109284877777, 0.6445496082305908, 0.4792625606060028, 0.5076140761375427, 0.4493390619754791, 0.6951870322227478, 0.517646849155426, 0.48044681549072266, 0.334727942943573, 0.19999992847442627, 0.3248729705810547, 0.2758619785308838, 0.3698112368583679, 0.7511736154556274, 0.6276593804359436, 0.5026176571846008, 0.5638296604156494, 0.1845237910747528, 0.28220847249031067, 0.2491348832845688, 0.5570775270462036, 0.6766167879104614, 0.2599999010562897, 0.22485199570655823, 0.41379299759864807, 0.17964066565036774, 0.45238080620765686, 0.7549017667770386, 0.3975902497768402, 0.33962252736091614, 0.4836064279079437, 0.46938762068748474, 0.5325441956520081, 0.2399999350309372, 0.44571414589881897, 0.47474732995033264, 0.4973543584346771, 0.22929932177066803, 0.2617800235748291, 0.6496813893318176, 0.4573642313480377, 0.3743841052055359, 0.36686381697654724, 0.22748807072639465, 0.35748788714408875 ], "time": 6.141133300960064, "param": null }, { "epoch": 89, "train_loss": 0.018127411603927612, "val_loss": 3.1382174491882324, "acc": 43.71, "f1": [ 0.7135133743286133, 0.49019595980644226, 0.2660549581050873, 0.21192045509815216, 0.23529404401779175, 0.36893191933631897, 0.40999990701675415, 0.5164833664894104, 0.6111109852790833, 0.5039998888969421, 0.29885047674179077, 0.21714277565479279, 0.4242422580718994, 0.42201822996139526, 0.3157893717288971, 0.4236452281475067, 0.5027320981025696, 0.5465114712715149, 0.32222211360931396, 0.3260868787765503, 0.7083331942558289, 0.5374448299407959, 0.44808733463287354, 0.5773194432258606, 0.6557375192642212, 0.36464083194732666, 0.40935659408569336, 0.368663489818573, 0.6132074594497681, 0.445652037858963, 0.4155843257904053, 0.40718549489974976, 0.3627450466156006, 0.40659332275390625, 0.3734438419342041, 0.25112098455429077, 0.33333325386047363, 0.35454532504081726, 0.28571420907974243, 0.5652172565460205, 0.36521732807159424, 0.6559138894081116, 0.3483870029449463, 0.46231144666671753, 0.1584157794713974, 0.29743579030036926, 0.2424241602420807, 0.5326631665229797, 0.6457397937774658, 0.5742572546005249, 0.23958325386047363, 0.4299064576625824, 0.5742572546005249, 0.6117646098136902, 0.49999988079071045, 0.20799992978572845, 0.6421051621437073, 0.4651161730289459, 0.5284972786903381, 0.4504503309726715, 0.7311826348304749, 0.5837836861610413, 0.49729716777801514, 0.37499991059303284, 0.2399999350309372, 0.28699544072151184, 0.2959182858467102, 0.42372873425483704, 0.7431692481040955, 0.6513760089874268, 0.49999988079071045, 0.5860464572906494, 0.15238089859485626, 0.3440859317779541, 0.3249998986721039, 0.6399998664855957, 0.6931816935539246, 0.23655906319618225, 0.29896897077560425, 0.40935659408569336, 0.20512814819812775, 0.45263150334358215, 0.6929823160171509, 0.3999998867511749, 0.41758227348327637, 0.5420559644699097, 0.49999988079071045, 0.5164318084716797, 0.35294109582901, 0.48484835028648376, 0.44554442167282104, 0.5376343131065369, 0.3272726535797119, 0.3167419731616974, 0.6995514035224915, 0.4857141971588135, 0.31372538208961487, 0.4095236659049988, 0.23107562959194183, 0.5052630305290222 ], "time": 6.035980292595923, "param": null }, { "epoch": 90, "train_loss": 0.010280229151248932, "val_loss": 2.9395875930786133, "acc": 43.66, "f1": [ 0.6787328720092773, 0.5151513814926147, 0.2793295085430145, 0.28426387906074524, 0.253807008266449, 0.3755457401275635, 0.423912912607193, 0.4819276034832001, 0.5980390906333923, 0.5042015910148621, 0.2955664098262787, 0.22784802317619324, 0.40517228841781616, 0.34224584698677063, 0.30588221549987793, 0.33962252736091614, 0.5257730484008789, 0.5840706825256348, 0.3269230127334595, 0.3348836302757263, 0.6734693050384521, 0.5742572546005249, 0.3783782720565796, 0.43708598613739014, 0.6737966537475586, 0.3089430034160614, 0.41717782616615295, 0.3406112492084503, 0.6019416451454163, 0.42639580368995667, 0.419999897480011, 0.41284388303756714, 0.35897424817085266, 0.35820886492729187, 0.4095236659049988, 0.22797919809818268, 0.3636362552642822, 0.3041473925113678, 0.3122362196445465, 0.6222221255302429, 0.3603602349758148, 0.6629211902618408, 0.37433144450187683, 0.47916653752326965, 0.18779337406158447, 0.2887699604034424, 0.28415289521217346, 0.5454543828964233, 0.6599999070167542, 0.5666665434837341, 0.23728805780410767, 0.43349742889404297, 0.6046510338783264, 0.6188339591026306, 0.5380709171295166, 0.16033749282360077, 0.6700506210327148, 0.5252523422241211, 0.5049503445625305, 0.4699452221393585, 0.6567163467407227, 0.5934064984321594, 0.5284972786903381, 0.3352600038051605, 0.21118006110191345, 0.2820512056350708, 0.27649760246276855, 0.3723403513431549, 0.7099998593330383, 0.6181817054748535, 0.46808499097824097, 0.6495725512504578, 0.14736837148666382, 0.4052862524986267, 0.3313608467578888, 0.620320737361908, 0.6761903762817383, 0.22727267444133759, 0.23312875628471375, 0.4232803285121918, 0.2065216600894928, 0.44444432854652405, 0.7564765214920044, 0.3838382363319397, 0.474226713180542, 0.4730289578437805, 0.5252523422241211, 0.49785396456718445, 0.2624998986721039, 0.47004595398902893, 0.45918354392051697, 0.5326085686683655, 0.26881712675094604, 0.290502667427063, 0.666666567325592, 0.49999988079071045, 0.36714968085289, 0.396135151386261, 0.1855669468641281, 0.5094338655471802 ], "time": 5.984381969086826, "param": null }, { "epoch": 91, "train_loss": 0.003502256702631712, "val_loss": 2.810889482498169, "acc": 44.61, "f1": [ 0.7246376276016235, 0.49523797631263733, 0.2616821527481079, 0.26881712675094604, 0.23636355996131897, 0.39130425453186035, 0.4210525155067444, 0.5057469606399536, 0.624390184879303, 0.5402842164039612, 0.262857049703598, 0.2531644403934479, 0.4311925768852234, 0.3351350426673889, 0.3367346227169037, 0.3555554449558258, 0.4949493706226349, 0.5990337133407593, 0.3184078335762024, 0.3350784480571747, 0.6938773989677429, 0.5470851063728333, 0.4365480840206146, 0.5303866267204285, 0.6598983407020569, 0.31372541189193726, 0.3657141625881195, 0.3253587782382965, 0.5999999046325684, 0.45595842599868774, 0.4484303891658783, 0.4226802885532379, 0.3959389626979828, 0.39252325892448425, 0.4242422580718994, 0.22222216427326202, 0.36649200320243835, 0.32432422041893005, 0.35185176134109497, 0.6024094820022583, 0.3743841052055359, 0.6421051621437073, 0.4236452281475067, 0.4688993990421295, 0.18269222974777222, 0.2829267382621765, 0.2736841142177582, 0.5279186367988586, 0.6545453667640686, 0.574585497379303, 0.26190465688705444, 0.419999897480011, 0.6415093541145325, 0.5999999046325684, 0.561576247215271, 0.20425525307655334, 0.6666665077209473, 0.56043940782547, 0.5583755373954773, 0.4630540609359741, 0.7230044603347778, 0.5911328792572021, 0.5188678503036499, 0.3636362552642822, 0.2569831311702728, 0.29268285632133484, 0.3111110329627991, 0.4018690288066864, 0.7317072153091431, 0.657534122467041, 0.49214646220207214, 0.5917601585388184, 0.15999993681907654, 0.41474640369415283, 0.30303019285202026, 0.659340500831604, 0.6517856121063232, 0.22988496720790863, 0.2843136191368103, 0.467661589384079, 0.239999920129776, 0.44444432854652405, 0.7192116975784302, 0.3980098366737366, 0.4656083285808563, 0.5221673846244812, 0.4745761454105377, 0.4769873321056366, 0.3515150547027588, 0.5116277933120728, 0.46601933240890503, 0.56043940782547, 0.2758619785308838, 0.306122362613678, 0.678413987159729, 0.46999987959861755, 0.3406592309474945, 0.39583319425582886, 0.19626161456108093, 0.4924621880054474 ], "time": 5.957963748835027, "param": null }, { "epoch": 92, "train_loss": 0.005643883254379034, "val_loss": 2.676872730255127, "acc": 46.14, "f1": [ 0.7692306637763977, 0.5436891913414001, 0.27488142251968384, 0.27173903584480286, 0.25233638286590576, 0.4299998879432678, 0.4265401363372803, 0.4873095452785492, 0.6255922317504883, 0.5851062536239624, 0.30303019285202026, 0.2754489779472351, 0.45714277029037476, 0.39378228783607483, 0.3529410660266876, 0.37999987602233887, 0.5172412991523743, 0.5853657722473145, 0.2934781610965729, 0.3636362850666046, 0.711340069770813, 0.5714284777641296, 0.44221094250679016, 0.6407765746116638, 0.6951870322227478, 0.3402060866355896, 0.38578668236732483, 0.415094256401062, 0.6439023613929749, 0.4565216302871704, 0.4485980272293091, 0.44791656732559204, 0.3846152722835541, 0.45544540882110596, 0.41346144676208496, 0.22222216427326202, 0.4153004288673401, 0.35532984137535095, 0.2962961792945862, 0.5999999046325684, 0.41666656732559204, 0.649214506149292, 0.3831774890422821, 0.48205116391181946, 0.1971830278635025, 0.29743579030036926, 0.25125616788864136, 0.5412842631340027, 0.6607141494750977, 0.625640869140625, 0.25555548071861267, 0.44554442167282104, 0.6339284181594849, 0.6384975910186768, 0.5507245063781738, 0.23300965130329132, 0.6979165077209473, 0.5654449462890625, 0.5380709171295166, 0.49999988079071045, 0.7887322306632996, 0.5882351994514465, 0.5024153590202332, 0.42253509163856506, 0.26373615860939026, 0.3495144844055176, 0.3091786503791809, 0.4331796169281006, 0.7499999403953552, 0.6699506640434265, 0.474226713180542, 0.6457397937774658, 0.1836734265089035, 0.39215680956840515, 0.30851057171821594, 0.6417111158370972, 0.697435736656189, 0.24999989569187164, 0.29629620909690857, 0.44444435834884644, 0.20192298293113708, 0.4566209018230438, 0.742574155330658, 0.40796008706092834, 0.4565216302871704, 0.5377357006072998, 0.5208331942558289, 0.5140186548233032, 0.309859037399292, 0.49765241146087646, 0.49999988079071045, 0.57297283411026, 0.3131312429904938, 0.3084576427936554, 0.7348835468292236, 0.5050503611564636, 0.3444443643093109, 0.38356152176856995, 0.24120594561100006, 0.487046480178833 ], "time": 5.996684949845076, "param": null }, { "epoch": 93, "train_loss": 0.0026748566888272762, "val_loss": 2.6312499046325684, "acc": 46.12, "f1": [ 0.7499999403953552, 0.5463413596153259, 0.26728102564811707, 0.2780747711658478, 0.2660943269729614, 0.4292682111263275, 0.4271843731403351, 0.46391740441322327, 0.6183573603630066, 0.5550238490104675, 0.30409345030784607, 0.2807016372680664, 0.4487804174423218, 0.39560428261756897, 0.3384614586830139, 0.37696322798728943, 0.5164833664894104, 0.5870645046234131, 0.32124343514442444, 0.35820886492729187, 0.7083331942558289, 0.5570775270462036, 0.4410255253314972, 0.6507176160812378, 0.6808508634567261, 0.35714274644851685, 0.3809523284435272, 0.396135151386261, 0.6376810669898987, 0.46808499097824097, 0.44651150703430176, 0.4190475046634674, 0.4019606411457062, 0.4607841968536377, 0.4230768084526062, 0.2376236915588379, 0.4083768427371979, 0.3419688045978546, 0.292035311460495, 0.6031745076179504, 0.4041449725627899, 0.6631014943122864, 0.37735840678215027, 0.4694834351539612, 0.198198139667511, 0.28999990224838257, 0.23923437297344208, 0.5507245063781738, 0.6666665077209473, 0.631578803062439, 0.25274714827537537, 0.4599998891353607, 0.635944664478302, 0.6481480002403259, 0.528846025466919, 0.21505369246006012, 0.6874998807907104, 0.5388599634170532, 0.5624998807907104, 0.487046480178833, 0.7846888303756714, 0.582914412021637, 0.5196077227592468, 0.41346144676208496, 0.2840908169746399, 0.3300969898700714, 0.29885047674179077, 0.4230768084526062, 0.7474745512008667, 0.6760562062263489, 0.4670049846172333, 0.6578946113586426, 0.19905206561088562, 0.41176459193229675, 0.2954544425010681, 0.631578803062439, 0.7109003663063049, 0.23529404401779175, 0.28415289521217346, 0.45128190517425537, 0.22549012303352356, 0.47222211956977844, 0.7317072153091431, 0.40384599566459656, 0.4666665494441986, 0.5410627126693726, 0.48958322405815125, 0.5167463421821594, 0.30541861057281494, 0.5170730352401733, 0.5151513814926147, 0.575916051864624, 0.31155768036842346, 0.33502528071403503, 0.7431191205978394, 0.49999988079071045, 0.38918909430503845, 0.390243798494339, 0.2524271011352539, 0.4974091649055481 ], "time": 6.069211696274579, "param": null }, { "epoch": 94, "train_loss": 0.003127533011138439, "val_loss": 2.441319227218628, "acc": 46.17, "f1": [ 0.7715734243392944, 0.5410627126693726, 0.2702701687812805, 0.2765956223011017, 0.24186037480831146, 0.43601882457733154, 0.41666656732559204, 0.48205116391181946, 0.6018517017364502, 0.5812807083129883, 0.30952370166778564, 0.2758619785308838, 0.4519229531288147, 0.38251355290412903, 0.36714968085289, 0.372548907995224, 0.4787232577800751, 0.589371919631958, 0.32124343514442444, 0.36893191933631897, 0.7046630382537842, 0.5728154182434082, 0.42639580368995667, 0.6161615252494812, 0.6907215118408203, 0.3399999141693115, 0.3874344527721405, 0.3939392864704132, 0.6376810669898987, 0.46486473083496094, 0.4705880880355835, 0.4410255253314972, 0.3959389626979828, 0.4688993990421295, 0.3999998867511749, 0.24210518598556519, 0.39583319425582886, 0.3383083641529083, 0.30331745743751526, 0.5999999046325684, 0.38974347710609436, 0.6560845375061035, 0.37614670395851135, 0.48039206862449646, 0.19444438815116882, 0.30392149090766907, 0.22999992966651917, 0.5333331823348999, 0.6607141494750977, 0.6236557960510254, 0.251308798789978, 0.4670049846172333, 0.6334840059280396, 0.6543776988983154, 0.5555554032325745, 0.19565211236476898, 0.6910993456840515, 0.5416665077209473, 0.5482232570648193, 0.49214646220207214, 0.7772510051727295, 0.5911328792572021, 0.5123152136802673, 0.4183672070503235, 0.280898779630661, 0.336633563041687, 0.3168315887451172, 0.44230756163597107, 0.7346937656402588, 0.6697673201560974, 0.474226713180542, 0.6727271676063538, 0.18274106085300446, 0.4041449725627899, 0.30107519030570984, 0.6354165077209473, 0.7149757146835327, 0.23391805589199066, 0.30526304244995117, 0.4410255253314972, 0.22772268950939178, 0.4694834351539612, 0.728155255317688, 0.4081631302833557, 0.4565216302871704, 0.561576247215271, 0.507771909236908, 0.502282977104187, 0.30621999502182007, 0.522612988948822, 0.5076140761375427, 0.596858561038971, 0.3253587782382965, 0.3168315887451172, 0.7431191205978394, 0.520408034324646, 0.3783782720565796, 0.39810416102409363, 0.24999991059303284, 0.486772358417511 ], "time": 6.087256191298366, "param": null }, { "epoch": 95, "train_loss": 0.002974806586280465, "val_loss": 2.7156007289886475, "acc": 46.21, "f1": [ 0.7817257046699524, 0.5418717861175537, 0.26415085792541504, 0.26455017924308777, 0.24999991059303284, 0.44670039415359497, 0.42727261781692505, 0.4812833070755005, 0.6066349744796753, 0.5906734466552734, 0.2891565263271332, 0.2790696620941162, 0.4519229531288147, 0.38888877630233765, 0.34736835956573486, 0.3861384987831116, 0.525139570236206, 0.5742572546005249, 0.326315701007843, 0.35532984137535095, 0.72251296043396, 0.5631066560745239, 0.4299998879432678, 0.6568626165390015, 0.6984125375747681, 0.3398057222366333, 0.39583319425582886, 0.38356152176856995, 0.6291078925132751, 0.4656083285808563, 0.452830046415329, 0.43781083822250366, 0.3940885663032532, 0.4622640609741211, 0.41176459193229675, 0.23157887160778046, 0.41269823908805847, 0.35467973351478577, 0.31627896428108215, 0.6129031181335449, 0.4081631302833557, 0.6524062752723694, 0.38139525055885315, 0.4646463394165039, 0.19642849266529083, 0.2914571762084961, 0.24875615537166595, 0.5603863000869751, 0.6580085158348083, 0.596858561038971, 0.24630534648895264, 0.474226713180542, 0.6330273747444153, 0.6484017372131348, 0.5402842164039612, 0.23589736223220825, 0.6836733222007751, 0.5513511896133423, 0.5510202646255493, 0.49746179580688477, 0.7793425917625427, 0.5799998641014099, 0.5221673846244812, 0.4158414602279663, 0.2681563198566437, 0.3251230716705322, 0.282828152179718, 0.43902426958084106, 0.7399998903274536, 0.6478871703147888, 0.47761180996894836, 0.6787328720092773, 0.19587622582912445, 0.3999998867511749, 0.2954544425010681, 0.6344084739685059, 0.6999998688697815, 0.22988496720790863, 0.2758619785308838, 0.4577113389968872, 0.21999992430210114, 0.4705880880355835, 0.721153736114502, 0.4248703718185425, 0.45901623368263245, 0.5523808598518372, 0.5425531268119812, 0.522612988948822, 0.29906532168388367, 0.5118482112884521, 0.5125626921653748, 0.5654449462890625, 0.3184078335762024, 0.31632643938064575, 0.7452828288078308, 0.5230767726898193, 0.38918909430503845, 0.40191373229026794, 0.26600977778434753, 0.48453593254089355 ], "time": 6.294738343916833, "param": null }, { "epoch": 96, "train_loss": 0.0037841838784515858, "val_loss": 2.4798436164855957, "acc": 46.12, "f1": [ 0.7586205005645752, 0.5583755373954773, 0.27678564190864563, 0.2824857831001282, 0.2543858587741852, 0.44554442167282104, 0.43518510460853577, 0.4923075735569, 0.6037734746932983, 0.5937498807907104, 0.2944784462451935, 0.27472516894340515, 0.44339612126350403, 0.3837208151817322, 0.35643553733825684, 0.35532984137535095, 0.491227924823761, 0.5754715800285339, 0.326315701007843, 0.3842363655567169, 0.711340069770813, 0.5619046092033386, 0.4183672070503235, 0.6497460603713989, 0.680412232875824, 0.3465345501899719, 0.3999998867511749, 0.4059404730796814, 0.6346153020858765, 0.4705881178379059, 0.46445485949516296, 0.44444435834884644, 0.4020099639892578, 0.44444435834884644, 0.4195120930671692, 0.2371133416891098, 0.4041449725627899, 0.33333322405815125, 0.30769219994544983, 0.6031745076179504, 0.3936169147491455, 0.6486485004425049, 0.38888880610466003, 0.45320188999176025, 0.19811314344406128, 0.309859037399292, 0.23469379544258118, 0.5446008443832397, 0.6576575636863708, 0.6162160634994507, 0.24999991059303284, 0.4499998688697815, 0.6272726058959961, 0.6543776988983154, 0.5352111458778381, 0.239999920129776, 0.6842104196548462, 0.5698922872543335, 0.5538460612297058, 0.46938762068748474, 0.786729633808136, 0.5784311890602112, 0.5174128413200378, 0.4120602011680603, 0.26804113388061523, 0.3203882575035095, 0.30046939849853516, 0.4495411515235901, 0.7437184453010559, 0.6729856729507446, 0.46999987959861755, 0.7014216780662537, 0.16915416717529297, 0.39795905351638794, 0.29629620909690857, 0.6288658380508423, 0.696517288684845, 0.25555548071861267, 0.2762430012226105, 0.4550263583660126, 0.2095237374305725, 0.47321414947509766, 0.7450978755950928, 0.42708319425582886, 0.45054933428764343, 0.5523808598518372, 0.5368419289588928, 0.5071768760681152, 0.3018867075443268, 0.5174128413200378, 0.5025123953819275, 0.5789472460746765, 0.31155768036842346, 0.3024389147758484, 0.7511736154556274, 0.507771909236908, 0.3736262619495392, 0.4077668786048889, 0.2723003923892975, 0.49214646220207214 ], "time": 6.185271477326751, "param": null }, { "epoch": 97, "train_loss": 0.003941699396818876, "val_loss": 2.4875378608703613, "acc": 46.22, "f1": [ 0.7699998021125793, 0.5628139972686768, 0.2816900908946991, 0.28415289521217346, 0.24999991059303284, 0.4313724637031555, 0.3943660855293274, 0.4975123405456543, 0.6046510338783264, 0.5846152901649475, 0.30232545733451843, 0.28402355313301086, 0.44230756163597107, 0.3820223808288574, 0.35416656732559204, 0.36842095851898193, 0.49999988079071045, 0.5970147848129272, 0.3636362850666046, 0.38974347710609436, 0.7120417356491089, 0.568720281124115, 0.4179103374481201, 0.653658390045166, 0.6734693050384521, 0.3248729705810547, 0.4102562665939331, 0.36792439222335815, 0.6372547745704651, 0.4659089744091034, 0.46728962659835815, 0.43216070532798767, 0.38144323229789734, 0.4593299925327301, 0.4292682111263275, 0.239999920129776, 0.4083768427371979, 0.3419688045978546, 0.2980768382549286, 0.5948716402053833, 0.3894736170768738, 0.6595743298530579, 0.39810416102409363, 0.4545453190803528, 0.20560741424560547, 0.29743579030036926, 0.25490185618400574, 0.5445543527603149, 0.6521738171577454, 0.6021503806114197, 0.21590900421142578, 0.46632111072540283, 0.6272726058959961, 0.6574072241783142, 0.5388126373291016, 0.23414628207683563, 0.6907215118408203, 0.5396823883056641, 0.5454543828964233, 0.49999988079071045, 0.775119423866272, 0.5714284777641296, 0.5170730352401733, 0.40740731358528137, 0.27777770161628723, 0.3179486393928528, 0.29268285632133484, 0.4331796169281006, 0.7562187314033508, 0.6729856729507446, 0.4851484000682831, 0.6788989305496216, 0.1855669468641281, 0.4257424473762512, 0.2967032194137573, 0.6310158967971802, 0.7238093614578247, 0.262857049703598, 0.2699999213218689, 0.45360812544822693, 0.22222214937210083, 0.4690264165401459, 0.7378638982772827, 0.4226802885532379, 0.44808733463287354, 0.5504586100578308, 0.5347592234611511, 0.49999988079071045, 0.2816900908946991, 0.5445543527603149, 0.4975123405456543, 0.5595853924751282, 0.31088075041770935, 0.3168315887451172, 0.747572660446167, 0.5284972786903381, 0.38461530208587646, 0.40552979707717896, 0.24120594561100006, 0.48484835028648376 ], "time": 6.02924713306129, "param": null }, { "epoch": 98, "train_loss": 0.010491535067558289, "val_loss": 2.543959379196167, "acc": 46.33, "f1": [ 0.741463303565979, 0.561576247215271, 0.2830187678337097, 0.26086944341659546, 0.26086950302124023, 0.4299064576625824, 0.4311925768852234, 0.4947367310523987, 0.6037734746932983, 0.5846152901649475, 0.3195265531539917, 0.2682925760746002, 0.43925222754478455, 0.3678159713745117, 0.35051536560058594, 0.4019606411457062, 0.4945053458213806, 0.5911328792572021, 0.3315507173538208, 0.378109335899353, 0.7142855525016785, 0.579710066318512, 0.4162435233592987, 0.6435642242431641, 0.6899998784065247, 0.3384614586830139, 0.40206170082092285, 0.3842363655567169, 0.6372547745704651, 0.4864863455295563, 0.4780486822128296, 0.43216070532798767, 0.37894728779792786, 0.4666665494441986, 0.4265401363372803, 0.24083760380744934, 0.41269823908805847, 0.3317534327507019, 0.29126206040382385, 0.609625518321991, 0.3794870972633362, 0.6595743298530579, 0.37668150663375854, 0.47761180996894836, 0.19626161456108093, 0.3069306015968323, 0.26341456174850464, 0.5445543527603149, 0.6696034073829651, 0.6086955666542053, 0.24870456755161285, 0.45685264468193054, 0.6363635063171387, 0.6574072241783142, 0.5229355692863464, 0.21857915818691254, 0.6871793866157532, 0.5434780716896057, 0.5510202646255493, 0.48205116391181946, 0.7870368957519531, 0.5714284777641296, 0.5221673846244812, 0.4221104085445404, 0.2840908169746399, 0.33333325386047363, 0.30456843972206116, 0.4487804174423218, 0.7437184453010559, 0.6603772640228271, 0.4615383446216583, 0.6981130838394165, 0.16037730872631073, 0.40999990701675415, 0.3076922297477722, 0.649214506149292, 0.7099998593330383, 0.26136353611946106, 0.2934781610965729, 0.4615383446216583, 0.22857137024402618, 0.4615383744239807, 0.721153736114502, 0.4236452281475067, 0.4565216302871704, 0.5412842631340027, 0.5434780716896057, 0.4999999403953552, 0.2870369255542755, 0.525345504283905, 0.4824119210243225, 0.5913977026939392, 0.31999990344047546, 0.3076922297477722, 0.7488582730293274, 0.5074625611305237, 0.382978618144989, 0.4210525155067444, 0.26262614130973816, 0.4717947542667389 ], "time": 6.060539139434695, "param": null }, { "epoch": 99, "train_loss": 0.00430930545553565, "val_loss": 2.560936450958252, "acc": 46.27, "f1": [ 0.735293984413147, 0.5544553399085999, 0.2686566412448883, 0.2780747711658478, 0.2621358335018158, 0.42452818155288696, 0.43438899517059326, 0.48039206862449646, 0.6074764728546143, 0.5816324949264526, 0.29940110445022583, 0.2576685845851898, 0.45581385493278503, 0.38888877630233765, 0.34343424439430237, 0.38190943002700806, 0.5082871913909912, 0.582914412021637, 0.3711339235305786, 0.37864065170288086, 0.7192116975784302, 0.5700933337211609, 0.4145076870918274, 0.6502462029457092, 0.6947367191314697, 0.33816415071487427, 0.38578668236732483, 0.3861384987831116, 0.6249998807907104, 0.4808742105960846, 0.4629628360271454, 0.43349742889404297, 0.3874344527721405, 0.44776105880737305, 0.43269219994544983, 0.23469379544258118, 0.3959389626979828, 0.3265305161476135, 0.30331745743751526, 0.6105261445045471, 0.39795905351638794, 0.6595743298530579, 0.396135151386261, 0.47524741291999817, 0.21296289563179016, 0.2871793806552887, 0.24509796500205994, 0.5523808598518372, 0.6577776670455933, 0.5989303588867188, 0.22222213447093964, 0.4646463394165039, 0.6330273747444153, 0.6454544067382812, 0.5258214473724365, 0.2256409376859665, 0.6732671856880188, 0.559139609336853, 0.5445543527603149, 0.49214646220207214, 0.766355037689209, 0.5882351994514465, 0.5308055877685547, 0.3936169147491455, 0.2842104732990265, 0.33333325386047363, 0.2944161295890808, 0.44776105880737305, 0.7363182306289673, 0.666666567325592, 0.4599998891353607, 0.666666567325592, 0.17801040410995483, 0.4292682111263275, 0.31088075041770935, 0.6349205374717712, 0.7081338167190552, 0.24999988079071045, 0.2659573554992676, 0.44776105880737305, 0.22966498136520386, 0.4744184911251068, 0.7177032232284546, 0.4248703718185425, 0.45405393838882446, 0.5619046092033386, 0.5319147706031799, 0.4953269362449646, 0.29850736260414124, 0.5196077227592468, 0.5025123953819275, 0.5803107619285583, 0.2959182858467102, 0.3157893717288971, 0.7499998211860657, 0.5230767726898193, 0.3934425115585327, 0.4077668786048889, 0.2524271011352539, 0.4799998700618744 ], "time": 6.100909368135035, "param": null }, { "epoch": 100, "train_loss": 0.014314264990389347, "val_loss": 2.3573672771453857, "acc": 46.26, "f1": [ 0.7437184453010559, 0.5428570508956909, 0.2775118350982666, 0.28571417927742004, 0.25570768117904663, 0.434782475233078, 0.4239630401134491, 0.4688993990421295, 0.6103284358978271, 0.5925924777984619, 0.30674833059310913, 0.27218925952911377, 0.44339612126350403, 0.39778995513916016, 0.34042540192604065, 0.3838382363319397, 0.5317917466163635, 0.5961536765098572, 0.3711339235305786, 0.40206170082092285, 0.729999840259552, 0.5388126373291016, 0.4020099639892578, 0.6363635063171387, 0.7083331942558289, 0.32820504903793335, 0.40609124302864075, 0.38647329807281494, 0.6168223023414612, 0.4799998700618744, 0.4566209018230438, 0.43999987840652466, 0.37696322798728943, 0.46534639596939087, 0.4365480840206146, 0.2436547577381134, 0.4083768427371979, 0.3495144844055176, 0.3152708411216736, 0.6120217442512512, 0.40404030680656433, 0.645502507686615, 0.396135151386261, 0.4599998891353607, 0.21782170236110687, 0.28855711221694946, 0.238805890083313, 0.5410627126693726, 0.6548671722412109, 0.6041665077209473, 0.23115570843219757, 0.474226713180542, 0.6203702688217163, 0.6605502963066101, 0.5238093733787537, 0.20320846140384674, 0.6868685483932495, 0.5520831942558289, 0.5373133420944214, 0.4827585518360138, 0.7813951373100281, 0.5714284777641296, 0.5273630023002625, 0.4313724637031555, 0.2762430012226105, 0.33497530221939087, 0.31279608607292175, 0.4549761712551117, 0.735293984413147, 0.6542055010795593, 0.474226713180542, 0.6886791586875916, 0.1576354056596756, 0.3880595862865448, 0.3186812400817871, 0.645502507686615, 0.7227722406387329, 0.2514968812465668, 0.26804113388061523, 0.45918354392051697, 0.22222216427326202, 0.46428558230400085, 0.7246376276016235, 0.4221104085445404, 0.44943806529045105, 0.5727698802947998, 0.5405403971672058, 0.4999999403953552, 0.28571420907974243, 0.49756085872650146, 0.4927534759044647, 0.5641024112701416, 0.30150744318962097, 0.29473677277565, 0.7582937479019165, 0.4924621880054474, 0.39130425453186035, 0.41592907905578613, 0.2599999010562897, 0.4717947542667389 ], "time": 6.028423621319234, "param": null }, { "epoch": 101, "train_loss": 0.004606198985129595, "val_loss": 2.158083438873291, "acc": 46.37, "f1": [ 0.7378638982772827, 0.5714284181594849, 0.2790696918964386, 0.2888887822628021, 0.27102795243263245, 0.43349742889404297, 0.42452818155288696, 0.49214646220207214, 0.6190475225448608, 0.5773194432258606, 0.3157894015312195, 0.2754489779472351, 0.4487804174423218, 0.3820223808288574, 0.34224584698677063, 0.3636362850666046, 0.5139663219451904, 0.5841582417488098, 0.3617020547389984, 0.3838382363319397, 0.7171715497970581, 0.5673075914382935, 0.41666656732559204, 0.6407765746116638, 0.6938773989677429, 0.3417084515094757, 0.39999985694885254, 0.38497641682624817, 0.6291078925132751, 0.48913031816482544, 0.4727271497249603, 0.44554442167282104, 0.3711339235305786, 0.47236168384552, 0.43902426958084106, 0.2424241602420807, 0.40609124302864075, 0.3316582143306732, 0.30046939849853516, 0.6120217442512512, 0.4083768427371979, 0.6421051621437073, 0.4137929677963257, 0.4646463394165039, 0.21395343542099, 0.299465149641037, 0.2686566412448883, 0.5490195155143738, 0.6696831583976746, 0.6054052114486694, 0.23834188282489777, 0.4646463394165039, 0.6296295523643494, 0.6431716680526733, 0.5229355692863464, 0.2099999338388443, 0.6903551816940308, 0.5297296643257141, 0.5408161878585815, 0.48205116391181946, 0.7671231031417847, 0.5756096839904785, 0.5217390656471252, 0.4102562665939331, 0.2780747711658478, 0.3383083641529083, 0.30097079277038574, 0.44976064562797546, 0.7363182306289673, 0.6605502963066101, 0.45685264468193054, 0.6757989525794983, 0.15920390188694, 0.3939392864704132, 0.2944161295890808, 0.6458331942558289, 0.7203789353370667, 0.2658958435058594, 0.2653060257434845, 0.44559577107429504, 0.23041465878486633, 0.45581385493278503, 0.721153736114502, 0.42639580368995667, 0.4692735970020294, 0.5700933337211609, 0.5445024967193604, 0.5096152424812317, 0.2870369255542755, 0.5273630023002625, 0.5073169469833374, 0.5612244009971619, 0.3141360282897949, 0.30526304244995117, 0.7465436458587646, 0.4949493706226349, 0.4088396728038788, 0.4215245544910431, 0.2561575770378113, 0.48205116391181946 ], "time": 6.153322611935437, "param": null }, { "epoch": 102, "train_loss": 0.009125522337853909, "val_loss": 2.481982707977295, "acc": 46.49, "f1": [ 0.7450978755950928, 0.5428570508956909, 0.2705313265323639, 0.2906976044178009, 0.2702701687812805, 0.4230768084526062, 0.4339621663093567, 0.4999998211860657, 0.6168223023414612, 0.5816324949264526, 0.2976189851760864, 0.27428561449050903, 0.4541061818599701, 0.3999998867511749, 0.31746023893356323, 0.37864065170288086, 0.4945053458213806, 0.6108372807502747, 0.3838382363319397, 0.382978618144989, 0.7291665077209473, 0.5545453429222107, 0.4081631302833557, 0.6666665077209473, 0.6926827430725098, 0.3365383446216583, 0.37373724579811096, 0.37320560216903687, 0.6350710391998291, 0.4731181561946869, 0.4666665494441986, 0.44444435834884644, 0.3899998664855957, 0.4487804174423218, 0.46231144666671753, 0.23589736223220825, 0.39378228783607483, 0.3267325758934021, 0.3041473925113678, 0.5957446098327637, 0.40394076704978943, 0.6321242451667786, 0.3853210210800171, 0.4766353964805603, 0.20276491343975067, 0.31632643938064575, 0.26262614130973816, 0.5471696853637695, 0.6637553572654724, 0.6105261445045471, 