{ "Accuracy": 40.4, "Time": [ 38.936179985539056, 0.43817847481114003, 8537.400524595752 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.1, "momentum": 0.9, "decay": 0.0005, "nesterov": true, "scheduler": "cosine" } }, "Device": "TITAN Xp", "Memory": [ 0.0, 0.0 ], "Log": [ { "epoch": 0, "train_loss": 4.832318305969238, "val_loss": 4.589437484741211, "acc": 1.71, "f1": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01708427257835865, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.055248577147722244, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.04444439709186554, 0.037037014961242676, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.05805514380335808, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.02684558928012848, 0.0, 0.0, 0.0, 0.0, 0.006179178133606911, 0.0, 0.0, 0.0, 0.0321664996445179, 0.0, 0.038560401648283005, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "time": 39.304443570785224, "param": null }, { "epoch": 1, "train_loss": 4.398824214935303, "val_loss": 4.359610557556152, "acc": 3.28, "f1": [ 0.06249995529651642, 0.0, 0.0, 0.0, 0.03550290688872337, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01333328615874052, 0.0, 0.0, 0.11570242792367935, 0.08275856822729111, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.04784683883190155, 0.0, 0.03053431026637554, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.012986965477466583, 0.0, 0.14940573275089264, 0.0, 0.06511621177196503, 0.0, 0.0, 0.01785712130367756, 0.0, 0.05970143526792526, 0.0, 0.0, 0.03278683125972748, 0.0, 0.018181798979640007, 0.14771045744419098, 0.04580147936940193, 0.029508190229535103, 0.0, 0.03731338307261467, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.10992905497550964, 0.0, 0.02857138216495514, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.01818176731467247, 0.0, 0.0, 0.029850704595446587, 0.08905377238988876, 0.02315482497215271, 0.0, 0.0, 0.05819292366504669, 0.0, 0.030512159690260887, 0.0, 0.0, 0.014084463939070702, 0.04109584540128708, 0.0, 0.0, 0.0 ], "time": 39.24708768352866, "param": null }, { "epoch": 2, "train_loss": 3.861368179321289, "val_loss": 3.987264633178711, "acc": 8.8, "f1": [ 0.2188294678926468, 0.0, 0.0, 0.0, 0.0, 0.02857137657701969, 0.0303029902279377, 0.07087824493646622, 0.0, 0.0, 0.0, 0.0, 0.09090903401374817, 0.0, 0.014388441108167171, 0.08333327621221542, 0.0, 0.061538416892290115, 0.025157181546092033, 0.0, 0.07865162193775177, 0.013888844288885593, 0.0, 0.14414407312870026, 0.1851179003715515, 0.01785712130367756, 0.0, 0.0, 0.0, 0.0, 0.21839074790477753, 0.11620791256427765, 0.0, 0.06349202245473862, 0.024844668805599213, 0.0, 0.08118075132369995, 0.08979585766792297, 0.05102037638425827, 0.03252029046416283, 0.04799995943903923, 0.2866893410682678, 0.0, 0.09756091237068176, 0.0, 0.0, 0.0, 0.198198139667511, 0.0, 0.13065321743488312, 0.0, 0.07731956243515015, 0.4867255389690399, 0.27819544076919556, 0.1850745975971222, 0.010050198994576931, 0.04615379497408867, 0.03809521719813347, 0.0, 0.09045220911502838, 0.2480619251728058, 0.17632238566875458, 0.1799999475479126, 0.11842100322246552, 0.0, 0.04201677069067955, 0.0, 0.018867909908294678, 0.08450698852539062, 0.0, 0.0869564563035965, 0.07547163963317871, 0.0, 0.20930227637290955, 0.058383215218782425, 0.05240169167518616, 0.056337978690862656, 0.029126161709427834, 0.023391760885715485, 0.019801972433924675, 0.0, 0.044871747493743896, 0.0428570993244648, 0.0, 0.0, 0.08823523670434952, 0.2117646485567093, 0.05240169167518616, 0.018017996102571487, 0.0666666254401207, 0.017093989998102188, 0.06451607495546341, 0.05681813135743141, 0.0, 0.0, 0.14689262211322784, 0.018348604440689087, 0.0, 0.037914641201496124, 0.06896546483039856 ], "time": 38.94677856937051, "param": null }, { "epoch": 3, "train_loss": 3.82470703125, "val_loss": 3.770989418029785, "acc": 11.86, "f1": [ 0.21428565680980682, 0.08488961309194565, 0.12631575763225555, 0.0, 0.015747996047139168, 0.09871241450309753, 0.0, 0.13432830572128296, 0.05161285027861595, 0.06557370722293854, 0.0, 0.0, 0.04580147936940193, 0.07843131572008133, 0.016806693747639656, 0.0, 0.018691571429371834, 0.18181809782981873, 0.0, 0.05555550381541252, 0.21599994599819183, 0.19263452291488647, 0.12698405981063843, 0.262711763381958, 0.32298123836517334, 0.0, 0.0, 0.0, 0.0, 0.0, 0.20792071521282196, 0.08556142449378967, 0.04838705435395241, 0.16080394387245178, 0.039292700588703156, 0.01612899824976921, 0.08522723615169525, 0.05970144271850586, 0.0906800627708435, 0.08928564935922623, 0.0, 0.42857128381729126, 0.0, 0.07555551826953888, 0.0, 0.0, 0.01449271198362112, 0.1481480896472931, 0.10050245374441147, 0.16058386862277985, 0.0, 0.025806402787566185, 0.39999985694885254, 0.32643672823905945, 0.07633582502603531, 0.0, 0.185653954744339, 0.08849553763866425, 0.056337978690862656, 0.03636360913515091, 0.41818171739578247, 0.18481841683387756, 0.09722216427326202, 0.11042939126491547, 0.0, 0.011049672029912472, 0.04273499175906181, 0.0, 0.26302722096443176, 0.11764700710773468, 0.12499994039535522, 0.20430098474025726, 0.0, 0.2580644488334656, 0.02499994821846485, 0.23095817863941193, 0.12987005710601807, 0.0, 0.0, 0.081300750374794, 0.0, 0.022598817944526672, 0.26244333386421204, 0.01639341004192829, 0.0, 0.2536584436893463, 0.22281160950660706, 0.07947013527154922, 0.013985970057547092, 0.18897631764411926, 0.1410255879163742, 0.0869564637541771, 0.11149819940328598, 0.0, 0.03870962932705879, 0.28855711221694946, 0.0504201278090477, 0.09296780079603195, 0.09177817404270172, 0.017543835565447807 ], "time": 38.945191458798945, "param": null }, { "epoch": 4, "train_loss": 3.5893702507019043, "val_loss": 3.638329029083252, "acc": 14.99, "f1": [ 0.2764226794242859, 0.20576126873493195, 0.1789472997188568, 0.09937881678342819, 0.09174307435750961, 0.1290321946144104, 0.12658223509788513, 0.12345672398805618, 0.10196072608232498, 0.20883527398109436, 0.0, 0.0, 0.21714277565479279, 0.14213192462921143, 0.07051277160644531, 0.12499994784593582, 0.12765952944755554, 0.24161066114902496, 0.03571426123380661, 0.11764700710773468, 0.2177121341228485, 0.1812865287065506, 0.1654134839773178, 0.2767294645309448, 0.4210525155067444, 0.018867909908294678, 0.0, 0.042780689895153046, 0.17910441756248474, 0.13740453124046326, 0.26406922936439514, 0.062111746519804, 0.08510632067918777, 0.18892504274845123, 0.0, 0.07868847995996475, 0.20588228106498718, 0.16181224584579468, 0.07356317341327667, 0.08974353224039078, 0.0, 0.37499985098838806, 0.0, 0.160756453871727, 0.04907969757914543, 0.035928089171648026, 0.13768111169338226, 0.15789470076560974, 0.13445371389389038, 0.18461529910564423, 0.0, 0.1517614871263504, 0.46808499097824097, 0.367346853017807, 0.20634914934635162, 0.03846152126789093, 0.20467832684516907, 0.1951218843460083, 0.0303029902279377, 0.07042248547077179, 0.25210079550743103, 0.23529404401779175, 0.23880591988563538, 0.17358486354351044, 0.0, 0.016666635870933533, 0.0425531379878521, 0.08771926164627075, 0.37174713611602783, 0.2564101815223694, 0.0, 0.18032778799533844, 0.06572763621807098, 0.11594197899103165, 0.04371580854058266, 0.242537260055542, 0.19047611951828003, 0.0, 0.013793058693408966, 0.09160300344228745, 0.01639341004192829, 0.09565211087465286, 0.3121386468410492, 0.04411759972572327, 0.03571426123380661, 0.13740453124046326, 0.29864245653152466, 0.03773583099246025, 0.0, 0.12857137620449066, 0.03389827162027359, 0.24503307044506073, 0.16101689636707306, 0.03252029046416283, 0.12173908948898315, 0.23529404401779175, 0.0958903580904007, 0.10691820830106735, 0.12624579668045044, 0.057692285627126694 ], "time": 38.1591620054096, "param": null }, { "epoch": 5, "train_loss": 3.372786045074463, "val_loss": 3.3437697887420654, "acc": 20.11, "f1": [ 0.3149605393409729, 0.2384614795446396, 0.16666659712791443, 0.17948710918426514, 0.08979585766792297, 0.15315312147140503, 0.12738847732543945, 0.07575751841068268, 0.14772722125053406, 0.2426777482032776, 0.018181798979640007, 0.09271517395973206, 0.1497325599193573, 0.08264458924531937, 0.09638547897338867, 0.10778438299894333, 0.15873010456562042, 0.3050846755504608, 0.20111726224422455, 0.1398600935935974, 0.4217686057090759, 0.3022221326828003, 0.17910441756248474, 0.3555554449558258, 0.4112902283668518, 0.13333328068256378, 0.04878043383359909, 0.07968121767044067, 0.2673795819282532, 0.16438350081443787, 0.19889496266841888, 0.12096769362688065, 0.11764701455831528, 0.23484840989112854, 0.0, 0.14857135713100433, 0.21568621695041656, 0.13157887756824493, 0.11973389238119125, 0.08403357863426208, 0.01960783451795578, 0.5113635063171387, 0.10416660457849503, 0.17857137322425842, 0.03738315775990486, 0.03252029046416283, 0.15624994039535522, 0.34482747316360474, 0.18478251993656158, 0.1898733526468277, 0.015999965369701385, 0.0745341032743454, 0.3496502637863159, 0.3482586145401001, 0.255999892950058, 0.02836875058710575, 0.3167419731616974, 0.23170723021030426, 0.15702472627162933, 0.15384608507156372, 0.48888877034187317, 0.28571417927742004, 0.3365383446216583, 0.24778753519058228, 0.08641968667507172, 0.09032251685857773, 0.017699090763926506, 0.1855669468641281, 0.4504503309726715, 0.3276835083961487, 0.326315701007843, 0.37623751163482666, 0.0561797209084034, 0.2347417026758194, 0.0873362123966217, 0.37692299485206604, 0.43049317598342896, 0.1197604313492775, 0.06289302557706833, 0.184738889336586, 0.011494201608002186, 0.06756751239299774, 0.3999999463558197, 0.13432830572128296, 0.08391603082418442, 0.2730157971382141, 