0.22988496720790863, 0.46231144666671753, 0.6244342923164368, 0.666666567325592, 0.528846025466919, 0.24999991059303284, 0.683937668800354, 0.5617976188659668, 0.5408161878585815, 0.5026176571846008, 0.7677723169326782, 0.5781989693641663, 0.5258214473724365, 0.4221104085445404, 0.27777770161628723, 0.331707239151001, 0.31249991059303284, 0.44230756163597107, 0.729999840259552, 0.6513760089874268, 0.46999987959861755, 0.6756755113601685, 0.18957340717315674, 0.40999990701675415, 0.3076922297477722, 0.6666665077209473, 0.725490152835846, 0.2485205978155136, 0.26666656136512756, 0.45685264468193054, 0.2243901938199997, 0.4545453190803528, 0.7238093614578247, 0.446808397769928, 0.43093910813331604, 0.5673075914382935, 0.5319147706031799, 0.5071768760681152, 0.2944161295890808, 0.53465336561203, 0.49756085872650146, 0.5624998807907104, 0.31088075041770935, 0.31746023893356323, 0.7373270392417908, 0.5024629235267639, 0.3771427571773529, 0.4306218922138214, 0.24999991059303284, 0.47474732995033264 ], "time": 6.3329214211553335, "param": null }, { "epoch": 103, "train_loss": 0.004810004495084286, "val_loss": 2.3731846809387207, "acc": 46.52, "f1": [ 0.7437184453010559, 0.561576247215271, 0.30046939849853516, 0.27118635177612305, 0.2545453906059265, 0.4278606176376343, 0.44036686420440674, 0.5151513814926147, 0.5972849726676941, 0.5989303588867188, 0.31325289607048035, 0.30769217014312744, 0.4466018080711365, 0.3798881769180298, 0.29896897077560425, 0.39378228783607483, 0.525139570236206, 0.5714284181594849, 0.36842095851898193, 0.3794870972633362, 0.7263681292533875, 0.5660375952720642, 0.42051267623901367, 0.6567163467407227, 0.7046630382537842, 0.3517586886882782, 0.3880595862865448, 0.3738316595554352, 0.6376810669898987, 0.48314592242240906, 0.45161277055740356, 0.45360812544822693, 0.40206170082092285, 0.4499998688697815, 0.44444435834884644, 0.2433861643075943, 0.3979056477546692, 0.31632643938064575, 0.32432422041893005, 0.6185566186904907, 0.4102562665939331, 0.6321242451667786, 0.39090898633003235, 0.46445485949516296, 0.22966498136520386, 0.29319363832473755, 0.26041656732559204, 0.5445543527603149, 0.6666665077209473, 0.6073297262191772, 0.2444443702697754, 0.44776105880737305, 0.6255505681037903, 0.6727271676063538, 0.5242717266082764, 0.22797919809818268, 0.6871793866157532, 0.5649716258049011, 0.5482232570648193, 0.4873095452785492, 0.7834100127220154, 0.5769229531288147, 0.5358850359916687, 0.4257424473762512, 0.2751321792602539, 0.3384614586830139, 0.31279608607292175, 0.4705880880355835, 0.732673168182373, 0.6635069251060486, 0.4615383446216583, 0.6849313974380493, 0.1818181276321411, 0.3743841052055359, 0.30999991297721863, 0.6499998569488525, 0.7171715497970581, 0.24096375703811646, 0.29319363832473755, 0.4631577730178833, 0.22549012303352356, 0.4311925768852234, 0.7203789353370667, 0.4315788447856903, 0.4432430863380432, 0.5412842631340027, 0.5668447613716125, 0.5142855644226074, 0.2955664098262787, 0.49999988079071045, 0.4814813435077667, 0.5499998927116394, 0.324607253074646, 0.30051806569099426, 0.747572660446167, 0.48756206035614014, 0.3736262619495392, 0.4239630401134491, 0.26262614130973816, 0.4729062616825104 ], "time": 6.028188343159854, "param": null }, { "epoch": 104, "train_loss": 0.007921520620584488, "val_loss": 2.1840474605560303, "acc": 46.46, "f1": [ 0.7336682677268982, 0.548076868057251, 0.2895926535129547, 0.29714274406433105, 0.2629106938838959, 0.44651150703430176, 0.4566209018230438, 0.4947367310523987, 0.6168223023414612, 0.6021503806114197, 0.3151514232158661, 0.2682925760746002, 0.4401912987232208, 0.41758227348327637, 0.31746023893356323, 0.3880595862865448, 0.525139570236206, 0.589371919631958, 0.38775497674942017, 0.38541653752326965, 0.7199999094009399, 0.5339804887771606, 0.40609124302864075, 0.6528496146202087, 0.7035174369812012, 0.34224584698677063, 0.39999985694885254, 0.396135151386261, 0.6380951404571533, 0.47368407249450684, 0.45871543884277344, 0.44791656732559204, 0.3804876506328583, 0.46231144666671753, 0.4413144290447235, 0.2371133416891098, 0.39999985694885254, 0.31372541189193726, 0.2705313265323639, 0.6187844276428223, 0.40206170082092285, 0.6354165077209473, 0.3999998867511749, 0.452830046415329, 0.21256029605865479, 0.30366483330726624, 0.24489787220954895, 0.5209301114082336, 0.6869564056396484, 0.6105261445045471, 0.2211054563522339, 0.4646463394165039, 0.6272726058959961, 0.6324785351753235, 0.5118482112884521, 0.24615377187728882, 0.6802029013633728, 0.5586591362953186, 0.5492226481437683, 0.4949493706226349, 0.7870368957519531, 0.5728154182434082, 0.5258214473724365, 0.39603951573371887, 0.29319363832473755, 0.3076922297477722, 0.31884050369262695, 0.4630540609359741, 0.741463303565979, 0.6760562062263489, 0.46938762068748474, 0.6816141605377197, 0.17171710729599, 0.434782475233078, 0.3139533996582031, 0.6382977366447449, 0.7128711342811584, 0.24719089269638062, 0.28712859749794006, 0.4489794969558716, 0.21917803585529327, 0.4454975128173828, 0.7169809341430664, 0.43979042768478394, 0.4516127407550812, 0.5700933337211609, 0.5586591362953186, 0.5023695826530457, 0.31067952513694763, 0.5098037719726562, 0.4927534759044647, 0.5408161878585815, 0.3248729705810547, 0.3169397711753845, 0.7570091485977173, 0.5026736855506897, 0.3763439953327179, 0.4195120930671692, 0.24509796500205994, 0.47474732995033264 ], "time": 6.012384481728077, "param": null }, { "epoch": 105, "train_loss": 0.004650535061955452, "val_loss": 2.3457398414611816, "acc": 46.42, "f1": [ 0.7439612150192261, 0.5555554032325745, 0.2727271616458893, 0.3076922297477722, 0.2697673439979553, 0.43781083822250366, 0.4537035822868347, 0.49746179580688477, 0.6074764728546143, 0.609625518321991, 0.2944784462451935, 0.2929935157299042, 0.46082934737205505, 0.3999998867511749, 0.34374991059303284, 0.3999998867511749, 0.5340908169746399, 0.5999999046325684, 0.3861384987831116, 0.3917524814605713, 0.7219511270523071, 0.5576921701431274, 0.4183672070503235, 0.6432158946990967, 0.6831682324409485, 0.33333322405815125, 0.4123710095882416, 0.3599999248981476, 0.622641384601593, 0.5026736855506897, 0.46082934737205505, 0.42857128381729126, 0.38541653752326965, 0.4466018080711365, 0.467661589384079, 0.24489787220954895, 0.41758227348327637, 0.33497530221939087, 0.28846150636672974, 0.6120217442512512, 0.4120602011680603, 0.6424869298934937, 0.4072396755218506, 0.45631060004234314, 0.20192298293113708, 0.28855711221694946, 0.26395928859710693, 0.5436891913414001, 0.6991149187088013, 0.6236557960510254, 0.21874994039535522, 0.45631060004234314, 0.6188339591026306, 0.631578803062439, 0.5120771527290344, 0.22222213447093964, 0.6732671856880188, 0.5347592234611511, 0.5527637004852295, 0.474226713180542, 0.7627905607223511, 0.579710066318512, 0.5321099162101746, 0.40178558230400085, 0.2793295085430145, 0.3487178385257721, 0.28426387906074524, 0.452830046415329, 0.7363182306289673, 0.6572768688201904, 0.45685264468193054, 0.6909089088439941, 0.16915416717529297, 0.41314542293548584, 0.30864188075065613, 0.649484395980835, 0.7081338167190552, 0.2470587193965912, 0.26666656136512756, 0.45360812544822693, 0.21495321393013, 0.44651150703430176, 0.7136148810386658, 0.4307691156864166, 0.44067782163619995, 0.5504586100578308, 0.5326085686683655, 0.492890864610672, 0.2976743280887604, 0.49756085872650146, 0.5049503445625305, 0.5360823273658752, 0.32820504903793335, 0.32402223348617554, 0.7499998211860657, 0.47368407249450684, 0.3783782720565796, 0.41474640369415283, 0.2403845638036728, 0.467661589384079 ], "time": 6.1368794506415725, "param": null }, { "epoch": 106, "train_loss": 0.005168370436877012, "val_loss": 2.0945982933044434, "acc": 46.38, "f1": [ 0.727272629737854, 0.5588234066963196, 0.28846150636672974, 0.2888887822628021, 0.26540276408195496, 0.42156851291656494, 0.44036686420440674, 0.488262802362442, 0.5981307029724121, 0.6054052114486694, 0.329268217086792, 0.30057793855667114, 0.4519229531288147, 0.4111110270023346, 0.345177561044693, 0.378109335899353, 0.5168538093566895, 0.579439103603363, 0.37185919284820557, 0.37305691838264465, 0.7184464335441589, 0.5479451417922974, 0.39795905351638794, 0.653465211391449, 0.6865670084953308, 0.3636362552642822, 0.4020099639892578, 0.39069753885269165, 0.6376810669898987, 0.5108694434165955, 0.45535701513290405, 0.4408600926399231, 0.38144323229789734, 0.467661589384079, 0.47236168384552, 0.2424241602420807, 0.41052618622779846, 0.3251230716705322, 0.29107969999313354, 0.6178008913993835, 0.4183672070503235, 0.6387433409690857, 0.39090898633003235, 0.46082934737205505, 0.21256029605865479, 0.3069306015968323, 0.26666656136512756, 0.5454544425010681, 0.6869564056396484, 0.6073297262191772, 0.20930226147174835, 0.4646463394165039, 0.6216214895248413, 0.6727271676063538, 0.5096152424812317, 0.22680403292179108, 0.6532661318778992, 0.5297296643257141, 0.5333331823348999, 0.45685264468193054, 0.7813951373100281, 0.5714284777641296, 0.5302324295043945, 0.4195120930671692, 0.2810809910297394, 0.3384614586830139, 0.331707239151001, 0.4306218922138214, 0.7373736500740051, 0.6730768084526062, 0.45918354392051697, 0.688372015953064, 0.16915416717529297, 0.3861384987831116, 0.3111110329627991, 0.6632122993469238, 0.7081338167190552, 0.23529404401779175, 0.27083322405815125, 0.45263150334358215, 0.2095237374305725, 0.4363635182380676, 0.7255812287330627, 0.44444429874420166, 0.4632767140865326, 0.5607475638389587, 0.535519003868103, 0.4905658960342407, 0.3069306015968323, 0.48803818225860596, 0.5098037719726562, 0.5473682880401611, 0.31914883852005005, 0.29166659712791443, 0.7559806704521179, 0.47916653752326965, 0.3736262619495392, 0.42253509163856506, 0.24271836876869202, 0.4615383446216583 ], "time": 5.941287782974541, "param": null }, { "epoch": 107, "train_loss": 0.005086821503937244, "val_loss": 2.3446435928344727, "acc": 46.44, "f1": [ 0.7437184453010559, 0.5352111458778381, 0.29126206040382385, 0.2872926890850067, 0.2739725410938263, 0.4380951225757599, 0.439655065536499, 0.4899998903274536, 0.6074764728546143, 0.6222221255302429, 0.33939382433891296, 0.2906976044178009, 0.46153831481933594, 0.38636353611946106, 0.35532984137535095, 0.41052618622779846, 0.5197739005088806, 0.5769229531288147, 0.37185919284820557, 0.38043469190597534, 0.727272629737854, 0.5555554032325745, 0.39795905351638794, 0.6435642242431641, 0.7179486155509949, 0.34042540192604065, 0.40579700469970703, 0.3880595862865448, 0.6380951404571533, 0.49214646220207214, 0.4694834351539612, 0.43298953771591187, 0.3979056477546692, 0.4499998688697815, 0.44651150703430176, 0.25125616788864136, 0.4081631302833557, 0.3184078335762024, 0.2843601107597351, 0.6170212030410767, 0.42857128381729126, 0.6116504073143005, 0.38356152176856995, 0.4507041275501251, 0.2099999338388443, 0.29896897077560425, 0.2564101815223694, 0.5428570508956909, 0.6999998688697815, 0.6113988757133484, 0.2072538137435913, 0.46231144666671753, 0.6216214895248413, 0.6486485004425049, 0.5096152424812317, 0.21857915818691254, 0.6458331942558289, 0.5494503974914551, 0.5360823273658752, 0.47761180996894836, 0.7685183882713318, 0.5769229531288147, 0.5388126373291016, 0.4093022048473358, 0.27173903584480286, 0.3469386696815491, 0.29850736260414124, 0.436893105506897, 0.7399998903274536, 0.6761903762817383, 0.45595842599868774, 0.6985644102096558, 0.18274106085300446, 0.4154588282108307, 0.2890172600746155, 0.6938773989677429, 0.7164177894592285, 0.2456139326095581, 0.2741115987300873, 0.44221094250679016, 0.2075471132993698, 0.4507041275501251, 0.7230044603347778, 0.43749991059303284, 0.4382021129131317, 0.5825241804122925, 0.5376343131065369, 0.49999988079071045, 0.3041473925113678, 0.4976075291633606, 0.49999988079071045, 0.5520831942558289, 0.3232322335243225, 0.30366483330726624, 0.7596151828765869, 0.49729716777801514, 0.38709667325019836, 0.4056602716445923, 0.2512076497077942, 0.4670049846172333 ], "time": 6.168853677809238, "param": null }, { "epoch": 108, "train_loss": 0.007601982448250055, "val_loss": 2.4497132301330566, "acc": 46.42, "f1": [ 0.7389161586761475, 0.5454543828964233, 0.27102795243263245, 0.2810809910297394, 0.26244333386421204, 0.4401912987232208, 0.44651150703430176, 0.487046480178833, 0.5943394899368286, 0.596858561038971, 0.32142847776412964, 0.2793295085430145, 0.44976064562797546, 0.4022345542907715, 0.34920626878738403, 0.378109335899353, 0.5136610269546509, 0.6057690978050232, 0.36815908551216125, 0.3775508999824524, 0.7115383744239807, 0.5402842164039612, 0.41884803771972656, 0.6565654873847961, 0.6930691599845886, 0.33333322405815125, 0.41884803771972656, 0.38341957330703735, 0.6249998807907104, 0.4946235418319702, 0.46017688512802124, 0.43781083822250366, 0.37696322798728943, 0.44776105880737305, 0.44444435834884644, 0.239999920129776, 0.4245808720588684, 0.31775689125061035, 0.30097079277038574, 0.6378377079963684, 0.4081631302833557, 0.6224488615989685, 0.3943660855293274, 0.46938762068748474, 0.21359217166900635, 0.30999991297721863, 0.28426387906074524, 0.5384615063667297, 0.6929823160171509, 0.6187844276428223, 0.238805890083313, 0.43902426958084106, 0.6238530874252319, 0.660633385181427, 0.5120771527290344, 0.2116401493549347, 0.6600984334945679, 0.547485888004303, 0.5365853309631348, 0.48421040177345276, 0.7813951373100281, 0.5673075914382935, 0.5365853309631348, 0.37735840678215027, 0.30337071418762207, 0.32978713512420654, 0.3317534327507019, 0.4466018080711365, 0.7290639281272888, 0.6956520080566406, 0.474226713180542, 0.6849313974380493, 0.17910441756248474, 0.4179103374481201, 0.31034475564956665, 0.6701569557189941, 0.7307690382003784, 0.2312137931585312, 0.29319363832473755, 0.4489794969558716, 0.19999992847442627, 0.4215245544910431, 0.7307690382003784, 0.4516127407550812, 0.4502616822719574, 0.5728154182434082, 0.5649716258049011, 0.5120771527290344, 0.30630621314048767, 0.4903845191001892, 0.49756085872650146, 0.5567008852958679, 0.32820504903793335, 0.306122362613678, 0.7570091485977173, 0.48205116391181946, 0.39560428261756897, 0.4205606281757355, 0.238805890083313, 0.4502616822719574 ], "time": 5.997104930691421, "param": null }, { "epoch": 109, "train_loss": 0.005680034402757883, "val_loss": 2.465437412261963, "acc": 46.45, "f1": [ 0.7499999403953552, 0.5365853309631348, 0.27884605526924133, 0.2967032194137573, 0.24324318766593933, 0.4343433380126953, 0.44339612126350403, 0.4827585518360138, 0.5925924181938171, 0.596858561038971, 0.3313608467578888, 0.2736841142177582, 0.4476189613342285, 0.3820223808288574, 0.3444443643093109, 0.36714968085289, 0.5164833664894104, 0.5714284181594849, 0.3714284896850586, 0.35714274644851685, 0.7156862020492554, 0.5560536980628967, 0.39999985694885254, 0.6568626165390015, 0.6999998688697815, 0.367346853017807, 0.3861384987831116, 0.40624988079071045, 0.6350710391998291, 0.5189187526702881, 0.44827574491500854, 0.4433496594429016, 0.4043714702129364, 0.45595842599868774, 0.46632111072540283, 0.2705313265323639, 0.4148934781551361, 0.3203882575035095, 0.3069306015968323, 0.609625518321991, 0.40206170082092285, 0.6224488615989685, 0.39449530839920044, 0.45714277029037476, 0.21782170236110687, 0.3076922297477722, 0.2622949779033661, 0.5686272978782654, 0.6818180680274963, 0.6063828468322754, 0.21874994039535522, 0.48421040177345276, 0.6481480002403259, 0.6697673201560974, 0.5118482112884521, 0.2116401493549347, 0.6565654873847961, 0.5384613871574402, 0.522612988948822, 0.474226713180542, 0.7777776718139648, 0.5700481534004211, 0.5384615063667297, 0.4259258210659027, 0.30939218401908875, 0.32978713512420654, 0.31428563594818115, 0.4411763548851013, 0.7462685704231262, 0.6862744092941284, 0.47916653752326965, 0.6849313974380493, 0.16080394387245178, 0.4210525155067444, 0.32258057594299316, 0.6737966537475586, 0.7196259498596191, 0.239999920129776, 0.2786068916320801, 0.46739116311073303, 0.21256029605865479, 0.4363635182380676, 0.7403844594955444, 0.44791656732559204, 0.4408600926399231, 0.5714284181594849, 0.5268816351890564, 0.5046727657318115, 0.29951682686805725, 0.4827585518360138, 0.4897957742214203, 0.5230767726898193, 0.32820504903793335, 0.3141360282897949, 0.7547168731689453, 0.48387083411216736, 0.40659332275390625, 0.40178558230400085, 0.24761897325515747, 0.4410255253314972 ], "time": 6.150092467665672, "param": null }, { "epoch": 110, "train_loss": 0.005196953192353249, "val_loss": 2.4480998516082764, "acc": 46.22, "f1": [ 0.7246376276016235, 0.5384615063667297, 0.2870812714099884, 0.27428561449050903, 0.2616821527481079, 0.4190475046634674, 0.46009382605552673, 0.4923075735569, 0.6009388566017151, 0.5906734466552734, 0.3253011107444763, 0.26136353611946106, 0.4549761712551117, 0.38150280714035034, 0.34736835956573486, 0.3711339235305786, 0.5161289572715759, 0.5943394899368286, 0.3627450466156006, 0.37696322798728943, 0.7093595266342163, 0.563380241394043, 0.4021162986755371, 0.6305417418479919, 0.6938773989677429, 0.34554967284202576, 0.39999985694885254, 0.36815908551216125, 0.6315788626670837, 0.5217389464378357, 0.46017688512802124, 0.44444435834884644, 0.38541653752326965, 0.4257424473762512, 0.4795917272567749, 0.2536584436893463, 0.41711217164993286, 0.3152708411216736, 0.3269230127334595, 0.620320737361908, 0.40404030680656433, 0.6262625455856323, 0.38834938406944275, 0.46534639596939087, 0.21568621695041656, 0.29743579030036926, 0.27551010251045227, 0.5588234066963196, 0.6812225580215454, 0.6162160634994507, 0.21874994039535522, 0.4799998700618744, 0.6384975910186768, 0.6425337791442871, 0.5142855644226074, 0.20792071521282196, 0.6499998569488525, 0.5414363145828247, 0.5408161878585815, 0.4705881178379059, 0.7727271318435669, 0.5673075914382935, 0.5358850359916687, 0.3823528587818146, 0.3076922297477722, 0.34374991059303284, 0.32195112109184265, 0.43902426958084106, 0.732673168182373, 0.6730768084526062, 0.46938762068748474, 0.6849313974380493, 0.17821775376796722, 0.3692306876182556, 0.2959182858467102, 0.649484395980835, 0.7298576831817627, 0.23529404401779175, 0.282828152179718, 0.4489794969558716, 0.2046510875225067, 0.4292236268520355, 0.7403844594955444, 0.43979042768478394, 0.44444432854652405, 0.5781989693641663, 0.5312498211860657, 0.4905658960342407, 0.3018867075443268, 0.49019595980644226, 0.5148513317108154, 0.5416665077209473, 0.32124343514442444, 0.29787227511405945, 0.7397258281707764, 0.4646463394165039, 0.37158459424972534, 0.4299064576625824, 0.2592591643333435, 0.44670039415359497 ], "time": 5.9395872708410025, "param": null }, { "epoch": 111, "train_loss": 0.008851611986756325, "val_loss": 2.3186392784118652, "acc": 46.56, "f1": [ 0.742574155330658, 0.539215624332428, 0.27722764015197754, 0.2873562276363373, 0.26244333386421204, 0.43999987840652466, 0.4434387683868408, 0.5177663564682007, 0.5925924181938171, 0.6195651292800903, 0.3157894015312195, 0.29213473200798035, 0.44239622354507446, 0.3820223808288574, 0.33684200048446655, 0.37499985098838806, 0.525139570236206, 0.5781989693641663, 0.3842363655567169, 0.38541653752326965, 0.7156862020492554, 0.563380241394043, 0.4083768427371979, 0.6407765746116638, 0.7064675688743591, 0.3487178385257721, 0.40641695261001587, 0.3846152722835541, 0.6403939127922058, 0.5108694434165955, 0.4770641028881073, 0.4432988464832306, 0.3899998664855957, 0.45360812544822693, 0.46874985098838806, 0.24999991059303284, 0.43749991059303284, 0.35185176134109497, 0.30541861057281494, 0.6178008913993835, 0.4226802885532379, 0.6185566186904907, 0.37668150663375854, 0.4509802758693695, 0.21428564190864563, 0.30456843972206116, 0.2886596620082855, 0.5410627126693726, 0.6905827522277832, 0.6178008913993835, 0.2424241602420807, 0.4577113389968872, 0.6249998807907104, 0.6636362671852112, 0.5120771527290344, 0.2127658873796463, 0.6435642242431641, 0.5505616068840027, 0.526829183101654, 0.4717947542667389, 0.7685183882713318, 0.5784311890602112, 0.5365853309631348, 0.3999998867511749, 0.2983424663543701, 0.35051536560058594, 0.3148147463798523, 0.4577113389968872, 0.732673168182373, 0.6699506640434265, 0.4897957742214203, 0.6820275187492371, 0.18811874091625214, 0.3794870972633362, 0.314606636762619, 0.6666665077209473, 0.7378638982772827, 0.21428564190864563, 0.29743579030036926, 0.45595842599868774, 0.210526242852211, 0.43049317598342896, 0.7342994213104248, 0.44444429874420166, 0.43956032395362854, 0.5806450843811035, 0.5326085686683655, 0.4999999403953552, 0.31428563594818115, 0.4976075291633606, 0.48309168219566345, 0.5396823883056641, 0.31632643938064575, 0.30366483330726624, 0.7596151828765869, 0.4873095452785492, 0.3703702688217163, 0.4210525155067444, 0.25961530208587646, 0.45595842599868774 ], "time": 5.947808384895325, "param": null }, { "epoch": 112, "train_loss": 0.006626206450164318, "val_loss": 2.494745969772339, "acc": 46.42, "f1": [ 0.7363182306289673, 0.5533979535102844, 0.25490185618400574, 0.2795697748661041, 0.25112098455429077, 0.4257424473762512, 0.4474884569644928, 0.4873095452785492, 0.6039602756500244, 0.6031745076179504, 0.3195265531539917, 0.2696628272533417, 0.4729062616825104, 0.4153004288673401, 0.32978713512420654, 0.3703702688217163, 0.5168538093566895, 0.5933012366294861, 0.3654821515083313, 0.37433144450187683, 0.728155255317688, 0.5555554032325745, 0.4041449725627899, 0.6507176160812378, 0.7029701471328735, 0.34554967284202576, 0.40206170082092285, 0.3696681261062622, 0.6411482095718384, 0.5106381177902222, 0.4615383744239807, 0.43216070532798767, 0.4088396728038788, 0.44221094250679016, 0.4851484000682831, 0.2574256360530853, 0.4145076870918274, 0.3152708411216736, 0.3196346163749695, 0.6263735294342041, 0.4162435233592987, 0.6391751170158386, 0.4086955785751343, 0.46082934737205505, 0.22222216427326202, 0.31249991059303284, 0.24615377187728882, 0.5420559644699097, 0.6880732178688049, 0.6338796615600586, 0.21390368044376373, 0.4756755530834198, 0.6249998807907104, 0.6728971004486084, 0.5196077227592468, 0.20895515382289886, 0.6368157267570496, 0.5483869910240173, 0.5416665077209473, 0.4731181561946869, 0.754545271396637, 0.5727698802947998, 0.5422221422195435, 0.390243798494339, 0.27322396636009216, 0.34554967284202576, 0.319248765707016, 0.4401912987232208, 0.7363182306289673, 0.6761903762817383, 0.45833322405815125, 0.7014216780662537, 0.1818181276321411, 0.3794870972633362, 0.29629620909690857, 0.669999897480011, 0.7142855525016785, 0.2312137931585312, 0.29292917251586914, 0.45226117968559265, 0.2085307389497757, 0.43601882457733154, 0.7238093614578247, 0.44808733463287354, 0.44444432854652405, 0.5648146867752075, 0.5303866267204285, 0.5046727657318115, 0.2941175699234009, 0.49019595980644226, 0.5199998617172241, 0.5555554032325745, 0.3369564116001129, 0.2959182858467102, 0.7323941588401794, 0.4924621880054474, 0.3636362552642822, 0.4195120930671692, 0.2592591643333435, 0.4808742105960846 ], "time": 5.968651150353253, "param": null }, { "epoch": 113, "train_loss": 0.0073290737345814705, "val_loss": 2.4548799991607666, "acc": 46.4, "f1": [ 0.728155255317688, 0.5436891913414001, 0.2745097279548645, 0.2780747711658478, 0.28019312024116516, 0.45226117968559265, 0.4579438269138336, 0.49484527111053467, 0.5809522867202759, 0.596858561038971, 0.3139533996582031, 0.28723397850990295, 0.46534639596939087, 0.4043714702129364, 0.35602086782455444, 0.38341957330703735, 0.5027931928634644, 0.5841582417488098, 0.36619704961776733, 0.38775497674942017, 0.7290639281272888, 0.5686272978782654, 0.40624988079071045, 0.6601940989494324, 0.7142855525016785, 0.34736835956573486, 0.4086019992828369, 0.38647329807281494, 0.6403939127922058, 0.5108694434165955, 0.46288198232650757, 0.43298953771591187, 0.39378228783607483, 0.45128190517425537, 0.474226713180542, 0.2599999010562897, 0.4083768427371979, 0.3317534327507019, 0.30392149090766907, 0.6304346323013306, 0.4179103374481201, 0.619289219379425, 0.38356152176856995, 0.45918354392051697, 0.21999992430210114, 0.31372541189193726, 0.2446807622909546, 0.5514017343521118, 0.675555408000946, 0.6145831942558289, 0.236453115940094, 0.4577113389968872, 0.6272726058959961, 0.666666567325592, 0.5196077227592468, 0.20202013850212097, 0.6532661318778992, 0.547485888004303, 0.5199998617172241, 0.4656083285808563, 0.7592591643333435, 0.5784311890602112, 0.5314008593559265, 0.3959389626979828, 0.2967032194137573, 0.3399999141693115, 0.33333322405815125, 0.4454975128173828, 0.7363182306289673, 0.6730768084526062, 0.4432988464832306, 0.6818180680274963, 0.18905465304851532, 0.3838382363319397, 0.31284910440444946, 0.6565654873847961, 0.7403844594955444, 0.228571355342865, 0.2842104732990265, 0.45360812544822693, 0.2018347978591919, 0.42201822996139526, 0.7358488440513611, 0.4338623583316803, 0.4432430863380432, 0.562211811542511, 0.5347592234611511, 0.5024153590202332, 0.3091786503791809, 0.4827585518360138, 0.49999988079071045, 0.5555554032325745, 0.3251230716705322, 0.30150744318962097, 0.7499997615814209, 0.4824119210243225, 0.3555554449558258, 0.43269219994544983, 0.25961530208587646, 0.4577113389968872 ], "time": 6.096156838349998, "param": null }, { "epoch": 114, "train_loss": 0.005738983396440744, "val_loss": 2.4187231063842773, "acc": 46.33, "f1": [ 0.7487682700157166, 0.5445543527603149, 0.27678564190864563, 0.2872926890850067, 0.27102795243263245, 0.45918354392051697, 0.4537035822868347, 0.5099998712539673, 0.5849055051803589, 0.6162160634994507, 0.30409345030784607, 0.2584269046783447, 0.48039206862449646, 0.4161849021911621, 0.3417084515094757, 0.367346853017807, 0.48587560653686523, 0.5825241804122925, 0.37373724579811096, 0.36082467436790466, 0.7373736500740051, 0.568720281124115, 0.39999985694885254, 0.6367712020874023, 0.7135677337646484, 0.36458322405815125, 0.39999985694885254, 0.3861384987831116, 0.6280191540718079, 0.5081079602241516, 0.46280980110168457, 0.43781083822250366, 0.37433144450187683, 0.41884803771972656, 0.49746179580688477, 0.2583731412887573, 0.4083768427371979, 0.34482747316360474, 0.31372541189193726, 0.6249998807907104, 0.42051267623901367, 0.6424869298934937, 0.3946187198162079, 0.4519229531288147, 0.24390237033367157, 0.306122362613678, 0.26455017924308777, 0.5523808598518372, 0.6548671722412109, 0.6236557960510254, 0.24489787220954895, 0.487046480178833, 0.635944664478302, 0.6851851344108582, 0.5045870542526245, 0.1938774734735489, 0.6341462135314941, 0.5666665434837341, 0.5380709171295166, 0.487046480178833, 0.7601808309555054, 0.5631066560745239, 0.5399999022483826, 0.39153432846069336, 0.29629620909690857, 0.34999990463256836, 0.3285022974014282, 0.44776105880737305, 0.729999840259552, 0.6865670084953308, 0.4509802758693695, 0.7053138613700867, 0.18090447783470154, 0.3842363655567169, 0.29319363832473755, 0.6806281208992004, 0.7290639281272888, 0.23255808651447296, 0.2941175699234009, 0.4210525155067444, 0.19730934500694275, 0.4239630401134491, 0.7373270392417908, 0.4248703718185425, 0.4086019992828369, 0.5837318897247314, 0.5297296643257141, 0.5148513317108154, 0.33333322405815125, 0.49746179580688477, 0.5025123953819275, 0.5099998712539673, 0.3069306015968323, 0.2914571762084961, 0.7512193918228149, 0.46391740441322327, 0.3369564116001129, 0.40384599566459656, 0.2580644190311432, 0.4607328474521637 ], "time": 6.137953341007233, "param": null }, { "epoch": 115, "train_loss": 0.005121445748955011, "val_loss": 2.4248597621917725, "acc": 46.33, "f1": [ 0.7378638982772827, 0.5699998736381531, 0.2559240758419037, 0.29629620909690857, 0.2540982663631439, 0.4410255253314972, 0.4537035822868347, 0.510416567325592, 0.5471696853637695, 0.6236557960510254, 0.32941165566444397, 0.2751321792602539, 0.4688993990421295, 0.3977271616458893, 0.32989683747291565, 0.3775508999824524, 0.5142855644226074, 0.5821594595909119, 0.367346853017807, 0.37563440203666687, 0.728155255317688, 0.5607475638389587, 0.4153004288673401, 0.6407765746116638, 0.7064675688743591, 0.367346853017807, 0.39583319425582886, 0.372548907995224, 0.6372547745704651, 0.49999988079071045, 0.4615383744239807, 0.44776105880737305, 0.40641695261001587, 0.43749991059303284, 0.4897957742214203, 0.2561575770378113, 0.4347825050354004, 0.3091786503791809, 0.322274774312973, 0.6010927557945251, 0.4123710095882416, 0.6108372807502747, 0.38497641682624817, 0.44444435834884644, 0.24120594561100006, 0.30051806569099426, 0.26881712675094604, 0.5490195155143738, 0.6666665077209473, 0.620320737361908, 0.24598921835422516, 0.48453593254089355, 0.6181817054748535, 0.6816141605377197, 0.5283017754554749, 0.19689112901687622, 0.6299998760223389, 0.5586591362953186, 0.5388599634170532, 0.4787232577800751, 0.7636361122131348, 0.582914412021637, 0.539215624332428, 0.40384599566459656, 0.2887699604034424, 0.35714274644851685, 0.319248765707016, 0.44776105880737305, 0.729999840259552, 0.666666567325592, 0.46376800537109375, 0.6948355436325073, 0.19138747453689575, 0.3823528587818146, 0.2901553809642792, 0.6701029539108276, 0.7524750828742981, 0.23255808651447296, 0.28571420907974243, 0.45360812544822693, 0.210526242852211, 0.41379299759864807, 0.7342994213104248, 0.43850257992744446, 0.4108106791973114, 0.5765764713287354, 0.5133689045906067, 0.5023254752159119, 0.3147207200527191, 0.46231144666671753, 0.5174128413200378, 0.534031331539154, 0.32124343514442444, 0.281406968832016, 0.7464112639427185, 0.4799998700618744, 0.3586955666542053, 0.43269219994544983, 0.2571427524089813, 0.44221094250679016 ], "time": 6.509280959144235, "param": null }, { "epoch": 116, "train_loss": 0.005301440600305796, "val_loss": 2.33241605758667, "acc": 46.28, "f1": [ 0.735293984413147, 0.5399999022483826, 0.2898550033569336, 0.2793295085430145, 0.2810809910297394, 0.4537035822868347, 0.45161277055740356, 0.49999988079071045, 0.6074764728546143, 0.620320737361908, 0.3139533996582031, 0.2681563198566437, 0.46601933240890503, 0.41269823908805847, 0.3535352647304535, 0.3707316219806671, 0.5054942965507507, 0.5953487157821655, 0.3654821515083313, 0.3711339235305786, 0.7184464335441589, 0.5384615063667297, 0.41884803771972656, 0.653465211391449, 0.7064675688743591, 0.35714274644851685, 0.39378228783607483, 0.36180898547172546, 0.6310677528381348, 0.4787232577800751, 0.4705880880355835, 0.4516127407550812, 0.3999999165534973, 0.4299998879432678, 0.47236168384552, 0.2574256360530853, 0.413043349981308, 0.3152708411216736, 0.29702961444854736, 0.6292133331298828, 0.4020099639892578, 0.629441499710083, 0.3853210210800171, 