0.324607253074646, 0.19393932819366455, 0.03658531606197357, 0.24999992549419403, 0.12030069530010223, 0.24761900305747986, 0.206060528755188, 0.1325300633907318, 0.2845849096775055, 0.40174663066864014, 0.20833326876163483, 0.1675977110862732, 0.016528895124793053, 0.19672125577926636 ], "time": 38.323787287808955, "param": null }, { "epoch": 6, "train_loss": 3.135455846786499, "val_loss": 3.292405843734741, "acc": 22.16, "f1": [ 0.41176459193229675, 0.30882343649864197, 0.180180162191391, 0.07874010503292084, 0.08092478662729263, 0.18269222974777222, 0.12244890630245209, 0.085470050573349, 0.13489732146263123, 0.34615373611450195, 0.057553909718990326, 0.0, 0.15053758025169373, 0.1558440923690796, 0.08588951081037521, 0.09230764210224152, 0.238805890083313, 0.29787227511405945, 0.25098028779029846, 0.1554403454065323, 0.4666665494441986, 0.31999990344047546, 0.15999992191791534, 0.47619038820266724, 0.4324323236942291, 0.08823523670434952, 0.05555550381541252, 0.04545450210571289, 0.3422052562236786, 0.19138747453689575, 0.3487543761730194, 0.11985015124082565, 0.10434778034687042, 0.20408159494400024, 0.20353974401950836, 0.04761900380253792, 0.23923437297344208, 0.16386552155017853, 0.08780481666326523, 0.20833326876163483, 0.16184966266155243, 0.5212119817733765, 0.11738144606351852, 0.13829779624938965, 0.0805368572473526, 0.04687495157122612, 0.14705875515937805, 0.36158180236816406, 0.25316447019577026, 0.28695645928382874, 0.018867909908294678, 0.13667422533035278, 0.5409834980964661, 0.2127659022808075, 0.27976182103157043, 0.019230758771300316, 0.36714968085289, 0.20909084379673004, 0.2531644403934479, 0.10071936994791031, 0.5939393043518066, 0.2531644403934479, 0.27777767181396484, 0.21014487743377686, 0.057553909718990326, 0.09022551029920578, 0.05952376127243042, 0.21428565680980682, 0.5681817531585693, 0.2820512056350708, 0.23170723021030426, 0.4239630401134491, 0.017093989998102188, 0.2790696918964386, 0.03149602562189102, 0.4873095452785492, 0.41379302740097046, 0.07352935522794724, 0.0869564637541771, 0.19999992847442627, 0.031745996326208115, 0.08450698852539062, 0.5147678852081299, 0.03809521719813347, 0.08391603082418442, 0.239436537027359, 0.35897424817085266, 0.19883038103580475, 0.039024341851472855, 0.26086950302124023, 0.09374994784593582, 0.34821417927742004, 0.19928821921348572, 0.12941168248653412, 0.38497641682624817, 0.3939392864704132, 0.15686269104480743, 0.1758241057395935, 0.10126575827598572, 0.19047611951828003 ], "time": 38.42795031424612, "param": null }, { "epoch": 7, "train_loss": 2.869065999984741, "val_loss": 3.0515847206115723, "acc": 24.45, "f1": [ 0.45197728276252747, 0.2999999523162842, 0.11475405097007751, 0.03636360913515091, 0.047244053333997726, 0.1812865287065506, 0.2741934657096863, 0.1379309892654419, 0.2066115140914917, 0.3576158285140991, 0.07446803152561188, 0.08450698852539062, 0.22105254232883453, 0.15853650867938995, 0.10526309907436371, 0.10256405174732208, 0.2345678210258484, 0.36815908551216125, 0.1655171811580658, 0.21301770210266113, 0.48192763328552246, 0.3523808717727661, 0.23529402911663055, 0.3625729978084564, 0.5238093733787537, 0.09459453821182251, 0.07291661202907562, 0.12107619643211365, 0.33548372983932495, 0.28742504119873047, 0.2820512354373932, 0.14953264594078064, 0.21126753091812134, 0.24516122043132782, 0.11594197899103165, 0.1546391248703003, 0.17751476168632507, 0.2129276990890503, 0.14285707473754883, 0.20714280009269714, 0.1885245442390442, 0.5073169469833374, 0.18905465304851532, 0.24390237033367157, 0.12322267889976501, 0.03305782005190849, 0.1655171811580658, 0.3783782720565796, 0.2702701985836029, 0.2649005651473999, 0.04137926548719406, 0.04733722656965256, 0.5588234066963196, 0.4365480840206146, 0.37563440203666687, 0.03149602562189102, 0.39148926734924316, 0.2345678210258484, 0.22173908352851868, 0.17449656128883362, 0.6280191540718079, 0.28742504119873047, 0.3558718264102936, 0.211055189371109, 0.03149602562189102, 0.0672268494963646, 0.09999993443489075, 0.24691346287727356, 0.5359999537467957, 0.36123335361480713, 0.05555552989244461, 0.4324323236942291, 0.07843131572008133, 0.30526304244995117, 0.07299264520406723, 0.43685999512672424, 0.4785274565219879, 0.1129031628370285, 0.10596020519733429, 0.24120594561100006, 0.015037554316222668, 0.13636359572410583, 0.5514401793479919, 0.14634139835834503, 0.12962956726551056, 0.30303022265434265, 0.3874998986721039, 0.23293164372444153, 0.07547163963317871, 0.2798353135585785, 0.1398600935935974, 0.3046357035636902, 0.2635658085346222, 0.1509433388710022, 0.4114284813404083, 0.4022345542907715, 0.17674411833286285, 0.22424235939979553, 0.05172409862279892, 0.1764705330133438 ], "time": 39.03976748418063, "param": null }, { "epoch": 8, "train_loss": 2.942384719848633, "val_loss": 3.182846784591675, "acc": 27.46, "f1": [ 0.49710968136787415, 0.3185184597969055, 0.22388052940368652, 0.12857137620449066, 0.1339712291955948, 0.24218744039535522, 0.2605363130569458, 0.24539868533611298, 0.22285708785057068, 0.45121943950653076, 0.0368097648024559, 0.06779656559228897, 0.2882882058620453, 0.20238088071346283, 0.19305014610290527, 0.1654134839773178, 0.2680411636829376, 0.4651161730289459, 0.2812499403953552, 0.24516120553016663, 0.5302324295043945, 0.4100417494773865, 0.22727267444133759, 0.39106133580207825, 0.5194803476333618, 0.193548321723938, 0.14399996399879456, 0.14364632964134216, 0.4387753903865814, 0.24113468825817108, 0.358024537563324, 0.19108274579048157, 0.2556390166282654, 0.31410250067710876, 0.17616572976112366, 0.16113737225532532, 0.2541435658931732, 0.19531244039535522, 0.1052631139755249, 0.2949307858943939, 0.2522521913051605, 0.5847951769828796, 0.1414140909910202, 0.22549012303352356, 0.15909084677696228, 0.06329108029603958, 0.13888882100582123, 0.48648640513420105, 0.370656281709671, 0.17886172235012054, 0.11224482953548431, 0.14379078149795532, 0.4733726978302002, 0.4150942265987396, 0.4186045527458191, 0.07352935522794724, 0.44970402121543884, 0.2870812714099884, 0.3113771378993988, 0.3113206624984741, 0.6124998927116394, 0.2901234030723572, 0.39325833320617676, 0.27138638496398926, 0.1207546591758728, 0.0, 0.10650883615016937, 0.2941175401210785, 0.6153844594955444, 0.3981899321079254, 0.15929199755191803, 0.37410059571266174, 0.09574461728334427, 0.317689448595047, 0.02836875058710575, 0.5301203727722168, 0.46527767181396484, 0.13100433349609375, 0.17796602845191956, 0.2431371659040451, 0.0838322788476944, 0.17910441756248474, 0.6268655061721802, 0.26056331396102905, 0.08411209285259247, 0.34482747316360474, 0.37426888942718506, 0.2399999350309372, 0.038461487740278244, 0.31034475564956665, 0.210526242852211, 0.35897427797317505, 0.2413792610168457, 0.16666659712791443, 0.5340908169746399, 0.42857131361961365, 0.1449274718761444, 0.2150537222623825, 0.12345672398805618, 0.2810809910297394 ], "time": 38.54248928371817, "param": null }, { "epoch": 9, "train_loss": 2.494391441345215, "val_loss": 3.1001665592193604, "acc": 26.47, "f1": [ 0.48684197664260864, 0.3496502637863159, 0.17021270096302032, 0.19230762124061584, 0.11049716919660568, 0.21428564190864563, 0.2570280432701111, 0.21428565680980682, 0.20987647771835327, 0.25116273760795593, 0.10958898812532425, 0.03305782005190849, 0.2176869958639145, 0.127999946475029, 0.20833326876163483, 0.14184391498565674, 0.21774189174175262, 0.330578476190567, 0.28104570508003235, 0.20731700956821442, 0.47499990463256836, 0.3584904372692108, 0.23776215314865112, 0.3981480300426483, 0.3945577144622803, 0.09009005129337311, 0.18439710140228271, 0.1754385232925415, 0.4210525155067444, 0.27322396636009216, 0.33333325386047363, 0.2288556545972824, 0.20814472436904907, 0.26872241497039795, 0.24324317276477814, 0.054054003208875656, 0.19491519033908844, 0.21428564190864563, 0.15068486332893372, 0.2748090922832489, 0.256410151720047, 0.5133689045906067, 0.18478251993656158, 0.3020133376121521, 0.08695648610591888, 0.13402055203914642, 0.19047613441944122, 0.35862061381340027, 0.3661970794200897, 0.30588221549987793, 0.13714279234409332, 0.08403357863426208, 0.5333332419395447, 0.45714274048805237, 0.3670884966850281, 0.03636360913515091, 0.3265305161476135, 0.29213473200798035, 0.2878786623477936, 0.17867431044578552, 0.6021503806114197, 0.33576634526252747, 0.46632111072540283, 0.3084111213684082, 0.1270717829465866, 0.11538457125425339, 0.1153845563530922, 0.3344946801662445, 0.5869563817977905, 0.36448585987091064, 0.2649005651473999, 0.4324323236942291, 0.12499994784593582, 0.33333322405815125, 0.13580238819122314, 0.5357141494750977, 0.22281163930892944, 0.09999993443489075, 0.08849553763866425, 0.1777777075767517, 0.10101005434989929, 0.20491798222064972, 0.5427508354187012, 0.2421524077653885, 0.05084741488099098, 0.3551400303840637, 0.2741115987300873, 0.28925609588623047, 0.08433729410171509, 0.2702701687812805, 0.19259251654148102, 0.34181809425354004, 0.23529402911663055, 0.18497103452682495, 0.4710423946380615, 0.4459458291530609, 0.2710621953010559, 0.2244897186756134, 0.10958898812532425, 0.22535203397274017 ], "time": 38.596339954063296, "param": null }, { "epoch": 10, "train_loss": 2.5001204013824463, "val_loss": 3.017806053161621, "acc": 31.15, "f1": [ 0.53987717628479, 0.3982299864292145, 0.16666659712791443, 0.13235288858413696, 0.12676051259040833, 0.23478256165981293, 0.31168824434280396, 0.2956520915031433, 0.2837836742401123, 0.4210525453090668, 0.11688306927680969, 0.14062495529651642, 0.22047236561775208, 0.24691346287727356, 