0.43902426958084106, 0.22549012303352356, 0.31155768036842346, 0.2617800235748291, 0.5333331823348999, 0.6666665077209473, 0.6063828468322754, 0.23529404401779175, 0.4670049846172333, 0.6244342923164368, 0.6607928276062012, 0.502282977104187, 0.21359217166900635, 0.6372547745704651, 0.5573769211769104, 0.5221673846244812, 0.4699452221393585, 0.7692306041717529, 0.5742572546005249, 0.5365853309631348, 0.4120602011680603, 0.306122362613678, 0.3384614586830139, 0.32195112109184265, 0.4365480840206146, 0.7236180305480957, 0.6763284206390381, 0.4432988464832306, 0.7014216780662537, 0.1970442682504654, 0.38974347710609436, 0.32402223348617554, 0.6701029539108276, 0.729999840259552, 0.21686740219593048, 0.29743579030036926, 0.425531804561615, 0.2095237374305725, 0.4405285120010376, 0.7298576831817627, 0.42708319425582886, 0.43523305654525757, 0.5462554097175598, 0.5326085686683655, 0.5023695826530457, 0.33802807331085205, 0.47572803497314453, 0.4873095452785492, 0.5380709171295166, 0.31249991059303284, 0.31730762124061584, 0.742857038974762, 0.46999987959861755, 0.3516482412815094, 0.4125559628009796, 0.2547169029712677, 0.46534639596939087 ], "time": 6.0808942951262, "param": null }, { "epoch": 117, "train_loss": 0.005313204601407051, "val_loss": 2.2131354808807373, "acc": 46.23, "f1": [ 0.7439612150192261, 0.5418717861175537, 0.27102795243263245, 0.26455017924308777, 0.2807016670703888, 0.44339612126350403, 0.4537035822868347, 0.5102038979530334, 0.5837318897247314, 0.5742572546005249, 0.3389829397201538, 0.290502667427063, 0.4734298884868622, 0.4022987186908722, 0.3482586145401001, 0.37999987602233887, 0.48888877034187317, 0.5980390906333923, 0.362790584564209, 0.36649200320243835, 0.7290639281272888, 0.5429863333702087, 0.4148934781551361, 0.6699506640434265, 0.7064675688743591, 0.37305691838264465, 0.4111110270023346, 0.3540668785572052, 0.62135910987854, 0.4745761454105377, 0.4629628360271454, 0.42857128381729126, 0.4086019992828369, 0.44221094250679016, 0.48039206862449646, 0.2577318847179413, 0.42780739068984985, 0.3316582143306732, 0.31155768036842346, 0.6298341155052185, 0.40999990701675415, 0.5999999046325684, 0.38497641682624817, 0.44230756163597107, 0.239999920129776, 0.3141360282897949, 0.2736841142177582, 0.5463413596153259, 0.6725662350654602, 0.620320737361908, 0.24742262065410614, 0.47524741291999817, 0.6249998807907104, 0.6880732178688049, 0.5120771527290344, 0.1970442682504654, 0.6632122993469238, 0.5666665434837341, 0.5320196151733398, 0.4598929286003113, 0.7511310577392578, 0.5742572546005249, 0.5164318084716797, 0.3703702688217163, 0.2999999225139618, 0.3510637581348419, 0.31775689125061035, 0.43349742889404297, 0.725490152835846, 0.6699506640434265, 0.425531804561615, 0.6944442987442017, 0.18090447783470154, 0.4090907871723175, 0.30150744318962097, 0.669999897480011, 0.729999840259552, 0.22352932393550873, 0.27551010251045227, 0.446808397769928, 0.210526242852211, 0.4200912117958069, 0.7298576831817627, 0.4315788447856903, 0.423912912607193, 0.5592415928840637, 0.522222101688385, 0.4930231273174286, 0.3076922297477722, 0.48309168219566345, 0.5123152136802673, 0.5368419289588928, 0.3184078335762024, 0.2955664098262787, 0.7439612150192261, 0.47368407249450684, 0.3675675094127655, 0.4170615077018738, 0.26046502590179443, 0.4607841968536377 ], "time": 5.889511262997985, "param": null }, { "epoch": 118, "train_loss": 0.004770978819578886, "val_loss": 2.39841628074646, "acc": 46.09, "f1": [ 0.7363182306289673, 0.5560973882675171, 0.2962961792945862, 0.2797926664352417, 0.2739725410938263, 0.4380951225757599, 0.4537035822868347, 0.502564013004303, 0.5585584044456482, 0.613756537437439, 0.3139533996582031, 0.2681563198566437, 0.47115376591682434, 0.41340771317481995, 0.30526304244995117, 0.36633655428886414, 0.5053762197494507, 0.5953487157821655, 0.3743841052055359, 0.37696322798728943, 0.7219511270523071, 0.5560973882675171, 0.40659332275390625, 0.6464645266532898, 0.6934671998023987, 0.34554967284202576, 0.41052618622779846, 0.3195875287055969, 0.6350710391998291, 0.4632767140865326, 0.48214277625083923, 0.4307691156864166, 0.37894728779792786, 0.4183672070503235, 0.44554442167282104, 0.2686566412448883, 0.42162150144577026, 0.30555546283721924, 0.30392149090766907, 0.6344084739685059, 0.4059404730796814, 0.6217615604400635, 0.37499988079071045, 0.4607841968536377, 0.23300965130329132, 0.28999990224838257, 0.2580644488334656, 0.5507245063781738, 0.6929823160171509, 0.6178008913993835, 0.24864855408668518, 0.48421040177345276, 0.6330273747444153, 0.6602869629859924, 0.5071768760681152, 0.20895515382289886, 0.6530610918998718, 0.5617976188659668, 0.535353422164917, 0.486772358417511, 0.7499998211860657, 0.5588234066963196, 0.5233643651008606, 0.3783782720565796, 0.2741115987300873, 0.3419688045978546, 0.322274774312973, 0.4670049846172333, 0.7227722406387329, 0.6829267144203186, 0.45685264468193054, 0.7042252421379089, 0.17435890436172485, 0.3692306876182556, 0.30456843972206116, 0.6458331942558289, 0.735293984413147, 0.22619038820266724, 0.29787227511405945, 0.45360812544822693, 0.21890540421009064, 0.4192138612270355, 0.7196259498596191, 0.4361701011657715, 0.4183672070503235, 0.5700933337211609, 0.5168538093566895, 0.4782607853412628, 0.3364485204219818, 0.48803818225860596, 0.5125626921653748, 0.5416665077209473, 0.3101603388786316, 0.27551010251045227, 0.7307690382003784, 0.4824119210243225, 0.36842095851898193, 0.4186045527458191, 0.2685184180736542, 0.474226713180542 ], "time": 6.094778479076922, "param": null }, { "epoch": 119, "train_loss": 0.0053887078538537025, "val_loss": 2.3405513763427734, "acc": 46.3, "f1": [ 0.7317072153091431, 0.548076868057251, 0.2922373414039612, 0.2765956223011017, 0.29864245653152466, 0.4593299925327301, 0.45581385493278503, 0.5177663564682007, 0.5821594595909119, 0.6170212030410767, 0.32369929552078247, 0.2485874742269516, 0.47846877574920654, 0.4088396728038788, 0.3157893717288971, 0.35820886492729187, 0.4972374439239502, 0.5904760956764221, 0.3517586886882782, 0.3699999153614044, 0.6981130838394165, 0.5507245063781738, 0.413043349981308, 0.6766167879104614, 0.7029701471328735, 0.364531934261322, 0.4232803285121918, 0.37681150436401367, 0.6183573603630066, 0.4973543584346771, 0.4786323606967926, 0.43349742889404297, 0.38918909430503845, 0.4410255253314972, 0.46391740441322327, 0.26262614130973816, 0.4408600926399231, 0.31730762124061584, 0.3131312429904938, 0.6310158967971802, 0.4221104085445404, 0.619289219379425, 0.3867923319339752, 0.4593299925327301, 0.25125616788864136, 0.29292917251586914, 0.26804113388061523, 0.5471696853637695, 0.6816141605377197, 0.609625518321991, 0.26041656732559204, 0.46938762068748474, 0.6301368474960327, 0.6820275187492371, 0.5048542022705078, 0.19191910326480865, 0.6435642242431641, 0.5895952582359314, 0.5170730352401733, 0.4795917272567749, 0.7671231031417847, 0.5812807083129883, 0.5373133420944214, 0.3838382363319397, 0.2901553809642792, 0.3350784480571747, 0.31775689125061035, 0.43564343452453613, 0.732673168182373, 0.6633662581443787, 0.4499998688697815, 0.707547128200531, 0.1764705330133438, 0.3861384987831116, 0.30150744318962097, 0.6526314616203308, 0.7399998903274536, 0.2275448441505432, 0.3068782389163971, 0.4516127407550812, 0.20560741424560547, 0.42857131361961365, 0.722222089767456, 0.4232803285121918, 0.4301074147224426, 0.5837318897247314, 0.5274723768234253, 0.4857141971588135, 0.3069306015968323, 0.47524741291999817, 0.5050503611564636, 0.5333331823348999, 0.28723397850990295, 0.2941175699234009, 0.7393363118171692, 0.46938762068748474, 0.3444443643093109, 0.4210525155067444, 0.26600977778434753, 0.4491977095603943 ], "time": 6.202188401482999, "param": null }, { "epoch": 120, "train_loss": 0.0070337592624127865, "val_loss": 2.437044620513916, "acc": 45.9, "f1": [ 0.7586205005645752, 0.5399999022483826, 0.2959182858467102, 0.2871793806552887, 0.2660549581050873, 0.4499998688697815, 0.4363635182380676, 0.5154638290405273, 0.5714284181594849, 0.5918366312980652, 0.3157894015312195, 0.24598921835422516, 0.4507041275501251, 0.413043349981308, 0.31746023893356323, 0.34449753165245056, 0.5108694434165955, 0.5853657722473145, 0.37373724579811096, 0.372548907995224, 0.707547128200531, 0.5619046092033386, 0.4102562665939331, 0.6631577014923096, 0.7120417356491089, 0.35820886492729187, 0.39583319425582886, 0.38834938406944275, 0.6407765746116638, 0.5026176571846008, 0.46861910820007324, 0.43781083822250366, 0.38974347710609436, 0.4210525155067444, 0.43781083822250366, 0.2613064646720886, 0.43575406074523926, 0.323809415102005, 0.2741115987300873, 0.6054052114486694, 0.4162435233592987, 0.6169153451919556, 0.37768232822418213, 0.4646463394165039, 0.24615377187728882, 0.28571417927742004, 0.25396814942359924, 0.5302324295043945, 0.6877826452255249, 0.6122447848320007, 0.23529404401779175, 0.47368407249450684, 0.6079294085502625, 0.6889951229095459, 0.4753361940383911, 0.21495321393013, 0.6502462029457092, 0.535519003868103, 0.5454543828964233, 0.4766837954521179, 0.7605632543563843, 0.582914412021637, 0.522612988948822, 0.378109335899353, 0.28415289521217346, 0.3367346227169037, 0.331707239151001, 0.44444435834884644, 0.7439612150192261, 0.6802029013633728, 0.4607328474521637, 0.6842103600502014, 0.16748763620853424, 0.403755784034729, 0.30526304244995117, 0.629441499710083, 0.7081338167190552, 0.21518979966640472, 0.28571420907974243, 0.45263150334358215, 0.2167486995458603, 0.4140968322753906, 0.7177032232284546, 0.4148934781551361, 0.43093910813331604, 0.5769229531288147, 0.5384613871574402, 0.47321414947509766, 0.33333322405815125, 0.4729062616825104, 0.5273630023002625, 0.5133689045906067, 0.33333322405815125, 0.2526314854621887, 0.7589742541313171, 0.46376800537109375, 0.32369929552078247, 0.41176459193229675, 0.236453115940094, 0.4248703718185425 ], "time": 6.040952908806503, "param": null }, { "epoch": 121, "train_loss": 0.0049405512399971485, "val_loss": 2.341383457183838, "acc": 46.14, "f1": [ 0.707547128200531, 0.5523808598518372, 0.3121950626373291, 0.28723397850990295, 0.2792791724205017, 0.4454975128173828, 0.4495411515235901, 0.5291004180908203, 0.5514017343521118, 0.6129031181335449, 0.32335323095321655, 0.2793295085430145, 0.492890864610672, 0.4191615581512451, 0.3184078335762024, 0.3399999141693115, 0.5111110210418701, 0.5781989693641663, 0.37864065170288086, 0.3957218527793884, 0.7058822512626648, 0.5566036701202393, 0.3957218527793884, 0.6666665077209473, 0.6999998688697815, 0.36458322405815125, 0.3939392864704132, 0.37914684414863586, 0.6634145379066467, 0.5079363584518433, 0.48034927248954773, 0.4195120930671692, 0.38918909430503845, 0.4410255253314972, 0.4499998688697815, 0.2783504128456116, 0.4262293577194214, 0.32352936267852783, 0.30621999502182007, 0.6129031181335449, 0.4041449725627899, 0.6326529383659363, 0.36448585987091064, 0.46999987959861755, 0.23584897816181183, 0.2901553809642792, 0.2659573554992676, 0.5603863000869751, 0.6818180680274963, 0.5957446098327637, 0.23958325386047363, 0.47120407223701477, 0.6355138421058655, 0.666666567325592, 0.49765241146087646, 0.21198150515556335, 0.6470587849617004, 0.5608464479446411, 0.5608464479446411, 0.4656083285808563, 0.7522933483123779, 0.5948716402053833, 0.5258214473724365, 0.3923443853855133, 0.2842104732990265, 0.31632643938064575, 0.3253587782382965, 0.42051267623901367, 0.7389161586761475, 0.6868685483932495, 0.4086019992828369, 0.704761803150177, 0.1970442682504654, 0.37864065170288086, 0.3157893717288971, 0.683937668800354, 0.6985644102096558, 0.23030294477939606, 0.28712859749794006, 0.43781083822250366, 0.198198139667511, 0.4424777626991272, 0.7488149404525757, 0.44210511445999146, 0.4088396728038788, 0.5727270841598511, 0.5081079602241516, 0.47169798612594604, 0.3265305161476135, 0.46601933240890503, 0.5196077227592468, 0.5240640044212341, 0.2871793806552887, 0.2673266530036926, 0.7487682700157166, 0.48205116391181946, 0.3666665554046631, 0.41314542293548584, 0.2536584436893463, 0.44444435834884644 ], "time": 6.298684206791222, "param": null }, { "epoch": 122, "train_loss": 0.008800395764410496, "val_loss": 2.268819808959961, "acc": 46.33, "f1": [ 0.729999840259552, 0.5576921701431274, 0.2816900908946991, 0.2886596620082855, 0.271493136882782, 0.4593299925327301, 0.4311925768852234, 0.5235601663589478, 0.5566036701202393, 0.6178008913993835, 0.30057793855667114, 0.26373615860939026, 0.4851484000682831, 0.40659332275390625, 0.3265305161476135, 0.3794870972633362, 0.5027931928634644, 0.5876776576042175, 0.3743841052055359, 0.37433144450187683, 0.6995072364807129, 0.5471696853637695, 0.4210525155067444, 0.6802029013633728, 0.7171715497970581, 0.3386242389678955, 0.38834938406944275, 0.37185919284820557, 0.666666567325592, 0.48421040177345276, 0.4786323606967926, 0.4221104085445404, 0.40206170082092285, 0.4210525155067444, 0.4811319410800934, 0.2741115987300873, 0.4432430863380432, 0.33816415071487427, 0.3348836302757263, 0.6310158967971802, 0.39805811643600464, 0.6288658380508423, 0.38738730549812317, 0.4339621663093567, 0.24154582619667053, 0.3265305161476135, 0.2577318847179413, 0.5352111458778381, 0.6991149187088013, 0.6304346323013306, 0.2234041839838028, 0.45320188999176025, 0.6267279982566833, 0.6607928276062012, 0.5140186548233032, 0.1835748255252838, 0.6497460603713989, 0.5376343131065369, 0.5612244009971619, 0.45918354392051697, 0.7465436458587646, 0.5911328792572021, 0.5308055877685547, 0.3838382363319397, 0.26519328355789185, 0.32835814356803894, 0.32835814356803894, 0.4585364758968353, 0.7373736500740051, 0.6767675280570984, 0.46632111072540283, 0.6727271676063538, 0.17085421085357666, 0.4102562665939331, 0.30851057171821594, 0.6631577014923096, 0.7177032232284546, 0.20571422576904297, 0.309278279542923, 0.43749991059303284, 0.2115383893251419, 0.4504503309726715, 0.7272725701332092, 0.4338623583316803, 0.4365480840206146, 0.5714284777641296, 0.5333331823348999, 0.4593299925327301, 0.3251230716705322, 0.49999988079071045, 0.5273630023002625, 0.529999852180481, 0.27428561449050903, 0.29665064811706543, 0.7804876565933228, 0.4835163354873657, 0.3157894015312195, 0.44221094250679016, 0.26540276408195496, 0.47368407249450684 ], "time": 6.172779535874724, "param": null }, { "epoch": 123, "train_loss": 0.008019768632948399, "val_loss": 2.43369460105896, "acc": 46.15, "f1": [ 0.7358488440513611, 0.539215624332428, 0.2745097279548645, 0.2722512185573578, 0.2761903405189514, 0.4688993990421295, 0.42727261781692505, 0.5148513317108154, 0.5700933337211609, 0.6030149459838867, 0.30409345030784607, 0.2558138370513916, 0.4873095452785492, 0.43428558111190796, 0.33333325386047363, 0.3517586886882782, 0.4974091649055481, 0.5741626024246216, 0.3636362552642822, 0.36871495842933655, 0.7227722406387329, 0.5296802520751953, 0.40641695261001587, 0.6700506210327148, 0.7029701471328735, 0.35675665736198425, 0.40999990701675415, 0.3831774890422821, 0.6473428606987, 0.4946235418319702, 0.4622220993041992, 0.4324323236942291, 0.3880595862865448, 0.41176459193229675, 0.45595842599868774, 0.2783504128456116, 0.44444432854652405, 0.33802807331085205, 0.3091786503791809, 0.6054052114486694, 0.4120602011680603, 0.6185566186904907, 0.3568074107170105, 0.4499998688697815, 0.23958325386047363, 0.32291656732559204, 0.2727271616458893, 0.5283017754554749, 0.6968324184417725, 0.609625518321991, 0.2433861643075943, 0.46808499097824097, 0.6285713315010071, 0.6545453667640686, 0.5096152424812317, 0.19811314344406128, 0.619289219379425, 0.5795453190803528, 0.5624998807907104, 0.47572803497314453, 0.7557602524757385, 0.5756096839904785, 0.5660375952720642, 0.41414129734039307, 0.25555548071861267, 0.3267325758934021, 0.32160791754722595, 0.44230756163597107, 0.7290639281272888, 0.6733667254447937, 0.44554442167282104, 0.6944442987442017, 0.17391300201416016, 0.39999985694885254, 0.331707239151001, 0.6666665077209473, 0.7115383744239807, 0.239999920129776, 0.29473677277565, 0.4226802885532379, 0.210526242852211, 0.4561402499675751, 0.7333331108093262, 0.4123710095882416, 0.43850257992744446, 0.5662099123001099, 0.5027320981025696, 0.45871543884277344, 0.3211008310317993, 0.4705880880355835, 0.5312498211860657, 0.5284972786903381, 0.29508185386657715, 0.29896897077560425, 0.7281104326248169, 0.510416567325592, 0.3076922297477722, 0.4299064576625824, 0.2571427524089813, 0.45263150334358215 ], "time": 6.116156310774386, "param": null }, { "epoch": 124, "train_loss": 0.010575104504823685, "val_loss": 2.3703789710998535, "acc": 46.17, "f1": [ 0.742574155330658, 0.5583755373954773, 0.2882882058620453, 0.2653060257434845, 0.2638297379016876, 0.4433496594429016, 0.4292236268520355, 0.5148513317108154, 0.5607475638389587, 0.613756537437439, 0.2840908169746399, 0.2444443702697754, 0.488262802362442, 0.43181803822517395, 0.299465149641037, 0.36842095851898193, 0.49999988079071045, 0.5953487157821655, 0.33962252736091614, 0.37999987602233887, 0.7093595266342163, 0.5479451417922974, 0.41758227348327637, 0.666666567325592, 0.7005074620246887, 0.35978829860687256, 0.4020099639892578, 0.36180898547172546, 0.6565654873847961, 0.4812833070755005, 0.47321414947509766, 0.43298953771591187, 0.38043469190597534, 0.44210511445999146, 0.4545453190803528, 0.2786068916320801, 0.4262293577194214, 0.3228698670864105, 0.3157894015312195, 0.637362539768219, 0.4137929677963257, 0.625640869140625, 0.35714274644851685, 0.4499998688697815, 0.2475246638059616, 0.336633563041687, 0.2810809910297394, 0.5308055877685547, 0.6785712838172913, 0.5978259444236755, 0.26315781474113464, 0.4646463394165039, 0.6334840059280396, 0.657142698764801, 0.4878047704696655, 0.2046510875225067, 0.653465211391449, 0.5621620416641235, 0.5538460612297058, 0.46632111072540283, 0.7522933483123779, 0.5888323187828064, 0.5603863000869751, 0.3627450466156006, 0.26519328355789185, 0.32160791754722595, 0.33492809534072876, 0.44670039415359497, 0.735293984413147, 0.6834169626235962, 0.45631060004234314, 0.6787328720092773, 0.1869158148765564, 0.40975597500801086, 0.2887699604034424, 0.6560845375061035, 0.7263681292533875, 0.22891558706760406, 0.306122362613678, 0.4491977095603943, 0.20095685124397278, 0.44827574491500854, 0.741783857345581, 0.42931926250457764, 0.42780739068984985, 0.5454544425010681, 0.5310733318328857, 0.47393354773521423, 0.33333325386047363, 0.4814813435077667, 0.5273630023002625, 0.520408034324646, 0.29213473200798035, 0.2713567018508911, 0.7499997615814209, 0.5053762197494507, 0.3411763310432434, 0.45226117968559265, 0.2758619785308838, 0.46632111072540283 ], "time": 6.054848969914019, "param": null }, { "epoch": 125, "train_loss": 0.004965720698237419, "val_loss": 2.220870018005371, "acc": 46.02, "f1": [ 0.7135677337646484, 0.5566036701202393, 0.30630621314048767, 0.282828152179718, 0.2592591643333435, 0.4487804174423218, 0.43835610151290894, 0.486772358417511, 0.568720281124115, 0.6249998807907104, 0.2771083414554596, 0.24999991059303284, 0.47619035840034485, 0.4262293577194214, 0.3208555281162262, 0.32291656732559204, 0.5082871913909912, 0.6249998807907104, 0.3402060866355896, 0.39130425453186035, 0.742574155330658, 0.5507245063781738, 0.4041449725627899, 0.6540283560752869, 0.7106597423553467, 0.33684200048446655, 0.42708319425582886, 0.37623751163482666, 0.6310677528381348, 0.4947367310523987, 0.46696019172668457, 0.43564343452453613, 0.36815908551216125, 0.425531804561615, 0.45320188999176025, 0.2699999213218689, 0.43850257992744446, 0.336633563041687, 0.31884050369262695, 0.6171427369117737, 0.40999990701675415, 0.6161615252494812, 0.366812139749527, 0.4413144290447235, 0.22935770452022552, 0.32124343514442444, 0.24999991059303284, 0.5445543527603149, 0.6877826452255249, 0.6170212030410767, 0.2736841142177582, 0.46534639596939087, 0.6330273747444153, 0.6486485004425049, 0.4953269362449646, 0.20289847254753113, 0.625640869140625, 0.5445024967193604, 0.5408161878585815, 0.47368407249450684, 0.754545271396637, 0.582914412021637, 0.5365853309631348, 0.35955044627189636, 0.2762430012226105, 0.33816415071487427, 0.31999990344047546, 0.42857128381729126, 0.7399998903274536, 0.680412232875824, 0.43902426958084106, 0.6857141852378845, 0.20388342440128326, 0.3636362850666046, 0.32258057594299316, 0.6631577014923096, 0.7136148810386658, 0.21468918025493622, 0.2901553809642792, 0.4324323236942291, 0.19999992847442627, 0.42857131361961365, 0.7378638982772827, 0.4301074147224426, 0.4301074147224426, 0.5636362433433533, 0.5026176571846008, 0.47222211956977844, 0.31632643938064575, 0.4905658960342407, 0.5145629644393921, 0.5230767726898193, 0.28712859749794006, 0.3317534327507019, 0.7572813630104065, 0.4947367310523987, 0.3703702688217163, 0.44554442167282104, 0.25961530208587646, 0.46808499097824097 ], "time": 6.024089413695037, "param": null }, { "epoch": 126, "train_loss": 0.004893574398010969, "val_loss": 2.4013161659240723, "acc": 46.21, "f1": [ 0.732673168182373, 0.5373133420944214, 0.2758619785308838, 0.28272244334220886, 0.2895926535129547, 0.4476189613342285, 0.4405285120010376, 0.5079363584518433, 0.5560536980628967, 0.613756537437439, 0.3016759157180786, 0.2513660192489624, 0.49523797631263733, 0.44198882579803467, 0.3169397711753845, 0.3578946590423584, 0.5053762197494507, 0.5953487157821655, 0.3592231869697571, 0.4111110270023346, 0.7184464335441589, 0.5345621109008789, 0.4153004288673401, 0.6731706857681274, 0.7179486155509949, 0.367346853017807, 0.4137929677963257, 0.3942306339740753, 0.6176469922065735, 0.4640882611274719, 0.47161564230918884, 0.4432988464832306, 0.38190943002700806, 0.4158414602279663, 0.45918354392051697, 0.26600977778434753, 0.4222221076488495, 0.3317534327507019, 0.32352936267852783, 0.6054052114486694, 0.42857128381729126, 0.6354165077209473, 0.3644067049026489, 0.4271843731403351, 0.24154582619667053, 0.3157893717288971, 0.2751321792602539, 0.5333331823348999, 0.672810971736908, 0.6129031181335449, 0.27083322405815125, 0.46999987959861755, 0.6267279982566833, 0.666666567325592, 0.4851484000682831, 0.2115383893251419, 0.6178008913993835, 0.579234778881073, 0.5628139972686768, 0.4923075735569, 0.7636361122131348, 0.5948716402053833, 0.5727698802947998, 0.38251355290412903, 0.262857049703598, 0.32989683747291565, 0.3367346227169037, 0.42780739068984985, 0.7448978424072266, 0.6806281208992004, 0.4411763548851013, 0.6944442987442017, 0.19607838988304138, 0.3578946590423584, 0.3152708411216736, 0.6666665077209473, 0.7184464335441589, 0.20571422576904297, 0.2955664098262787, 0.4491977095603943, 0.2095237374305725, 0.4425530731678009, 0.7289717793464661, 0.4361701011657715, 0.4248703718185425, 0.5495494604110718, 0.5347592234611511, 0.46009382605552673, 0.34482747316360474, 0.46082934737205505, 0.5154638290405273, 0.49999988079071045, 0.2934781610965729, 0.3069306015968323, 0.7393363118171692, 0.4927534759044647, 0.3468207120895386, 0.4476189613342285, 0.2443438321352005, 0.46391740441322327 ], "time": 5.974422698840499, "param": null }, { "epoch": 127, "train_loss": 0.004664691165089607, "val_loss": 2.483517646789551, "acc": 46.21, "f1": [ 0.7389161586761475, 0.5699998736381531, 0.30621999502182007, 0.2795697748661041, 0.2464454174041748, 0.436893105506897, 0.42342329025268555, 0.5161289572715759, 0.5809522867202759, 0.5989846587181091, 0.33333319425582886, 0.24864855408668518, 0.48803818225860596, 0.4090908467769623, 0.3135133981704712, 0.35897424817085266, 0.48387083411216736, 0.6183573603630066, 0.3636362552642822, 0.39378228783607483, 0.7093595266342163, 0.5283017754554749, 0.41269823908805847, 0.6698111891746521, 0.738461434841156, 0.378109335899353, 0.4083768427371979, 0.35643553733825684, 0.6315788626670837, 0.487046480178833, 0.45689642429351807, 0.4221104085445404, 0.367346853017807, 0.43093910813331604, 0.4646463394165039, 0.2659573554992676, 0.42708319425582886, 0.3168315887451172, 0.3084111213684082, 0.636871337890625, 0.40975597500801086, 0.6358972787857056, 0.3636362552642822, 0.4306218922138214, 0.2488037496805191, 0.31249991059303284, 0.2526314854621887, 0.5628139972686768, 0.6788989305496216, 0.5999999046325684, 0.24615377187728882, 0.4717947542667389, 0.6197181344032288, 0.6666665077209473, 0.49484527111053467, 0.20175431668758392, 0.6532661318778992, 0.5444443225860596, 0.5555554032325745, 0.4766837954521179, 0.7431191205978394, 0.5728641748428345, 0.563380241394043, 0.3880595862865448, 0.2702701687812805, 0.33333322405815125, 0.3367346227169037, 0.4411763548851013, 0.7448978424072266, 0.6799998879432678, 0.46376800537109375, 0.6790696382522583, 0.2115383893251419, 0.4019606411457062, 0.3440859317779541, 0.6451612114906311, 0.6985644102096558, 0.2456139326095581, 0.27999991178512573, 0.4565216302871704, 0.2244897186756134, 0.44444435834884644, 0.7373270392417908, 0.4324323236942291, 0.41711217164993286, 0.5727698802947998, 0.5161289572715759, 0.44444432854652405, 0.32989683747291565, 0.47169798612594604, 0.507771909236908, 0.5291004180908203, 0.29885047674179077, 0.3196346163749695, 0.7499997615814209, 0.4861876964569092, 0.3874344527721405, 0.43925222754478455, 0.246575266122818, 0.44554442167282104 ], "time": 5.882539994083345, "param": null }, { "epoch": 128, "train_loss": 0.004534054081887007, "val_loss": 2.518501043319702, "acc": 46.12, "f1": [ 0.728155255317688, 0.5572138428688049, 0.28571417927742004, 0.28260859847068787, 0.28310492634773254, 0.4499998688697815, 0.43925222754478455, 0.518134593963623, 0.5765764713287354, 0.6298341155052185, 0.2774565517902374, 0.262857049703598, 0.4999999403953552, 0.4210525155067444, 0.3101603388786316, 0.34736835956573486, 0.510416567325592, 0.6082947254180908, 0.3653844892978668, 0.38709667325019836, 0.7411166429519653, 0.5164318084716797, 0.40404030680656433, 0.6794257164001465, 0.72251296043396, 0.3675675094127655, 0.3980098366737366, 0.372548907995224, 0.6310677528381348, 0.46938762068748474, 0.4493390619754791, 0.4145076870918274, 0.38341957330703735, 0.4361701011657715, 0.4200912117958069, 0.2741115987300873, 0.41052618622779846, 0.33492809534072876, 0.29268285632133484, 0.6170212030410767, 0.4226802885532379, 0.6282721161842346, 0.38053086400032043, 0.4466018080711365, 0.26046502590179443, 0.30051806569099426, 0.2736841142177582, 0.5445543527603149, 0.6788989305496216, 0.6043955087661743, 0.24489787220954895, 0.4577113389968872, 0.6175113916397095, 0.6846845149993896, 0.48598119616508484, 0.19383254647254944, 0.629441499710083, 0.57297283411026, 0.5670101642608643, 0.47761180996894836, 0.753488302230835, 0.5714284777641296, 0.5463413596153259, 0.4041449725627899, 0.26881712675094604, 0.33502528071403503, 0.3267325758934021, 0.43216070532798767, 0.7499999403953552, 0.6903551816940308, 0.4466018080711365, 0.6981130838394165, 0.22549012303352356, 0.35121941566467285, 0.3179486393928528, 0.6489360928535461, 0.7208120226860046, 0.2580644488334656, 0.28999990224838257, 0.4550263583660126, 0.2075471132993698, 0.43749988079071045, 0.7403844594955444, 0.42780739068984985, 0.39784935116767883, 0.5767440795898438, 0.5319147706031799, 0.4688993990421295, 0.33333325386047363, 0.47572803497314453, 0.5099998712539673, 0.49999988079071045, 0.2967032194137573, 0.28181809186935425, 0.7549017667770386, 0.4731181561946869, 0.3934425115585327, 0.4541061818599701, 0.26262614130973816, 0.4401912987232208 ], "time": 5.94322063960135, "param": null }, { "epoch": 129, "train_loss": 0.004732738249003887, "val_loss": 2.304616689682007, "acc": 45.91, "f1": [ 0.7389161586761475, 0.5490195155143738, 0.3024389147758484, 0.28426387906074524, 0.2521738111972809, 0.46153831481933594, 0.43438899517059326, 0.5212765336036682, 0.5951218605041504, 0.6178008913993835, 0.3370785713195801, 0.25555548071861267, 0.452830046415329, 0.4090908467769623, 0.3043477535247803, 0.35121941566467285, 0.48044681549072266, 0.639593780040741, 0.3636362552642822, 0.3692306876182556, 0.7024388909339905, 0.5585584044456482, 0.43333321809768677, 0.6798028349876404, 0.7076921463012695, 0.36082467436790466, 0.4102562665939331, 0.3431371748447418, 0.6285713315010071, 0.47120407223701477, 0.47222211956977844, 0.40975597500801086, 0.3899998664855957, 0.44210511445999146, 0.4630540609359741, 0.2705313265323639, 0.4022345542907715, 0.3534882664680481, 0.3024389147758484, 0.6077346205711365, 0.42857131361961365, 0.645502507686615, 0.3636362552642822, 0.43564343452453613, 0.23041465878486633, 0.3168315887451172, 0.26455017924308777, 0.5645932555198669, 0.6846845149993896, 0.5934064984321594, 0.2564101815223694, 0.44444435834884644, 0.6320753693580627, 0.6756755113601685, 0.48309168219566345, 0.1683167666196823, 0.6467660069465637, 0.5274723768234253, 0.5603863000869751, 0.46938762068748474, 0.7452828288078308, 0.572916567325592, 0.5125626921653748, 0.36649200320243835, 0.25555548071861267, 0.31428563594818115, 0.31999990344047546, 0.43523305654525757, 0.7599998116493225, 0.6834169626235962, 0.4507041275501251, 0.6846845149993896, 0.18811874091625214, 0.3654821515083313, 0.29508185386657715, 0.6489360928535461, 0.6948355436325073, 0.22702695429325104, 0.29292917251586914, 0.446808397769928, 0.2095237374305725, 0.44651150703430176, 0.7439612150192261, 0.4108106791973114, 0.42780739068984985, 0.5767440795898438, 0.5136610269546509, 0.46376800537109375, 0.3417084515094757, 0.4630540609359741, 0.5242717266082764, 0.5208331942558289, 0.29189181327819824, 0.2976743280887604, 0.7512193918228149, 0.48039206862449646, 0.38674020767211914, 0.4487804174423218, 0.26086950302124023, 0.43523305654525757 ], "time": 6.033988821320236, "param": null }, { "epoch": 130, "train_loss": 0.004546572454273701, "val_loss": 2.4355201721191406, "acc": 45.78, "f1": [ 0.7575755715370178, 0.5533979535102844, 0.2621358335018158, 0.2795697748661041, 0.26794248819351196, 0.43438899517059326, 0.41284388303756714, 0.5185183882713318, 0.5961536765098572, 0.6243385076522827, 0.2999999225139618, 0.251308798789978, 0.434782475233078, 0.4148934781551361, 0.2983424663543701, 0.38461530208587646, 0.4656083285808563, 0.6124400496482849, 0.3523808717727661, 0.3809523284435272, 0.7156862020492554, 0.5358850359916687, 0.41052618622779846, 0.6700506210327148, 0.7106597423553467, 0.37999987602233887, 0.4102562665939331, 0.30303022265434265, 0.6291078925132751, 0.47368407249450684, 0.4727271497249603, 0.4315788447856903, 0.42051267623901367, 0.4338623583316803, 0.44444435834884644, 0.253807008266449, 0.39130425453186035, 0.3287670314311981, 0.3152708411216736, 0.6242773532867432, 0.419999897480011, 0.6326529383659363, 0.36619704961776733, 0.4646463394165039, 0.20689646899700165, 0.2959182858467102, 0.2736841142177582, 0.5238093733787537, 0.6976743340492249, 0.5824174284934998, 0.23809516429901123, 0.4292682111263275, 0.6320753693580627, 0.6697673201560974, 0.5023695826530457, 0.18779337406158447, 0.6432158946990967, 0.56043940782547, 0.5742572546005249, 0.46534639596939087, 0.7465436458587646, 0.582914412021637, 0.5529952645301819, 0.35675665736198425, 0.2513660192489624, 0.3316582143306732, 0.31088075041770935, 0.41414129734039307, 0.7575755715370178, 0.6871793866157532, 0.43902426958084106, 0.6785712838172913, 0.19801974296569824, 0.37499985098838806, 0.29166659712791443, 0.6595743298530579, 0.6972475647926331, 0.2127658873796463, 0.2783504128456116, 0.4615383446216583, 0.22222214937210083, 0.4424777626991272, 0.7342994213104248, 0.42780739068984985, 0.3917524814605713, 0.5728154182434082, 0.522222101688385, 0.4651161730289459, 0.3599999248981476, 0.4651161730289459, 0.5252523422241211, 0.5510202646255493, 0.2983424663543701, 0.2955664098262787, 0.7255812287330627, 0.48913031816482544, 0.38888877630233765, 0.44230756163597107, 0.2647058069705963, 0.42512065172195435 ], "time": 6.026602954603732, "param": null }, { "epoch": 131, "train_loss": 0.01042689848691225, "val_loss": 2.6944172382354736, "acc": 45.97, "f1": [ 0.741463303565979, 0.5555554032325745, 0.3090128004550934, 0.2769230008125305, 0.25352105498313904, 0.4499998688697815, 0.43835610151290894, 0.4975123405456543, 0.5756096839904785, 0.6236557960510254, 0.30409345030784607, 0.26666656136512756, 0.5049503445625305, 0.40935659408569336, 0.3016759157180786, 0.3387977182865143, 0.46739116311073303, 0.6299998760223389, 0.3557691276073456, 0.3874344527721405, 0.7448978424072266, 0.5395347476005554, 0.40641695261001587, 0.6478871703147888, 0.7179486155509949, 0.36649200320243835, 0.4021162986755371, 0.3524228036403656, 0.6176469922065735, 0.487046480178833, 0.45344120264053345, 0.4179103374481201, 0.367346853017807, 0.43850257992744446, 0.46376800537109375, 0.26666656136512756, 0.42708319425582886, 0.3738316595554352, 0.32820504903793335, 0.6010927557945251, 0.43216070532798767, 0.6424869298934937, 0.38862547278404236, 0.4509802758693695, 0.22772268950939178, 0.2673266530036926, 0.24870456755161285, 0.5517240166664124, 0.6886791586875916, 0.5858584046363831, 0.26041656732559204, 0.4577113389968872, 0.6422017216682434, 0.6724889278411865, 0.48803818225860596, 0.19230762124061584, 0.6231154203414917, 0.5473682880401611, 0.5714284181594849, 0.4824119210243225, 0.754545271396637, 0.5816324949264526, 0.5454544425010681, 0.34254133701324463, 0.2702701687812805, 0.34905651211738586, 0.3465345501899719, 0.43298953771591187, 0.7437184453010559, 0.683937668800354, 0.43902426958084106, 0.6851851344108582, 0.20192298293113708, 0.36893191933631897, 0.3195875287055969, 0.6736840605735779, 0.6985644102096558, 0.23655906319618225, 0.2692306935787201, 0.445652037858963, 0.210526242852211, 0.45248857140541077, 0.747572660446167, 0.4408600926399231, 0.3934425115585327, 0.579439103603363, 0.5185183882713318, 0.46376800537109375, 0.3141360282897949, 0.47761180996894836, 0.5049503445625305, 0.5128204226493835, 0.29629620909690857, 0.2959640622138977, 0.7373736500740051, 0.4808742105960846, 0.38251355290412903, 0.4174756109714508, 0.25490185618400574, 0.42639580368995667 ], "time": 6.027741853147745, "param": null }, { "epoch": 132, "train_loss": 0.006883769296109676, "val_loss": 2.5203394889831543, "acc": 45.89, "f1": [ 0.742574155330658, 0.5670101642608643, 0.2898550033569336, 0.306122362613678, 0.2697673439979553, 0.45320188999176025, 0.42342329025268555, 0.4949493706226349, 0.561576247215271, 0.6349205374717712, 0.3295453190803528, 0.21714277565479279, 0.48309168219566345, 0.4204544126987457, 0.2887699604034424, 0.34343424439430237, 0.48205116391181946, 0.6341462135314941, 0.3428570628166199, 0.36956506967544556, 0.7142855525016785, 0.5544553399085999, 0.40217384696006775, 0.6731706857681274, 0.7070705890655518, 0.35467973351478577, 0.4059404730796814, 0.33802807331085205, 0.6403939127922058, 0.46632111072540283, 0.48648640513420105, 0.4410255253314972, 0.37373724579811096, 0.44210511445999146, 0.4599998891353607, 0.24742262065410614, 0.41269823908805847, 0.37004393339157104, 0.31999990344047546, 0.6153845191001892, 0.43999987840652466, 0.6391751170158386, 0.3744291365146637, 0.4411763548851013, 0.21395343542099, 0.2830187678337097, 0.26262614130973816, 0.548076868057251, 0.6912441253662109, 0.5775399804115295, 0.27083322405815125, 0.4410255253314972, 0.6325579881668091, 0.6787328720092773, 0.48756206035614014, 0.1762113720178604, 0.6321242451667786, 0.5384613871574402, 0.5595853924751282, 0.4607328474521637, 0.7433626651763916, 0.5979380011558533, 0.5302324295043945, 0.3459458649158478, 0.25945934653282166, 0.3300969898700714, 0.35467973351478577, 0.43749991059303284, 0.760416567325592, 0.6770831346511841, 0.4221104085445404, 0.7009344696998596, 0.20487797260284424, 0.38974347710609436, 0.31632643938064575, 0.6701029539108276, 0.7399998903274536, 0.23463678359985352, 0.2843136191368103, 0.44210511445999146, 0.2121211439371109, 0.4561402499675751, 0.7307690382003784, 0.423912912607193, 0.3838382363319397, 0.5753422975540161, 0.5027320981025696, 0.46082934737205505, 0.3398057222366333, 0.46601933240890503, 0.5145629644393921, 0.5418717861175537, 0.27999991178512573, 0.29268285632133484, 0.7342994213104248, 0.4835163354873657, 0.3999998867511749, 0.415094256401062, 0.2727271616458893, 0.44791656732559204 ], "time": 6.043716830201447, "param": null }, { "epoch": 133, "train_loss": 0.004414825700223446, "val_loss": 2.4343576431274414, "acc": 45.65, "f1": [ 0.7474745512008667, 0.5445543527603149, 0.2933332622051239, 0.30366483330726624, 0.2543858587741852, 0.4485980272293091, 0.4085105359554291, 0.49999988079071045, 0.5700481534004211, 0.5999999046325684, 0.2967032194137573, 0.2404370754957199, 0.4585364758968353, 0.39778995513916016, 0.30270257592201233, 0.3440859317779541, 0.4717947542667389, 0.6368157267570496, 0.345177561044693, 0.3578946590423584, 0.6995072364807129, 0.5302324295043945, 0.4222221076488495, 0.6599999070167542, 0.7106597423553467, 0.36559128761291504, 0.38578668236732483, 0.3398057222366333, 0.6467660069465637, 0.45128190517425537, 0.4694834351539612, 0.425531804561615, 0.36956506967544556, 0.4315788447856903, 0.44444435834884644, 0.2810809910297394, 0.4324323236942291, 0.3771928548812866, 0.27999991178512573, 0.6077346205711365, 0.44444435834884644, 0.6428569555282593, 0.36051490902900696, 0.43835610151290894, 0.21890540421009064, 0.29665064811706543, 0.2571427524089813, 0.5490195155143738, 0.6872245073318481, 0.563535749912262, 0.25396814942359924, 0.4519229531288147, 0.6425337791442871, 0.6465516090393066, 0.5154638290405273, 0.185653954744339, 0.6458331942558289, 0.5414363145828247, 0.5631066560745239, 0.48205116391181946, 0.7627905607223511, 0.5913977026939392, 0.5128204226493835, 0.3736262619495392, 0.25555548071861267, 0.33333325386047363, 0.34482747316360474, 0.4432430863380432, 0.7462685704231262, 0.6806281208992004, 0.46009382605552673, 0.6919430494308472, 0.2094240039587021, 0.3838382363319397, 0.32432422041893005, 0.6739128828048706, 0.7184464335441589, 0.21989519894123077, 0.26395928859710693, 0.43715834617614746, 0.211055189371109, 0.43946176767349243, 0.7407405376434326, 0.40641695261001587, 0.3838382363319397, 0.5809522867202759, 0.5423727631568909, 0.41666656732559204, 0.36111101508140564, 0.4690264165401459, 0.5148513317108154, 0.535353422164917, 0.2795697748661041, 0.2962961792945862, 0.7196259498596191, 0.4705881178379059, 0.34523800015449524, 0.45226117968559265, 0.2583731412887573, 0.44559577107429504 ], "time": 6.25686673168093, "param": null }, { "epoch": 134, "train_loss": 0.004284115508198738, "val_loss": 2.460116147994995, "acc": 45.71, "f1": [ 0.7115383744239807, 0.5555554032325745, 0.31428563594818115, 0.29189181327819824, 0.26728102564811707, 0.47169798612594604, 0.4259258210659027, 0.5154638290405273, 0.5714284181594849, 0.631578803062439, 0.3016759157180786, 0.2430938482284546, 0.4593299925327301, 0.4090908467769623, 0.29787227511405945, 0.35294109582901, 0.4787232577800751, 0.6285713315010071, 0.33962252736091614, 0.37499991059303284, 0.7042252421379089, 0.53465336561203, 0.4111110270023346, 0.6399998664855957, 0.7058822512626648, 0.36180898547172546, 0.425531804561615, 0.35294109582901, 0.6435642242431641, 0.47916653752326965, 0.49523797631263733, 0.4162435233592987, 0.37158459424972534, 0.4315788447856903, 0.4487804174423218, 0.2561575770378113, 0.4198893904685974, 0.3710406422615051, 0.3069306015968323, 0.6031745076179504, 0.4299998879432678, 0.6424869298934937, 0.3394494354724884, 0.4489794969558716, 0.2243901938199997, 0.30621999502182007, 0.2404370754957199, 0.539215624332428, 0.6877826452255249, 0.5921786427497864, 0.2559240758419037, 0.41148313879966736, 0.6267279982566833, 0.6788989305496216, 0.4857141971588135, 0.19266046583652496, 0.645502507686615, 0.5133689045906067, 0.5490195155143738, 0.46601933240890503, 0.7579907178878784, 0.5714284777641296, 0.5252523422241211, 0.3316582143306732, 0.251428484916687, 0.30456843972206116, 0.3523315489292145, 0.43298953771591187, 0.7777776122093201, 0.6799998879432678, 0.44444435834884644, 0.6968324184417725, 0.21698106825351715, 0.35532984137535095, 0.31818172335624695, 0.6735749840736389, 0.7177032232284546, 0.22222214937210083, 0.281406968832016, 0.43715834617614746, 0.21999992430210114, 0.4366810917854309, 0.7363182306289673, 0.4102562665939331, 0.39999985694885254, 0.579439103603363, 0.5082871913909912, 0.46009382605552673, 0.35820886492729187, 0.45248857140541077, 0.5230767726898193, 0.5074625611305237, 0.2901553809642792, 0.28426387906074524, 0.7499999403953552, 0.49999988079071045, 0.36158180236816406, 0.42342329025268555, 0.2741115987300873, 0.4170615077018738 ], "time": 6.01201437972486, "param": null }, { "epoch": 135, "train_loss": 0.006950272712856531, "val_loss": 2.3478446006774902, "acc": 45.56, "f1": [ 0.7487682700157166, 0.57297283411026, 0.2843136191368103, 0.2871793806552887, 0.23008842766284943, 0.4541061818599701, 0.3999998867511749, 0.4950493574142456, 0.5816324949264526, 0.620320737361908, 0.30526304244995117, 0.22099439799785614, 0.46376800537109375, 0.4088396728038788, 0.306122362613678, 0.3419688045978546, 0.4756755530834198, 0.6532661318778992, 0.3636362552642822, 0.38502663373947144, 0.7157893776893616, 0.5209301114082336, 0.45348823070526123, 0.6532661318778992, 0.6836733222007751, 0.36815908551216125, 0.41711217164993286, 0.32075464725494385, 0.6139533519744873, 0.46808499097824097, 0.4770641028881073, 0.43349742889404297, 0.3936169147491455, 0.43781083822250366, 0.45871543884277344, 0.2769230008125305, 0.423912912607193, 0.38181808590888977, 0.31428563594818115, 0.6054052114486694, 0.4623654782772064, 0.6305417418479919, 0.34123215079307556, 0.4509802758693695, 0.22857137024402618, 0.3113206624984741, 0.2686566412448883, 0.5517240166664124, 0.7081338167190552, 0.5977010130882263, 0.2561575770378113, 0.4433496594429016, 0.6203702688217163, 0.6578946113586426, 0.4854367673397064, 0.19004517793655396, 0.6528496146202087, 0.5297296643257141, 0.5572138428688049, 0.47115376591682434, 0.7281104326248169, 0.5608464479446411, 0.5360823273658752, 0.3417084515094757, 0.23280414938926697, 0.29473677277565, 0.345177561044693, 0.42931926250457764, 0.7575755715370178, 0.6799998879432678, 0.45714277029037476, 0.6816141605377197, 0.2095237374305725, 0.3743841052055359, 0.29032251238822937, 0.6947367191314697, 0.7263681292533875, 0.2433861643075943, 0.26395928859710693, 0.45405393838882446, 0.20289847254753113, 0.4573989808559418, 0.7450978755950928, 0.3957218527793884, 0.39560428261756897, 0.5607475638389587, 0.518134593963623, 0.44036686420440674, 0.35897424817085266, 0.47524741291999817, 0.5174128413200378, 0.4824119210243225, 0.3169397711753845, 0.2692306935787201, 0.728155255317688, 0.4854367673397064, 0.36046499013900757, 0.3827749788761139, 0.2673266530036926, 0.4313724637031555 ], "time": 5.945779159665108, "param": null }, { "epoch": 136, "train_loss": 0.006574805360287428, "val_loss": 2.4434525966644287, "acc": 45.57, "f1": [ 0.7246376276016235, 0.5373133420944214, 0.29464277625083923, 0.2886596620082855, 0.24413138628005981, 0.48453593254089355, 0.415094256401062, 0.48039206862449646, 0.5671641230583191, 0.6222221255302429, 0.32978713512420654, 0.2694299519062042, 0.44230756163597107, 0.40935659408569336, 0.25555548071861267, 0.35416656732559204, 0.4923075735569, 0.653465211391449, 0.3363635540008545, 0.39784935116767883, 0.7309643626213074, 0.5071768760681152, 0.423912912607193, 0.6732671856880188, 0.6874998807907104, 0.3636362850666046, 0.40641695261001587, 0.3441859781742096, 0.6497460603713989, 0.47619032859802246, 0.4705880880355835, 0.42708319425582886, 0.3794870972633362, 0.4338623583316803, 0.42790690064430237, 0.27322396636009216, 0.44210511445999146, 0.3744291365146637, 0.3351350426673889, 0.5882351994514465, 0.4656083285808563, 0.6363635063171387, 0.3577980697154999, 0.44559577107429504, 0.22772268950939178, 0.3184078335762024, 0.2446807622909546, 0.5490195155143738, 0.6849313974380493, 0.5882351994514465, 0.25870639085769653, 0.4433496594429016, 0.6355138421058655, 0.6636770367622375, 0.48039206862449646, 0.18181811273097992, 0.6354165077209473, 0.5543476939201355, 0.5742572546005249, 0.4509802758693695, 0.7452828288078308, 0.5699480772018433, 0.5306121110916138, 0.3517586886882782, 0.23280414938926697, 0.3203882575035095, 0.32989683747291565, 0.4315788447856903, 0.7450978755950928, 0.6701029539108276, 0.4684683382511139, 0.672810971736908, 0.21395343542099, 0.3823528587818146, 0.3068782389163971, 0.6528496146202087, 0.7093595266342163, 0.2553190290927887, 0.26600977778434753, 0.4699452221393585, 0.20388342440128326, 0.43049317598342896, 0.7512193918228149, 0.38502663373947144, 0.39378228783607483, 0.5462554097175598, 0.5053762197494507, 0.4484303891658783, 0.34554967284202576, 0.4630540609359741, 0.5099998712539673, 0.5094338655471802, 0.29508185386657715, 0.28019312024116516, 0.7373736500740051, 0.4585364758968353, 0.37777766585350037, 0.38222211599349976, 0.2955664098262787, 0.43349742889404297 ], "time": 6.001716895960271, "param": null }, { "epoch": 137, "train_loss": 0.004238598048686981, "val_loss": 2.377485752105713, "acc": 45.62, "f1": [ 0.7389161586761475, 0.5499998927116394, 0.28999990224838257, 0.2797926664352417, 0.25339359045028687, 0.46153831481933594, 0.41666656732559204, 0.48309168219566345, 0.5754715800285339, 0.613756537437439, 0.29508185386657715, 0.228571355342865, 0.4433496594429016, 0.41666656732559204, 0.290502667427063, 0.345177561044693, 0.4919784665107727, 0.6368157267570496, 0.3474177420139313, 0.34343424439430237, 0.7099998593330383, 0.5314008593559265, 0.43181803822517395, 0.6504853367805481, 0.6868685483932495, 0.34920626878738403, 0.4086019992828369, 0.336633563041687, 0.6274508833885193, 0.4670049846172333, 0.4705880880355835, 0.4230768084526062, 0.3636362850666046, 0.4145076870918274, 0.4236452281475067, 0.2790696918964386, 0.413043349981308, 0.38497641682624817, 0.32989683747291565, 0.6021503806114197, 0.4301074147224426, 0.6387433409690857, 0.35714274644851685, 0.4411763548851013, 0.24413138628005981, 0.3041473925113678, 0.26315781474113464, 0.5560973882675171, 0.6981130838394165, 0.5824174284934998, 0.2553190290927887, 0.45360812544822693, 0.6153844594955444, 0.6576575636863708, 0.5049503445625305, 0.21004560589790344, 0.6336632370948792, 0.5621620416641235, 0.5539904832839966, 0.46632111072540283, 0.7557602524757385, 0.5654449462890625, 0.5360823273658752, 0.35643553733825684, 0.26455017924308777, 0.2895926535129547, 0.3592231869697571, 0.4210525155067444, 0.7614211440086365, 0.6599999070167542, 0.436893105506897, 0.6759257912635803, 0.20192298293113708, 0.3703702688217163, 0.314606636762619, 0.6702126860618591, 0.7199999094009399, 0.26315781474113464, 0.28019312024116516, 0.4550263583660126, 0.20091316103935242, 0.4615383744239807, 0.7632849216461182, 0.4081631302833557, 0.4020099639892578, 0.579439103603363, 0.5111110210418701, 0.4519229531288147, 0.38190943002700806, 0.47393354773521423, 0.5380709171295166, 0.5125626921653748, 0.28415289521217346, 0.27884605526924133, 0.7219511270523071, 0.5193368792533875, 0.3431951701641083, 0.4292682111263275, 0.2547169029712677, 0.4413144290447235 ], "time": 6.0813687313348055, "param": null }, { "epoch": 138, "train_loss": 0.00400780001655221, "val_loss": 2.3436999320983887, "acc": 45.62, "f1": [ 0.7263681292533875, 0.5656563639640808, 0.2723003923892975, 0.28415289521217346, 0.246575266122818, 0.45320188999176025, 0.41666656732559204, 0.4897957742214203, 0.5803107619285583, 0.6256982088088989, 0.314606636762619, 0.26455017924308777, 0.44444435834884644, 0.4088396728038788, 0.29787227511405945, 0.3529410660266876, 0.49729716777801514, 0.6502462029457092, 0.3584904372692108, 0.3999998867511749, 0.7309643626213074, 0.5238093733787537, 0.42162150144577026, 0.6540283560752869, 0.6969695687294006, 0.3487178385257721, 0.3959389626979828, 0.33802807331085205, 0.6274508833885193, 0.47619032859802246, 0.47004595398902893, 0.4545453190803528, 0.36180898547172546, 0.43093910813331604, 0.42857131361961365, 0.2769230008125305, 0.41052618622779846, 0.3904760777950287, 0.3406592309474945, 0.6010927557945251, 0.4489794969558716, 0.6354165077209473, 0.35193121433258057, 0.42639580368995667, 0.24413138628005981, 0.2883720099925995, 0.2580644488334656, 0.5619046092033386, 0.7109003663063049, 0.5901637673377991, 0.25961530208587646, 0.44221094250679016, 0.6261681318283081, 0.666666567325592, 0.4923075735569, 0.17391300201416016, 0.6349205374717712, 0.56043940782547, 0.5773194432258606, 0.46534639596939087, 0.7579907178878784, 0.5714284777641296, 0.5098037719726562, 0.3517586886882782, 0.2288556545972824, 0.31372541189193726, 0.35602086782455444, 0.4509802758693695, 0.7551018595695496, 0.6734693050384521, 0.43601882457733154, 0.679245114326477, 0.21145367622375488, 0.372548907995224, 0.29166659712791443, 0.6666665077209473, 0.7035174369812012, 0.2713567018508911, 0.27488142251968384, 0.4598929286003113, 0.21782170236110687, 0.4401912987232208, 0.7572813630104065, 0.38541653752326965, 0.40999990701675415, 0.5662099123001099, 0.5212765336036682, 0.45161277055740356, 0.35643553733825684, 0.46153831481933594, 0.5174128413200378, 0.48039206862449646, 0.2941175699234009, 0.2870369255542755, 0.7551018595695496, 0.4945053458213806, 0.36871495842933655, 0.3981480300426483, 0.2941175699234009, 0.4313724637031555 ], "time": 6.1663237158209085, "param": null }, { "epoch": 139, "train_loss": 0.006210060324519873, "val_loss": 2.2556099891662598, "acc": 45.71, "f1": [ 0.7450978755950928, 0.5654449462890625, 0.26484012603759766, 0.29166659712791443, 0.26008957624435425, 0.4339621663093567, 0.4278606176376343, 0.4999998211860657, 0.5784311890602112, 0.6236557960510254, 0.30270257592201233, 0.24083760380744934, 0.43781083822250366, 0.4204544126987457, 0.2983424663543701, 0.3383083641529083, 0.47826072573661804, 0.6403939127922058, 0.378109335899353, 0.36956506967544556, 0.7135677337646484, 0.5446008443832397, 0.42780739068984985, 0.6570047736167908, 0.6969695687294006, 0.32124343514442444, 0.3979056477546692, 0.31730762124061584, 0.6299998760223389, 0.487046480178833, 0.4736841320991516, 0.45226117968559265, 0.35643553733825684, 0.425531804561615, 0.4190475046634674, 0.2797926664352417, 0.42051267623901367, 0.3448275029659271, 0.30999991297721863, 0.6021503806114197, 0.4585364758968353, 0.6562498807907104, 0.34977567195892334, 0.4541061818599701, 0.23300965130329132, 0.3121950626373291, 0.26804113388061523, 0.5463413596153259, 0.7102801203727722, 0.594594419002533, 0.25870639085769653, 0.45544540882110596, 0.6267279982566833, 0.6694913506507874, 0.4854367673397064, 0.21917803585529327, 0.6596857309341431, 0.5612244009971619, 0.5728641748428345, 0.4788731336593628, 0.7605632543563843, 0.5538460612297058, 0.5380709171295166, 0.34999990463256836, 0.2430938482284546, 0.331707239151001, 0.37185919284820557, 0.42708319425582886, 0.760416567325592, 0.6632122993469238, 0.4454544484615326, 0.6698111891746521, 0.23255807161331177, 0.3794870972633362, 0.28272244334220886, 0.6703909635543823, 0.729999840259552, 0.24615377187728882, 0.2686566412448883, 0.4315788447856903, 0.20289847254753113, 0.44239622354507446, 0.7389161586761475, 0.4044942855834961, 0.4145076870918274, 0.589371919631958, 0.5157893896102905, 0.452830046415329, 0.36714968085289, 0.467661589384079, 0.535353422164917, 0.505154550075531, 0.2934781610965729, 0.3084111213684082, 0.7551018595695496, 0.486772358417511, 0.3313608467578888, 0.41176459193229675, 0.26794248819351196, 0.41414129734039307 ], "time": 6.134556603617966, "param": null }, { "epoch": 140, "train_loss": 0.0037675490602850914, "val_loss": 2.5092344284057617, "acc": 45.45, "f1": [ 0.7363182306289673, 0.5510202646255493, 0.2843136191368103, 0.30107519030570984, 0.2522521913051605, 0.4593299925327301, 0.42790690064430237, 0.4923075735569, 0.5812807083129883, 0.6170212030410767, 0.31818172335624695, 0.24864855408668518, 0.45685264468193054, 0.3976607024669647, 0.2762430012226105, 0.3444443643093109, 0.47619032859802246, 0.6439023613929749, 0.3363635540008545, 0.3736262619495392, 0.711340069770813, 0.5463413596153259, 0.39999985694885254, 0.6567163467407227, 0.7070705890655518, 0.34343424439430237, 0.4148934781551361, 0.2869197428226471, 0.6341462135314941, 0.47715723514556885, 0.4711109697818756, 0.4242422580718994, 0.3838382363319397, 0.4432988464832306, 0.4242422580718994, 0.2967032194137573, 0.41711217164993286, 0.3584904372692108, 0.3265305161476135, 0.6187844276428223, 0.45360812544822693, 0.6358972787857056, 0.3587442934513092, 0.4499998688697815, 0.23963125050067902, 0.30275216698646545, 0.2617800235748291, 0.5170730352401733, 0.6981130838394165, 0.5978259444236755, 0.23188398778438568, 0.43564343452453613, 0.6255922317504883, 0.6574072241783142, 0.4950493574142456, 0.19999992847442627, 0.6565654873847961, 0.5425531268119812, 0.5870645046234131, 0.46601933240890503, 0.7601808309555054, 0.5543476939201355, 0.526829183101654, 0.36559128761291504, 0.24719089269638062, 0.31067952513694763, 0.3465345501899719, 0.4301074147224426, 0.7578946352005005, 0.6769229769706726, 0.45320188999176025, 0.6790696382522583, 0.21145367622375488, 0.35467973351478577, 0.28260859847068787, 0.6596857309341431, 0.7076921463012695, 0.25668442249298096, 0.2976743280887604, 0.43298953771591187, 0.21538454294204712, 0.4380951225757599, 0.7389161586761475, 0.3838382363319397, 0.4179103374481201, 0.5662099123001099, 0.5056177973747253, 0.43362823128700256, 0.3540668785572052, 0.45581385493278503, 0.5418717861175537, 0.4924621880054474, 0.282828152179718, 0.28846150636672974, 0.7411166429519653, 0.4945053458213806, 0.3841806650161743, 0.39473670721054077, 0.27999991178512573, 0.4236452281475067 ], "time": 6.123718725517392, "param": null }, { "epoch": 141, "train_loss": 0.006743539124727249, "val_loss": 2.526815891265869, "acc": 45.5, "f1": [ 0.7263681292533875, 0.5578945875167847, 0.28181809186935425, 0.29292917251586914, 0.25210076570510864, 0.4487804174423218, 0.4259258210659027, 0.4899998903274536, 0.5599998831748962, 0.5989303588867188, 0.32124343514442444, 0.251308798789978, 0.4541061818599701, 0.3841806650161743, 0.30337071418762207, 0.3459458649158478, 0.44198882579803467, 0.6476188898086548, 0.3425924777984619, 0.3999998867511749, 0.7208120226860046, 0.5418717861175537, 0.43333321809768677, 0.666666567325592, 0.6868685483932495, 0.36633655428886414, 0.39999985694885254, 0.3240739703178406, 0.6407765746116638, 0.46808499097824097, 0.4845814108848572, 0.4502616822719574, 0.3979056477546692, 0.4615383446216583, 0.4179103374481201, 0.2736841142177582, 0.40659332275390625, 0.34905651211738586, 0.324607253074646, 0.6063828468322754, 0.4499998688697815, 0.6530610918998718, 0.3495144844055176, 0.43781083822250366, 0.24074065685272217, 0.28971952199935913, 0.25396814942359924, 0.5365853309631348, 0.7272725701332092, 0.5869563817977905, 0.23529402911663055, 0.4292682111263275, 0.6291078925132751, 0.6790696382522583, 0.48484835028648376, 0.1965811401605606, 0.6559138894081116, 0.5586591362953186, 0.5728154182434082, 0.48421040177345276, 0.7499998211860657, 0.5578945875167847, 0.5257730484008789, 0.3703702688217163, 0.24719089269638062, 0.31050220131874084, 0.35051536560058594, 0.4232803285121918, 0.7395831346511841, 0.6700506210327148, 0.45581385493278503, 0.6697246432304382, 0.17616572976112366, 0.37623751163482666, 0.2886596620082855, 0.6528496146202087, 0.7216493487358093, 0.2340424805879593, 0.2999999225139618, 0.46739116311073303, 0.20792071521282196, 0.43835610151290894, 0.7487682700157166, 0.4041449725627899, 0.3917524814605713, 0.5638765096664429, 0.5102038979530334, 0.4493390619754791, 0.3482586145401001, 0.4549761712551117, 0.5283017754554749, 0.4975123405456543, 0.30208322405815125, 0.2723003923892975, 0.7411166429519653, 0.4972374439239502, 0.3657141625881195, 0.382978618144989, 0.26455017924308777, 0.44230756163597107 ], "time": 6.142493060790002, "param": null }, { "epoch": 142, "train_loss": 0.0035721526946872473, "val_loss": 2.3557794094085693, "acc": 45.23, "f1": [ 0.735293984413147, 0.5561496019363403, 0.2843136191368103, 0.28426387906074524, 0.23214277625083923, 0.4577113389968872, 0.44036686420440674, 0.4950493574142456, 0.5870645046234131, 0.620320737361908, 0.32222211360931396, 0.26086944341659546, 0.4630540609359741, 0.41573023796081543, 0.2983424663543701, 0.3399999141693115, 0.45901623368263245, 0.6291078925132751, 0.31884050369262695, 0.3636362552642822, 0.7029701471328735, 0.5352111458778381, 0.41711217164993286, 0.653658390045166, 0.6733667254447937, 0.37185919284820557, 0.3899998664855957, 0.2935778796672821, 0.6320753693580627, 0.46632111072540283, 0.4753361940383911, 0.4361701011657715, 0.36649200320243835, 0.4489794969558716, 0.4257424473762512, 0.2873562276363373, 0.41711217164993286, 0.3299999237060547, 0.32989683747291565, 0.5957446098327637, 0.45595842599868774, 0.6326529383659363, 0.3348415493965149, 0.45128190517425537, 0.22831043601036072, 0.28318578004837036, 0.24999991059303284, 0.5365853309631348, 0.7317072153091431, 0.5921786427497864, 0.23076917231082916, 0.4489794969558716, 0.6255922317504883, 0.6607928276062012, 0.4827585518360138, 0.19591830670833588, 0.6524062752723694, 0.5464479923248291, 0.5773194432258606, 0.46153831481933594, 0.7589284181594849, 0.5775399804115295, 0.5333331823348999, 0.3406592309474945, 0.25510191917419434, 0.3018867075443268, 0.3364485204219818, 0.41758227348327637, 0.7539265155792236, 0.6700506210327148, 0.44230756163597107, 0.6697673201560974, 0.1683167666196823, 0.37563440203666687, 0.2741115987300873, 0.6631014943122864, 0.704761803150177, 0.25906726717948914, 0.27722764015197754, 0.4598929286003113, 0.22916659712791443, 0.41666656732559204, 0.7589742541313171, 0.382978618144989, 0.3979056477546692, 0.5674417018890381, 0.5026176571846008, 0.43171796202659607, 0.3636362552642822, 0.44651150703430176, 0.5373133420944214, 0.5098037719726562, 0.2797926664352417, 0.2735848128795624, 0.7290639281272888, 0.4973543584346771, 0.3522725999355316, 0.4152541756629944, 0.2751321792602539, 0.4230768084526062 ], "time": 6.185406587086618, "param": null }, { "epoch": 143, "train_loss": 0.0038577159866690636, "val_loss": 2.5233700275421143, "acc": 45.5, "f1": [ 0.7474745512008667, 0.5643563270568848, 0.28310492634773254, 0.2934781610965729, 0.24074065685272217, 0.43349742889404297, 0.4239630401134491, 0.48039206862449646, 0.5588234066963196, 0.6021503806114197, 0.3139533996582031, 0.21621613204479218, 0.4499998688697815, 0.4210525155067444, 0.2967032194137573, 0.34374991059303284, 0.46938762068748474, 0.6470587849617004, 0.3431371748447418, 0.3723403513431549, 0.7093595266342163, 0.5373133420944214, 0.42162150144577026, 0.6600984334945679, 0.6769229769706726, 0.3265305161476135, 0.38647329807281494, 0.31279608607292175, 0.6280191540718079, 0.47368407249450684, 0.49107134342193604, 0.4347825050354004, 0.3592231869697571, 0.43715834617614746, 0.4221104085445404, 0.26600977778434753, 0.37999987602233887, 0.36123335361480713, 0.32291656732559204, 0.6021503806114197, 0.446808397769928, 0.6464645266532898, 0.3470318615436554, 0.4271843731403351, 0.24186037480831146, 0.29665064811706543, 0.2673266530036926, 0.5314008593559265, 0.7196259498596191, 0.5888887047767639, 0.2376236915588379, 0.4307691156864166, 0.6350710391998291, 0.660633385181427, 0.4799998700618744, 0.19266046583652496, 0.6702126860618591, 0.5573769211769104, 0.5979380011558533, 0.4630540609359741, 0.7649767994880676, 0.5789472460746765, 0.542713463306427, 0.3894736170768738, 0.2526314854621887, 0.2962961792945862, 0.35748788714408875, 0.4315788447856903, 0.7499998807907104, 0.6564101576805115, 0.4541061818599701, 0.6697673201560974, 0.1990049034357071, 0.396135151386261, 0.27777770161628723, 0.6631577014923096, 0.7227722406387329, 0.2436547577381134, 0.2898550033569336, 0.4408600926399231, 0.2233501821756363, 0.43925222754478455, 0.7512193918228149, 0.4081631302833557, 0.38144323229789734, 0.5821594595909119, 0.4916200041770935, 0.4405285120010376, 0.3692306876182556, 0.4545453190803528, 0.5454543828964233, 0.5279186367988586, 0.306122362613678, 0.28971952199935913, 0.7512193918228149, 0.4861876964569092, 0.39548009634017944, 0.41346144676208496, 0.2758619785308838, 0.43564343452453613 ], "time": 6.320402576588094, "param": null }, { "epoch": 144, "train_loss": 0.0037267834413796663, "val_loss": 2.557270050048828, "acc": 45.47, "f1": [ 0.7389161586761475, 0.575916051864624, 0.30999991297721863, 0.29032251238822937, 0.23111103475093842, 0.4433496594429016, 0.41818171739578247, 0.4949493706226349, 0.5384615063667297, 0.6041665077209473, 0.3060108423233032, 0.24719089269638062, 0.4476189613342285, 0.4114284813404083, 0.31746023893356323, 0.3440859317779541, 0.43956032395362854, 0.6325579881668091, 0.3428570628166199, 0.35675665736198425, 0.7076921463012695, 0.5527637004852295, 0.423912912607193, 0.6391751170158386, 0.6733667254447937, 0.35051536560058594, 0.41269823908805847, 0.32835814356803894, 0.6310677528381348, 0.46874985098838806, 