0.22680403292179108, 0.2436974197626114, 0.3576158285140991, 0.42580634355545044, 0.36144572496414185, 0.2485874742269516, 0.5876776576042175, 0.39189180731773376, 0.26041656732559204, 0.4957263767719269, 0.5138338804244995, 0.20987647771835327, 0.20276491343975067, 0.22360244393348694, 0.41592907905578613, 0.26666656136512756, 0.33939382433891296, 0.24472565948963165, 0.19047611951828003, 0.3166022300720215, 0.15662643313407898, 0.16460900008678436, 0.2645913362503052, 0.1985815018415451, 0.14399996399879456, 0.36065563559532166, 0.318471223115921, 0.522222101688385, 0.20512813329696655, 0.30662015080451965, 0.15999993681907654, 0.17757000029087067, 0.2393161654472351, 0.46445485949516296, 0.4692735970020294, 0.3363635540008545, 0.1339712291955948, 0.24580998718738556, 0.5319147706031799, 0.5267488360404968, 0.3693692684173584, 0.031007712706923485, 0.45405393838882446, 0.292035311460495, 0.39490434527397156, 0.22619038820266724, 0.5925924181938171, 0.4269661605358124, 0.4148934781551361, 0.34254133701324463, 0.09999993443489075, 0.07751933485269547, 0.10404618829488754, 0.19696961343288422, 0.6532661318778992, 0.462633341550827, 0.42727261781692505, 0.484615296125412, 0.13541659712791443, 0.3295879364013672, 0.1379309743642807, 0.5767440795898438, 0.5609754920005798, 0.1818181276321411, 0.23036640882492065, 0.27433618903160095, 0.12121205776929855, 0.18867918848991394, 0.5821594595909119, 0.2580644190311432, 0.1395348459482193, 0.4239630401134491, 0.3489931523799896, 0.2965516448020935, 0.15706801414489746, 0.28289467096328735, 0.2048192024230957, 0.41573023796081543, 0.16216209530830383, 0.15909084677696228, 0.5221238136291504, 0.4405285120010376, 0.22093015909194946, 0.30819666385650635, 0.07894731312990189, 0.22330091893672943 ], "time": 38.943694398738444, "param": null }, { "epoch": 11, "train_loss": 2.4297308921813965, "val_loss": 2.839203119277954, "acc": 31.21, "f1": [ 0.447368323802948, 0.3868851959705353, 0.19999991357326508, 0.03418800234794617, 0.16417907178401947, 0.2784809470176697, 0.28104570508003235, 0.30456843972206116, 0.35833320021629333, 0.39160826802253723, 0.14084503054618835, 0.15053758025169373, 0.30232545733451843, 0.2937062084674835, 0.20779213309288025, 0.1916166990995407, 0.33333322405815125, 0.36601296067237854, 0.3444443643093109, 0.24203814566135406, 0.5999999046325684, 0.430107444524765, 0.31325289607048035, 0.5240174531936646, 0.5504586100578308, 0.1985815018415451, 0.20858889818191528, 0.21296289563179016, 0.4662575423717499, 0.2941175401210785, 0.3783782720565796, 0.24630534648895264, 0.2923975884914398, 0.3609755337238312, 0.1862744688987732, 0.12631572782993317, 0.28402355313301086, 0.18439710140228271, 0.2021275758743286, 0.37777766585350037, 0.3129250705242157, 0.5714284181594849, 0.22222216427326202, 0.29166659712791443, 0.05673753470182419, 0.13559317588806152, 0.1548386514186859, 0.4203820824623108, 0.42207783460617065, 0.4145076870918274, 0.11340199410915375, 0.22222213447093964, 0.592920184135437, 0.48507454991340637, 0.4588233530521393, 0.05925920605659485, 0.44194743037223816, 0.31284910440444946, 0.36809808015823364, 0.24742262065410614, 0.6698563694953918, 0.40740731358528137, 0.4186045527458191, 0.3670884966850281, 0.10169485956430435, 0.188888818025589, 0.15853650867938995, 0.3478259742259979, 0.601625919342041, 0.5517240166664124, 0.4301074147224426, 0.5700933337211609, 0.1257142275571823, 0.38775497674942017, 0.13714279234409332, 0.5901637673377991, 0.5499998331069946, 0.13636358082294464, 0.17699109017848969, 0.23225797712802887, 0.13017743825912476, 0.18009470403194427, 0.6404492855072021, 0.24418595433235168, 0.17283941805362701, 0.4295300841331482, 0.3884296715259552, 0.28358203172683716, 0.17872333526611328, 0.34751760959625244, 0.18532812595367432, 0.44444432854652405, 0.13157887756824493, 0.15894033014774323, 0.4626864492893219, 0.43720918893814087, 0.09448814392089844, 0.24778753519058228, 0.1671641319990158, 0.2541435658931732 ], "time": 39.032657289877534, "param": null }, { "epoch": 12, "train_loss": 2.0563302040100098, "val_loss": 2.937997817993164, "acc": 31.87, "f1": [ 0.5588234066963196, 0.44976064562797546, 0.23204411566257477, 0.211320698261261, 0.11363628506660461, 0.2971886694431305, 0.3917524814605713, 0.3515150547027588, 0.256410151720047, 0.4266665279865265, 0.06837603449821472, 0.1556885540485382, 0.29245272278785706, 0.2399999350309372, 0.24727267026901245, 0.2091502547264099, 0.36180898547172546, 0.40677958726882935, 0.3111110329627991, 0.18978095054626465, 0.5999998450279236, 0.3851850926876068, 0.27472516894340515, 0.45283007621765137, 0.6183573603630066, 0.2840908169746399, 0.1931033730506897, 0.2598869204521179, 0.5145629644393921, 0.31506839394569397, 0.34862375259399414, 0.2399999350309372, 0.26341456174850464, 0.34042540192604065, 0.21886786818504333, 0.2229507565498352, 0.26153838634490967, 0.19259251654148102, 0.19787980616092682, 0.46913567185401917, 0.30232545733451843, 0.5514017343521118, 0.23958325386047363, 0.275229275226593, 0.19736838340759277, 0.16666659712791443, 0.24472565948963165, 0.41414129734039307, 0.4861876964569092, 0.38095229864120483, 0.16049376130104065, 0.25339359045028687, 0.4606059193611145, 0.5741626024246216, 0.41610726714134216, 0.12459011375904083, 0.49999988079071045, 0.2574256360530853, 0.32061055302619934, 0.24418595433235168, 0.715083658695221, 0.3708608150482178, 0.4302324652671814, 0.31168824434280396, 0.08791202306747437, 0.15584410727024078, 0.15999993681907654, 0.30864188075065613, 0.6555553674697876, 0.4608694612979889, 0.38222211599349976, 0.5084744691848755, 0.1357465535402298, 0.3398057222366333, 0.19753079116344452, 0.5904760956764221, 0.3725489675998688, 0.16931210458278656, 0.14705875515937805, 0.2682925760746002, 0.14285710453987122, 0.22093015909194946, 0.6570047736167908, 0.3493974804878235, 0.1398600935935974, 0.4795917272567749, 0.33333322405815125, 0.27272722125053406, 0.1927710473537445, 0.3148147463798523, 0.2347417026758194, 0.45054933428764343, 0.26395928859710693, 0.17333325743675232, 0.48872166872024536, 0.4093022048473358, 0.25301194190979004, 0.31623923778533936, 0.06504061073064804, 0.17391298711299896 ], "time": 38.92798238899559, "param": null }, { "epoch": 13, "train_loss": 1.971980094909668, "val_loss": 3.005223274230957, "acc": 30.83, "f1": [ 0.5299144387245178, 0.39676105976104736, 0.11678826063871384, 0.1811320185661316, 0.1258740872144699, 0.32835814356803894, 0.32804223895072937, 0.3308822214603424, 0.30158719420433044, 0.4088396728038788, 0.06249995529651642, 0.19999992847442627, 0.2999999225139618, 0.19459453225135803, 0.24489790201187134, 0.19480513036251068, 0.28402361273765564, 0.43999987840652466, 0.32888880372047424, 0.23255808651447296, 0.5560164451599121, 0.41732272505760193, 0.2345678210258484, 0.36879420280456543, 0.5180721879005432, 0.20689648389816284, 0.1725887656211853, 0.18784524500370026, 0.43382343649864197, 0.33333322405815125, 0.3904108703136444, 0.210526242852211, 0.2656249403953552, 0.3237409293651581, 0.21428564190864563, 0.19138747453689575, 0.15873010456562042, 0.2010049670934677, 0.2127659022808075, 0.4585364758968353, 0.30357134342193604, 0.4794006645679474, 0.24186037480831146, 0.28571420907974243, 0.17105256021022797, 0.18749994039535522, 0.2333332598209381, 0.3874998986721039, 0.3999998867511749, 0.3253011107444763, 0.08955218642950058, 0.2553190290927887, 0.6086955666542053, 0.49261072278022766, 0.4432430863380432, 0.06802716106176376, 0.40277767181396484, 0.2909089922904968, 0.4417177140712738, 0.2731706500053406, 0.6455695033073425, 0.40384599566459656, 0.45833322405815125, 0.33492809534072876, 0.15730330348014832, 0.062111746519804, 0.161943256855011, 0.24060142040252686, 0.547770619392395, 0.42727261781692505, 0.33576634526252747, 0.3537413775920868, 0.1194029152393341, 0.24358965456485748, 0.19047611951828003, 0.6285713315010071, 0.5939393043518066, 0.16853927075862885, 0.10958898812532425, 0.1951218843460083, 0.1759999543428421, 0.23350247740745544, 0.5953487157821655, 0.2433861643075943, 0.18823520839214325, 0.48598119616508484, 0.36241599917411804, 0.29553258419036865, 0.13333331048488617, 0.3129251003265381, 0.21301770210266113, 0.497041255235672, 0.24598921835422516, 0.18009470403194427, 0.4870847761631012, 0.323943555355072, 0.2333332598209381, 0.2559240758419037, 0.13095231354236603, 0.2999999225139618 ], "time": 38.66788766998798, "param": null }, { "epoch": 14, "train_loss": 1.8962308168411255, "val_loss": 2.956629753112793, "acc": 31.86, "f1": [ 0.561576247215271, 0.411984920501709, 0.2240663468837738, 0.10447756201028824, 0.12499994039535522, 0.29665064811706543, 0.2649005651473999, 0.2571427822113037, 0.28813549876213074, 0.42857128381729126, 0.10606056451797485, 0.19199994206428528, 0.3421051502227783, 0.22222213447093964, 0.1240309551358223, 0.22907482087612152, 0.32124343514442444, 0.41967207193374634, 0.33777767419815063, 0.20689648389816284, 0.6521738171577454, 0.40641695261001587, 0.28268545866012573, 0.5128204226493835, 0.5806450843811035, 0.29702961444854736, 0.20869559049606323, 0.21789877116680145, 0.37154141068458557, 0.29951682686805725, 0.37209296226501465, 0.2592591345310211, 0.26373615860939026, 0.3047617971897125, 0.2844826877117157, 0.10191076993942261, 0.31325289607048035, 0.24793381989002228, 0.20087330043315887, 0.3899998664855957, 0.30468741059303284, 0.6187844276428223, 0.19219215214252472, 0.32258057594299316, 0.212290421128273, 0.1333332657814026, 0.20987647771835327, 0.40659332275390625, 0.5534589886665344, 