0.4579438269138336, 0.4433496594429016, 0.3794870972633362, 0.4766837954521179, 0.436893105506897, 0.29702961444854736, 0.42162150144577026, 0.3478259742259979, 0.3195875287055969, 0.6162160634994507, 0.44791656732559204, 0.6428569555282593, 0.35294109582901, 0.43564343452453613, 0.25233638286590576, 0.29074883460998535, 0.23076915740966797, 0.5306121110916138, 0.7042252421379089, 0.5869563817977905, 0.2559240758419037, 0.43216070532798767, 0.6388887763023376, 0.6476188898086548, 0.4824119210243225, 0.1932772397994995, 0.6526314616203308, 0.5568180084228516, 0.5743588209152222, 0.4795917272567749, 0.753488302230835, 0.5621620416641235, 0.5671641230583191, 0.36649200320243835, 0.22999992966651917, 0.30555546283721924, 0.3398057222366333, 0.43749991059303284, 0.7614211440086365, 0.6596857309341431, 0.43349742889404297, 0.6515835523605347, 0.19289332628250122, 0.3999998867511749, 0.2914571762084961, 0.6421051621437073, 0.7142855525016785, 0.2736841142177582, 0.29126206040382385, 0.43749991059303284, 0.21698106825351715, 0.44444432854652405, 0.7437184453010559, 0.37894728779792786, 0.38341957330703735, 0.5865383148193359, 0.5128204226493835, 0.43049317598342896, 0.37864065170288086, 0.46153831481933594, 0.5373133420944214, 0.5099998712539673, 0.2934781610965729, 0.26395928859710693, 0.7487682700157166, 0.5368419289588928, 0.38043469190597534, 0.4200912117958069, 0.2922373414039612, 0.43999987840652466 ], "time": 6.1261369017884135, "param": null }, { "epoch": 145, "train_loss": 0.004077219869941473, "val_loss": 2.6066153049468994, "acc": 45.45, "f1": [ 0.7589742541313171, 0.5773194432258606, 0.2898550033569336, 0.2765956223011017, 0.2443438321352005, 0.4292236268520355, 0.43269219994544983, 0.505154550075531, 0.5560973882675171, 0.6256982088088989, 0.3208555281162262, 0.2617800235748291, 0.44554442167282104, 0.40677958726882935, 0.2983424663543701, 0.34736835956573486, 0.4607328474521637, 0.6470587849617004, 0.34615373611450195, 0.38251355290412903, 0.7156862020492554, 0.5279186367988586, 0.41052618622779846, 0.6310677528381348, 0.6999998688697815, 0.36269423365592957, 0.39784935116767883, 0.2999999225139618, 0.6407765746116638, 0.4795917272567749, 0.46808499097824097, 0.42857128381729126, 0.38144323229789734, 0.4646463394165039, 0.4162435233592987, 0.2727271616458893, 0.40659332275390625, 0.35294109582901, 0.3141360282897949, 0.6229507327079773, 0.44559577107429504, 0.649214506149292, 0.3587442934513092, 0.4466018080711365, 0.22707417607307434, 0.28947362303733826, 0.26804113388061523, 0.5339804887771606, 0.706976592540741, 0.5837836861610413, 0.23214277625083923, 0.4242422580718994, 0.6291078925132751, 0.6637166738510132, 0.47524741291999817, 0.18749992549419403, 0.6701569557189941, 0.56043940782547, 0.5812807083129883, 0.45544540882110596, 0.7699528932571411, 0.5494503974914551, 0.5384615063667297, 0.36065563559532166, 0.23728805780410767, 0.28971952199935913, 0.34042540192604065, 0.4338623583316803, 0.7676765322685242, 0.6666665077209473, 0.44976064562797546, 0.6635512709617615, 0.2243901938199997, 0.3823528587818146, 0.28260859847068787, 0.6560845375061035, 0.7135677337646484, 0.24175815284252167, 0.2613064646720886, 0.4387753903865814, 0.21999992430210114, 0.436893105506897, 0.7572813630104065, 0.40641695261001587, 0.38974347710609436, 0.5821594595909119, 0.5161289572715759, 0.44036686420440674, 0.3743841052055359, 0.467661589384079, 0.5242717266082764, 0.5099998712539673, 0.29166659712791443, 0.280373752117157, 0.7238093614578247, 0.4864863455295563, 0.3793102502822876, 0.4072396755218506, 0.25510191917419434, 0.434782475233078 ], "time": 6.121607217006385, "param": null }, { "epoch": 146, "train_loss": 0.012543112970888615, "val_loss": 2.5576064586639404, "acc": 45.3, "f1": [ 0.7462685704231262, 0.5698922872543335, 0.2735848128795624, 0.26804113388061523, 0.23318377137184143, 0.4607841968536377, 0.4230768084526062, 0.492890864610672, 0.5671641230583191, 0.5989303588867188, 0.31284910440444946, 0.24999991059303284, 0.45918354392051697, 0.3809523284435272, 0.28571420907974243, 0.36956506967544556, 0.4382021129131317, 0.6507176160812378, 0.3557691276073456, 0.3763439953327179, 0.7227722406387329, 0.5339804887771606, 0.4153004288673401, 0.6439023613929749, 0.6633164882659912, 0.36269423365592957, 0.39999985694885254, 0.2707422971725464, 0.6372547745704651, 0.4666665494441986, 0.47161564230918884, 0.4410255253314972, 0.367346853017807, 0.4545453190803528, 0.4200912117958069, 0.2887699604034424, 0.41052618622779846, 0.34579432010650635, 0.3369564116001129, 0.6236557960510254, 0.4550263583660126, 0.6458331942558289, 0.34579432010650635, 0.4599998891353607, 0.25116273760795593, 0.27615058422088623, 0.23529404401779175, 0.535353422164917, 0.7058822512626648, 0.5760868191719055, 0.22222216427326202, 0.44791656732559204, 0.6197181344032288, 0.6577776670455933, 0.4780486822128296, 0.18421044945716858, 0.6596857309341431, 0.5578945875167847, 0.5846152901649475, 0.4599998891353607, 0.7720928192138672, 0.5652172565460205, 0.5333331823348999, 0.3478259742259979, 0.22105254232883453, 0.2938387989997864, 0.35532984137535095, 0.44444429874420166, 0.7830687165260315, 0.6358972787857056, 0.4688993990421295, 0.679245114326477, 0.20192298293113708, 0.3653844892978668, 0.27551010251045227, 0.6666665077209473, 0.7156862020492554, 0.24864855408668518, 0.30046939849853516, 0.4432430863380432, 0.2095237374305725, 0.43946176767349243, 0.742574155330658, 0.3934425115585327, 0.382978618144989, 0.5674417018890381, 0.5464479923248291, 0.44230756163597107, 0.35748788714408875, 0.4487804174423218, 0.5170730352401733, 0.4976075291633606, 0.28260859847068787, 0.2692306935787201, 0.7524750828742981, 0.5026176571846008, 0.39106133580207825, 0.387096643447876, 0.28571420907974243, 0.4401912987232208 ], "time": 6.2212695349007845, "param": null }, { "epoch": 147, "train_loss": 0.0038044401444494724, "val_loss": 2.5166678428649902, "acc": 45.17, "f1": [ 0.742574155330658, 0.5744680166244507, 0.26484012603759766, 0.2842104732990265, 0.2545453906059265, 0.4599998891353607, 0.4313724637031555, 0.48803818225860596, 0.5728154182434082, 0.6229507327079773, 0.3043477535247803, 0.2659573554992676, 0.47115376591682434, 0.41666656732559204, 0.29473677277565, 0.32978713512420654, 0.4245808720588684, 0.6565654873847961, 0.34579432010650635, 0.35675665736198425, 0.7199999094009399, 0.526829183101654, 0.4324323236942291, 0.6464645266532898, 0.6600984334945679, 0.3578946590423584, 0.39999985694885254, 0.31372541189193726, 0.6499998569488525, 0.45263150334358215, 0.48430484533309937, 0.42156851291656494, 0.382978618144989, 0.46231144666671753, 0.4102562665939331, 0.2795697748661041, 0.423912912607193, 0.35454532504081726, 0.3184078335762024, 0.6021503806114197, 0.4502616822719574, 0.645502507686615, 0.3348415493965149, 0.4306218922138214, 0.22935770452022552, 0.24701185524463654, 0.25961530208587646, 0.5263156890869141, 0.7169809341430664, 0.5824174284934998, 0.2524271011352539, 0.4041449725627899, 0.622641384601593, 0.660633385181427, 0.4795917272567749, 0.18421044945716858, 0.6559138894081116, 0.5543476939201355, 0.6010927557945251, 0.4795917272567749, 0.7476633787155151, 0.5668447613716125, 0.5384615063667297, 0.35359105467796326, 0.2446807622909546, 0.2938387989997864, 0.34343424439430237, 0.43298953771591187, 0.7653059959411621, 0.631578803062439, 0.46728962659835815, 0.6517856121063232, 0.17821775376796722, 0.3943660855293274, 0.2694299519062042, 0.6702126860618591, 0.7053138613700867, 0.2580644488334656, 0.2599999010562897, 0.45128190517425537, 0.21463409066200256, 0.44444432854652405, 0.741463303565979, 0.4022345542907715, 0.38974347710609436, 0.5624998807907104, 0.48387083411216736, 0.43171796202659607, 0.37499991059303284, 0.4413144290447235, 0.5123152136802673, 0.49999988079071045, 0.2934781610965729, 0.26666656136512756, 0.7474745512008667, 0.48587560653686523, 0.3977271616458893, 0.41095879673957825, 0.25870639085769653, 0.4585364758968353 ], "time": 6.03956937789917, "param": null }, { "epoch": 148, "train_loss": 0.0036533335223793983, "val_loss": 2.4721293449401855, "acc": 45.29, "f1": [ 0.7524750828742981, 0.5789472460746765, 0.25490185618400574, 0.2812499403953552, 0.2399999350309372, 0.4577113389968872, 0.43518510460853577, 0.4919784665107727, 0.5757573843002319, 0.6021503806114197, 0.30541861057281494, 0.27083322405815125, 0.45631060004234314, 0.4204544126987457, 0.2780747711658478, 0.32989683747291565, 0.4262293577194214, 0.666666567325592, 0.3408070504665375, 0.3626372814178467, 0.729999840259552, 0.526829183101654, 0.4111110270023346, 0.6504853367805481, 0.666666567325592, 0.378109335899353, 0.39153432846069336, 0.2843136191368103, 0.6310677528381348, 0.45405393838882446, 0.48888880014419556, 0.4242422580718994, 0.35820886492729187, 0.4502616822719574, 0.4242422580718994, 0.2871793806552887, 0.4245808720588684, 0.3636362552642822, 0.3248729705810547, 0.6153845191001892, 0.47368407249450684, 0.6424869298934937, 0.34666651487350464, 0.4292682111263275, 0.21929818391799927, 0.27615058422088623, 0.26341456174850464, 0.53465336561203, 0.7177032232284546, 0.590908944606781, 0.24299058318138123, 0.42857128381729126, 0.6168223023414612, 0.672645628452301, 0.48958322405815125, 0.1749999225139618, 0.6702126860618591, 0.5543476939201355, 0.5957446098327637, 0.4577113389968872, 0.7614678144454956, 0.5414363145828247, 0.5418717861175537, 0.35483860969543457, 0.2446807622909546, 0.31279608607292175, 0.372548907995224, 0.4148934781551361, 0.7715734243392944, 0.6354165077209473, 0.452830046415329, 0.6605502963066101, 0.180851012468338, 0.39622631669044495, 0.2765956223011017, 0.6560845375061035, 0.7171715497970581, 0.2580644488334656, 0.26415085792541504, 0.4550263583660126, 0.21782170236110687, 0.44444432854652405, 0.7512193918228149, 0.3934425115585327, 0.3874344527721405, 0.579439103603363, 0.507771909236908, 0.45814967155456543, 0.3487178385257721, 0.46009382605552673, 0.5221673846244812, 0.5145629644393921, 0.30270257592201233, 0.26600977778434753, 0.7589742541313171, 0.4861876964569092, 0.3771427571773529, 0.41818171739578247, 0.24742262065410614, 0.45714277029037476 ], "time": 5.886170227080584, "param": null }, { "epoch": 149, "train_loss": 0.0033291520085185766, "val_loss": 2.557603597640991, "acc": 45.04, "f1": [ 0.7575755715370178, 0.5435895919799805, 0.2574256360530853, 0.2783504128456116, 0.24472565948963165, 0.43601882457733154, 0.44444432854652405, 0.4873095452785492, 0.5700481534004211, 0.6063828468322754, 0.3024389147758484, 0.2430938482284546, 0.43564343452453613, 0.37433144450187683, 0.30337071418762207, 0.367346853017807, 0.42780739068984985, 0.6633662581443787, 0.3251230716705322, 0.36269423365592957, 0.7106597423553467, 0.5373133420944214, 0.425531804561615, 0.6432158946990967, 0.6899998784065247, 0.34554967284202576, 0.3775508999824524, 0.2898550033569336, 0.6470587849617004, 0.446808397769928, 0.49773746728897095, 0.41414129734039307, 0.35467973351478577, 0.4607328474521637, 0.4248703718185425, 0.26804113388061523, 0.42780739068984985, 0.3636362552642822, 0.33333322405815125, 0.6214687824249268, 0.4646463394165039, 0.649214506149292, 0.3470318615436554, 0.44339612126350403, 0.20814472436904907, 0.2796609401702881, 0.2613064646720886, 0.5142855644226074, 0.7389161586761475, 0.5921786427497864, 0.2488478720188141, 0.3804876506328583, 0.6261681318283081, 0.657534122467041, 0.48484835028648376, 0.1754385381937027, 0.6526314616203308, 0.5524860620498657, 0.561576247215271, 0.467661589384079, 0.7592591643333435, 0.5454544425010681, 0.5428570508956909, 0.3798881769180298, 0.2444443702697754, 0.28571420907974243, 0.3617020547389984, 0.44210511445999146, 0.772486686706543, 0.645502507686615, 0.44651150703430176, 0.6635943651199341, 0.16981124877929688, 0.38834938406944275, 0.2765956223011017, 0.6595743298530579, 0.7164177894592285, 0.2378377616405487, 0.2735848128795624, 0.446808397769928, 0.20487797260284424, 0.42727261781692505, 0.7399998903274536, 0.38709667325019836, 0.38775497674942017, 0.5821594595909119, 0.4947367310523987, 0.44444432854652405, 0.38190943002700806, 0.46534639596939087, 0.5148513317108154, 0.5174128413200378, 0.29166659712791443, 0.2745097279548645, 0.7512688636779785, 0.4918031394481659, 0.3473052978515625, 0.4265401363372803, 0.2745097279548645, 0.4630540609359741 ], "time": 6.000880218110979, "param": null }, { "epoch": 150, "train_loss": 0.0033662954811006784, "val_loss": 2.4224929809570312, "acc": 45.07, "f1": [ 0.7342994213104248, 0.5806450843811035, 0.2564101815223694, 0.2783504128456116, 0.23214277625083923, 0.4646463394165039, 0.43555545806884766, 0.4878047704696655, 0.5471696853637695, 0.6063828468322754, 0.30456843972206116, 0.24999991059303284, 0.4476189613342285, 0.39106133580207825, 0.29473677277565, 0.3265305161476135, 0.41758227348327637, 0.653658390045166, 0.3287670314311981, 0.3517586886882782, 0.7171715497970581, 0.526829183101654, 0.4114284813404083, 0.6633164882659912, 0.680412232875824, 0.3696681261062622, 0.38578668236732483, 0.3168315887451172, 0.62135910987854, 0.44827571511268616, 0.49777767062187195, 0.42253509163856506, 0.3636362552642822, 0.4646463394165039, 0.39195966720581055, 0.30303022265434265, 0.4245808720588684, 0.34513264894485474, 0.32978713512420654, 0.594594419002533, 0.45263150334358215, 0.6349205374717712, 0.34234222769737244, 0.434782475233078, 0.21524657309055328, 0.2683981955051422, 0.22950810194015503, 0.5247523188591003, 0.7149757146835327, 0.5842695236206055, 0.23958325386047363, 0.40384599566459656, 0.6168223023414612, 0.675555408000946, 0.4949493706226349, 0.1866665780544281, 0.6666665077209473, 0.5573769211769104, 0.5816324949264526, 0.47474732995033264, 0.7570091485977173, 0.5524860620498657, 0.5365853309631348, 0.3756905198097229, 0.24615377187728882, 0.3024389147758484, 0.3299999237060547, 0.44776105880737305, 0.7564765214920044, 0.649484395980835, 0.4183672070503235, 0.672810971736908, 0.2046510875225067, 0.38190943002700806, 0.29245272278785706, 0.6631577014923096, 0.7199999094009399, 0.2526314854621887, 0.28426387906074524, 0.43956032395362854, 0.22222216427326202, 0.4363635182380676, 0.7537687420845032, 0.3936169147491455, 0.3703702688217163, 0.5701355934143066, 0.5082871913909912, 0.4266665577888489, 0.36269423365592957, 0.47761180996894836, 0.5196077227592468, 0.5174128413200378, 0.29166659712791443, 0.30541861057281494, 0.7499999403953552, 0.4974091649055481, 0.3625729978084564, 0.40740731358528137, 0.25688064098358154, 0.4466018080711365 ], "time": 6.073368509300053, "param": null }, { "epoch": 151, "train_loss": 0.003945338074117899, "val_loss": 2.6154863834381104, "acc": 45.14, "f1": [ 0.742574155330658, 0.5505616068840027, 0.25870639085769653, 0.2871793806552887, 0.25112098455429077, 0.4579438269138336, 0.4411763548851013, 0.4622640609741211, 0.5523808598518372, 0.6073297262191772, 0.3076922297477722, 0.24210518598556519, 0.45544540882110596, 0.3979056477546692, 0.3068180978298187, 0.34374991059303284, 0.4301074147224426, 0.6473428606987, 0.33962252736091614, 0.35897424817085266, 0.7179486155509949, 0.5199998617172241, 0.4408600926399231, 0.6363635063171387, 0.6734693050384521, 0.364531934261322, 0.3899998664855957, 0.3253587782382965, 0.6407765746116638, 0.4615383446216583, 0.4912279546260834, 0.41346144676208496, 0.35978829860687256, 0.44554442167282104, 0.4210525155067444, 0.30621999502182007, 0.43715834617614746, 0.3669723868370056, 0.3232322335243225, 0.5937498807907104, 0.45918354392051697, 0.6560845375061035, 0.34234222769737244, 0.42253509163856506, 0.22115376591682434, 0.27678564190864563, 0.2699999213218689, 0.5257730484008789, 0.7081338167190552, 0.6011558771133423, 0.26395928859710693, 0.43781083822250366, 0.6291078925132751, 0.6757989525794983, 0.4899998903274536, 0.1735159158706665, 0.6458331942558289, 0.5494503974914551, 0.5673075914382935, 0.4630540609359741, 0.7582937479019165, 0.5485712885856628, 0.5333331823348999, 0.36065563559532166, 0.22459883987903595, 0.2898550033569336, 0.3316061198711395, 0.4361701011657715, 0.7564765214920044, 0.6631577014923096, 0.4411763548851013, 0.6578946113586426, 0.1913042813539505, 0.40404030680656433, 0.2722512185573578, 0.6701569557189941, 0.6923075318336487, 0.23280414938926697, 0.281406968832016, 0.4324323236942291, 0.1990949511528015, 0.43049317598342896, 0.7692306637763977, 0.4042551815509796, 0.35416656732559204, 0.5943394899368286, 0.4973543584346771, 0.4347825050354004, 0.3775508999824524, 0.47524741291999817, 0.5148513317108154, 0.5074625611305237, 0.29213473200798035, 0.2783504128456116, 0.7411166429519653, 0.5081079602241516, 0.36871495842933655, 0.415094256401062, 0.26666656136512756, 0.4599998891353607 ], "time": 6.060276837088168, "param": null }, { "epoch": 152, "train_loss": 0.003436266677454114, "val_loss": 2.714486837387085, "acc": 45.07, "f1": [ 0.7437184453010559, 0.5684208869934082, 0.27488142251968384, 0.2702701687812805, 0.2421524077653885, 0.45320188999176025, 0.44036686420440674, 0.48039206862449646, 0.5497629642486572, 0.6021503806114197, 0.2934781610965729, 0.2659573554992676, 0.44670039415359497, 0.40217384696006775, 0.29473677277565, 0.3402060866355896, 0.42780739068984985, 0.6565654873847961, 0.33333322405815125, 0.35602086782455444, 0.7070705890655518, 0.5247523188591003, 0.41340771317481995, 0.6666665077209473, 0.6772485375404358, 0.3703702688217163, 0.3842363655567169, 0.31050220131874084, 0.6435642242431641, 0.4530385434627533, 0.49090901017189026, 0.4278606176376343, 0.35532984137535095, 0.44210511445999146, 0.4093022048473358, 0.30097079277038574, 0.42780739068984985, 0.35616424679756165, 0.32978713512420654, 0.5978259444236755, 0.46808499097824097, 0.6358972787857056, 0.3524228036403656, 0.4236452281475067, 0.22321420907974243, 0.2820512056350708, 0.2699999213218689, 0.5333331823348999, 0.7177032232284546, 0.603351891040802, 0.26086950302124023, 0.4324323236942291, 0.6330273747444153, 0.6550217270851135, 0.49019595980644226, 0.1754385381937027, 0.6310158967971802, 0.5280897617340088, 0.5654449462890625, 0.46874985098838806, 0.7582937479019165, 0.5543476939201355, 0.5358850359916687, 0.37433144450187683, 0.24742262065410614, 0.29268285632133484, 0.3348836302757263, 0.42780739068984985, 0.772486686706543, 0.6595743298530579, 0.4466018080711365, 0.6636362671852112, 0.21100911498069763, 0.39805811643600464, 0.26041656732559204, 0.6321242451667786, 0.7099998593330383, 0.25274714827537537, 0.2686566412448883, 0.44210511445999146, 0.21782170236110687, 0.42982450127601624, 0.7474745512008667, 0.38251355290412903, 0.3636362552642822, 0.5833331942558289, 0.5326085686683655, 0.43835610151290894, 0.3636362552642822, 0.47761180996894836, 0.5102038979530334, 0.5192306637763977, 0.2934781610965729, 0.29292917251586914, 0.7499999403953552, 0.49999988079071045, 0.37433144450187683, 0.39655160903930664, 0.2524271011352539, 0.44230756163597107 ], "time": 6.060675302520394, "param": null }, { "epoch": 153, "train_loss": 0.0033694158773869276, "val_loss": 2.5234951972961426, "acc": 44.77, "f1": [ 0.7575755715370178, 0.5416665077209473, 0.2574256360530853, 0.2797926664352417, 0.23529402911663055, 0.4466018080711365, 0.4259258210659027, 0.47761180996894836, 0.5641024112701416, 0.6054052114486694, 0.28571420907974243, 0.26455017924308777, 0.43601882457733154, 0.3809523284435272, 0.30366483330726624, 0.32432422041893005, 0.4432988464832306, 0.6346153020858765, 0.34482747316360474, 0.36871495842933655, 0.7135677337646484, 0.528846025466919, 0.4198893904685974, 0.6597937345504761, 0.6934671998023987, 0.3692306876182556, 0.36842095851898193, 0.2870369255542755, 0.6376810669898987, 0.4530385434627533, 0.4799998998641968, 0.43999987840652466, 0.3299999237060547, 0.423912912607193, 0.419999897480011, 0.2783504128456116, 0.41711217164993286, 0.34862375259399414, 0.327868789434433, 0.609625518321991, 0.43979042768478394, 0.6631577014923096, 0.33333322405815125, 0.4365480840206146, 0.20689646899700165, 0.2677823603153229, 0.24742262065410614, 0.5247523188591003, 0.7177032232284546, 0.5856351852416992, 0.2592591643333435, 0.41176459193229675, 0.6380951404571533, 0.6724889278411865, 0.49214646220207214, 0.170940101146698, 0.6486485004425049, 0.547485888004303, 0.5658535361289978, 0.4577113389968872, 0.7547168731689453, 0.5524860620498657, 0.5209301114082336, 0.36956506967544556, 0.24870456755161285, 0.30331745743751526, 0.31999990344047546, 0.42708319425582886, 0.7741934061050415, 0.6387433409690857, 0.43749988079071045, 0.672645628452301, 0.18269222974777222, 0.3827749788761139, 0.24615377187728882, 0.666666567325592, 0.6930691599845886, 0.24999991059303284, 0.28019312024116516, 0.4347825050354004, 0.2095237374305725, 0.42201822996139526, 0.7346937656402588, 0.39560428261756897, 0.3711339235305786, 0.5754715800285339, 0.5079363584518433, 0.4521738290786743, 0.3402060866355896, 0.4646463394165039, 0.5049503445625305, 0.5125626921653748, 0.28571417927742004, 0.29702961444854736, 0.7578946352005005, 0.49999988079071045, 0.38541653752326965, 0.42342329025268555, 0.2718445658683777, 0.4615383446216583 ], "time": 6.166611427441239, "param": null }, { "epoch": 154, "train_loss": 0.005639262031763792, "val_loss": 2.751660108566284, "acc": 44.86, "f1": [ 0.7450978755950928, 0.5608464479446411, 0.2559240758419037, 0.2783504128456116, 0.2413792610168457, 0.4401912987232208, 0.43946176767349243, 0.467661589384079, 0.5517240166664124, 0.6236557960510254, 0.29189181327819824, 0.2513660192489624, 0.4313724637031555, 0.39378228783607483, 0.29213473200798035, 0.3350784480571747, 0.42857128381729126, 0.6435642242431641, 0.33333322405815125, 0.35897424817085266, 0.7216493487358093, 0.5373133420944214, 0.4083768427371979, 0.6599999070167542, 0.6700506210327148, 0.367346853017807, 0.3736262619495392, 0.29074883460998535, 0.6407765746116638, 0.43523305654525757, 0.4845814108848572, 0.4343433380126953, 0.3523315489292145, 0.423912912607193, 0.3999999165534973, 0.28571417927742004, 0.41573023796081543, 0.35714274644851685, 0.34736835956573486, 0.6054052114486694, 0.41884803771972656, 0.6489360928535461, 0.3727271258831024, 0.419999897480011, 0.22018341720104218, 0.27199992537498474, 0.26315781474113464, 0.5167463421821594, 0.7238093614578247, 0.5810053944587708, 0.24545449018478394, 0.4324323236942291, 0.6220094561576843, 0.6607141494750977, 0.5025123953819275, 0.18884113430976868, 0.6557375192642212, 0.5384613871574402, 0.5555554032325745, 0.48484835028648376, 0.7511310577392578, 0.5280897617340088, 0.539215624332428, 0.3736262619495392, 0.23157887160778046, 0.2790696918964386, 0.33962252736091614, 0.4301074147224426, 0.7553189396858215, 0.6564101576805115, 0.4476189613342285, 0.672810971736908, 0.19289332628250122, 0.35897424817085266, 0.25906726717948914, 0.6524062752723694, 0.7164177894592285, 0.24175815284252167, 0.2898550033569336, 0.4301074147224426, 0.22222216427326202, 0.4200912117958069, 0.7731956839561462, 0.40659332275390625, 0.3617020547389984, 0.5675674080848694, 0.507771909236908, 0.42857131361961365, 0.36815908551216125, 0.4585364758968353, 0.5049503445625305, 0.5074625611305237, 0.28723397850990295, 0.27083322405815125, 0.7437184453010559, 0.49261072278022766, 0.41758227348327637, 0.4259258210659027, 0.2786068916320801, 0.4630540609359741 ], "time": 6.025100369937718, "param": null }, { "epoch": 155, "train_loss": 0.003443910041823983, "val_loss": 2.525865077972412, "acc": 44.72, "f1": [ 0.7676765322685242, 0.5423727631568909, 0.2559240758419037, 0.2783504128456116, 0.22935770452022552, 0.4306218922138214, 0.4487804174423218, 0.46153831481933594, 0.5560973882675171, 0.5978259444236755, 0.2934781610965729, 0.25668442249298096, 0.43216070532798767, 0.38502663373947144, 0.32369929552078247, 0.35675665736198425, 0.4210525155067444, 0.6310677528381348, 0.34482747316360474, 0.3675675094127655, 0.7099998593330383, 0.5339804887771606, 0.41758227348327637, 0.649484395980835, 0.6633662581443787, 0.39378228783607483, 0.38636353611946106, 0.28054288029670715, 0.6567163467407227, 0.44808733463287354, 0.46082934737205505, 0.43781083822250366, 0.35467973351478577, 0.45263150334358215, 0.42639580368995667, 0.30303022265434265, 0.41573023796081543, 0.35398221015930176, 0.32820504903793335, 0.6111109852790833, 0.45918354392051697, 0.6560845375061035, 0.35071080923080444, 0.4466018080711365, 0.21004560589790344, 0.27755096554756165, 0.25906726717948914, 0.5333331823348999, 0.7115383744239807, 0.5828570127487183, 0.23584897816181183, 0.41884803771972656, 0.6396394968032837, 0.6608694195747375, 0.4873095452785492, 0.17073163390159607, 0.6702701449394226, 0.5396823883056641, 0.5699998736381531, 0.47619035840034485, 0.7547168731689453, 0.5464479923248291, 0.5247523188591003, 0.37696322798728943, 0.21874994039535522, 0.2949307858943939, 0.3195875287055969, 0.45595842599868774, 0.763440728187561, 0.645502507686615, 0.42253509163856506, 0.6521738171577454, 0.17142851650714874, 0.4152541756629944, 0.26666656136512756, 0.6630433797836304, 0.696078360080719, 0.26041656732559204, 0.29268285632133484, 0.4338623583316803, 0.2046510875225067, 0.4075828194618225, 0.762376070022583, 0.38888877630233765, 0.36458322405815125, 0.5662099123001099, 0.4886362552642822, 0.4303796589374542, 0.3711339235305786, 0.4541061818599701, 0.4899998903274536, 0.5148513317108154, 0.31088075041770935, 0.2941175699234009, 0.7290639281272888, 0.46242761611938477, 0.3508770763874054, 0.3793102204799652, 0.24271836876869202, 0.45918354392051697 ], "time": 6.216793285682797, "param": null }, { "epoch": 156, "train_loss": 0.003709681099280715, "val_loss": 2.5582056045532227, "acc": 45.05, "f1": [ 0.7668392062187195, 0.5638296604156494, 0.26341456174850464, 0.27083322405815125, 0.25112098455429077, 0.4433496594429016, 0.4476189613342285, 0.4729062616825104, 0.548076868057251, 0.6021503806114197, 0.2934781610965729, 0.26455017924308777, 0.4485980272293091, 0.3756905198097229, 0.28723397850990295, 0.34920626878738403, 0.42051267623901367, 0.6435642242431641, 0.3495144844055176, 0.3617020547389984, 0.7179486155509949, 0.5410627126693726, 0.4262293577194214, 0.666666567325592, 0.680412232875824, 0.38043469190597534, 0.38541653752326965, 0.2949307858943939, 0.6376810669898987, 0.43093910813331604, 0.47004595398902893, 0.4313724637031555, 0.3703702688217163, 0.4502616822719574, 0.4257424473762512, 0.31067952513694763, 0.4293783903121948, 0.3551400303840637, 0.33333325386047363, 0.6043955087661743, 0.4502616822719574, 0.6630433797836304, 0.3755457401275635, 0.43564343452453613, 0.22413785755634308, 0.2598424553871155, 0.2430938482284546, 0.5074625611305237, 0.7109003663063049, 0.5921786427497864, 0.2536584436893463, 0.42780739068984985, 0.6261681318283081, 0.6425337791442871, 0.49999988079071045, 0.15748025476932526, 0.6486485004425049, 0.5434780716896057, 0.5656563639640808, 0.4630540609359741, 0.7582937479019165, 0.5464479923248291, 0.5628139972686768, 0.3783782720565796, 0.2433861643075943, 0.31067952513694763, 0.3069306015968323, 0.44808733463287354, 0.7684208750724792, 0.6560845375061035, 0.4485980272293091, 0.6790696382522583, 0.20487797260284424, 0.37914684414863586, 0.24999991059303284, 0.6631014943122864, 0.7064675688743591, 0.24864855408668518, 0.28571420907974243, 0.4361701011657715, 0.22009563446044922, 0.44827574491500854, 0.7549017667770386, 0.38251355290412903, 0.3636362552642822, 0.5714284181594849, 0.5157893896102905, 0.44239622354507446, 0.3707316219806671, 0.46999987959861755, 0.5049503445625305, 0.5148513317108154, 0.28415289521217346, 0.27488142251968384, 0.7512688636779785, 0.4974091649055481, 0.39784935116767883, 0.40740731358528137, 0.2685184180736542, 0.45544540882110596 ], "time": 6.0703270537778735, "param": null }, { "epoch": 157, "train_loss": 0.00408217404037714, "val_loss": 2.656191825866699, "acc": 45.06, "f1": [ 0.7599998116493225, 0.572916567325592, 0.2775118350982666, 0.28723397850990295, 0.23636355996131897, 0.43902426958084106, 0.44239622354507446, 0.4950493574142456, 0.5533979535102844, 0.6236557960510254, 0.29629620909690857, 0.26519328355789185, 0.43902426958084106, 0.38461530208587646, 0.3118278682231903, 0.3389829397201538, 0.4232803285121918, 0.6305417418479919, 0.34579432010650635, 0.3636362552642822, 0.7121950387954712, 0.539215624332428, 0.41573023796081543, 0.6633164882659912, 0.6699506640434265, 0.36269423365592957, 0.38541653752326965, 0.29268285632133484, 0.6567163467407227, 0.4301074147224426, 0.48888880014419556, 0.43781083822250366, 0.35294109582901, 0.45128190517425537, 0.4343433380126953, 0.2886596620082855, 0.4245808720588684, 0.3508771061897278, 0.34224584698677063, 0.6010927557945251, 0.4565216302871704, 0.6421051621437073, 0.34821417927742004, 0.43601882457733154, 0.22831043601036072, 0.2530611455440521, 0.25870639085769653, 0.526829183101654, 0.707547128200531, 0.5999998450279236, 0.246575266122818, 0.4102562665939331, 0.6261681318283081, 0.6425337791442871, 0.4924621880054474, 0.1673639565706253, 0.6489360928535461, 0.5384613871574402, 0.5685278177261353, 0.4593299925327301, 0.7627905607223511, 0.5414363145828247, 0.5472635626792908, 0.36065563559532166, 0.2433861643075943, 0.2909089922904968, 0.3487178385257721, 0.425531804561615, 0.7700533270835876, 0.6524062752723694, 0.44976064562797546, 0.6605502963066101, 0.20689646899700165, 0.36619704961776733, 0.2599999010562897, 0.659340500831604, 0.7128711342811584, 0.2577318847179413, 0.2816900908946991, 0.42857128381729126, 0.22330091893672943, 0.4319247901439667, 0.7499999403953552, 0.4111110270023346, 0.3417084515094757, 0.5915491580963135, 0.5280897617340088, 0.4414413571357727, 0.3707316219806671, 0.4729062616825104, 0.4950493574142456, 0.5217390656471252, 0.30366483330726624, 0.28855711221694946, 0.7373736500740051, 0.5079363584518433, 0.3678159713745117, 0.4311925768852234, 0.24630534648895264, 0.4577113389968872 ], "time": 6.059697726741433, "param": null }, { "epoch": 158, "train_loss": 0.003728771349415183, "val_loss": 2.6925809383392334, "acc": 44.97, "f1": [ 0.7537687420845032, 0.5434780716896057, 0.23834188282489777, 0.26086950302124023, 0.2333332747220993, 0.45631060004234314, 0.4413144290447235, 0.49019595980644226, 0.5645932555198669, 0.6178008913993835, 0.29896897077560425, 0.29032251238822937, 0.436893105506897, 0.382978618144989, 0.30366483330726624, 0.34920626878738403, 0.4111110270023346, 0.6285713315010071, 0.3428570628166199, 0.3703702688217163, 0.7208120226860046, 0.5399999022483826, 0.4198893904685974, 0.6700506210327148, 0.6903551816940308, 0.37499991059303284, 0.37499991059303284, 0.3047617971897125, 0.6598983407020569, 0.4301074147224426, 0.46636757254600525, 0.43781083822250366, 0.35532984137535095, 0.44221094250679016, 0.43749991059303284, 0.31088075041770935, 0.43678146600723267, 0.34513264894485474, 0.3157893717288971, 0.6120217442512512, 0.45595842599868774, 0.6631014943122864, 0.35023030638694763, 0.43999987840652466, 0.2181817591190338, 0.25396817922592163, 0.251308798789978, 0.5174128413200378, 0.7219511270523071, 0.5934064984321594, 0.25570768117904663, 0.4315788447856903, 0.623255729675293, 0.657534122467041, 0.4899998903274536, 0.16806717216968536, 0.6391751170158386, 0.547485888004303, 0.5628139972686768, 0.4411763548851013, 0.7522933483123779, 0.5464479923248291, 0.5358850359916687, 0.36065563559532166, 0.24083760380744934, 0.31067952513694763, 0.32820504903793335, 0.4361701011657715, 0.7783782482147217, 0.645502507686615, 0.4265401363372803, 0.6790696382522583, 0.20657269656658173, 0.38181808590888977, 0.26086950302124023, 0.6702126860618591, 0.7099998593330383, 0.24120594561100006, 0.2829267382621765, 0.43523305654525757, 0.22797919809818268, 0.41148313879966736, 0.7599998116493225, 0.39583319425582886, 0.3699999153614044, 0.5821594595909119, 0.49729716777801514, 0.4454147219657898, 0.36180898547172546, 0.46829259395599365, 0.4976075291633606, 0.5145629644393921, 0.2842104732990265, 0.28272244334220886, 0.760416567325592, 0.4918031394481659, 0.38461530208587646, 0.4070795178413391, 0.26804113388061523, 0.46231144666671753 ], "time": 6.040257388725877, "param": null }, { "epoch": 159, "train_loss": 0.0038829816039651632, "val_loss": 2.6315853595733643, "acc": 44.98, "f1": [ 0.7562187314033508, 0.5454544425010681, 0.24120594561100006, 0.2769230008125305, 0.23529402911663055, 0.45544540882110596, 0.4230768084526062, 0.4974091649055481, 0.5472635626792908, 0.6129031181335449, 0.28571420907974243, 0.28272244334220886, 0.4545453190803528, 0.38144323229789734, 0.3118278682231903, 0.32978713512420654, 0.43523305654525757, 0.62135910987854, 0.34449753165245056, 0.36458322405815125, 0.7171715497970581, 0.5373133420944214, 0.41573023796081543, 0.666666567325592, 0.6634145379066467, 0.37623751163482666, 0.3654821515083313, 0.2792791724205017, 0.6633164882659912, 0.4338623583316803, 0.4690264165401459, 0.44221094250679016, 0.35294109582901, 0.4499998688697815, 0.4210525155067444, 0.29896897077560425, 0.43715834617614746, 0.3436122238636017, 0.33333322405815125, 0.5999998450279236, 0.44791656732559204, 0.6632122993469238, 0.36190465092658997, 0.43902426958084106, 0.21719448268413544, 0.2784809470176697, 0.2621358335018158, 0.5098037719726562, 0.7102801203727722, 0.5901637673377991, 0.23318377137184143, 0.425531804561615, 0.6350710391998291, 0.6576575636863708, 0.4824119210243225, 0.16888882219791412, 0.6559138894081116, 0.5425531268119812, 0.5603863000869751, 0.467661589384079, 0.7605632543563843, 0.5683058500289917, 0.5463413596153259, 0.3798881769180298, 0.22702695429325104, 0.3119265139102936, 0.3316582143306732, 0.4338623583316803, 0.7783782482147217, 0.6560845375061035, 0.42790690064430237, 0.6636362671852112, 0.21890540421009064, 0.36619704961776733, 0.2736841142177582, 0.6594592928886414, 0.7099998593330383, 0.2244897186756134, 0.280373752117157, 0.4347825050354004, 0.2075471132993698, 0.4259258210659027, 0.7572813630104065, 0.39130425453186035, 0.3783782720565796, 0.5904760956764221, 0.5189187526702881, 0.44239622354507446, 0.36815908551216125, 0.45714277029037476, 0.49261072278022766, 0.5098037719726562, 0.27472516894340515, 0.2727271616458893, 0.735293984413147, 0.4864863455295563, 0.40659332275390625, 0.4292236268520355, 0.25510191917419434, 0.46632111072540283 ], "time": 6.155030833557248, "param": null }, { "epoch": 160, "train_loss": 0.0036195788998156786, "val_loss": 2.665327787399292, "acc": 44.93, "f1": [ 0.7614211440086365, 0.5502644181251526, 0.2580644190311432, 0.2786068916320801, 0.2399999350309372, 0.4205606281757355, 0.42201822996139526, 0.4851484000682831, 0.5428570508956909, 0.6105261445045471, 0.31034475564956665, 0.30107519030570984, 0.4299998879432678, 0.4021162986755371, 0.3076922297477722, 0.324607253074646, 0.41711217164993286, 0.6336632370948792, 0.35294109582901, 0.35483860969543457, 0.7171715497970581, 0.5365853309631348, 0.4262293577194214, 0.6734693050384521, 0.6834169626235962, 0.36269423365592957, 0.3809523284435272, 0.28855711221694946, 0.666666567325592, 0.42857128381729126, 0.47963786125183105, 0.4343433380126953, 0.35820886492729187, 0.42708319425582886, 0.42857128381729126, 0.282828152179718, 0.42708319425582886, 0.34389129281044006, 0.32804223895072937, 0.5882351994514465, 0.4301074147224426, 0.6631014943122864, 0.35616424679756165, 0.4292682111263275, 0.2262442708015442, 0.2999999523162842, 0.26262614130973816, 0.5192306637763977, 0.735293984413147, 0.5869563817977905, 0.24107137322425842, 0.4324323236942291, 0.6267279982566833, 0.6548671722412109, 0.4899998903274536, 0.177215114235878, 0.6486485004425049, 0.5414363145828247, 0.5445543527603149, 0.4593299925327301, 0.7582937479019165, 0.5833332538604736, 0.5436891913414001, 0.35675665736198425, 0.2430938482284546, 0.3041473925113678, 0.3267325758934021, 0.41884803771972656, 0.7826085686683655, 0.6631577014923096, 0.4363635182380676, 0.6666665077209473, 0.22018341720104218, 0.39449530839920044, 0.2613064646720886, 0.6524062752723694, 0.7064675688743591, 0.2433861643075943, 0.2621358335018158, 0.445652037858963, 0.2115383893251419, 0.43555545806884766, 0.7647057771682739, 0.38888877630233765, 0.36649200320243835, 0.5660375952720642, 0.5082871913909912, 0.4504503309726715, 0.3627450466156006, 0.46829259395599365, 0.49756085872650146, 0.5221673846244812, 0.27322396636009216, 0.2887699604034424, 0.7512688636779785, 0.47190994024276733, 0.31901830434799194, 0.4230768084526062, 0.25490185618400574, 0.4585364758968353 ], "time": 5.964196857064962, "param": null }, { "epoch": 161, "train_loss": 0.0035911104641854763, "val_loss": 2.5338668823242188, "acc": 44.96, "f1": [ 0.7575755715370178, 0.5698922872543335, 0.2739725410938263, 0.2699999213218689, 0.2426777482032776, 0.43269219994544983, 0.434782475233078, 0.48756206035614014, 0.5402842164039612, 0.6162160634994507, 0.31638407707214355, 0.29189181327819824, 0.43349742889404297, 0.38918909430503845, 0.3370785713195801, 0.33502528071403503, 0.40659332275390625, 0.6280191540718079, 0.3523808717727661, 0.3583814203739166, 0.7208120226860046, 0.5399999022483826, 0.42780739068984985, 0.6532661318778992, 0.6732671856880188, 0.3599999248981476, 0.3723403513431549, 0.2882882058620453, 0.666666567325592, 0.42857128381729126, 0.47787603735923767, 0.4343433380126953, 0.35121941566467285, 0.425531804561615, 0.4299998879432678, 0.29166659712791443, 0.4222221076488495, 0.35398221015930176, 0.3419688045978546, 0.596684992313385, 0.4502616822719574, 0.6666665077209473, 0.36190465092658997, 0.4365480840206146, 0.21238930523395538, 0.27049171924591064, 0.2699999213218689, 0.529999852180481, 0.7149757146835327, 0.5869563817977905, 0.2443438321352005, 0.4361701011657715, 0.6325579881668091, 0.6576575636863708, 0.4824119210243225, 0.17391297221183777, 0.6417111158370972, 0.5297296643257141, 0.5851062536239624, 0.467661589384079, 0.7547168731689453, 0.5423727631568909, 0.5320196151733398, 0.36956506967544556, 0.23958325386047363, 0.3013697862625122, 0.35643553733825684, 0.4324323236942291, 0.7826085686683655, 0.6597937345504761, 0.4265401363372803, 0.6666665077209473, 0.21698106825351715, 0.3707316219806671, 0.2525251507759094, 0.6737966537475586, 0.6999998688697815, 0.2234041839838028, 0.27884605526924133, 0.43749991059303284, 0.2085307389497757, 0.41284388303756714, 0.7589742541313171, 0.38888877630233765, 0.36269423365592957, 0.5727698802947998, 0.5333331823348999, 0.4424777626991272, 0.37999987602233887, 0.4541061818599701, 0.49999988079071045, 0.5118482112884521, 0.299465149641037, 0.2694299519062042, 0.7499999403953552, 0.4946235418319702, 0.38918909430503845, 0.4259258210659027, 0.25961530208587646, 0.4545453190803528 ], "time": 6.1272187530994415, "param": null }, { "epoch": 162, "train_loss": 0.0038827292155474424, "val_loss": 2.422212600708008, "acc": 44.9, "f1": [ 0.7676765322685242, 0.5520831942558289, 0.25870639085769653, 0.2659573554992676, 0.2488478720188141, 0.4319247901439667, 0.4499998688697815, 0.49746179580688477, 0.5497629642486572, 0.5978259444236755, 0.30270257592201233, 0.24580998718738556, 0.4313724637031555, 0.38709667325019836, 0.3157893717288971, 0.31372541189193726, 0.40624988079071045, 0.6336632370948792, 0.3592231869697571, 0.35602086782455444, 0.7253884673118591, 0.5454543828964233, 0.413043349981308, 0.666666567325592, 0.6871793866157532, 0.37894728779792786, 0.39153432846069336, 0.28310492634773254, 0.6439023613929749, 0.43979042768478394, 0.47963786125183105, 0.42512065172195435, 0.36082467436790466, 0.4387753903865814, 0.43956032395362854, 0.2699999213218689, 0.41711217164993286, 0.3565216362476349, 0.3367346227169037, 0.6153845191001892, 0.4491977095603943, 0.6666665077209473, 0.3703702688217163, 0.42512065172195435, 0.21917803585529327, 0.26984119415283203, 0.28272244334220886, 0.526829183101654, 0.732673168182373, 0.5913977026939392, 0.25112098455429077, 0.4148934781551361, 0.6261681318283081, 0.6787328720092773, 0.4729062616825104, 0.15929198265075684, 0.6557375192642212, 0.5396823883056641, 0.5373133420944214, 0.46445485949516296, 0.7559806704521179, 0.5775399804115295, 0.5436891913414001, 0.3666665554046631, 0.2127658873796463, 0.30541861057281494, 0.3269230127334595, 0.4232803285121918, 0.7675674557685852, 0.645502507686615, 0.4259258210659027, 0.6607141494750977, 0.22119809687137604, 0.3727271258831024, 0.2617800235748291, 0.6486485004425049, 0.6829267144203186, 0.2371133416891098, 0.26666656136512756, 0.4361701011657715, 0.21495321393013, 0.42477864027023315, 0.762376070022583, 0.39778995513916016, 0.3586955666542053, 0.5701355934143066, 0.5217389464378357, 0.4424777626991272, 0.3707316219806671, 0.467661589384079, 0.49746179580688477, 0.5145629644393921, 0.28571420907974243, 0.28426387906074524, 0.7653059959411621, 0.5027931928634644, 0.37288129329681396, 0.4095236659049988, 0.2599999010562897, 0.4646463394165039 ], "time": 6.050834788940847, "param": null }, { "epoch": 163, "train_loss": 0.0033511014189571142, "val_loss": 2.5949673652648926, "acc": 44.64, "f1": [ 0.7564765214920044, 0.5775399804115295, 0.26341456174850464, 0.26086944341659546, 0.2272726446390152, 0.4433496594429016, 0.4205606281757355, 0.4424777626991272, 0.558139443397522, 0.6086955666542053, 0.30270257592201233, 0.27322396636009216, 0.4411763548851013, 0.38502663373947144, 0.30337071418762207, 0.3351350426673889, 0.3999998867511749, 0.6299998760223389, 0.35135123133659363, 0.3463686406612396, 0.7142855525016785, 0.53465336561203, 0.41666656732559204, 0.6497460603713989, 0.6938773989677429, 0.38541653752326965, 0.35714274644851685, 0.29951682686805725, 0.6403939127922058, 0.4232803285121918, 0.4792625606060028, 0.4307691156864166, 0.3495144844055176, 0.43979042768478394, 0.42857128381729126, 0.2842104732990265, 0.4293783903121948, 0.35398221015930176, 0.32804223895072937, 0.6086955666542053, 0.4338623583316803, 0.6631014943122864, 0.3534882664680481, 0.4170615077018738, 0.20535708963871002, 0.2633450925350189, 0.2653060257434845, 0.49523797631263733, 0.732673168182373, 0.594594419002533, 0.25112098455429077, 0.4361701011657715, 0.6066349744796753, 0.666666567325592, 0.47474732995033264, 0.1762113720178604, 0.6354165077209473, 0.5217389464378357, 0.5698922872543335, 0.4519229531288147, 0.7582937479019165, 0.5340908169746399, 0.5333331823348999, 0.3783782720565796, 0.23529404401779175, 0.29665064811706543, 0.336633563041687, 0.41666656732559204, 0.7826085686683655, 0.6526314616203308, 0.4474884569644928, 0.6759257912635803, 0.22535204887390137, 0.3495144844055176, 0.2699999213218689, 0.6703295111656189, 0.6969695687294006, 0.23036640882492065, 0.2697673439979553, 0.4248703718185425, 0.22115376591682434, 0.42253509163856506, 0.7562187314033508, 0.38888877630233765, 0.37894728779792786, 0.5898616909980774, 0.510416567325592, 0.4594593644142151, 0.3743841052055359, 0.45320188999176025, 0.47393354773521423, 0.5096152424812317, 0.2872926890850067, 0.2673266530036926, 0.760416567325592, 0.507771909236908, 0.35955044627189636, 0.4319247901439667, 0.26415085792541504, 0.4499998688697815 ], "time": 5.955933852121234, "param": null }, { "epoch": 164, "train_loss": 0.003388024168089032, "val_loss": 2.5214955806732178, "acc": 44.79, "f1": [ 0.7599998116493225, 0.5670101642608643, 0.26540276408195496, 0.251308798789978, 0.24999991059303284, 0.4306218922138214, 0.43601882457733154, 0.49261072278022766, 0.5384615063667297, 0.6031745076179504, 0.3043477535247803, 0.27173903584480286, 0.4257424473762512, 0.3936169147491455, 0.32183900475502014, 0.3299999237060547, 0.41711217164993286, 0.6280191540718079, 0.3184078335762024, 0.33333322405815125, 0.7253884673118591, 0.5454543828964233, 0.40624988079071045, 0.6596857309341431, 0.6699506640434265, 0.3794870972633362, 0.36956506967544556, 0.2870812714099884, 0.6439023613929749, 0.41414129734039307, 0.4474884569644928, 0.43781083822250366, 0.3711339235305786, 0.43749991059303284, 0.4338623583316803, 0.3024389147758484, 0.4186045527458191, 0.3508771061897278, 0.3384614586830139, 0.6077346205711365, 0.43850257992744446, 0.649484395980835, 0.34513264894485474, 0.4278606176376343, 0.21929818391799927, 0.2764226496219635, 0.251308798789978, 0.5076140761375427, 0.7290639281272888, 0.5978259444236755, 0.24528293311595917, 0.4195120930671692, 0.6267279982566833, 0.672645628452301, 0.487046480178833, 0.16216209530830383, 0.6382977366447449, 0.535519003868103, 0.5583755373954773, 0.46829259395599365, 0.7596151828765869, 0.5434780716896057, 0.5472635626792908, 0.36559128761291504, 0.251308798789978, 0.2980768382549286, 0.3417084515094757, 0.43979042768478394, 0.7765957117080688, 0.6354165077209473, 0.4363635182380676, 0.666666567325592, 0.22330091893672943, 0.38095229864120483, 0.26395928859710693, 0.6702701449394226, 0.6796115040779114, 0.22459883987903595, 0.28571420907974243, 0.4324323236942291, 0.22535204887390137, 0.4112148582935333, 0.7628865242004395, 0.39325833320617676, 0.3617020547389984, 0.5961536765098572, 0.5189187526702881, 0.4347825050354004, 0.372548907995224, 0.4607841968536377, 0.48076915740966797, 0.49999988079071045, 0.2872926890850067, 0.2659573554992676, 0.7462685704231262, 0.49999988079071045, 0.3783782720565796, 0.4140968322753906, 0.24875615537166595, 0.4717947542667389 ], "time": 6.119758221320808, "param": null }, { "epoch": 165, "train_loss": 0.0037515994627028704, "val_loss": 2.4882075786590576, "acc": 44.78, "f1": [ 0.7599998116493225, 0.5513511896133423, 0.2574256360530853, 0.27999991178512573, 0.2555064857006073, 0.436893105506897, 0.4413144290447235, 0.4780486822128296, 0.5373133420944214, 0.6113988757133484, 0.3060108423233032, 0.25555548071861267, 0.434782475233078, 0.39795905351638794, 0.3152172863483429, 0.3299999237060547, 0.41758227348327637, 0.6274508833885193, 0.3267325758934021, 0.34999990463256836, 0.7179486155509949, 0.5380709171295166, 0.40206170082092285, 0.6470587849617004, 0.6766167879104614, 0.38144323229789734, 0.35978829860687256, 0.3047617971897125, 0.6599999070167542, 0.4324323236942291, 0.46017688512802124, 0.4242422580718994, 0.3465345501899719, 0.43999987840652466, 0.42931926250457764, 0.3157894015312195, 0.4277455508708954, 0.3549782335758209, 0.3141360282897949, 0.6077346205711365, 0.42162150144577026, 0.6461536884307861, 0.36111101508140564, 0.4236452281475067, 0.21698106825351715, 0.268292635679245, 0.26666656136512756, 0.5273630023002625, 0.7219511270523071, 0.6043955087661743, 0.2705313265323639, 0.40206170082092285, 0.6301368474960327, 0.6696427464485168, 0.48958322405815125, 0.1731601059436798, 0.6448085904121399, 0.5319147706031799, 0.5572138428688049, 0.45128190517425537, 0.7677723169326782, 0.5414363145828247, 0.5482232570648193, 0.3666665554046631, 0.228260800242424, 0.29906532168388367, 0.3402060866355896, 0.4210525155067444, 0.7891891002655029, 0.6562498807907104, 0.4200912117958069, 0.6635943651199341, 0.2212388664484024, 0.33802807331085205, 0.25510191917419434, 0.6740330457687378, 0.6829267144203186, 0.24083760380744934, 0.2815532982349396, 0.42708319425582886, 0.22009563446044922, 0.42857131361961365, 0.7731956839561462, 0.3934425115585327, 0.3586955666542053, 0.5821594595909119, 0.4973543584346771, 0.4366810917854309, 0.37185919284820557, 0.452830046415329, 0.5148513317108154, 0.5174128413200378, 0.29508185386657715, 0.27999991178512573, 0.7487682700157166, 0.48167529702186584, 0.38043469190597534, 0.41592907905578613, 0.25490185618400574, 0.4615383446216583 ], "time": 6.06808487419039, "param": null }, { "epoch": 166, "train_loss": 0.003394761821255088, "val_loss": 2.6241888999938965, "acc": 44.7, "f1": [ 0.7462685704231262, 0.5668447613716125, 0.24390237033367157, 0.26804113388061523, 0.2368420511484146, 0.4339621663093567, 0.43902426958084106, 0.46938762068748474, 0.5436891913414001, 0.6073297262191772, 0.3043477535247803, 0.25555548071861267, 0.4271843731403351, 0.38775497674942017, 0.3118278682231903, 0.3367346227169037, 0.425531804561615, 0.6274508833885193, 0.3540668785572052, 0.329670250415802, 0.7216493487358093, 0.5373133420944214, 0.4086019992828369, 0.6497460603713989, 0.6766167879104614, 0.35467973351478577, 0.36956506967544556, 0.281406968832016, 0.6633164882659912, 0.4361701011657715, 0.4799998998641968, 0.4221104085445404, 0.36082467436790466, 0.44559577107429504, 0.4432988464832306, 0.29292917251586914, 0.43678146600723267, 0.3636362552642822, 0.32989683747291565, 0.6086955666542053, 0.43523305654525757, 0.6562498807907104, 0.34513264894485474, 0.4271843731403351, 0.2181817591190338, 0.26399993896484375, 0.2702701687812805, 0.5252523422241211, 0.725490152835846, 0.5989303588867188, 0.2434781938791275, 0.4221104085445404, 0.6325579881668091, 0.6460175514221191, 0.4975123405456543, 0.1777777075767517, 0.6349205374717712, 0.5193368792533875, 0.5482232570648193, 0.47572803497314453, 0.7476633787155151, 0.5363127589225769, 0.5472635626792908, 0.36559128761291504, 0.21621613204479218, 0.30621999502182007, 0.3316582143306732, 0.42931926250457764, 0.784946084022522, 0.6421051621437073, 0.43601882457733154, 0.6666665077209473, 0.2095237374305725, 0.35454532504081726, 0.2577318847179413, 0.6596857309341431, 0.6999998688697815, 0.2258063703775406, 0.28019312024116516, 0.4432430863380432, 0.21904754638671875, 0.4052862524986267, 0.7614211440086365, 0.38674020767211914, 0.3523315489292145, 0.5727698802947998, 0.49999988079071045, 0.44347813725471497, 0.3699999153614044, 0.46082934737205505, 0.5024629235267639, 0.5247523188591003, 0.28260859847068787, 0.2797926664352417, 0.7525771856307983, 0.48936155438423157, 0.39325833320617676, 0.3964756429195404, 0.2583731412887573, 0.474226713180542 ], "time": 5.990696500055492, "param": null }, { "epoch": 167, "train_loss": 0.0031413035467267036, "val_loss": 2.626732110977173, "acc": 44.83, "f1": [ 0.7599998116493225, 0.56043940782547, 0.28019312024116516, 0.2751321792602539, 0.24107137322425842, 0.42512065172195435, 0.4200912117958069, 0.46601933240890503, 0.561576247215271, 0.6129031181335449, 0.3016759157180786, 0.25668442249298096, 0.4466018080711365, 0.3934425115585327, 0.32584258913993835, 0.32432422041893005, 0.42162150144577026, 0.6368157267570496, 0.3636362552642822, 0.34972667694091797, 0.7253884673118591, 0.5445543527603149, 0.39795905351638794, 0.6700506210327148, 0.6799998879432678, 0.3636362850666046, 0.36649200320243835, 0.2815532982349396, 0.6769229769706726, 0.42708319425582886, 0.4684683382511139, 0.43564343452453613, 0.3431371748447418, 0.4365480840206146, 0.4232803285121918, 0.306122362613678, 0.44198882579803467, 0.3493449091911316, 0.32258057594299316, 0.596684992313385, 0.423912912607193, 0.649484395980835, 0.3577980697154999, 0.4230768084526062, 0.21296289563179016, 0.2695651352405548, 0.2713567018508911, 0.5320196151733398, 0.728155255317688, 0.5978259444236755, 0.25570768117904663, 0.4179103374481201, 0.6168223023414612, 0.6578946113586426, 0.4923075735569, 0.16964279115200043, 0.6387433409690857, 0.5414363145828247, 0.5656563639640808, 0.4827585518360138, 0.7547168731689453, 0.5586591362953186, 0.5410627126693726, 0.37158459424972534, 0.23958325386047363, 0.3047617971897125, 0.32835814356803894, 0.4248703718185425, 0.784946084022522, 0.6526314616203308, 0.4279474914073944, 0.6849313974380493, 0.22018341720104218, 0.35294109582901, 0.2599999010562897, 0.6489360928535461, 0.6999998688697815, 0.2234041839838028, 0.28971952199935913, 0.42708319425582886, 0.21296289563179016, 0.4177776873111725, 0.7628865242004395, 0.38888877630233765, 0.3578946590423584, 0.5904760956764221, 0.5106381177902222, 0.44444432854652405, 0.36448585987091064, 0.4401912987232208, 0.49261072278022766, 0.5174128413200378, 0.30107519030570984, 0.2871793806552887, 0.7363182306289673, 0.4756755530834198, 0.3657141625881195, 0.4056602716445923, 0.2561575770378113, 0.46391740441322327 ], "time": 6.157925390638411, "param": null }, { "epoch": 168, "train_loss": 0.003909039776772261, "val_loss": 2.6626198291778564, "acc": 44.69, "f1": [ 0.7499999403953552, 0.5699480772018433, 0.2574256360530853, 0.2599999010562897, 0.2477063536643982, 0.4190475046634674, 0.42342329025268555, 0.4666665494441986, 0.5402842164039612, 0.6021503806114197, 0.3068180978298187, 0.27472516894340515, 0.4313724637031555, 0.38709667325019836, 0.32402223348617554, 0.32124343514442444, 0.4086019992828369, 0.6336632370948792, 0.3534882664680481, 0.3314915895462036, 0.7179486155509949, 0.53465336561203, 0.4042551815509796, 0.6632122993469238, 0.666666567325592, 0.3699999153614044, 0.3636362552642822, 0.2870369255542755, 0.6439023613929749, 0.4365480840206146, 0.47787603735923767, 0.43999987840652466, 0.3269230127334595, 0.44670039415359497, 0.4232803285121918, 0.3152708411216736, 0.43333321809768677, 0.34666651487350464, 0.324607253074646, 0.6054052114486694, 0.4301074147224426, 0.6631577014923096, 0.36619704961776733, 0.44221094250679016, 0.21333326399326324, 0.2749999165534973, 0.2526314854621887, 0.5118482112884521, 0.725490152835846, 0.594594419002533, 0.23963125050067902, 0.4120602011680603, 0.6168223023414612, 0.666666567325592, 0.48958322405815125, 0.16666659712791443, 0.6521738171577454, 0.535519003868103, 0.5612244009971619, 0.4951455295085907, 0.7596151828765869, 0.5393257141113281, 0.5533979535102844, 0.3736262619495392, 0.228260800242424, 0.30046939849853516, 0.309859037399292, 0.4232803285121918, 0.7826085686683655, 0.649214506149292, 0.4266665577888489, 0.6696427464485168, 0.21463409066200256, 0.36842095851898193, 0.2699999213218689, 0.6703295111656189, 0.7029701471328735, 0.21390368044376373, 0.28571420907974243, 0.44808733463287354, 0.2243901938199997, 0.41474640369415283, 0.760416567325592, 0.4022345542907715, 0.35483860969543457, 0.5882351398468018, 0.5133689045906067, 0.44444432854652405, 0.37185919284820557, 0.44976064562797546, 0.4851484000682831, 0.526829183101654, 0.28260859847068787, 0.2699999213218689, 0.7512688636779785, 0.4808742105960846, 0.34883710741996765, 0.41095879673957825, 0.2561575770378113, 0.4489794969558716 ], "time": 6.145393497310579, "param": null }, { "epoch": 169, "train_loss": 0.0036581989843398333, "val_loss": 2.6208300590515137, "acc": 44.72, "f1": [ 0.7638189196586609, 0.5699480772018433, 0.2571427524089813, 0.26262614130973816, 0.23788540065288544, 0.43269219994544983, 0.4190475046634674, 0.47761180996894836, 0.5418717861175537, 0.6105261445045471, 0.29629620909690857, 0.28260859847068787, 0.4411763548851013, 0.3936169147491455, 0.320441871881485, 0.33333322405815125, 0.42162150144577026, 0.6274508833885193, 0.3084576427936554, 0.3260868787765503, 0.7244896292686462, 0.542713463306427, 0.41758227348327637, 0.6599999070167542, 0.6834169626235962, 0.37373724579811096, 0.37158459424972534, 0.30769219994544983, 0.6567163467407227, 0.41884803771972656, 0.49327346682548523, 0.43216070532798767, 0.3399999141693115, 0.4433496594429016, 0.43850257992744446, 0.2944161295890808, 0.43093910813331604, 0.3478259742259979, 0.32258057594299316, 0.5856351852416992, 0.4248703718185425, 0.6497460603713989, 0.35185176134109497, 0.4313724637031555, 0.22429899871349335, 0.27091625332832336, 0.2741115987300873, 0.4976075291633606, 0.728155255317688, 0.5851062536239624, 0.2347417026758194, 0.41666656732559204, 0.6203702688217163, 0.6607928276062012, 0.48756206035614014, 0.16379304230213165, 0.6486485004425049, 0.5161289572715759, 0.5757573843002319, 0.4729062616825104, 0.7582937479019165, 0.5524860620498657, 0.548076868057251, 0.36464083194732666, 0.21989519894123077, 0.2949307858943939, 0.3251230716705322, 0.42780739068984985, 0.7765957117080688, 0.649214506149292, 0.4485980272293091, 0.6759257912635803, 0.21463409066200256, 0.3540668785572052, 0.27551010251045227, 0.6559138894081116, 0.7019230127334595, 0.23958325386047363, 0.2775118350982666, 0.4338623583316803, 0.20909084379673004, 0.40740731358528137, 0.7512688636779785, 0.40217384696006775, 0.36464083194732666, 0.5821594595909119, 0.524590015411377, 0.44444432854652405, 0.3636362850666046, 0.4466018080711365, 0.4827585518360138, 0.5333331823348999, 0.2967032194137573, 0.281406968832016, 0.7512688636779785, 0.4787232577800751, 0.3529410660266876, 0.39301300048828125, 0.25870639085769653, 0.46534639596939087 ], "time": 6.1884703654795885, "param": null }, { "epoch": 170, "train_loss": 0.0037102187052369118, "val_loss": 2.6574501991271973, "acc": 44.74, "f1": [ 0.7512688636779785, 0.559139609336853, 0.2686566412448883, 0.2617800235748291, 0.23580780625343323, 0.42253509163856506, 0.4339621663093567, 0.4670049846172333, 0.542713463306427, 0.6041665077209473, 0.2999999225139618, 0.27173903584480286, 0.4299064576625824, 0.37696322798728943, 0.3016759157180786, 0.3179486393928528, 0.3999999165534973, 0.6399998664855957, 0.3627450466156006, 0.34554967284202576, 0.7208120226860046, 0.5399999022483826, 0.4083768427371979, 0.6597937345504761, 0.6868685483932495, 0.36815908551216125, 0.36871495842933655, 0.28855711221694946, 0.666666567325592, 0.42708319425582886, 0.4799998998641968, 0.44221094250679016, 0.34123215079307556, 0.4489794969558716, 0.4432430863380432, 0.30541861057281494, 0.4408600926399231, 0.3408070504665375, 0.32804223895072937, 0.5901637673377991, 0.43979042768478394, 0.6562498807907104, 0.34513264894485474, 0.4313724637031555, 0.20960691571235657, 0.2788843810558319, 0.27551010251045227, 0.5154638290405273, 0.7317072153091431, 0.5978259444236755, 0.24413138628005981, 0.41666656732559204, 0.6350710391998291, 0.657534122467041, 0.4897957742214203, 0.16877631843090057, 0.6521738171577454, 0.5319147706031799, 0.5560973882675171, 0.4622640609741211, 0.7582937479019165, 0.5454543828964233, 0.5628139972686768, 0.36065563559532166, 0.24598921835422516, 0.319248765707016, 0.31884050369262695, 0.4347825050354004, 0.784946084022522, 0.6458331942558289, 0.4230768084526062, 0.6787328720092773, 0.23041465878486633, 0.3710406422615051, 0.2613064646720886, 0.645502507686615, 0.7035174369812012, 0.2424241602420807, 0.27884605526924133, 0.4408600926399231, 0.21395343542099, 0.41095879673957825, 0.7653059959411621, 0.39999985694885254, 0.3555554449558258, 0.5837318897247314, 0.5217389464378357, 0.44444432854652405, 0.3592231869697571, 0.4577113389968872, 0.49019595980644226, 0.5247523188591003, 0.3060108423233032, 0.282828152179718, 0.7474745512008667, 0.4705881178379059, 0.36158180236816406, 0.41666656732559204, 0.2488037496805191, 0.45631060004234314 ], "time": 6.047020067460835, "param": null }, { "epoch": 171, "train_loss": 0.005541678052395582, "val_loss": 2.644261360168457, "acc": 44.65, "f1": [ 0.7474745512008667, 0.5621620416641235, 0.26086950302124023, 0.2694299519062042, 0.2399999350309372, 0.415094256401062, 0.43518510460853577, 0.45631060004234314, 0.5373133420944214, 0.6021503806114197, 0.3111110329627991, 0.27322396636009216, 0.4190475046634674, 0.38144323229789734, 0.31818172335624695, 0.3179486393928528, 0.41711217164993286, 0.6432158946990967, 0.34905651211738586, 0.3387977182865143, 0.7216493487358093, 0.5294116735458374, 0.39999985694885254, 0.666666567325592, 0.6732671856880188, 0.37373724579811096, 0.36956506967544556, 0.29107969999313354, 0.6346153020858765, 0.40641695261001587, 0.47747737169265747, 0.44670039415359497, 0.3482586145401001, 0.4489794969558716, 0.4315788447856903, 0.2812499403953552, 0.44198882579803467, 0.3394494354724884, 0.326315701007843, 0.5913977026939392, 0.4361701011657715, 0.6530610918998718, 0.34821417927742004, 0.4292682111263275, 0.21698106825351715, 0.268292635679245, 0.26455017924308777, 0.5174128413200378, 0.725490152835846, 0.6043955087661743, 0.24545449018478394, 0.4145076870918274, 0.6380951404571533, 0.6696427464485168, 0.4947367310523987, 0.1746724247932434, 0.6521738171577454, 0.5217389464378357, 0.5510202646255493, 0.47474732995033264, 0.7619046568870544, 0.5454543828964233, 0.548076868057251, 0.3516482412815094, 0.22797919809818268, 0.3168315887451172, 0.3316582143306732, 0.44808733463287354, 0.7807484865188599, 0.6526314616203308, 0.4239630401134491, 0.6636362671852112, 0.22222214937210083, 0.3867923319339752, 0.2673266530036926, 0.6666665077209473, 0.7029701471328735, 0.21989519894123077, 0.2731706500053406, 0.4338623583316803, 0.21495321393013, 0.4052862524986267, 0.7589742541313171, 0.39999985694885254, 0.35675665736198425, 0.5806450843811035, 0.5161289572715759, 0.4405285120010376, 0.3523808717727661, 0.44976064562797546, 0.47572803497314453, 0.5242717266082764, 0.2872926890850067, 0.2871793806552887, 0.7499999403953552, 0.4756755530834198, 0.38043469190597534, 0.3964756429195404, 0.2574256360530853, 0.4646463394165039 ], "time": 5.994315104559064, "param": null }, { "epoch": 172, "train_loss": 0.0036057697143405676, "val_loss": 2.5541515350341797, "acc": 44.62, "f1": [ 0.742267906665802, 0.5698922872543335, 0.2647058069705963, 0.2694299519062042, 0.23636355996131897, 0.4170615077018738, 0.41284388303756714, 0.46999987959861755, 0.5436891913414001, 0.6145831942558289, 0.314606636762619, 0.26666656136512756, 