0.36559128761291504, 0.16417904198169708, 0.2269502729177475, 0.5999999046325684, 0.5224488377571106, 0.4016392230987549, 0.07317067682743073, 0.47513800859451294, 0.2482757866382599, 0.4210525155067444, 0.2763635516166687, 0.7083331942558289, 0.40490788221359253, 0.44976064562797546, 0.3473052978515625, 0.1142856627702713, 0.13991764187812805, 0.13414627313613892, 0.27338120341300964, 0.6249998807907104, 0.49999988079071045, 0.34782594442367554, 0.5454544425010681, 0.1442307084798813, 0.3232322335243225, 0.1965317279100418, 0.6338796615600586, 0.6153844594955444, 0.10837431997060776, 0.14598533511161804, 0.21978014707565308, 0.05925920605659485, 0.09999995678663254, 0.6145831942558289, 0.19999991357326508, 0.15624994039535522, 0.4279834032058716, 0.35023030638694763, 0.2545453608036041, 0.15294109284877777, 0.32183900475502014, 0.28054288029670715, 0.4507041275501251, 0.22377613186836243, 0.19841262698173523, 0.5922329425811768, 0.4191615581512451, 0.09448814392089844, 0.23469382524490356, 0.19480513036251068, 0.28112441301345825 ], "time": 38.954180468805134, "param": null }, { "epoch": 15, "train_loss": 1.625285267829895, "val_loss": 3.1232941150665283, "acc": 32.38, "f1": [ 0.596858561038971, 0.43999987840652466, 0.2244897186756134, 0.228260800242424, 0.24472565948963165, 0.2790696918964386, 0.21874991059303284, 0.29032251238822937, 0.3440859317779541, 0.4432988464832306, 0.17117109894752502, 0.22314044833183289, 0.275229275226593, 0.16901402175426483, 0.16993455588817596, 0.251428484916687, 0.351351261138916, 0.4519229531288147, 0.3170730471611023, 0.2794759273529053, 0.5911948084831238, 0.4573989808559418, 0.29189181327819824, 0.46025097370147705, 0.553571343421936, 0.24409443140029907, 0.25301194190979004, 0.23478256165981293, 0.4688993990421295, 0.358024537563324, 0.36792439222335815, 0.3186812400817871, 0.23776215314865112, 0.3510637581348419, 0.29850736260414124, 0.07518791407346725, 0.2966100871562958, 0.20809243619441986, 0.1836734265089035, 0.34523800015449524, 0.31372541189193726, 0.6097559928894043, 0.22907482087612152, 0.2389935851097107, 0.09999993443489075, 0.12371128052473068, 0.25112098455429077, 0.44651150703430176, 0.5189871788024902, 0.3873516917228699, 0.123287633061409, 0.20289847254753113, 0.5358850359916687, 0.5052630305290222, 0.4161849021911621, 0.09777770936489105, 0.44578301906585693, 0.34513264894485474, 0.3826086223125458, 0.3053434193134308, 0.6896550059318542, 0.36956506967544556, 0.38053086400032043, 0.32131141424179077, 0.10837431997060776, 0.12499994784593582, 0.12244893610477448, 0.31999990344047546, 0.6019416451454163, 0.46096643805503845, 0.3499998450279236, 0.49011847376823425, 0.12676052749156952, 0.3370785415172577, 0.18248169124126434, 0.5999999046325684, 0.6170212030410767, 0.1423947662115097, 0.19209031760692596, 0.2705313265323639, 0.1449274718761444, 0.19999992847442627, 0.6296295523643494, 0.3225805461406708, 0.17708326876163483, 0.3754265010356903, 0.3977271616458893, 0.3692306876182556, 0.1142856702208519, 0.33802807331085205, 0.19108274579048157, 0.4278606176376343, 0.20689649879932404, 0.19736838340759277, 0.5675674080848694, 0.45859864354133606, 0.2843136191368103, 0.28965505957603455, 0.13483139872550964, 0.32369929552078247 ], "time": 38.98122019227594, "param": null }, { "epoch": 16, "train_loss": 1.2659443616867065, "val_loss": 3.369711399078369, "acc": 32.39, "f1": [ 0.6249998807907104, 0.4313724637031555, 0.2384614795446396, 0.1798941045999527, 0.16744180023670197, 0.23188398778438568, 0.39378228783607483, 0.32579174637794495, 0.32558128237724304, 0.3822524845600128, 0.11976040154695511, 0.27777767181396484, 0.299465149641037, 0.2555064857006073, 0.21722839772701263, 0.1916166990995407, 0.3714284896850586, 0.376623272895813, 0.2784809470176697, 0.1773398518562317, 0.5402297377586365, 0.45871543884277344, 0.2236841470003128, 0.5086703896522522, 0.5164833664894104, 0.23923437297344208, 0.2769230008125305, 0.19251330196857452, 0.3225805461406708, 0.351351261138916, 0.36046499013900757, 0.26993855834007263, 0.2548261880874634, 0.346320241689682, 0.22360241413116455, 0.2436547577381134, 0.31535258889198303, 0.1869158148765564, 0.1481480747461319, 0.48684197664260864, 0.265682578086853, 0.5742572546005249, 0.24999995529651642, 0.31046923995018005, 0.1648350954055786, 0.194871723651886, 0.18497103452682495, 0.467661589384079, 0.5423727631568909, 0.1951218694448471, 0.15686267614364624, 0.2652328908443451, 0.49999988079071045, 0.5213268995285034, 0.5148513317108154, 0.13103441894054413, 0.40692633390426636, 0.2815532982349396, 0.4223601520061493, 0.2843136191368103, 0.6422017216682434, 0.4255318343639374, 0.3959389626979828, 0.36809808015823364, 0.1554403454065323, 0.18536579608917236, 0.18604643642902374, 0.22499993443489075, 0.6448596715927124, 0.5163933038711548, 0.33121007680892944, 0.5714284777641296, 0.13861380517482758, 0.38738730549812317, 0.19289332628250122, 0.5892856121063232, 0.531468391418457, 0.17616572976112366, 0.18181811273097992, 0.20118334889411926, 0.10256402939558029, 0.25301194190979004, 0.6596857309341431, 0.2909089922904968, 0.19875767827033997, 0.4744184911251068, 0.40490788221359253, 0.28723397850990295, 0.15873010456562042, 0.27118635177612305, 0.26116830110549927, 0.3529411256313324, 0.24277448654174805, 0.14285707473754883, 0.6078430414199829, 0.4577113389968872, 0.26794248819351196, 0.33333325386047363, 0.08264458924531937, 0.3314284682273865 ], "time": 38.97817034367472, "param": null }, { "epoch": 17, "train_loss": 1.1258355379104614, "val_loss": 3.226574420928955, "acc": 32.56, "f1": [ 0.603351891040802, 0.4409447908401489, 0.272401362657547, 0.12745091319084167, 0.1810344010591507, 0.2345678210258484, 0.35978829860687256, 0.29850736260414124, 0.29139062762260437, 0.3957218527793884, 0.1126759946346283, 0.19230762124061584, 0.3406592309474945, 0.2758620083332062, 0.1793721318244934, 0.19178076088428497, 0.3803679943084717, 0.4756755530834198, 0.2976743280887604, 0.23414628207683563, 0.5644170045852661, 0.4827585518360138, 0.32911381125450134, 0.44137921929359436, 0.5628139972686768, 0.28260859847068787, 0.23529404401779175, 0.1703469455242157, 0.4756755530834198, 0.29702961444854736, 0.3489360511302948, 0.1866666078567505, 0.28235283493995667, 0.335570365190506, 0.2758619785308838, 0.08333327621221542, 0.29126206040382385, 0.24675315618515015, 0.1777777075767517, 0.3599999248981476, 0.33939382433891296, 0.5416665077209473, 0.26666659116744995, 0.31372541189193726, 0.20138882100582123, 0.193548321723938, 0.25490185618400574, 0.4030417203903198, 0.47435885667800903, 0.4154588282108307, 0.18348616361618042, 0.20553353428840637, 0.4914284646511078, 0.543859601020813, 0.41975298523902893, 0.11111105978488922, 0.4018690288066864, 0.33939382433891296, 0.38095226883888245, 0.29473674297332764, 0.6853931546211243, 0.4431816637516022, 0.4766837954521179, 0.37499991059303284, 0.17560969293117523, 0.19999994337558746, 0.16406241059303284, 0.21951214969158173, 0.6499997973442078, 0.5654449462890625, 0.3741934299468994, 0.48837199807167053, 0.10569099336862564, 0.40394076704978943, 0.21686740219593048, 0.6144576668739319, 0.46601933240890503, 0.17674411833286285, 0.1162789985537529, 0.2719297707080841, 0.1938774734735489, 0.2647058069705963, 0.6249998807907104, 0.32258057594299316, 0.11594197899103165, 0.39301300048828125, 0.4072396755218506, 0.3980098366737366, 0.15894033014774323, 0.2424241602420807, 0.2782607972621918, 0.39215677976608276, 0.17931029200553894, 0.16888882219791412, 0.5849055051803589, 0.41346144676208496, 0.2938387989997864, 0.31818172335624695, 0.2061854749917984, 0.2976189851760864 ], "time": 39.147353081963956, "param": null }, { "epoch": 18, "train_loss": 1.1054564714431763, "val_loss": 3.507145404815674, "acc": 33.11, "f1": [ 0.5846152901649475, 0.44848471879959106, 0.23204411566257477, 0.19931264221668243, 0.10370365530252457, 0.24999989569187164, 0.28054288029670715, 0.36144572496414185, 0.33333322405815125, 0.4095236659049988, 0.12380944937467575, 0.17391297221183777, 0.2723403573036194, 0.2672064006328583, 0.18633535504341125, 0.22680403292179108, 0.31304338574409485, 0.4414413571357727, 0.3583814203739166, 0.23076917231082916, 0.6744184494018555, 0.4884791076183319, 0.28571420907974243, 0.4431816637516022, 0.5955554842948914, 0.2795697748661041, 0.20792071521282196, 0.1656804084777832, 0.4538460373878479, 0.3592813014984131, 0.4016735553741455, 0.2603549063205719, 0.2482757866382599, 0.3694266378879547, 0.2713567018508911, 0.2386830598115921, 0.2895622253417969, 0.246575266122818, 0.1909089982509613, 0.5227271318435669, 0.2786068916320801, 0.603550136089325, 0.19875767827033997, 0.3314284682273865, 0.24844713509082794, 0.1379309892654419, 0.22321420907974243, 0.3999999463558197, 0.492890864610672, 0.40174663066864014, 0.20095685124397278, 0.2888887822628021, 0.566523551940918, 0.5357142090797424, 0.3129250705242157, 0.07650267332792282, 0.44970402121543884, 0.30057793855667114, 0.36129021644592285, 0.31034475564956665, 0.6043955087661743, 0.3018867075443268, 0.430107444524765, 0.31050220131874084, 0.19157081842422485, 0.1773398518562317, 0.18834073841571808, 0.22377613186836243, 0.5747125148773193, 0.5654449462890625, 0.35616424679756165, 0.3803679943084717, 0.0898875743150711, 0.320441871881485, 0.23188398778438568, 0.6631577014923096, 0.5882351994514465, 0.15999992191791534, 0.19047611951828003, 0.34389129281044006, 0.17218537628650665, 0.28846150636672974, 0.6285713315010071, 0.32978713512420654, 0.20125779509544373, 0.44221094250679016, 0.4170615077018738, 0.3487543761730194, 0.20487797260284424, 0.33333319425582886, 0.2901553809642792, 0.4699452221393585, 0.23030294477939606, 0.17948710918426514, 0.5911328792572021, 0.4385963976383209, 0.2758619785308838, 0.3111110329627991, 0.18848159909248352, 0.38541653752326965 ], "time": 38.965631135739386, "param": null }, { "epoch": 19, "train_loss": 0.8710959553718567, "val_loss": 3.585873603820801, "acc": 32.7, "f1": [ 0.6242773532867432, 0.4111497402191162, 0.1759999394416809, 0.15151509642601013, 0.12598420679569244, 0.30541861057281494, 0.32799988985061646, 0.32183900475502014, 0.3675675094127655, 0.378109335899353, 0.1951218843460083, 0.2444443702697754, 0.39999985694885254, 0.22292988002300262, 0.23770485818386078, 0.22727267444133759, 0.3703702688217163, 0.5384615063667297, 0.23809516429901123, 0.23175960779190063, 0.6634145379066467, 0.5048542022705078, 0.2774565517902374, 0.5133689045906067, 0.5447153449058533, 0.19580411911010742, 0.2571427822113037, 0.16842098534107208, 0.3426293730735779, 0.35502949357032776, 0.32432422041893005, 0.21774189174175262, 0.22105254232883453, 0.3402060866355896, 0.26041656732559204, 0.16666659712791443, 0.25396814942359924, 0.228571355342865, 0.19753079116344452, 0.524590015411377, 0.2583025097846985, 0.6048778891563416, 0.30150744318962097, 0.29139065742492676, 0.20553353428840637, 0.10389603674411774, 0.18749992549419403, 0.4772725999355316, 0.4596272110939026, 0.4629628360271454, 0.16149060428142548, 0.2620086967945099, 0.49999988079071045, 0.4999999403953552, 0.4125559628009796, 0.04109584540128708, 0.45161280035972595, 0.26666656136512756, 0.3037973642349243, 0.2580644488334656, 0.715083658695221, 0.382978618144989, 0.43555545806884766, 0.3502824008464813, 0.11904755234718323, 0.1290322244167328, 0.12499994784593582, 0.3068180978298187, 0.666666567325592, 0.4444443881511688, 0.37499991059303284, 0.5157893896102905, 0.1343872994184494, 0.3598325252532959, 0.1836734265089035, 0.5741626024246216, 0.6067414879798889, 0.1101694256067276, 0.09090903401374817, 0.2710842788219452, 0.20553353428840637, 0.11475405097007751, 0.5408161878585815, 0.3542855978012085, 0.16304342448711395, 0.4090907871723175, 0.44943806529045105, 0.3803679943084717, 0.12765952944755554, 0.30337071418762207, 0.30526304244995117, 0.488262802362442, 0.2062779664993286, 0.14379078149795532, 0.6521738171577454, 0.43269219994544983, 0.20588228106498718, 0.32195112109184265, 0.16216209530830383, 0.2545453608036041 ], "time": 38.22973975818604, "param": null }, { "epoch": 20, "train_loss": 0.7567184567451477, "val_loss": 3.662932872772217, "acc": 32.85, "f1": [ 0.5643563270568848, 0.4526748061180115, 0.20930226147174835, 0.179775208234787, 0.1862744390964508, 0.32599109411239624, 0.3959389626979828, 0.329268217086792, 0.3088234066963196, 0.41052618622779846, 0.2202642410993576, 0.21468918025493622, 0.3439999520778656, 0.309278279542923, 0.22222214937210083, 0.26399993896484375, 0.37999987602233887, 0.4432988464832306, 0.2695651352405548, 0.2571427524089813, 0.6169153451919556, 0.3953487277030945, 0.32369929552078247, 0.43243229389190674, 0.5394189953804016, 0.22549012303352356, 0.20175431668758392, 0.18905465304851532, 0.4712642431259155, 0.26600977778434753, 0.3720929026603699, 0.26900574564933777, 0.21447715163230896, 0.35744670033454895, 0.2424241602420807, 0.20087330043315887, 0.31896543502807617, 0.19999994337558746, 0.12499993294477463, 0.43678146600723267, 0.2959640622138977, 0.5903612971305847, 0.2366863340139389, 0.33463025093078613, 0.17674411833286285, 0.15204671025276184, 0.24539868533611298, 0.45161277055740356, 0.46874985098838806, 0.331707239151001, 0.23255808651447296, 0.2803029716014862, 0.543859601020813, 0.5354329943656921, 0.3583814203739166, 0.12068960070610046, 0.40490788221359253, 0.30270257592201233, 0.4727271497249603, 0.2312137931585312, 0.5925925374031067, 0.3832334280014038, 0.33783775568008423, 0.36046499013900757, 0.1639343649148941, 0.10526309907436371, 0.20930226147174835, 0.33962252736091614, 0.6120217442512512, 0.5102038979530334, 0.42063480615615845, 0.4573170244693756, 0.13725486397743225, 0.36018943786621094, 0.24489787220954895, 0.612716555595398, 0.5840706825256348, 0.11049716919660568, 0.11834313720464706, 0.30208322405815125, 0.10666660219430923, 0.23463678359985352, 0.6179773807525635, 0.23129244148731232, 0.22115376591682434, 0.4408600926399231, 0.44808733463287354, 0.436893105506897, 0.14634142816066742, 0.3529410660266876, 0.29743579030036926, 0.3565216362476349, 0.1846153289079666, 0.19999992847442627, 0.5599998831748962, 0.45685264468193054, 0.3025209605693817, 0.2891565263271332, 0.10256403684616089, 0.14285707473754883 ], "time": 38.991748908534646, "param": null }, { "epoch": 21, "train_loss": 0.6265379190444946, "val_loss": 3.8594396114349365, "acc": 31.81, "f1": [ 0.569696843624115, 0.41884803771972656, 0.23346298933029175, 0.1694914698600769, 0.1748633086681366, 0.251428484916687, 0.3313608467578888, 0.19178076088428497, 0.3510637581348419, 0.3999998867511749, 0.16091948747634888, 0.16279064118862152, 0.28272244334220886, 0.22499993443489075, 0.24516120553016663, 0.23744283616542816, 0.3249998986721039, 0.5513511896133423, 0.25870639085769653, 0.23469379544258118, 0.5680471658706665, 0.47899147868156433, 0.3636362552642822, 0.5434780716896057, 0.558139443397522, 0.2758619785308838, 0.23611101508140564, 0.21224483847618103, 0.43781083822250366, 0.29268285632133484, 0.3703702986240387, 0.21828904747962952, 0.21319790184497833, 0.3295453190803528, 0.22666659951210022, 0.22018341720104218, 0.24637670814990997, 0.20408158004283905, 0.15525108575820923, 0.3917524814605713, 0.36458322405815125, 0.49999988079071045, 0.21686740219593048, 0.2716048061847687, 0.13333329558372498, 0.17647051811218262, 0.19480513036251068, 0.4799998700618744, 0.4717947542667389, 0.3630135953426361, 0.194871723651886, 0.2723003923892975, 0.5482624769210815, 0.5978259444236755, 0.40394076704978943, 0.1072554737329483, 0.42352932691574097, 0.32402223348617554, 0.38392844796180725, 0.25116273760795593, 0.6206895709037781, 0.4133332371711731, 0.40796008706092834, 0.3495144844055176, 0.15062755346298218, 0.16974163055419922, 0.28806576132774353, 0.17449656128883362, 0.6666665077209473, 0.5161288380622864, 0.3803277909755707, 0.44827574491500854, 0.12060294300317764, 0.3178807199001312, 0.1965811401605606, 0.5813952684402466, 0.603550136089325, 0.1290322095155716, 0.15151509642601013, 0.23280414938926697, 0.09790203720331192, 0.23166018724441528, 0.5868262648582458, 0.28571417927742004, 0.1799999475479126, 0.42156851291656494, 0.42528724670410156, 0.2780747711658478, 0.17910441756248474, 0.2938387989997864, 0.24793381989002228, 0.45581385493278503, 0.14193542301654816, 0.18487389385700226, 0.5925924181938171, 0.4311925768852234, 0.2898550033569336, 0.33492809534072876, 0.10606056451797485, 0.26881712675094604 ], "time": 38.9841142417863, "param": null }, { "epoch": 22, "train_loss": 0.5103275775909424, "val_loss": 4.193690776824951, "acc": 30.61, "f1": [ 0.5714284777641296, 0.3389829397201538, 0.2208588421344757, 0.12499994784593582, 0.17670676112174988, 0.262711763381958, 0.36904752254486084, 0.3272726535797119, 0.28363627195358276, 0.4306218922138214, 0.16853927075862885, 0.20689648389816284, 0.29213473200798035, 0.14634139835834503, 0.2378377616405487, 0.16593880951404572, 0.3440859317779541, 0.36585354804992676, 0.28947362303733826, 0.23204411566257477, 0.6467065215110779, 0.4341636300086975, 0.3636362850666046, 0.3999998867511749, 0.5098037719726562, 0.22916659712791443, 0.24161066114902496, 0.14479632675647736, 0.43265292048454285, 0.31638407707214355, 0.3942306339740753, 0.2810809910297394, 0.26900574564933777, 0.36123335361480713, 0.27350419759750366, 0.16080394387245178, 0.26666659116744995, 0.22222216427326202, 0.16961124539375305, 0.4163264036178589, 0.26666656136512756, 0.5228214263916016, 0.21874994039535522, 0.2588233947753906, 0.15899574756622314, 0.1742737889289856, 0.21862342953681946, 0.4245808720588684, 0.46511611342430115, 0.33532923460006714, 0.1556885540485382, 0.275229275226593, 0.486772358417511, 0.5514401793479919, 0.34980979561805725, 0.12182734906673431, 0.3630135953426361, 0.27083322405815125, 0.4108106791973114, 0.2413792610168457, 0.631578803062439, 0.4043714702129364, 0.4827585518360138, 0.26984119415283203, 0.12030071020126343, 0.15116271376609802, 0.2269502878189087, 0.28402355313301086, 0.6352940201759338, 0.48205116391181946, 0.34558814764022827, 0.4232803285121918, 0.047618988901376724, 0.2807016372680664, 0.19999992847442627, 0.5268816351890564, 0.5662649273872375, 0.10738249123096466, 0.14126387238502502, 0.26881712675094604, 0.1405404806137085, 0.2783881723880768, 0.5714285373687744, 0.2959640622138977, 0.17624516785144806, 0.35051536560058594, 0.358024537563324, 0.3489931523799896, 0.17142853140830994, 0.3018867075443268, 0.228260800242424, 0.41666656732559204, 0.27083322405815125, 0.20920497179031372, 0.5384613871574402, 0.3797467350959778, 0.1970442682504654, 0.26254817843437195, 0.22105254232883453, 0.24083760380744934 ], "time": 38.36970342043787, "param": null }, { "epoch": 23, "train_loss": 0.49382421374320984, "val_loss": 4.065345764160156, "acc": 32.7, "f1": [ 0.6594592928886414, 0.4253392219543457, 0.26244333386421204, 0.1546391248703003, 0.17610056698322296, 0.2576685845851898, 0.3225805461406708, 0.38341957330703735, 0.31275710463523865, 0.3580785095691681, 0.17085421085357666, 0.2191779911518097, 0.29126206040382385, 0.24390238523483276, 0.2295081466436386, 0.22471901774406433, 