0.4476189613342285, 0.39153432846069336, 0.3135133981704712, 0.3369564116001129, 0.40659332275390625, 0.6280191540718079, 0.34862375259399414, 0.3315507173538208, 0.7179486155509949, 0.5320196151733398, 0.4086019992828369, 0.645502507686615, 0.6802029013633728, 0.3899998664855957, 0.36956506967544556, 0.2938387989997864, 0.6470587849617004, 0.43715834617614746, 0.4727271497249603, 0.44791656732559204, 0.33333322405815125, 0.4489794969558716, 0.42708319425582886, 0.2780747711658478, 0.4431816637516022, 0.3619908392429352, 0.327868789434433, 0.6022725701332092, 0.423912912607193, 0.6596857309341431, 0.36448585987091064, 0.44444435834884644, 0.2105262577533722, 0.28455275297164917, 0.26881712675094604, 0.5145629644393921, 0.7219511270523071, 0.6067414879798889, 0.23255807161331177, 0.4102562665939331, 0.623255729675293, 0.666666567325592, 0.47236168384552, 0.16806717216968536, 0.6521738171577454, 0.524590015411377, 0.5628139972686768, 0.46534639596939087, 0.7619046568870544, 0.5423727631568909, 0.5384615063667297, 0.36559128761291504, 0.2378377616405487, 0.3119265139102936, 0.31279608607292175, 0.4210525155067444, 0.7765957117080688, 0.6421051621437073, 0.42727261781692505, 0.6696427464485168, 0.22429899871349335, 0.3710406422615051, 0.2673266530036926, 0.6702126860618591, 0.7010307908058167, 0.23589736223220825, 0.27102795243263245, 0.42931926250457764, 0.21395343542099, 0.4140968322753906, 0.7512688636779785, 0.4088396728038788, 0.3387977182865143, 0.6037734746932983, 0.5079363584518433, 0.43404245376586914, 0.35897424817085266, 0.4519229531288147, 0.488262802362442, 0.5339804887771606, 0.2795697748661041, 0.2705313265323639, 0.7437184453010559, 0.4808742105960846, 0.34883710741996765, 0.4215245544910431, 0.25490185618400574, 0.44554442167282104 ], "time": 5.862509839236736, "param": null }, { "epoch": 173, "train_loss": 0.003429182106629014, "val_loss": 2.5972025394439697, "acc": 44.74, "f1": [ 0.7653059959411621, 0.5492226481437683, 0.24083760380744934, 0.26804113388061523, 0.22608689963817596, 0.415094256401062, 0.4299064576625824, 0.4827585518360138, 0.5482232570648193, 0.6178008913993835, 0.3043477535247803, 0.2797926664352417, 0.43269219994544983, 0.3979056477546692, 0.32584258913993835, 0.3168315887451172, 0.4123710095882416, 0.6274508833885193, 0.33333322405815125, 0.34042540192604065, 0.7179486155509949, 0.5373133420944214, 0.41935470700263977, 0.6701029539108276, 0.6766167879104614, 0.372548907995224, 0.3626372814178467, 0.29665064811706543, 0.6470587849617004, 0.41666656732559204, 0.47787603735923767, 0.4499998688697815, 0.3414633274078369, 0.4410255253314972, 0.42708319425582886, 0.282828152179718, 0.44444432854652405, 0.3436122238636017, 0.32258057594299316, 0.5978259444236755, 0.4315788447856903, 0.6562498807907104, 0.35193121433258057, 0.4313724637031555, 0.21004560589790344, 0.277310848236084, 0.2673795819282532, 0.5151513814926147, 0.7342994213104248, 0.5882351994514465, 0.23364479839801788, 0.4210525155067444, 0.6210044622421265, 0.666666567325592, 0.48958322405815125, 0.1645020991563797, 0.6521738171577454, 0.5274723768234253, 0.5527637004852295, 0.4903845191001892, 0.7582937479019165, 0.5423727631568909, 0.5507245063781738, 0.3675675094127655, 0.2258063703775406, 0.32195112109184265, 0.3267325758934021, 0.4324323236942291, 0.784946084022522, 0.6526314616203308, 0.42857131361961365, 0.6666665077209473, 0.22330091893672943, 0.3669723868370056, 0.26395928859710693, 0.6702701449394226, 0.7053138613700867, 0.23529404401779175, 0.29665064811706543, 0.43715834617614746, 0.20814472436904907, 0.39639630913734436, 0.7668392062187195, 0.4111110270023346, 0.3386242389678955, 0.5833331942558289, 0.5133689045906067, 0.4533332288265228, 0.3599999248981476, 0.45631060004234314, 0.4976075291633606, 0.5217390656471252, 0.2824857831001282, 0.2786068916320801, 0.7411166429519653, 0.48913031816482544, 0.3563217520713806, 0.41666656732559204, 0.24999991059303284, 0.4432988464832306 ], "time": 6.118551578372717, "param": null }, { "epoch": 174, "train_loss": 0.0038812519051134586, "val_loss": 2.475398302078247, "acc": 44.68, "f1": [ 0.7562187314033508, 0.5744680166244507, 0.2613064646720886, 0.26804113388061523, 0.2399999350309372, 0.4230768084526062, 0.4299064576625824, 0.47524741291999817, 0.5527637004852295, 0.6145831942558289, 0.31284910440444946, 0.2702701687812805, 0.43269219994544983, 0.3936169147491455, 0.3186812400817871, 0.3147207200527191, 0.4086019992828369, 0.6399998664855957, 0.3301886022090912, 0.32978713512420654, 0.7179486155509949, 0.53465336561203, 0.4153004288673401, 0.6666665077209473, 0.6734693050384521, 0.3917524814605713, 0.35978829860687256, 0.2775118350982666, 0.6700506210327148, 0.42708319425582886, 0.4753361940383911, 0.4387753903865814, 0.331707239151001, 0.4338623583316803, 0.44444435834884644, 0.28571420907974243, 0.43715834617614746, 0.3568074107170105, 0.3101603388786316, 0.5901637673377991, 0.42857128381729126, 0.6530610918998718, 0.3555554449558258, 0.4271843731403351, 0.20353974401950836, 0.2821575999259949, 0.2736841142177582, 0.5145629644393921, 0.7290639281272888, 0.594594419002533, 0.23008842766284943, 0.4210525155067444, 0.6197181344032288, 0.6696427464485168, 0.48453593254089355, 0.15966379642486572, 0.6557375192642212, 0.5376343131065369, 0.5612244009971619, 0.48076915740966797, 0.7582937479019165, 0.5423727631568909, 0.5544553399085999, 0.36065563559532166, 0.22459883987903595, 0.31428563594818115, 0.32195112109184265, 0.42780739068984985, 0.7807484865188599, 0.6424869298934937, 0.41666656732559204, 0.6696831583976746, 0.2264150083065033, 0.3636362552642822, 0.2686566412448883, 0.666666567325592, 0.7035174369812012, 0.24210518598556519, 0.2790696918964386, 0.4301074147224426, 0.20353974401950836, 0.40178558230400085, 0.7692306637763977, 0.4043714702129364, 0.36464083194732666, 0.5882351398468018, 0.5053762197494507, 0.4415583610534668, 0.36815908551216125, 0.43902426958084106, 0.48309168219566345, 0.53465336561203, 0.2934781610965729, 0.2871793806552887, 0.7537687420845032, 0.4808742105960846, 0.3699420988559723, 0.41818171739578247, 0.24875615537166595, 0.4487804174423218 ], "time": 6.016687831841409, "param": null }, { "epoch": 175, "train_loss": 0.0031998706981539726, "val_loss": 2.837672710418701, "acc": 44.67, "f1": [ 0.7462685704231262, 0.5502644181251526, 0.2653060257434845, 0.2722512185573578, 0.2399999350309372, 0.4210525155067444, 0.4306218922138214, 0.4854367673397064, 0.5454544425010681, 0.5957446098327637, 0.3060108423233032, 0.2694299519062042, 0.4230768084526062, 0.39153432846069336, 0.32222211360931396, 0.32291656732559204, 0.4148934781551361, 0.6299998760223389, 0.33333325386047363, 0.33333322405815125, 0.7179486155509949, 0.5320196151733398, 0.41711217164993286, 0.6597937345504761, 0.6769229769706726, 0.36633655428886414, 0.36559128761291504, 0.29126206040382385, 0.6376810669898987, 0.4248703718185425, 0.47004595398902893, 0.43523305654525757, 0.3398057222366333, 0.44559577107429504, 0.4365480840206146, 0.2901553809642792, 0.44067782163619995, 0.3478259742259979, 0.3208555281162262, 0.6067414879798889, 0.4315788447856903, 0.6499998569488525, 0.36529669165611267, 0.4271843731403351, 0.21296289563179016, 0.2700421214103699, 0.2842104732990265, 0.5024153590202332, 0.7184464335441589, 0.594594419002533, 0.2347417026758194, 0.4120602011680603, 0.622641384601593, 0.666666567325592, 0.4923075735569, 0.16239310801029205, 0.6486485004425049, 0.522222101688385, 0.5544553399085999, 0.4854367673397064, 0.7582937479019165, 0.5454543828964233, 0.5544553399085999, 0.36559128761291504, 0.2234041839838028, 0.3113206624984741, 0.3269230127334595, 0.42780739068984985, 0.7783782482147217, 0.6526314616203308, 0.42201822996139526, 0.672645628452301, 0.22857137024402618, 0.35714274644851685, 0.2686566412448883, 0.6631014943122864, 0.6999998688697815, 0.2244897186756134, 0.2761903405189514, 0.44444432854652405, 0.21100911498069763, 0.38914018869400024, 0.7653059959411621, 0.38918909430503845, 0.3666665554046631, 0.5963301062583923, 0.4947367310523987, 0.45132729411125183, 0.36190465092658997, 0.4688993990421295, 0.47572803497314453, 0.526829183101654, 0.28415289521217346, 0.282828152179718, 0.7551018595695496, 0.4812833070755005, 0.38150280714035034, 0.415094256401062, 0.25870639085769653, 0.46999987959861755 ], "time": 5.889752512797713, "param": null }, { "epoch": 176, "train_loss": 0.003098336746916175, "val_loss": 2.476332902908325, "acc": 44.65, "f1": [ 0.7462685704231262, 0.5538460612297058, 0.2512076497077942, 0.2617800235748291, 0.2421524077653885, 0.4319247901439667, 0.4265401363372803, 0.46534639596939087, 0.5499998927116394, 0.596858561038971, 0.31284910440444946, 0.27322396636009216, 0.4454975128173828, 0.39153432846069336, 0.32584258913993835, 0.326315701007843, 0.413043349981308, 0.6439023613929749, 0.31746023893356323, 0.3186812400817871, 0.7171715497970581, 0.5373133420944214, 0.39583319425582886, 0.6632652282714844, 0.6766167879104614, 0.37373724579811096, 0.3820223808288574, 0.2815532982349396, 0.653465211391449, 0.4432988464832306, 0.4869564175605774, 0.436893105506897, 0.3465345501899719, 0.4387753903865814, 0.44210511445999146, 0.27722764015197754, 0.44571414589881897, 0.34234222769737244, 0.32432422041893005, 0.5913977026939392, 0.42780739068984985, 0.649484395980835, 0.3619908392429352, 0.43349742889404297, 0.21719448268413544, 0.2745096981525421, 0.27083322405815125, 0.5217390656471252, 0.7219511270523071, 0.5999998450279236, 0.2403845638036728, 0.4102562665939331, 0.623255729675293, 0.6637166738510132, 0.48453593254089355, 0.15966379642486572, 0.6451612114906311, 0.5164833664894104, 0.5527637004852295, 0.47393354773521423, 0.7655500173568726, 0.5393257141113281, 0.5445543527603149, 0.3586955666542053, 0.2340424805879593, 0.31428563594818115, 0.32195112109184265, 0.43715834617614746, 0.7741934061050415, 0.6631577014923096, 0.4200912117958069, 0.6727271676063538, 0.22222216427326202, 0.37004393339157104, 0.2536584436893463, 0.6559138894081116, 0.7024388909339905, 0.22916659712791443, 0.2870812714099884, 0.4248703718185425, 0.20720712840557098, 0.4088887572288513, 0.7628865242004395, 0.3999998867511749, 0.35416656732559204, 0.589371919631958, 0.5106381177902222, 0.44239622354507446, 0.37563440203666687, 0.4487804174423218, 0.4854367673397064, 0.5384615063667297, 0.29189181327819824, 0.28723397850990295, 0.7474745512008667, 0.4808742105960846, 0.33918121457099915, 0.39655160903930664, 0.2536584436893463, 0.45918354392051697 ], "time": 6.161048521287739, "param": null }, { "epoch": 177, "train_loss": 0.003130600554868579, "val_loss": 2.652463674545288, "acc": 44.62, "f1": [ 0.7462685704231262, 0.5561496019363403, 0.24999991059303284, 0.25906726717948914, 0.23788540065288544, 0.41474640369415283, 0.4299064576625824, 0.45685264468193054, 0.5436891913414001, 0.613756537437439, 0.314606636762619, 0.2810809910297394, 0.43269219994544983, 0.39378228783607483, 0.3152172863483429, 0.3195875287055969, 0.4043714702129364, 0.6502462029457092, 0.3478260338306427, 0.33333322405815125, 0.7179486155509949, 0.53465336561203, 0.41052618622779846, 0.6632652282714844, 0.6802029013633728, 0.3804876506328583, 0.3675675094127655, 0.29245272278785706, 0.6439023613929749, 0.4210525155067444, 0.4684683382511139, 0.42857128381729126, 0.3482586145401001, 0.45685264468193054, 0.4410255253314972, 0.3091786503791809, 0.43930622935295105, 0.34513264894485474, 0.3135133981704712, 0.6010927557945251, 0.42162150144577026, 0.649484395980835, 0.35294109582901, 0.43781083822250366, 0.20814472436904907, 0.27385884523391724, 0.2751321792602539, 0.5151513814926147, 0.725490152835846, 0.6010927557945251, 0.22831043601036072, 0.4081631302833557, 0.6296295523643494, 0.6636770367622375, 0.487046480178833, 0.16379304230213165, 0.6344084739685059, 0.524590015411377, 0.5472635626792908, 0.47524741291999817, 0.7559806704521179, 0.5454543828964233, 0.5555554032325745, 0.36158180236816406, 0.23280414938926697, 0.31999990344047546, 0.3253587782382965, 0.4324323236942291, 0.7783782482147217, 0.6596857309341431, 0.41818171739578247, 0.666666567325592, 0.23188398778438568, 0.36529669165611267, 0.26395928859710693, 0.6486485004425049, 0.7135677337646484, 0.23280414938926697, 0.27884605526924133, 0.44808733463287354, 0.2181817591190338, 0.39639630913734436, 0.7755100131034851, 0.3999998867511749, 0.3555554449558258, 0.5781989693641663, 0.5026736855506897, 0.4405285120010376, 0.37999987602233887, 0.4519229531288147, 0.4927534759044647, 0.526829183101654, 0.28260859847068787, 0.2758619785308838, 0.7512688636779785, 0.4787232577800751, 0.3636362552642822, 0.3983050286769867, 0.2512076497077942, 0.45544540882110596 ], "time": 6.038606937974691, "param": null }, { "epoch": 178, "train_loss": 0.003519357182085514, "val_loss": 2.536856174468994, "acc": 44.49, "f1": [ 0.7474745512008667, 0.5684208869934082, 0.2561575770378113, 0.2564101815223694, 0.2443438321352005, 0.4306218922138214, 0.41628947854042053, 0.45918354392051697, 0.5418717861175537, 0.5894736051559448, 0.30270257592201233, 0.2765956223011017, 0.4306218922138214, 0.39583319425582886, 0.32432422041893005, 0.3157893717288971, 0.4043714702129364, 0.639593780040741, 0.331707239151001, 0.3260868787765503, 0.7216493487358093, 0.5320196151733398, 0.39999985694885254, 0.6666665077209473, 0.6766167879104614, 0.3699999153614044, 0.36956506967544556, 0.27649760246276855, 0.6599999070167542, 0.42857128381729126, 0.4705880880355835, 0.44444435834884644, 0.33333322405815125, 0.44670039415359497, 0.42708319425582886, 0.27551010251045227, 0.44571414589881897, 0.3348415493965149, 0.32258057594299316, 0.5934064984321594, 0.42162150144577026, 0.649484395980835, 0.3508771061897278, 0.4299998879432678, 0.21100911498069763, 0.28455275297164917, 0.2751321792602539, 0.5102038979530334, 0.7246376276016235, 0.6010927557945251, 0.23809516429901123, 0.41666656732559204, 0.6325579881668091, 0.6521738171577454, 0.487046480178833, 0.1544714868068695, 0.6557375192642212, 0.524590015411377, 0.5612244009971619, 0.4827585518360138, 0.7619046568870544, 0.5505616068840027, 0.5416665077209473, 0.3510637581348419, 0.23036640882492065, 0.31050220131874084, 0.31775689125061035, 0.42780739068984985, 0.784946084022522, 0.6562498807907104, 0.4200912117958069, 0.6757989525794983, 0.22009563446044922, 0.36619704961776733, 0.2524271011352539, 0.6489360928535461, 0.6934671998023987, 0.2446807622909546, 0.2758619785308838, 0.4432430863380432, 0.21296289563179016, 0.3926939368247986, 0.7692306637763977, 0.3999998867511749, 0.3510637581348419, 0.5943394899368286, 0.4947367310523987, 0.4566209018230438, 0.37999987602233887, 0.4509802758693695, 0.4854367673397064, 0.528846025466919, 0.2967032194137573, 0.2692306935787201, 0.7551018595695496, 0.4756755530834198, 0.38502663373947144, 0.40552979707717896, 0.2536584436893463, 0.4509802758693695 ], "time": 5.913491283543408, "param": null }, { "epoch": 179, "train_loss": 0.0032507353462278843, "val_loss": 2.708159923553467, "acc": 44.58, "f1": [ 0.7499999403953552, 0.5578945875167847, 0.2583731412887573, 0.26804113388061523, 0.24545449018478394, 0.42857131361961365, 0.42857131361961365, 0.467661589384079, 0.5527637004852295, 0.5937498807907104, 0.3060108423233032, 0.2812499403953552, 0.42156851291656494, 0.3936169147491455, 0.32222211360931396, 0.32804223895072937, 0.4148934781551361, 0.633165717124939, 0.3487178385257721, 0.3208555281162262, 0.7216493487358093, 0.5399999022483826, 0.4083768427371979, 0.6632652282714844, 0.6767675280570984, 0.3699999153614044, 0.36559128761291504, 0.2775118350982666, 0.653465211391449, 0.4145076870918274, 0.4615383744239807, 0.44559577107429504, 0.3414633274078369, 0.4307691156864166, 0.4491977095603943, 0.2871793806552887, 0.42857128381729126, 0.33777767419815063, 0.32804223895072937, 0.5934064984321594, 0.4315788447856903, 0.639593780040741, 0.33333322405815125, 0.4278606176376343, 0.21428564190864563, 0.2798353135585785, 0.2722512185573578, 0.5098037719726562, 0.728155255317688, 0.5882351994514465, 0.24107137322425842, 0.4242422580718994, 0.6197181344032288, 0.6578946113586426, 0.502564013004303, 0.16170208156108856, 0.6486485004425049, 0.5193368792533875, 0.5599998831748962, 0.47572803497314453, 0.7619046568870544, 0.5485712885856628, 0.5517240166664124, 0.37158459424972534, 0.23157887160778046, 0.31627896428108215, 0.3384614586830139, 0.42780739068984985, 0.784946084022522, 0.6528496146202087, 0.4259258210659027, 0.6757989525794983, 0.22966498136520386, 0.38139525055885315, 0.2599999010562897, 0.6701569557189941, 0.696078360080719, 0.22222216427326202, 0.280373752117157, 0.4324323236942291, 0.21004560589790344, 0.40384599566459656, 0.760416567325592, 0.39583319425582886, 0.35955044627189636, 0.5904760956764221, 0.4919784665107727, 0.43946176767349243, 0.35820886492729187, 0.43902426958084106, 0.4927534759044647, 0.5217390656471252, 0.29189181327819824, 0.27999991178512573, 0.735293984413147, 0.4835163354873657, 0.3508770763874054, 0.39639630913734436, 0.2599999010562897, 0.47474732995033264 ], "time": 6.054311285726726, "param": null }, { "epoch": 180, "train_loss": 0.0032081641256809235, "val_loss": 2.5443689823150635, "acc": 44.65, "f1": [ 0.7474745512008667, 0.5668447613716125, 0.26341456174850464, 0.26315781474113464, 0.2421524077653885, 0.42857131361961365, 0.42253509163856506, 0.4615383446216583, 0.542713463306427, 0.5913977026939392, 0.30939218401908875, 0.27173903584480286, 0.44036686420440674, 0.39153432846069336, 0.3186812400817871, 0.32124343514442444, 0.413043349981308, 0.6372547745704651, 0.35023030638694763, 0.33684200048446655, 0.7216493487358093, 0.529999852180481, 0.40624988079071045, 0.6524062752723694, 0.6699506640434265, 0.37999987602233887, 0.3617020547389984, 0.2829267382621765, 0.6700506210327148, 0.4307691156864166, 0.4753361940383911, 0.4195120930671692, 0.3383083641529083, 0.43902426958084106, 0.44210511445999146, 0.28272244334220886, 0.4508668780326843, 0.34513264894485474, 0.327868789434433, 0.5934064984321594, 0.425531804561615, 0.6461536884307861, 0.346320241689682, 0.43781083822250366, 0.21524657309055328, 0.27091625332832336, 0.2722512185573578, 0.5125626921653748, 0.7307690382003784, 0.5921786427497864, 0.23923437297344208, 0.41176459193229675, 0.6197181344032288, 0.6578946113586426, 0.49999988079071045, 0.16170208156108856, 0.6421051621437073, 0.5297296643257141, 0.5499998927116394, 0.47715723514556885, 0.7523808479309082, 0.5423727631568909, 0.5612244009971619, 0.35483860969543457, 0.2340424805879593, 0.31627896428108215, 0.32835814356803894, 0.43715834617614746, 0.7765957117080688, 0.645502507686615, 0.42452818155288696, 0.6725662350654602, 0.22222216427326202, 0.3716813027858734, 0.26600977778434753, 0.6595743298530579, 0.7128711342811584, 0.22797919809818268, 0.275229275226593, 0.42931926250457764, 0.22330091893672943, 0.41284388303756714, 0.7692306637763977, 0.39130425453186035, 0.35483860969543457, 0.5953487157821655, 0.4946235418319702, 0.4385963976383209, 0.3627450466156006, 0.4499998688697815, 0.49261072278022766, 0.5263156890869141, 0.28571417927742004, 0.29319363832473755, 0.7474745512008667, 0.4731181561946869, 0.38918909430503845, 0.415094256401062, 0.2574256360530853, 0.4411763548851013 ], "time": 6.065944940783083, "param": null }, { "epoch": 181, "train_loss": 0.0034678811207413673, "val_loss": 2.458017349243164, "acc": 44.46, "f1": [ 0.7462685704231262, 0.5561496019363403, 0.25870639085769653, 0.26804113388061523, 0.2443438321352005, 0.4112148582935333, 0.42253509163856506, 0.4607841968536377, 0.5445543527603149, 0.5978259444236755, 0.314606636762619, 0.26666656136512756, 0.43349742889404297, 0.38541653752326965, 0.320441871881485, 0.3195875287055969, 0.4123710095882416, 0.6399998664855957, 0.33962252736091614, 0.32291656732559204, 0.7216493487358093, 0.5399999022483826, 0.41052618622779846, 0.6564101576805115, 0.6666665077209473, 0.37864065170288086, 0.36065563559532166, 0.29107969999313354, 0.6439023613929749, 0.41711217164993286, 0.4615383744239807, 0.44210511445999146, 0.34482747316360474, 0.446808397769928, 0.4387753903865814, 0.2959182858467102, 0.4269661605358124, 0.3348415493965149, 0.3208555281162262, 0.6067414879798889, 0.41711217164993286, 0.6528496146202087, 0.34905651211738586, 0.42156851291656494, 0.20444436371326447, 0.2572613060474396, 0.2722512185573578, 0.49999988079071045, 0.7307690382003784, 0.5978259444236755, 0.24324318766593933, 0.4145076870918274, 0.6190475225448608, 0.6788989305496216, 0.4899998903274536, 0.15322573482990265, 0.6521738171577454, 0.535519003868103, 0.5490195155143738, 0.48803818225860596, 0.7582937479019165, 0.5454543828964233, 0.5399999022483826, 0.3586955666542053, 0.23655906319618225, 0.31775689125061035, 0.3399999141693115, 0.425531804561615, 0.7675674557685852, 0.649214506149292, 0.4311925768852234, 0.6666665077209473, 0.21004560589790344, 0.3696681261062622, 0.25961530208587646, 0.6701569557189941, 0.7093595266342163, 0.2233501821756363, 0.29245272278785706, 0.445652037858963, 0.21359217166900635, 0.3999998867511749, 0.7614211440086365, 0.39153432846069336, 0.3386242389678955, 0.5951218605041504, 0.4973543584346771, 0.4521738290786743, 0.3495144844055176, 0.4499998688697815, 0.4744184911251068, 0.5314008593559265, 0.2793295085430145, 0.2758619785308838, 0.7487177848815918, 0.47826072573661804, 0.37288129329681396, 0.42452818155288696, 0.2475246638059616, 0.45685264468193054 ], "time": 5.638871136121452, "param": null }, { "epoch": 182, "train_loss": 0.0034280538093298674, "val_loss": 2.460482597351074, "acc": 44.61, "f1": [ 0.7499999403953552, 0.5668447613716125, 0.26540276408195496, 0.25906726717948914, 0.24545449018478394, 0.415094256401062, 0.42790690064430237, 0.4717947542667389, 0.5399999022483826, 0.5937498807907104, 0.31638407707214355, 0.28571420907974243, 0.43269219994544983, 0.39784935116767883, 0.32222211360931396, 0.32124343514442444, 0.40206170082092285, 0.6341462135314941, 0.3364485204219818, 0.3459458649158478, 0.7179486155509949, 0.5399999022483826, 0.4148934781551361, 0.6598983407020569, 0.6570047736167908, 0.3654821515083313, 0.3578946590423584, 0.2980768382549286, 0.6769229769706726, 0.4432988464832306, 0.48214277625083923, 0.44776105880737305, 0.3417084515094757, 0.44221094250679016, 0.4410255253314972, 0.27999991178512573, 0.43678146600723267, 0.3408070504665375, 0.3152172863483429, 0.5921786427497864, 0.42162150144577026, 0.6562498807907104, 0.3594468832015991, 0.4271843731403351, 0.2181817591190338, 0.26160329580307007, 0.26315781474113464, 0.4951455295085907, 0.7290639281272888, 0.6043955087661743, 0.23529402911663055, 0.4102562665939331, 0.6111109852790833, 0.6636770367622375, 0.49214646220207214, 0.16239310801029205, 0.6486485004425049, 0.5297296643257141, 0.5583755373954773, 0.48076915740966797, 0.7582937479019165, 0.5454543828964233, 0.548076868057251, 0.3666665554046631, 0.2340424805879593, 0.30275216698646545, 0.32352936267852783, 0.4301074147224426, 0.7783782482147217, 0.6489360928535461, 0.4292236268520355, 0.6697246432304382, 0.20689646899700165, 0.3783782124519348, 0.2621358335018158, 0.6736840605735779, 0.7164177894592285, 0.22680403292179108, 0.2843136191368103, 0.4347825050354004, 0.21395343542099, 0.3981480300426483, 0.7564765214920044, 0.39560428261756897, 0.3529410660266876, 0.6037734746932983, 0.505154550075531, 0.4377681314945221, 0.37185919284820557, 0.4380951225757599, 0.4857141971588135, 0.5263156890869141, 0.2888887822628021, 0.2886596620082855, 0.7373736500740051, 0.4835163354873657, 0.34883710741996765, 0.40174663066864014, 0.2536584436893463, 0.44670039415359497 ], "time": 7.368001134134829, "param": null }, { "epoch": 183, "train_loss": 0.0036843561101704836, "val_loss": 2.524771213531494, "acc": 44.44, "f1": [ 0.728155255317688, 0.5652172565460205, 0.2512076497077942, 0.26315781474113464, 0.23893800377845764, 0.41441428661346436, 0.4339621663093567, 0.4670049846172333, 0.5527637004852295, 0.5863873362541199, 0.31284910440444946, 0.25945934653282166, 0.43269219994544983, 0.37433144450187683, 0.32402223348617554, 0.30107519030570984, 0.41052618622779846, 0.633165717124939, 0.3383083641529083, 0.3135133981704712, 0.7253884673118591, 0.5373133420944214, 0.41711217164993286, 0.6597937345504761, 0.6834169626235962, 0.372548907995224, 0.36871495842933655, 0.2949307858943939, 0.6567163467407227, 0.4432988464832306, 0.4705880880355835, 0.4307691156864166, 0.3517586886882782, 0.43523305654525757, 0.4502616822719574, 0.282828152179718, 0.43575406074523926, 0.3454544246196747, 0.324607253074646, 0.5934064984321594, 0.4315788447856903, 0.6596857309341431, 0.36529669165611267, 0.4271843731403351, 0.20338976383209229, 0.27343741059303284, 0.2653060257434845, 0.5024629235267639, 0.732673168182373, 0.594594419002533, 0.24413138628005981, 0.4278606176376343, 0.6175113916397095, 0.6578946113586426, 0.49484527111053467, 0.15702472627162933, 0.6451612114906311, 0.5189187526702881, 0.5560973882675171, 0.47846877574920654, 0.7582937479019165, 0.5568180084228516, 0.5454543828964233, 0.3463686406612396, 0.22680403292179108, 0.3084576427936554, 0.33333322405815125, 0.42780739068984985, 0.7759560942649841, 0.6458331942558289, 0.4311925768852234, 0.6696831583976746, 0.21596238017082214, 0.3703702688217163, 0.26881712675094604, 0.6808508634567261, 0.7029701471328735, 0.22222216427326202, 0.2775118350982666, 0.43715834617614746, 0.21198150515556335, 0.41284388303756714, 0.7564765214920044, 0.39784935116767883, 0.3469386696815491, 0.5779815316200256, 0.4999998211860657, 0.4414413571357727, 0.3636362850666046, 0.45631060004234314, 0.4780486822128296, 0.5148513317108154, 0.2999999225139618, 0.2727271616458893, 0.7184464335441589, 0.46739116311073303, 0.32941165566444397, 0.4072396755218506, 0.25490185618400574, 0.45631060004234314 ], "time": 7.392109873704612, "param": null }, { "epoch": 184, "train_loss": 0.0036534222308546305, "val_loss": 2.440438747406006, "acc": 44.48, "f1": [ 0.7462685704231262, 0.5621620416641235, 0.26540276408195496, 0.2617800235748291, 0.24107137322425842, 0.4292682111263275, 0.41441428661346436, 0.4509802758693695, 0.5572138428688049, 0.596858561038971, 0.3111110329627991, 0.27083322405815125, 0.4401912987232208, 0.3809523284435272, 0.32584258913993835, 0.32291656732559204, 0.3999999165534973, 0.6399998664855957, 0.322274774312973, 0.3384614586830139, 0.7282050251960754, 0.5373133420944214, 0.4086019992828369, 0.6597937345504761, 0.6798028349876404, 0.38974347710609436, 0.36065563559532166, 0.29107969999313354, 0.6599999070167542, 0.43749991059303284, 0.46363624930381775, 0.43298953771591187, 0.3414633274078369, 0.4248703718185425, 0.44670039415359497, 0.2959182858467102, 0.44571414589881897, 0.34101372957229614, 0.3260868787765503, 0.5869563817977905, 0.41666656732559204, 0.6461536884307861, 0.3619908392429352, 0.4257424473762512, 0.21917803585529327, 0.2786884307861328, 0.25945934653282166, 0.5024629235267639, 0.7290639281272888, 0.5999998450279236, 0.23041465878486633, 0.4162435233592987, 0.6197181344032288, 0.6696831583976746, 0.49484527111053467, 0.16170208156108856, 0.6486485004425049, 0.5303866267204285, 0.5436891913414001, 0.47619035840034485, 0.7619046568870544, 0.5505616068840027, 0.5320196151733398, 0.36158180236816406, 0.22916659712791443, 0.31050220131874084, 0.3267325758934021, 0.4347825050354004, 0.7826085686683655, 0.6421051621437073, 0.41095879673957825, 0.6696427464485168, 0.21904754638671875, 0.37004393339157104, 0.26086950302124023, 0.666666567325592, 0.7029701471328735, 0.23115570843219757, 0.2898550033569336, 0.4338623583316803, 0.21004560589790344, 0.39069753885269165, 0.7499998807907104, 0.3999998867511749, 0.3459458649158478, 0.5943394899368286, 0.5053762197494507, 0.4366810917854309, 0.3654821515083313, 0.45320188999176025, 0.47846877574920654, 0.5247523188591003, 0.28723397850990295, 0.27551010251045227, 0.7462685704231262, 0.47826072573661804, 0.3468207120895386, 0.41964274644851685, 0.2561575770378113, 0.44670039415359497 ], "time": 6.817783026024699, "param": null }, { "epoch": 185, "train_loss": 0.00328138773329556, "val_loss": 2.477200984954834, "acc": 44.5, "f1": [ 0.7512688636779785, 0.5608464479446411, 0.24999991059303284, 0.26804113388061523, 0.24324318766593933, 0.4093022048473358, 0.4265401363372803, 0.46231144666671753, 0.5445543527603149, 0.596858561038971, 0.31999990344047546, 0.27322396636009216, 0.43781083822250366, 0.3874344527721405, 0.3169397711753845, 0.32432422041893005, 0.3979056477546692, 0.6363635063171387, 0.3248729705810547, 0.324607253074646, 0.7070705890655518, 0.53465336561203, 0.4210525155067444, 0.6530610918998718, 0.6666665077209473, 0.36842095851898193, 0.36464083194732666, 0.27884605526924133, 0.6599999070167542, 0.42931926250457764, 0.4753361940383911, 0.43523305654525757, 0.34482747316360474, 0.4226802885532379, 0.44791656732559204, 0.28999990224838257, 0.44571414589881897, 0.3318384885787964, 0.30270257592201233, 0.5955054759979248, 0.41711217164993286, 0.6631577014923096, 0.3534882664680481, 0.42156851291656494, 0.21621613204479218, 0.263374388217926, 0.2765956223011017, 0.5024629235267639, 0.7290639281272888, 0.594594419002533, 0.22831043601036072, 0.4221104085445404, 0.6175113916397095, 0.6521738171577454, 0.49214646220207214, 0.161943256855011, 0.6417111158370972, 0.5217389464378357, 0.561576247215271, 0.47846877574920654, 0.7619046568870544, 0.5505616068840027, 0.5454544425010681, 0.3736262619495392, 0.23157887160778046, 0.3203882575035095, 0.32835814356803894, 0.4324323236942291, 0.7826085686683655, 0.649214506149292, 0.4363635182380676, 0.6697246432304382, 0.22535204887390137, 0.3727271258831024, 0.2741115987300873, 0.6701569557189941, 0.6926827430725098, 0.23157887160778046, 0.2830187678337097, 0.4408600926399231, 0.22535204887390137, 0.3964756429195404, 0.7525771856307983, 0.4043714702129364, 0.345177561044693, 0.5833331942558289, 0.502564013004303, 0.4454544484615326, 0.3636362850666046, 0.45631060004234314, 0.47619035840034485, 0.528846025466919, 0.2795697748661041, 0.281406968832016, 0.7317072153091431, 0.4756755530834198, 0.3411763310432434, 0.4090907871723175, 0.25490185618400574, 0.4577113389968872 ], "time": 7.344148505479097, "param": null }, { "epoch": 186, "train_loss": 0.003293805057182908, "val_loss": 2.8210744857788086, "acc": 44.56, "f1": [ 0.7537687420845032, 0.5549736618995667, 0.25233638286590576, 