0.3316061198711395, 0.44571414589881897, 0.2830187678337097, 0.26881712675094604, 0.6502462029457092, 0.4427480101585388, 0.31304338574409485, 0.44670039415359497, 0.6008967757225037, 0.24166658520698547, 0.2774565517902374, 0.14213192462921143, 0.4519229531288147, 0.3496502637863159, 0.3775508999824524, 0.22222216427326202, 0.33333322405815125, 0.2786068916320801, 0.2870369255542755, 0.16289585828781128, 0.3529410660266876, 0.23350247740745544, 0.2121211588382721, 0.48275846242904663, 0.29585790634155273, 0.56043940782547, 0.26666656136512756, 0.24999988079071045, 0.1556885540485382, 0.14772720634937286, 0.15384607017040253, 0.44791656732559204, 0.4705880880355835, 0.36633655428886414, 0.15023468434810638, 0.24390237033367157, 0.5217390656471252, 0.5321887135505676, 0.4129031002521515, 0.11224482953548431, 0.4401912987232208, 0.2699999213218689, 0.3098590672016144, 0.19459453225135803, 0.6695650219917297, 0.3894736170768738, 0.4366810917854309, 0.3892616331577301, 0.13333328068256378, 0.18390797078609467, 0.1647939532995224, 0.22619038820266724, 0.6266093254089355, 0.5454544425010681, 0.41628947854042053, 0.3803679943084717, 0.1391303837299347, 0.3190660774707794, 0.19047611951828003, 0.5194803476333618, 0.6132074594497681, 0.13065321743488312, 0.19791658222675323, 0.33476385474205017, 0.12173906713724136, 0.18947362899780273, 0.6532661318778992, 0.37179476022720337, 0.20408155024051666, 0.3911438286304474, 0.43636354804039, 0.37499991059303284, 0.15827332437038422, 0.32365134358406067, 0.18934904038906097, 0.49999988079071045, 0.18867918848991394, 0.19607838988304138, 0.5913977026939392, 0.47953203320503235, 0.2589927315711975, 0.2695034444332123, 0.15277770161628723, 0.29896897077560425 ], "time": 38.13416310213506, "param": null }, { "epoch": 24, "train_loss": 0.408446729183197, "val_loss": 4.125231742858887, "acc": 32.45, "f1": [ 0.5499998927116394, 0.44444429874420166, 0.23809516429901123, 0.1395348161458969, 0.14723920822143555, 0.30456843972206116, 0.3756905198097229, 0.32584258913993835, 0.33548372983932495, 0.45263150334358215, 0.1785714030265808, 0.10958898812532425, 0.3070538640022278, 0.22393816709518433, 0.17808210849761963, 0.2456139326095581, 0.3039999008178711, 0.4606740176677704, 0.2374998927116394, 0.2522521913051605, 0.6590906977653503, 0.49612393975257874, 0.3169810175895691, 0.49350637197494507, 0.5654449462890625, 0.28742504119873047, 0.28571417927742004, 0.12565438449382782, 0.48387083411216736, 0.3557691276073456, 0.30120474100112915, 0.18867920339107513, 0.23280414938926697, 0.336633563041687, 0.2883720099925995, 0.18548381328582764, 0.3707316219806671, 0.22222216427326202, 0.1548386514186859, 0.39826828241348267, 0.3018867075443268, 0.5747125148773193, 0.2531644403934479, 0.34513264894485474, 0.17808210849761963, 0.11510787159204483, 0.22317588329315186, 0.5240640044212341, 0.4177214205265045, 0.46009382605552673, 0.14285708963871002, 0.21917803585529327, 0.5284972786903381, 0.5876776576042175, 0.43715834617614746, 0.12260530889034271, 0.42790690064430237, 0.2820512056350708, 0.41818171739578247, 0.27160486578941345, 0.6880732178688049, 0.4262293577194214, 0.46391740441322327, 0.3186812400817871, 0.1357465535402298, 0.19999992847442627, 0.20833326876163483, 0.21794864535331726, 0.5527637004852295, 0.543859601020813, 0.35146433115005493, 0.4567900002002716, 0.07048451155424118, 0.25870639085769653, 0.23041465878486633, 0.45833322405815125, 0.5549131631851196, 0.19138747453689575, 0.10958898812532425, 0.24999989569187164, 0.11842100322246552, 0.2659573554992676, 0.6146787405014038, 0.38135582208633423, 0.17518241703510284, 0.47761180996894836, 0.32846707105636597, 0.3699420988559723, 0.18292675912380219, 0.25961530208587646, 0.30051806569099426, 0.35254231095314026, 0.24580998718738556, 0.16666661202907562, 0.5741626024246216, 0.3647798001766205, 0.23076915740966797, 0.26086947321891785, 0.13333328068256378, 0.2236841470003128 ], "time": 38.941596956923604, "param": null }, { "epoch": 25, "train_loss": 0.290210098028183, "val_loss": 4.130988597869873, "acc": 32.01, "f1": [ 0.5942855477333069, 0.3923443853855133, 0.2597401440143585, 0.16888882219791412, 0.1916166990995407, 0.2674417495727539, 0.3493449091911316, 0.3367346227169037, 0.27615058422088623, 0.4120602011680603, 0.22680403292179108, 0.21198150515556335, 0.24277448654174805, 0.1951218843460083, 0.20359279215335846, 0.18300646543502808, 0.36842095851898193, 0.49999988079071045, 0.3097344636917114, 0.239999920129776, 0.613065242767334, 0.42647048830986023, 0.3636362552642822, 0.5114502906799316, 0.5698922872543335, 0.22929932177066803, 0.2673795819282532, 0.17511513829231262, 0.4864863455295563, 0.3267325758934021, 0.4086955785751343, 0.2716048061847687, 0.24999991059303284, 0.3047617971897125, 0.2775118350982666, 0.16666661202907562, 0.24615375697612762, 0.1559632420539856, 0.19323663413524628, 0.3707864284515381, 0.3670884966850281, 0.5825241804122925, 0.25396817922592163, 0.26262614130973816, 0.18378373980522156, 0.21999992430210114, 0.15023468434810638, 0.48809507489204407, 0.43946176767349243, 0.33333325386047363, 0.15730330348014832, 0.21118006110191345, 0.5198236703872681, 0.5410627126693726, 0.3710406422615051, 0.14516125619411469, 0.4550263583660126, 0.31067952513694763, 0.3923075795173645, 0.24584710597991943, 0.5255473256111145, 0.429447740316391, 0.4146340489387512, 0.32584258913993835, 0.1752987504005432, 0.13496926426887512, 0.19841262698173523, 0.21621614694595337, 0.6777776479721069, 0.5420559644699097, 0.282828152179718, 0.3878786563873291, 0.16091948747634888, 0.3478260338306427, 0.1546391248703003, 0.5583332777023315, 0.6451612114906311, 0.10884349048137665, 0.13991764187812805, 0.33333322405815125, 0.1914892941713333, 0.27615058422088623, 0.6445496082305908, 0.27118635177612305, 0.16049376130104065, 0.4150942265987396, 0.4034333825111389, 0.3387977182865143, 0.17721515893936157, 0.31355923414230347, 0.23859642446041107, 0.49710968136787415, 0.2529643774032593, 0.21459220349788666, 0.612244725227356, 0.3776223063468933, 0.22666659951210022, 0.26341456174850464, 0.16239310801029205, 0.25301194190979004 ], "time": 38.90560464095324, "param": null }, { "epoch": 26, "train_loss": 0.3123987913131714, "val_loss": 4.247677803039551, "acc": 32.65, "f1": [ 0.5390623807907104, 0.4194755554199219, 0.16417904198169708, 0.16999994218349457, 0.20494693517684937, 0.22377613186836243, 0.3499998450279236, 0.2681563198566437, 0.3157894015312195, 0.45238080620765686, 0.2202642410993576, 0.19827578961849213, 0.37373724579811096, 0.2909089922904968, 0.25555548071861267, 0.2524271011352539, 0.3265305161476135, 0.48888877034187317, 0.319248765707016, 0.24390235543251038, 0.5714285373687744, 0.4590162932872772, 0.255813866853714, 0.49999988079071045, 0.6391751170158386, 0.19867542386054993, 0.20289850234985352, 0.1325300633907318, 0.45814967155456543, 0.3370785713195801, 0.35193121433258057, 0.33502528071403503, 0.22929932177066803, 0.35390937328338623, 0.27433618903160095, 0.19626161456108093, 0.30303019285202026, 0.2127659022808075, 0.1545064002275467, 0.4278606176376343, 0.3101603388786316, 0.6063828468322754, 0.27705615758895874, 0.2741115987300873, 0.13173647224903107, 0.2115383893251419, 0.2176164984703064, 0.429447740316391, 0.47761180996894836, 0.4174756109714508, 0.1951218843460083, 0.21705421805381775, 0.4897957742214203, 0.5898616909980774, 0.3383083641529083, 0.11111104488372803, 0.43749985098838806, 0.26455017924308777, 0.390243798494339, 0.27799221873283386, 0.6740330457687378, 0.40677958726882935, 0.4387753903865814, 0.3096773326396942, 0.14529910683631897, 0.12578611075878143, 0.21587297320365906, 0.2995593845844269, 0.630302906036377, 0.48484835028648376, 0.35023030638694763, 0.3882351815700531, 0.11111105233430862, 0.2898550033569336, 0.18181811273097992, 0.6113988757133484, 0.6346153020858765, 0.10606056451797485, 0.13114747405052185, 0.2477063536643982, 0.18285706639289856, 0.32584258913993835, 0.6666665077209473, 0.31372541189193726, 0.16267937421798706, 0.42051267623901367, 0.40975597500801086, 0.37305691838264465, 0.16216209530830383, 0.2790696620941162, 0.2424241602420807, 0.47393354773521423, 0.19083963334560394, 0.17283941805362701, 0.5781989693641663, 0.47190994024276733, 0.3693692684173584, 0.28571417927742004, 0.13274329900741577, 0.30456843972206116 ], "time": 39.04197483230382, "param": null }, { "epoch": 27, "train_loss": 0.38493356108665466, "val_loss": 3.900078058242798, "acc": 31.82, "f1": [ 0.5271317362785339, 0.4041449725627899, 0.25125616788864136, 0.13173647224903107, 0.12080531567335129, 0.3419688045978546, 0.36129021644592285, 0.3354036211967468, 0.3552630543708801, 0.40329205989837646, 0.1156068742275238, 0.14173223078250885, 0.4262293577194214, 0.25301194190979004, 0.23030294477939606, 0.19565211236476898, 0.2523658573627472, 0.4835163354873657, 0.3069306015968323, 0.2761903405189514, 0.629441499710083, 0.46632111072540283, 0.28358203172683716, 0.38888880610466003, 0.5786800384521484, 0.19259251654148102, 0.23391805589199066, 0.16363631188869476, 0.42857134342193604, 0.32911381125450134, 0.3586955666542053, 0.2025315761566162, 0.23715409636497498, 0.3495144844055176, 0.16058386862277985, 0.18090447783470154, 0.24501419067382812, 0.1818181276321411, 0.05714280158281326, 0.419580340385437, 0.2820512354373932, 0.630302906036377, 0.19847320020198822, 0.33466124534606934, 0.14574894309043884, 0.1862744390964508, 0.21561333537101746, 0.4025973081588745, 0.4699452221393585, 0.45914387702941895, 0.1818181276321411, 