0.2580644488334656, 0.23893800377845764, 0.4190475046634674, 0.42790690064430237, 0.4599998891353607, 0.5482232570648193, 0.5937498807907104, 0.30939218401908875, 0.29189181327819824, 0.42857131361961365, 0.3936169147491455, 0.33333322405815125, 0.30526304244995117, 0.4043714702129364, 0.6399998664855957, 0.32160791754722595, 0.3370785713195801, 0.7216493487358093, 0.53465336561203, 0.4021162986755371, 0.6632652282714844, 0.6868685483932495, 0.3809523284435272, 0.3626372814178467, 0.2816900908946991, 0.6502462029457092, 0.44210511445999146, 0.4867255389690399, 0.43781083822250366, 0.3465345501899719, 0.42780739068984985, 0.4574466943740845, 0.30541861057281494, 0.42528724670410156, 0.3406112492084503, 0.30366483330726624, 0.5934064984321594, 0.40217384696006775, 0.6562498807907104, 0.368663489818573, 0.43349742889404297, 0.22018341720104218, 0.27199992537498474, 0.27083322405815125, 0.4857141971588135, 0.732673168182373, 0.5978259444236755, 0.23255807161331177, 0.4183672070503235, 0.622641384601593, 0.666666567325592, 0.4795917272567749, 0.165217325091362, 0.6382977366447449, 0.5217389464378357, 0.5555554032325745, 0.47572803497314453, 0.7632849216461182, 0.5444443225860596, 0.5499998927116394, 0.3575417995452881, 0.21874994039535522, 0.3121950626373291, 0.32195112109184265, 0.4324323236942291, 0.7741934061050415, 0.649214506149292, 0.41964274644851685, 0.6636362671852112, 0.23300965130329132, 0.3739129900932312, 0.2686566412448883, 0.6483515501022339, 0.6930691599845886, 0.23589736223220825, 0.2962961792945862, 0.4338623583316803, 0.20779213309288025, 0.40540531277656555, 0.7731956839561462, 0.39784935116767883, 0.3516482412815094, 0.590908944606781, 0.5263156890869141, 0.4504503309726715, 0.3540668785572052, 0.45320188999176025, 0.4857141971588135, 0.5221673846244812, 0.2758619785308838, 0.27551010251045227, 0.7373736500740051, 0.4864863455295563, 0.37158459424972534, 0.41964274644851685, 0.2536584436893463, 0.4630540609359741 ], "time": 6.970050912350416, "param": null }, { "epoch": 187, "train_loss": 0.004657403565943241, "val_loss": 2.5826995372772217, "acc": 44.54, "f1": [ 0.742574155330658, 0.5492226481437683, 0.25490185618400574, 0.26315781474113464, 0.2399999350309372, 0.4112148582935333, 0.42790690064430237, 0.45320188999176025, 0.5472635626792908, 0.596858561038971, 0.3111110329627991, 0.28723397850990295, 0.4306218922138214, 0.3936169147491455, 0.3186812400817871, 0.3141360282897949, 0.4042551815509796, 0.6368157267570496, 0.3285022974014282, 0.3369564116001129, 0.7179486155509949, 0.535353422164917, 0.4123710095882416, 0.6597937345504761, 0.6871793866157532, 0.37999987602233887, 0.35675665736198425, 0.2775118350982666, 0.6502462029457092, 0.42857128381729126, 0.4753361940383911, 0.4410255253314972, 0.3414633274078369, 0.4315788447856903, 0.445652037858963, 0.2901553809642792, 0.43678146600723267, 0.3421051502227783, 0.33333325386047363, 0.5957446098327637, 0.42708319425582886, 0.6562498807907104, 0.35714274644851685, 0.4195120930671692, 0.22325573861598969, 0.2672064006328583, 0.2659573554992676, 0.49999988079071045, 0.735293984413147, 0.594594419002533, 0.2202642410993576, 0.4226802885532379, 0.6111109852790833, 0.6578946113586426, 0.4947367310523987, 0.16379304230213165, 0.6451612114906311, 0.5193368792533875, 0.5671641230583191, 0.4854367673397064, 0.7559806704521179, 0.5371427536010742, 0.5517240166664124, 0.3675675094127655, 0.22702695429325104, 0.31730762124061584, 0.3367346227169037, 0.42780739068984985, 0.7807484865188599, 0.6526314616203308, 0.42201822996139526, 0.6697246432304382, 0.22966498136520386, 0.3778800964355469, 0.26086950302124023, 0.6595743298530579, 0.6995072364807129, 0.23036640882492065, 0.2949307858943939, 0.425531804561615, 0.21395343542099, 0.39449530839920044, 0.7653059959411621, 0.39778995513916016, 0.3440859317779541, 0.6037734746932983, 0.4999998211860657, 0.4279474914073944, 0.35294109582901, 0.44554442167282104, 0.48076915740966797, 0.528846025466919, 0.29213473200798035, 0.2871793806552887, 0.7342994213104248, 0.4835163354873657, 0.3468207120895386, 0.4090907871723175, 0.24875615537166595, 0.46938762068748474 ], "time": 7.331647049635649, "param": null }, { "epoch": 188, "train_loss": 0.0032614232040941715, "val_loss": 2.783679246902466, "acc": 44.35, "f1": [ 0.7537687420845032, 0.5555554032325745, 0.26341456174850464, 0.2553190290927887, 0.23478256165981293, 0.4093022048473358, 0.4200912117958069, 0.467661589384079, 0.5445543527603149, 0.5957446098327637, 0.29629620909690857, 0.2783504128456116, 0.4236452281475067, 0.38502663373947144, 0.32402223348617554, 0.3141360282897949, 0.4111110270023346, 0.6274508833885193, 0.31632643938064575, 0.33684200048446655, 0.7244896292686462, 0.53465336561203, 0.39999985694885254, 0.666666567325592, 0.6699027419090271, 0.3707316219806671, 0.3586955666542053, 0.2697673439979553, 0.6499998569488525, 0.43298953771591187, 0.4684683382511139, 0.43749991059303284, 0.33497530221939087, 0.4338623583316803, 0.43523305654525757, 0.28571420907974243, 0.43930622935295105, 0.34513264894485474, 0.32432422041893005, 0.5989303588867188, 0.42051267623901367, 0.6631577014923096, 0.3448275029659271, 0.43349742889404297, 0.21800939738750458, 0.26399993896484375, 0.2736841142177582, 0.5048542022705078, 0.7317072153091431, 0.5978259444236755, 0.23255807161331177, 0.4041449725627899, 0.6197181344032288, 0.6607141494750977, 0.4947367310523987, 0.15637852251529694, 0.6486485004425049, 0.522222101688385, 0.5599998831748962, 0.49019595980644226, 0.7547168731689453, 0.5393257141113281, 0.5339804887771606, 0.348314493894577, 0.23036640882492065, 0.31428563594818115, 0.3402060866355896, 0.425531804561615, 0.7826085686683655, 0.6526314616203308, 0.4266665577888489, 0.6545453667640686, 0.21800939738750458, 0.3636362552642822, 0.26086950302124023, 0.6737966537475586, 0.6969695687294006, 0.2244897186756134, 0.2723003923892975, 0.4338623583316803, 0.21621613204479218, 0.38888880610466003, 0.7525771856307983, 0.41573023796081543, 0.34736835956573486, 0.5990782380104065, 0.510416567325592, 0.44976064562797546, 0.35820886492729187, 0.45320188999176025, 0.47846877574920654, 0.526829183101654, 0.2758619785308838, 0.282828152179718, 0.7290639281272888, 0.47826072573661804, 0.3563217520713806, 0.39639630913734436, 0.2475246638059616, 0.467661589384079 ], "time": 6.6832976108416915, "param": null }, { "epoch": 189, "train_loss": 0.003627968719229102, "val_loss": 2.5863986015319824, "acc": 44.5, "f1": [ 0.7373736500740051, 0.5578945875167847, 0.26395928859710693, 0.25396814942359924, 0.2421524077653885, 0.4170615077018738, 0.4299064576625824, 0.4499998688697815, 0.5399999022483826, 0.594594419002533, 0.3111110329627991, 0.26315781474113464, 0.4306218922138214, 0.3894736170768738, 0.33333322405815125, 0.32804223895072937, 0.39778995513916016, 0.62135910987854, 0.3248729705810547, 0.33333325386047363, 0.7142855525016785, 0.5373133420944214, 0.41052618622779846, 0.6632652282714844, 0.697435736656189, 0.37999987602233887, 0.3626372814178467, 0.2870369255542755, 0.6599999070167542, 0.4338623583316803, 0.4753361940383911, 0.4387753903865814, 0.3482586145401001, 0.4499998688697815, 0.43298953771591187, 0.2944161295890808, 0.44067782163619995, 0.35193121433258057, 0.31249991059303284, 0.5837836861610413, 0.4210525155067444, 0.6530610918998718, 0.3619908392429352, 0.4230768084526062, 0.21100911498069763, 0.2834007143974304, 0.26041656732559204, 0.5024629235267639, 0.7219511270523071, 0.5901637673377991, 0.23809516429901123, 0.42051267623901367, 0.6238530874252319, 0.6551722884178162, 0.48453593254089355, 0.15637852251529694, 0.6451612114906311, 0.5136610269546509, 0.5499998927116394, 0.48039206862449646, 0.7582937479019165, 0.5485712885856628, 0.5408161878585815, 0.3428570628166199, 0.2121211439371109, 0.3203882575035095, 0.33502528071403503, 0.4347825050354004, 0.7891891002655029, 0.6524062752723694, 0.4200912117958069, 0.6635943651199341, 0.23041465878486633, 0.37614670395851135, 0.2741115987300873, 0.6596857309341431, 0.7106597423553467, 0.22916659712791443, 0.29523801803588867, 0.425531804561615, 0.20425525307655334, 0.40552979707717896, 0.7692306637763977, 0.4021162986755371, 0.3402060866355896, 0.5915491580963135, 0.5130888819694519, 0.4495411515235901, 0.3699999153614044, 0.4599998891353607, 0.4878047704696655, 0.5294116735458374, 0.2793295085430145, 0.27999991178512573, 0.7551018595695496, 0.47826072573661804, 0.3542855978012085, 0.3981480300426483, 0.24999991059303284, 0.4630540609359741 ], "time": 7.403242717497051, "param": null }, { "epoch": 190, "train_loss": 0.0032264627516269684, "val_loss": 2.666775703430176, "acc": 44.55, "f1": [ 0.7589742541313171, 0.559139609336853, 0.2741115987300873, 0.26041656732559204, 0.2368420511484146, 0.415094256401062, 0.41818171739578247, 0.45544540882110596, 0.5527637004852295, 0.6031745076179504, 0.3068180978298187, 0.2580644488334656, 0.43902426958084106, 0.382978618144989, 0.3208555281162262, 0.309278279542923, 0.41340771317481995, 0.6428569555282593, 0.31884050369262695, 0.3316061198711395, 0.7216493487358093, 0.5373133420944214, 0.4086019992828369, 0.6632652282714844, 0.6836733222007751, 0.3934425115585327, 0.36956506967544556, 0.27272719144821167, 0.653465211391449, 0.43523305654525757, 0.4705880880355835, 0.45128190517425537, 0.345177561044693, 0.44776105880737305, 0.42931926250457764, 0.29166659712791443, 0.44067782163619995, 0.35135123133659363, 0.3265305161476135, 0.6129031181335449, 0.4043714702129364, 0.6564101576805115, 0.35146433115005493, 0.42512065172195435, 0.20869559049606323, 0.277310848236084, 0.2617800235748291, 0.5048542022705078, 0.7184464335441589, 0.5913977026939392, 0.23893800377845764, 0.4210525155067444, 0.6139533519744873, 0.6523603796958923, 0.48453593254089355, 0.165217325091362, 0.6557375192642212, 0.5217389464378357, 0.5499998927116394, 0.48803818225860596, 0.7559806704521179, 0.5505616068840027, 0.5527637004852295, 0.348314493894577, 0.23350247740745544, 0.3018867075443268, 0.3367346227169037, 0.43956032395362854, 0.7765957117080688, 0.6524062752723694, 0.4299064576625824, 0.6696831583976746, 0.2264150083065033, 0.3669723868370056, 0.2699999213218689, 0.6560845375061035, 0.6999998688697815, 0.23589736223220825, 0.29245272278785706, 0.4210525155067444, 0.21395343542099, 0.39810416102409363, 0.7614211440086365, 0.3999999165534973, 0.36269423365592957, 0.5961536765098572, 0.5185183882713318, 0.45161277055740356, 0.35643553733825684, 0.44230756163597107, 0.4834122061729431, 0.5098037719726562, 0.299465149641037, 0.29319363832473755, 0.7614211440086365, 0.48387083411216736, 0.34482747316360474, 0.3981899321079254, 0.2512076497077942, 0.4454975128173828 ], "time": 6.666584525257349, "param": null }, { "epoch": 191, "train_loss": 0.0031880110036581755, "val_loss": 2.5675177574157715, "acc": 44.37, "f1": [ 0.7575755715370178, 0.5492226481437683, 0.2536584436893463, 0.25906726717948914, 0.23853203654289246, 0.4170615077018738, 0.4299064576625824, 0.4615383446216583, 0.5445543527603149, 0.5937498807907104, 0.29787227511405945, 0.2722512185573578, 0.44444435834884644, 0.38144323229789734, 0.320441871881485, 0.3195875287055969, 0.3957218527793884, 0.6363635063171387, 0.3068782389163971, 0.320441871881485, 0.7216493487358093, 0.5320196151733398, 0.41052618622779846, 0.6701029539108276, 0.6733667254447937, 0.37305691838264465, 0.3636362552642822, 0.27884605526924133, 0.653465211391449, 0.42931926250457764, 0.47747737169265747, 0.45128190517425537, 0.3482586145401001, 0.4338623583316803, 0.43523305654525757, 0.2901553809642792, 0.44827571511268616, 0.3348415493965149, 0.31746023893356323, 0.5921786427497864, 0.4083768427371979, 0.6399998664855957, 0.3577980697154999, 0.4292682111263275, 0.20444436371326447, 0.27199992537498474, 0.26455017924308777, 0.5073169469833374, 0.725490152835846, 0.5978259444236755, 0.21834053099155426, 0.40641695261001587, 0.6139533519744873, 0.6607928276062012, 0.49999988079071045, 0.15637852251529694, 0.6519335508346558, 0.5274723768234253, 0.5445543527603149, 0.47846877574920654, 0.7619046568870544, 0.5423727631568909, 0.5517240166664124, 0.3707864284515381, 0.2340424805879593, 0.3157894015312195, 0.33333325386047363, 0.425531804561615, 0.7700533270835876, 0.6489360928535461, 0.43946176767349243, 0.672645628452301, 0.22115376591682434, 0.3628317713737488, 0.2741115987300873, 0.6631577014923096, 0.6999998688697815, 0.23036640882492065, 0.2843601107597351, 0.43956032395362854, 0.2062779664993286, 0.4018263518810272, 0.7628865242004395, 0.3999999165534973, 0.34920626878738403, 0.5904760956764221, 0.49999988079071045, 0.4385963976383209, 0.35294109582901, 0.46153831481933594, 0.4780486822128296, 0.5238093733787537, 0.290502667427063, 0.2718445658683777, 0.7263681292533875, 0.4725273549556732, 0.3411763310432434, 0.40540531277656555, 0.2571427524089813, 0.46999987959861755 ], "time": 7.328286183066666, "param": null }, { "epoch": 192, "train_loss": 0.0033183174673467875, "val_loss": 2.5857887268066406, "acc": 44.53, "f1": [ 0.7537687420845032, 0.5549736618995667, 0.2547169029712677, 0.26455017924308777, 0.23893800377845764, 0.4112148582935333, 0.4339621663093567, 0.47120407223701477, 0.5555554032325745, 0.5937498807907104, 0.30270257592201233, 0.2887699604034424, 0.4278606176376343, 0.37894728779792786, 0.32258057594299316, 0.32291656732559204, 0.40217384696006775, 0.6368157267570496, 0.32835814356803894, 0.32222211360931396, 0.7216493487358093, 0.529999852180481, 0.41758227348327637, 0.6424869298934937, 0.6766167879104614, 0.37305691838264465, 0.3586955666542053, 0.2775118350982666, 0.6567163467407227, 0.43979042768478394, 0.4684683382511139, 0.4292682111263275, 0.3517586886882782, 0.42931926250457764, 0.4574466943740845, 0.29292917251586914, 0.4293783903121948, 0.34389129281044006, 0.3076922297477722, 0.596684992313385, 0.4338623583316803, 0.6631577014923096, 0.3524228036403656, 0.43564343452453613, 0.21296289563179016, 0.28235286474227905, 0.2751321792602539, 0.49756085872650146, 0.7363182306289673, 0.594594419002533, 0.2347417026758194, 0.42051267623901367, 0.6203702688217163, 0.6578946113586426, 0.4924621880054474, 0.1544714868068695, 0.6521738171577454, 0.5193368792533875, 0.5576921701431274, 0.48076915740966797, 0.7582937479019165, 0.5505616068840027, 0.5572138428688049, 0.37158459424972534, 0.22916659712791443, 0.32195112109184265, 0.3316582143306732, 0.4301074147224426, 0.772486686706543, 0.6358972787857056, 0.4292236268520355, 0.6727271676063538, 0.22831043601036072, 0.38139525055885315, 0.26804113388061523, 0.6560845375061035, 0.6896550059318542, 0.2256409376859665, 0.280373752117157, 0.4324323236942291, 0.22018341720104218, 0.3982299864292145, 0.7692306637763977, 0.3999999165534973, 0.3386242389678955, 0.5849055051803589, 0.5079363584518433, 0.4425530731678009, 0.36180898547172546, 0.4401912987232208, 0.47572803497314453, 0.5242717266082764, 0.2888887822628021, 0.2713567018508911, 0.7474745512008667, 0.4725273549556732, 0.3583814203739166, 0.40178558230400085, 0.2561575770378113, 0.46999987959861755 ], "time": 6.87011987157166, "param": null }, { "epoch": 193, "train_loss": 0.0033385404385626316, "val_loss": 2.4615423679351807, "acc": 44.4, "f1": [ 0.7462685704231262, 0.5744680166244507, 0.25870639085769653, 0.2580644488334656, 0.23893800377845764, 0.4190475046634674, 0.42857131361961365, 0.4670049846172333, 0.5418717861175537, 0.596858561038971, 0.3076922297477722, 0.2673795819282532, 0.4230768084526062, 0.3894736170768738, 0.30939218401908875, 0.32124343514442444, 0.3979056477546692, 0.6363635063171387, 0.3184078335762024, 0.3402060866355896, 0.7216493487358093, 0.5373133420944214, 0.4148934781551361, 0.6666665077209473, 0.6903551816940308, 0.37305691838264465, 0.35675665736198425, 0.28440356254577637, 0.6567163467407227, 0.41711217164993286, 0.4705880880355835, 0.43523305654525757, 0.3365383446216583, 0.42857128381729126, 0.43749991059303284, 0.29292917251586914, 0.43930622935295105, 0.3304346799850464, 0.32291656732559204, 0.5888887047767639, 0.43523305654525757, 0.6497460603713989, 0.35193121433258057, 0.4271843731403351, 0.21004560589790344, 0.2741934657096863, 0.2751321792602539, 0.49756085872650146, 0.725490152835846, 0.5999998450279236, 0.22522515058517456, 0.4232803285121918, 0.6168223023414612, 0.672645628452301, 0.4923075735569, 0.15199993550777435, 0.6378377079963684, 0.524590015411377, 0.5583755373954773, 0.47846877574920654, 0.7619046568870544, 0.5454543828964233, 0.5499998927116394, 0.3428570628166199, 0.22105254232883453, 0.3047617971897125, 0.33502528071403503, 0.4301074147224426, 0.7826085686683655, 0.6524062752723694, 0.41666656732559204, 0.6727271676063538, 0.22935770452022552, 0.3703702688217163, 0.2673266530036926, 0.659340500831604, 0.6999998688697815, 0.23529404401779175, 0.2830187678337097, 0.42780739068984985, 0.2181817591190338, 0.39622631669044495, 0.7653059959411621, 0.39778995513916016, 0.35978829860687256, 0.6124400496482849, 0.48958322405815125, 0.4405285120010376, 0.3654821515083313, 0.43902426958084106, 0.48803818225860596, 0.5333331823348999, 0.28415289521217346, 0.2745097279548645, 0.7462685704231262, 0.4812833070755005, 0.34883710741996765, 0.39473670721054077, 0.25490185618400574, 0.47474732995033264 ], "time": 7.321271042339504, "param": null }, { "epoch": 194, "train_loss": 0.003424425609409809, "val_loss": 2.7159583568573, "acc": 44.61, "f1": [ 0.742574155330658, 0.5549736618995667, 0.2686566412448883, 0.26315781474113464, 0.2399999350309372, 0.4170615077018738, 0.42253509163856506, 0.46391740441322327, 0.5482232570648193, 0.5957446098327637, 0.3111110329627991, 0.26519328355789185, 0.4339621663093567, 0.3894736170768738, 0.34224584698677063, 0.3260868787765503, 0.39784935116767883, 0.6305417418479919, 0.3285022974014282, 0.3459458649158478, 0.7142855525016785, 0.5399999022483826, 0.40641695261001587, 0.6632122993469238, 0.6979165077209473, 0.3794870972633362, 0.37158459424972534, 0.280373752117157, 0.6567163467407227, 0.4315788447856903, 0.48430484533309937, 0.43999987840652466, 0.34482747316360474, 0.4387753903865814, 0.44210511445999146, 0.2886596620082855, 0.4293783903121948, 0.34666651487350464, 0.326315701007843, 0.5957446098327637, 0.41884803771972656, 0.6464645266532898, 0.35398221015930176, 0.42512065172195435, 0.21333326399326324, 0.2764226496219635, 0.28415289521217346, 0.5073169469833374, 0.725490152835846, 0.594594419002533, 0.22807011008262634, 0.4179103374481201, 0.6197181344032288, 0.6521738171577454, 0.487046480178833, 0.16379304230213165, 0.6417111158370972, 0.5164833664894104, 0.5527637004852295, 0.47846877574920654, 0.7619046568870544, 0.5393257141113281, 0.561576247215271, 0.3756905198097229, 0.23036640882492065, 0.319248765707016, 0.3251230716705322, 0.425531804561615, 0.7826085686683655, 0.6349205374717712, 0.4210525155067444, 0.6696427464485168, 0.21359217166900635, 0.3644443452358246, 0.2647058069705963, 0.6559138894081116, 0.6995072364807129, 0.22797919809818268, 0.2870812714099884, 0.4324323236942291, 0.21296289563179016, 0.40384599566459656, 0.7628865242004395, 0.39560428261756897, 0.36065563559532166, 0.6018517017364502, 0.4999998211860657, 0.447368323802948, 0.3636362850666046, 0.45544540882110596, 0.47846877574920654, 0.5242717266082764, 0.29787227511405945, 0.28571420907974243, 0.7373736500740051, 0.4864863455295563, 0.3657141625881195, 0.40692633390426636, 0.24875615537166595, 0.4607841968536377 ], "time": 6.861664044670761, "param": null }, { "epoch": 195, "train_loss": 0.0031866247300058603, "val_loss": 2.5686428546905518, "acc": 44.56, "f1": [ 0.7450978755950928, 0.5684208869934082, 0.2699999213218689, 0.2564101815223694, 0.2477063536643982, 0.4190475046634674, 0.4319247901439667, 0.46601933240890503, 0.5555554032325745, 0.5979380011558533, 0.3060108423233032, 0.2780747711658478, 0.4292682111263275, 0.39130425453186035, 0.329670250415802, 0.3131312429904938, 0.38502663373947144, 0.6368157267570496, 0.29850736260414124, 0.3314915895462036, 0.7179486155509949, 0.53465336561203, 0.40641695261001587, 0.6633164882659912, 0.6938773989677429, 0.38541653752326965, 0.3666665554046631, 0.2829267382621765, 0.6700506210327148, 0.4086019992828369, 0.46363624930381775, 0.44776105880737305, 0.34343424439430237, 0.4387753903865814, 0.4410255253314972, 0.31155768036842346, 0.42162150144577026, 0.3470318615436554, 0.31746023893356323, 0.6010927557945251, 0.4108106791973114, 0.6528496146202087, 0.3418802320957184, 0.4271843731403351, 0.21333326399326324, 0.2741934657096863, 0.2659573554992676, 0.5074625611305237, 0.732673168182373, 0.5978259444236755, 0.2262442708015442, 0.4120602011680603, 0.6261681318283081, 0.6550217270851135, 0.4795917272567749, 0.15899574756622314, 0.6483515501022339, 0.5189187526702881, 0.5583755373954773, 0.4854367673397064, 0.7655500173568726, 0.5414363145828247, 0.5490195155143738, 0.3736262619495392, 0.23834188282489777, 0.3084111213684082, 0.3251230716705322, 0.4324323236942291, 0.7783782482147217, 0.6489360928535461, 0.41474640369415283, 0.6636362671852112, 0.22966498136520386, 0.3744291365146637, 0.2571427524089813, 0.6559138894081116, 0.7029701471328735, 0.2233501821756363, 0.28440356254577637, 0.4315788447856903, 0.21917803585529327, 0.3999998867511749, 0.7628865242004395, 0.3999998867511749, 0.3626372814178467, 0.5980390906333923, 0.5212765336036682, 0.45248857140541077, 0.37185919284820557, 0.44554442167282104, 0.48756206035614014, 0.5314008593559265, 0.299465149641037, 0.2871793806552887, 0.7499999403953552, 0.48044681549072266, 0.36871495842933655, 0.39473670721054077, 0.2561575770378113, 0.4585364758968353 ], "time": 7.4335482539609075, "param": null }, { "epoch": 196, "train_loss": 0.004870410542935133, "val_loss": 2.352459192276001, "acc": 44.46, "f1": [ 0.7437184453010559, 0.5638296604156494, 0.26666656136512756, 0.26315781474113464, 0.24999991059303284, 0.40740731358528137, 0.4331796169281006, 0.46231144666671753, 0.5436891913414001, 0.5820105075836182, 0.31284910440444946, 0.2702701687812805, 0.4411763548851013, 0.38541653752326965, 0.314606636762619, 0.31155768036842346, 0.38918909430503845, 0.6336632370948792, 0.32820504903793335, 0.33684200048446655, 0.7142855525016785, 0.5380709171295166, 0.4083768427371979, 0.6734693050384521, 0.6903551816940308, 0.367346853017807, 0.3510637581348419, 0.28019312024116516, 0.6769229769706726, 0.43523305654525757, 0.48214277625083923, 0.43349742889404297, 0.3398057222366333, 0.43523305654525757, 0.43216070532798767, 0.28571420907974243, 0.44444432854652405, 0.34234222769737244, 0.3068782389163971, 0.6073297262191772, 0.41758227348327637, 0.6666665077209473, 0.3565216362476349, 0.4230768084526062, 0.20600852370262146, 0.28571420907974243, 0.2765956223011017, 0.5073169469833374, 0.725490152835846, 0.5901637673377991, 0.246575266122818, 0.43093910813331604, 0.6139533519744873, 0.6521738171577454, 0.49746179580688477, 0.16101689636707306, 0.6382977366447449, 0.5240640044212341, 0.5603863000869751, 0.47393354773521423, 0.7655500173568726, 0.5454543828964233, 0.535353422164917, 0.3699420988559723, 0.2176164984703064, 0.31884050369262695, 0.3269230127334595, 0.4301074147224426, 0.7717389464378357, 0.645502507686615, 0.42201822996139526, 0.6697246432304382, 0.21296289563179016, 0.3524228036403656, 0.2617800235748291, 0.6489360928535461, 0.7058822512626648, 0.22680403292179108, 0.27884605526924133, 0.4324323236942291, 0.21719448268413544, 0.41441428661346436, 0.7692306637763977, 0.39778995513916016, 0.36065563559532166, 0.5951218605041504, 0.505154550075531, 0.4331796169281006, 0.36180898547172546, 0.4593299925327301, 0.4729062616825104, 0.5174128413200378, 0.28415289521217346, 0.2783504128456116, 0.7389161586761475, 0.4731181561946869, 0.3411763310432434, 0.4093022048473358, 0.2524271011352539, 0.4646463394165039 ], "time": 6.980063607916236, "param": null }, { "epoch": 197, "train_loss": 0.003381987102329731, "val_loss": 2.65242075920105, "acc": 44.5, "f1": [ 0.7437184453010559, 0.5578945875167847, 0.26341456174850464, 0.26455017924308777, 0.24107137322425842, 0.4093022048473358, 0.42201822996139526, 0.45544540882110596, 0.5499998927116394, 0.6041665077209473, 0.3050846457481384, 0.27083322405815125, 0.43349742889404297, 0.38341957330703735, 0.32222211360931396, 0.3232322335243225, 0.39778995513916016, 0.6363635063171387, 0.31884050369262695, 0.3384614586830139, 0.7106597423553467, 0.53465336561203, 0.40641695261001587, 0.680412232875824, 0.6732671856880188, 0.3842363655567169, 0.35675665736198425, 0.2761903405189514, 0.6734693050384521, 0.4210525155067444, 0.4727271497249603, 0.43979042768478394, 0.34343424439430237, 0.4248703718185425, 0.4365480840206146, 0.2783504128456116, 0.42857128381729126, 0.3348415493965149, 0.327868789434433, 0.5901637673377991, 0.4086019992828369, 0.6399998664855957, 0.36123335361480713, 0.4292682111263275, 0.21719448268413544, 0.26666659116744995, 0.26666656136512756, 0.5123152136802673, 0.7290639281272888, 0.5978259444236755, 0.2314814031124115, 0.425531804561615, 0.6175113916397095, 0.6493505239486694, 0.4974091649055481, 0.16239310801029205, 0.6448085904121399, 0.5164833664894104, 0.5472635626792908, 0.47619035840034485, 0.7619046568870544, 0.5423727631568909, 0.5544553399085999, 0.37777766585350037, 0.23157887160778046, 0.323809415102005, 0.3402060866355896, 0.4301074147224426, 0.7826085686683655, 0.6524062752723694, 0.42253509163856506, 0.6816141605377197, 0.2115383893251419, 0.36792439222335815, 0.2583731412887573, 0.6702701449394226, 0.7035174369812012, 0.2244897186756134, 0.28571417927742004, 0.43956032395362854, 0.2264150083065033, 0.38888880610466003, 0.7653059959411621, 0.3999999165534973, 0.35483860969543457, 0.6009388566017151, 0.4999998211860657, 0.45132729411125183, 0.35294109582901, 0.4476189613342285, 0.4811319410800934, 0.5358850359916687, 0.29508185386657715, 0.282828152179718, 0.7462685704231262, 0.46739116311073303, 0.33918121457099915, 0.41095879673957825, 0.2621358335018158, 0.45685264468193054 ], "time": 7.295520379208028, "param": null }, { "epoch": 198, "train_loss": 0.00346536748111248, "val_loss": 2.3717379570007324, "acc": 44.44, "f1": [ 0.742574155330658, 0.5621620416641235, 0.253807008266449, 0.2577318847179413, 0.2368420511484146, 0.4170615077018738, 0.4259258210659027, 0.45631060004234314, 0.5555554032325745, 0.5882351994514465, 0.29319363832473755, 0.2780747711658478, 0.4292682111263275, 0.3874344527721405, 0.30939218401908875, 0.31914883852005005, 0.38918909430503845, 0.6299998760223389, 0.3365383446216583, 0.32978713512420654, 0.7253884673118591, 0.5273630023002625, 0.41052618622779846, 0.6597937345504761, 0.6802029013633728, 0.37185919284820557, 0.3675675094127655, 0.2790696918964386, 0.653465211391449, 0.4315788447856903, 0.4753361940383911, 0.4433496594429016, 0.34343424439430237, 0.44670039415359497, 0.43979042768478394, 0.2959182858467102, 0.4269661605358124, 0.3362067937850952, 0.3208555281162262, 0.5999998450279236, 0.423912912607193, 0.6461536884307861, 0.3587442934513092, 0.43564343452453613, 0.21698106825351715, 0.27272719144821167, 0.26881712675094604, 0.5048542022705078, 0.732673168182373, 0.594594419002533, 0.23214277625083923, 0.40999990701675415, 0.6139533519744873, 0.6550217270851135, 0.4923075735569, 0.15079358220100403, 0.6486485004425049, 0.5217389464378357, 0.5555554032325745, 0.4854367673397064, 0.7619046568870544, 0.5454543828964233, 0.5527637004852295, 0.35359105467796326, 0.2258063703775406, 0.3084111213684082, 0.33502528071403503, 0.425531804561615, 0.7826085686683655, 0.645502507686615, 0.4186045527458191, 0.6756755113601685, 0.22325573861598969, 0.3587442934513092, 0.2713567018508911, 0.6702126860618591, 0.6934671998023987, 0.23280414938926697, 0.2949307858943939, 0.4301074147224426, 0.21596238017082214, 0.3999998867511749, 0.7731956839561462, 0.3999998867511749, 0.35532984137535095, 0.587155818939209, 0.5053762197494507, 0.4504503309726715, 0.3636362850666046, 0.44444435834884644, 0.4854367673397064, 0.5314008593559265, 0.29189181327819824, 0.2871793806552887, 0.7461138963699341, 0.47826072573661804, 0.3468207120895386, 0.40170925855636597, 0.25510191917419434, 0.45918354392051697 ], "time": 6.894007527269423, "param": null }, { "epoch": 199, "train_loss": 0.003512296825647354, "val_loss": 2.435023546218872, "acc": 44.49, "f1": [ 0.7462685704231262, 0.5683058500289917, 0.26341456174850464, 0.26881712675094604, 0.23580780625343323, 0.4210525155067444, 0.4311925768852234, 0.45685264468193054, 0.539215624332428, 0.5913977026939392, 0.3111110329627991, 0.26519328355789185, 0.4380951225757599, 0.3936169147491455, 0.3314915895462036, 0.3147207200527191, 0.3999998867511749, 0.6399998664855957, 0.33333322405815125, 0.34224584698677063, 0.7216493487358093, 0.5399999022483826, 0.4083768427371979, 0.6666665077209473, 0.6836733222007751, 0.3743841052055359, 0.3666665554046631, 0.2761903405189514, 0.653465211391449, 0.4232803285121918, 0.47747737169265747, 0.446808397769928, 0.3482586145401001, 0.446808397769928, 0.43298953771591187, 0.28571420907974243, 0.43181803822517395, 0.3421051502227783, 0.3350784480571747, 0.6041665077209473, 0.4088396728038788, 0.6562498807907104, 0.3508771061897278, 0.4230768084526062, 0.21428564190864563, 0.2788843810558319, 0.2659573554992676, 0.5074625611305237, 0.7290639281272888, 0.5913977026939392, 0.22222214937210083, 0.4123710095882416, 0.6175113916397095, 0.6580085158348083, 0.4897957742214203, 0.16170208156108856, 0.6521738171577454, 0.5081079602241516, 0.5555554032325745, 0.47846877574920654, 0.7619046568870544, 0.5423727631568909, 0.5408161878585815, 0.37777766585350037, 0.22797919809818268, 0.3133639991283417, 0.31730762124061584, 0.425531804561615, 0.7783782482147217, 0.6417111158370972, 0.4200912117958069, 0.6725662350654602, 0.21359217166900635, 0.3778800964355469, 0.2647058069705963, 0.6524062752723694, 0.7076921463012695, 0.22999992966651917, 0.2976743280887604, 0.42780739068984985, 0.20909084379673004, 0.39631327986717224, 0.7731956839561462, 0.3934425115585327, 0.3516482412815094, 0.5882351398468018, 0.5081079602241516, 0.4566209018230438, 0.3636362850666046, 0.44776105880737305, 0.47393354773521423, 0.5384615063667297, 0.28415289521217346, 0.28426387906074524, 0.7537687420845032, 0.4808742105960846, 0.33720916509628296, 0.4125559628009796, 0.24509796500205994, 0.4585364758968353 ], "time": 7.354117697104812, "param": null } ] }