0.22916659712791443, 0.48484838008880615, 0.5073169469833374, 0.4307691156864166, 0.14659680426120758, 0.3670884966850281, 0.28440356254577637, 0.19672124087810516, 0.3076922297477722, 0.6999998688697815, 0.387096643447876, 0.4120602011680603, 0.3064514994621277, 0.14655166864395142, 0.1843002885580063, 0.19801974296569824, 0.2436547577381134, 0.6292133331298828, 0.5479451417922974, 0.3636362552642822, 0.47169798612594604, 0.10332097858190536, 0.30939218401908875, 0.17801040410995483, 0.5543476939201355, 0.5575219988822937, 0.1379309743642807, 0.1414140909910202, 0.15151509642601013, 0.17391297221183777, 0.2783504128456116, 0.6167399883270264, 0.2762430012226105, 0.17054256796836853, 0.4812833070755005, 0.3540668785572052, 0.322274774312973, 0.15714280307292938, 0.37777766585350037, 0.26900574564933777, 0.5092591643333435, 0.2526314854621887, 0.20192298293113708, 0.5352111458778381, 0.4245808720588684, 0.29107969999313354, 0.2330826371908188, 0.11827950179576874, 0.2999999225139618 ], "time": 38.24016553442925, "param": null }, { "epoch": 28, "train_loss": 0.30987417697906494, "val_loss": 4.0967302322387695, "acc": 32.28, "f1": [ 0.5764704942703247, 0.4210525155067444, 0.24691346287727356, 0.09459453821182251, 0.20512814819812775, 0.3168315887451172, 0.31999990344047546, 0.38150280714035034, 0.32911381125450134, 0.491227924823761, 0.14285707473754883, 0.18784524500370026, 0.31410250067710876, 0.2560974657535553, 0.1754385381937027, 0.23809516429901123, 0.3820223808288574, 0.43171796202659607, 0.32231393456459045, 0.20930226147174835, 0.5739129781723022, 0.42352932691574097, 0.3557691276073456, 0.4122805893421173, 0.5614033341407776, 0.1898733526468277, 0.21929818391799927, 0.2117646485567093, 0.44444432854652405, 0.33720916509628296, 0.4377681314945221, 0.24324317276477814, 0.35897424817085266, 0.28676459193229675, 0.2588233947753906, 0.18749994039535522, 0.35416656732559204, 0.20491798222064972, 0.20408158004283905, 0.43518510460853577, 0.32222211360931396, 0.5999999046325684, 0.25092241168022156, 0.2658958435058594, 0.1449274867773056, 0.12121205031871796, 0.1558440923690796, 0.4918031394481659, 0.4811319410800934, 0.24999992549419403, 0.17204295098781586, 0.1909089982509613, 0.5314008593559265, 0.4938269853591919, 0.3525640070438385, 0.1229049563407898, 0.43150678277015686, 0.27218925952911377, 0.3563217520713806, 0.24107137322425842, 0.6810343265533447, 0.4631577730178833, 0.4154588282108307, 0.35064926743507385, 0.08737857639789581, 0.1405404806137085, 0.18713442981243134, 0.28187909722328186, 0.6249998807907104, 0.5030673146247864, 0.35467973351478577, 0.5302324295043945, 0.06451607495546341, 0.2948717176914215, 0.1818181276321411, 0.5609754920005798, 0.5769228935241699, 0.14746539294719696, 0.14765094220638275, 0.264317125082016, 0.15525108575820923, 0.21645015478134155, 0.587155818939209, 0.36820071935653687, 0.20960691571235657, 0.44444432854652405, 0.31818172335624695, 0.36619704961776733, 0.19672124087810516, 0.3565216362476349, 0.20920497179031372, 0.46231144666671753, 0.23696675896644592, 0.21621613204479218, 0.6052629947662354, 0.45595842599868774, 0.3469386696815491, 0.28181809186935425, 0.18497103452682495, 0.3043477237224579 ], "time": 38.26520488969982, "param": null }, { "epoch": 29, "train_loss": 0.41538628935813904, "val_loss": 3.949296712875366, "acc": 33.06, "f1": [ 0.6451612114906311, 0.36649200320243835, 0.3090128004550934, 0.2094240039587021, 0.19736838340759277, 0.26666656136512756, 0.3406592309474945, 0.3313608467578888, 0.3167419731616974, 0.45555540919303894, 0.19767434895038605, 0.16149060428142548, 0.3084111213684082, 0.30337071418762207, 0.25112098455429077, 0.21463409066200256, 0.31901830434799194, 0.4469272196292877, 0.24761897325515747, 0.213483065366745, 0.6113536357879639, 0.4594593644142151, 0.3537413775920868, 0.4108106791973114, 0.5810053944587708, 0.2820512056350708, 0.2622949779033661, 0.1731601059436798, 0.4192138612270355, 0.33333319425582886, 0.3636362552642822, 0.28571417927742004, 0.278787761926651, 0.28571417927742004, 0.280898779630661, 0.17142851650714874, 0.36190465092658997, 0.14364632964134216, 0.15833325684070587, 0.3999998867511749, 0.326315701007843, 0.5799998641014099, 0.22102418541908264, 0.27755096554756165, 0.12322267889976501, 0.2061854749917984, 0.2741115987300873, 0.46829259395599365, 0.4731181561946869, 0.32978713512420654, 0.193548321723938, 0.19480513036251068, 0.4615383446216583, 0.5555553436279297, 0.4433496594429016, 0.1081080436706543, 0.4230768084526062, 0.32222211360931396, 0.47190994024276733, 0.27343741059303284, 0.6764704585075378, 0.45871543884277344, 0.42352932691574097, 0.3350784480571747, 0.15044242143630981, 0.14432983100414276, 0.22999992966651917, 0.309859037399292, 0.6249998807907104, 0.5225224494934082, 0.38053086400032043, 0.47999995946884155, 0.05181341618299484, 0.3269961178302765, 0.14606735110282898, 0.6499998569488525, 0.6017698049545288, 0.19780214130878448, 0.15310998260974884, 0.21319790184497833, 0.18055549263954163, 0.2643677294254303, 0.619999885559082, 0.29139062762260437, 0.19047614932060242, 0.47953203320503235, 0.3793102502822876, 0.37692299485206604, 0.23157887160778046, 0.32432422041893005, 0.2756182849407196, 0.48044681549072266, 0.24489787220954895, 0.08888882398605347, 0.6111109852790833, 0.4413144290447235, 0.2870369255542755, 0.2612611949443817, 0.12499994784593582, 0.31034475564956665 ], "time": 39.048993742093444, "param": null }, { "epoch": 30, "train_loss": 0.29189518094062805, "val_loss": 4.491424560546875, "acc": 32.61, "f1": [ 0.5851062536239624, 0.3740456998348236, 0.22222213447093964, 0.1501975655555725, 0.19095470011234283, 0.2513660192489624, 0.33333322405815125, 0.3647797703742981, 0.28571420907974243, 0.3760683238506317, 0.23463678359985352, 0.14772720634937286, 0.3350784480571747, 0.2105262726545334, 0.22093015909194946, 0.18055549263954163, 0.3251230716705322, 0.47398826479911804, 0.29197075963020325, 0.23350247740745544, 0.6349205374717712, 0.4745761752128601, 0.30630621314048767, 0.4180789887905121, 0.6048778891563416, 0.1503758728504181, 0.24186037480831146, 0.22115376591682434, 0.4269661605358124, 0.255999892950058, 0.4269661605358124, 0.2765956223011017, 0.24186037480831146, 0.317689448595047, 0.20645155012607574, 0.16744180023670197, 0.28260859847068787, 0.17117109894752502, 0.1499999314546585, 0.436893105506897, 0.292035311460495, 0.5517240166664124, 0.2815532982349396, 0.30270257592201233, 0.20571422576904297, 0.18032780289649963, 0.18072283267974854, 0.44280433654785156, 0.4756755530834198, 0.42857131361961365, 0.16901402175426483, 0.2690582275390625, 0.4979918897151947, 0.574585497379303, 0.467661589384079, 0.1073170155286789, 0.4678361415863037, 0.3277309536933899, 0.4222221076488495, 0.23958325386047363, 0.7010307908058167, 0.4645159840583801, 0.34722214937210083, 0.3168315887451172, 0.16799992322921753, 0.1509433388710022, 0.1951218843460083, 0.2181817591190338, 0.645502507686615, 0.5471696853637695, 0.3195265531539917, 0.4324323236942291, 0.12173906713724136, 0.3041473925113678, 0.19459453225135803, 0.6344084739685059, 0.6380951404571533, 0.12244893610477448, 0.20792071521282196, 0.26153838634490967, 0.14285708963871002, 0.21834053099155426, 0.616278886795044, 0.33333322405815125, 0.19540224969387054, 0.4292236268520355, 0.40358731150627136, 0.3464565873146057, 0.1792452037334442, 0.267147958278656, 0.27303746342658997, 0.5074625611305237, 0.21917803585529327, 0.18811874091625214, 0.5936071872711182, 0.4509802758693695, 0.20289847254753113, 0.3398057222366333, 0.18823520839214325, 0.3277309536933899 ], "time": 39.241182026453316, "param": null }, { "epoch": 31, "train_loss": 0.32527974247932434, "val_loss": 4.149345874786377, "acc": 32.64, "f1": [ 0.629441499710083, 0.446808397769928, 0.23414628207683563, 0.16883111000061035, 0.22222213447093964, 0.2938774824142456, 0.27218925952911377, 0.3419688045978546, 0.28455275297164917, 0.39543718099594116, 0.2173912227153778, 0.23188398778438568, 0.32804223895072937, 0.25906726717948914, 0.24761897325515747, 0.2366863340139389, 0.30331745743751526, 0.4594593644142151, 0.22115376591682434, 0.22099439799785614, 0.602620005607605, 0.40975597500801086, 0.29743579030036926, 0.35532984137535095, 0.6633164882659912, 0.2536584436893463, 0.2424241453409195, 0.20091316103935242, 0.49019595980644226, 0.32335323095321655, 0.39795905351638794, 0.2243901938199997, 0.33121007680892944, 0.31914886832237244, 0.26206886768341064, 0.20202013850212097, 0.2844826877117157, 0.1940927654504776, 0.14379078149795532, 0.39111098647117615, 0.36686381697654724, 0.5917158722877502, 0.24999991059303284, 0.31147530674934387, 0.1731601059436798, 0.22535204887390137, 0.18064509332180023, 0.4302324652671814, 0.45833322405815125, 0.42687737941741943, 0.17616572976112366, 0.2622949779033661, 0.5632652044296265, 0.4914284646511078, 0.38356152176856995, 0.11834313720464706, 0.5136610269546509, 0.25906726717948914, 0.3483870029449463, 0.21468918025493622, 0.6666665077209473, 0.4951455295085907, 0.4588233530521393, 0.35955044627189636, 0.15757569670677185, 0.18497103452682495, 0.14107878506183624, 0.30270257592201233, 0.653658390045166, 0.5142855644226074, 0.3431951701641083, 0.35294109582901, 0.09478667378425598, 0.37446799874305725, 0.23809516429901123, 0.5874997973442078, 0.5837318897247314, 0.13846148550510406, 0.1547987163066864, 0.30541861057281494, 0.13407814502716064, 0.29523801803588867, 0.5731706023216248, 0.2797201871871948, 0.18320603668689728, 0.4242423474788666, 0.32490962743759155, 0.33884286880493164, 0.18292675912380219, 0.28688517212867737, 0.2272726446390152, 0.4788731336593628, 0.15384609997272491, 0.1734103411436081, 0.6267279982566833, 0.46739116311073303, 0.2138364166021347, 0.2774565517902374, 0.15300540626049042, 0.2980768382549286 ], "time": 39.19908334687352, "param": null }, { "epoch": 32, "train_loss": 0.3715587556362152, "val_loss": 4.124422550201416, "acc": 32.93, "f1": [ 0.631578803062439, 0.42857131361961365, 0.2999999225139618, 0.17948710918426514, 0.2204081267118454, 0.28571420907974243, 0.34254133701324463, 0.3317534327507019, 0.26515141129493713, 0.4670657217502594, 0.13333328068256378, 0.17117109894752502, 0.33599987626075745, 0.26728102564811707, 0.2173912227153778, 0.20689648389816284, 0.35582810640335083, 0.49214646220207214, 0.3084576427936554, 0.22831043601036072, 0.6222221255302429, 0.4745761454105377, 0.3186812400817871, 0.3999999165534973, 0.5744680166244507, 0.23904375731945038, 0.2105262577533722, 0.2105262577533722, 0.5423727631568909, 0.32051271200180054, 0.4108526110649109, 0.278787761926651, 0.2673795819282532, 0.2983424663543701, 0.2436974197626114, 0.1361255943775177, 0.28571417927742004, 0.19607838988304138, 0.10891082137823105, 0.4688993990421295, 0.29585790634155273, 0.644067645072937, 0.18749992549419403, 0.3083699643611908, 0.13333329558372498, 0.15730330348014832, 0.19999994337558746, 0.4158414602279663, 0.4201679825782776, 0.4277455508708954, 0.2673795819282532, 0.265682578086853, 0.4799998998641968, 0.5573769211769104, 0.4313724637031555, 0.12941168248653412, 0.4810125231742859, 0.34920626878738403, 0.4218749403953552, 0.33333322405815125, 0.711340069770813, 0.4578312039375305, 0.4873095452785492, 0.2873562276363373, 0.11111105233430862, 0.18181811273097992, 0.21323524415493011, 0.29677411913871765, 0.6171427369117737, 0.6057141423225403, 0.368663489818573, 0.5546217560768127, 0.0869564563035965, 0.3882351815700531, 0.15584410727024078, 0.5887848734855652, 0.5838507413864136, 0.12565438449382782, 0.17054256796836853, 0.21118006110191345, 0.17283941805362701, 0.23272719979286194, 0.6513760089874268, 0.29197070002555847, 0.15873010456562042, 0.376623272895813, 0.4023667275905609, 0.32804223895072937, 0.228571355342865, 0.3050846457481384, 0.25490185618400574, 0.5048542022705078, 0.2821575999259949, 0.210526242852211, 0.596684992313385, 0.43438899517059326, 0.21192045509815216, 0.2739725410938263, 0.18705029785633087, 0.25570768117904663 ], "time": 39.25159250386059, "param": null }, { "epoch": 33, "train_loss": 0.32492130994796753, "val_loss": 4.107155799865723, "acc": 31.33, "f1": [ 0.595959484577179, 0.36559128761291504, 0.20512813329696655, 0.10256403684616089, 0.17511513829231262, 0.2597402036190033, 0.3141360282897949, 0.3299999237060547, 0.2753622531890869, 0.38961026072502136, 0.2116401493549347, 0.22680403292179108, 0.32031241059303284, 0.24175815284252167, 0.22321420907974243, 0.2762430012226105, 0.336633563041687, 0.3976607024669647, 0.25570768117904663, 0.2176164984703064, 0.5989303588867188, 0.4380951225757599, 0.32298123836517334, 0.36241599917411804, 0.5666665434837341, 0.180851012468338, 0.24657529592514038, 0.1257142275571823, 0.4561401903629303, 0.274914026260376, 0.3348836302757263, 0.2603549063205719, 0.21126753091812134, 0.3352600038051605, 0.18404902517795563, 0.20408155024051666, 0.3459458649158478, 0.20175431668758392, 0.18333326280117035, 0.4201679825782776, 0.3152708411216736, 0.5607475638389587, 0.2073170244693756, 0.27091625332832336, 0.16279062628746033, 0.1361255943775177, 0.1509433388710022, 0.5168538093566895, 0.452830046415329, 0.3354036211967468, 0.18279562890529633, 0.2780747711658478, 0.5339804887771606, 0.5549736618995667, 0.42253509163856506, 0.14049580693244934, 0.4835163354873657, 0.3058822751045227, 0.38461530208587646, 0.2763635516166687, 0.6666665077209473, 0.4177214205265045, 0.38095223903656006, 0.40394076704978943, 0.10256403684616089, 0.18025743961334229, 0.16915416717529297, 0.2258063703775406, 0.6488887667655945, 0.5743588209152222, 0.27999988198280334, 0.5137613415718079, 0.04790413752198219, 0.3144652843475342, 0.19827578961849213, 0.5683058500289917, 0.6586824655532837, 0.20111726224422455, 0.14399996399879456, 0.264317125082016, 0.13736258447170258, 0.24242417514324188, 0.619999885559082, 0.30303019285202026, 0.19767434895038605, 0.44339612126350403, 0.3976607024669647, 0.327868789434433, 0.14399996399879456, 0.2790696620941162, 0.239999920129776, 0.4632767140865326, 0.2018347978591919, 0.14213192462921143, 0.5837836861610413, 0.41758227348327637, 0.210526242852211, 0.2433861643075943, 0.18536579608917236, 0.3097344636917114 ], "time": 39.27524559479207, "param": null }, { "epoch": 34, "train_loss": 0.3599186837673187, "val_loss": 4.173374176025391, "acc": 32.64, "f1": [ 0.49710968136787415, 0.45197728276252747, 0.1914892941713333, 0.14778319001197815, 0.1818181276321411, 0.3208555281162262, 0.32291656732559204, 0.24516120553016663, 0.3167419731616974, 0.4324323236942291, 0.2212388664484024, 0.22797919809818268, 0.38392844796180725, 0.2869197428226471, 0.2173912674188614, 0.2488478720188141, 0.34615373611450195, 0.4835163354873657, 0.18055549263954163, 0.1932772397994995, 0.5971562266349792, 0.5133689045906067, 0.29714274406433105, 0.33333325386047363, 0.5354329943656921, 0.18390797078609467, 0.18652844429016113, 0.17511513829231262, 0.4756755530834198, 0.32142847776412964, 0.3351350426673889, 0.2702701687812805, 0.29885047674179077, 0.32369929552078247, 0.26666656136512756, 0.18502195179462433, 0.35602086782455444, 0.18497103452682495, 0.17730490863323212, 0.40517228841781616, 0.34554967284202576, 0.5610858201980591, 0.20512813329696655, 0.27488142251968384, 0.13888882100582123, 0.15189866721630096, 0.20792071521282196, 0.4897957742214203, 0.5274723768234253, 0.32195112109184265, 0.18315012753009796, 0.2922373414039612, 0.502564013004303, 0.5606693625450134, 0.3999998867511749, 0.10389603674411774, 0.45405393838882446, 0.25961530208587646, 0.4023667275905609, 0.239999920129776, 0.778846025466919, 0.4487178325653076, 0.47619035840034485, 0.2992125153541565, 0.11224482953548431, 0.1866665780544281, 0.1584157794713974, 0.33333322405815125, 0.6519335508346558, 0.6169153451919556, 0.3783782124519348, 0.4868912696838379, 0.06451606005430222, 0.3417084515094757, 0.22352932393550873, 0.6046509742736816, 0.6810809373855591, 0.12871280312538147, 0.12612608075141907, 0.28426387906074524, 0.15853650867938995, 0.21428564190864563, 0.6236557960510254, 0.2933332622051239, 0.19433192908763885, 0.41346144676208496, 0.35820886492729187, 0.3617020547389984, 0.23673462867736816, 0.32258057594299316, 0.2524271011352539, 0.47826072573661804, 0.21118006110191345, 0.21301770210266113, 0.49429649114608765, 0.3926939368247986, 0.24836592376232147, 0.33497530221939087, 0.18009470403194427, 0.36448585987091064 ], "time": 39.144055139273405, "param": null }, { "epoch": 35, "train_loss": 0.35409459471702576, "val_loss": 3.926992416381836, "acc": 32.23, "f1": [ 0.6153844594955444, 0.36842095851898193, 0.2430938482284546, 0.046511583030223846, 0.1990049034357071, 0.23809516429901123, 0.32584258913993835, 0.3168315887451172, 0.3354036211967468, 0.4516127407550812, 0.20325198769569397, 0.19318175315856934, 0.29107969999313354, 0.2857142388820648, 0.28846150636672974, 0.253807008266449, 0.3231440484523773, 0.358024537563324, 0.27118635177612305, 0.22222214937210083, 0.554216742515564, 0.48936155438423157, 0.31428563594818115, 0.4729062616825104, 0.5806450843811035, 0.25316449999809265, 0.31325289607048035, 0.13124994933605194, 0.4912279546260834, 0.25165554881095886, 0.2962961792945862, 0.2181817591190338, 0.2959182858467102, 0.30769217014312744, 0.2797201871871948, 0.11158791184425354, 0.24836592376232147, 0.1754385381937027, 0.09580832719802856, 0.4302324652671814, 0.26160329580307007, 0.5569619536399841, 0.2891565263271332, 0.28571420907974243, 0.2046510875225067, 0.17085421085357666, 0.2212388664484024, 0.45197728276252747, 0.5108694434165955, 0.27631568908691406, 0.1965811401605606, 0.28440356254577637, 0.4974091649055481, 0.5170730352401733, 0.3394494354724884, 0.12048187851905823, 0.4615383446216583, 0.3803679943084717, 0.38596484065055847, 0.3482586145401001, 0.6837605237960815, 0.4705880880355835, 0.47004595398902893, 0.3443707227706909, 0.11764698475599289, 0.16748763620853424, 0.20487797260284424, 0.24999992549419403, 0.6422017216682434, 0.5192306637763977, 0.3431951701641083, 0.5057470798492432, 0.09876536577939987, 0.33720916509628296, 0.24418595433235168, 0.57297283411026, 0.6153843998908997, 0.18181811273097992, 0.10404618829488754, 0.2736841142177582, 0.2021275758743286, 0.2735848128795624, 0.5833332538604736, 0.37499991059303284, 0.19540224969387054, 0.38022807240486145, 0.35862061381340027, 0.33976826071739197, 0.09937881678342819, 0.2547169029712677, 0.20155030488967896, 0.3178293704986572, 0.23115570843219757, 0.19047613441944122, 0.5638765096664429, 0.4717947542667389, 0.23841053247451782, 0.28440356254577637, 0.13095231354236603, 0.32298123836517334 ], "time": 39.12798082455993, "param": null }, { "epoch": 36, "train_loss": 0.3002995550632477, "val_loss": 3.8945138454437256, "acc": 32.16, "f1": [ 0.5939393043518066, 0.39130425453186035, 0.13186806440353394, 0.1181817501783371, 0.1916166990995407, 0.18487386405467987, 0.31168824434280396, 0.32335323095321655, 0.31372541189193726, 0.44221094250679016, 0.15555550158023834, 0.18260863423347473, 0.2935778796672821, 0.24870456755161285, 0.22314044833183289, 0.23376618325710297, 0.37668150663375854, 0.41711217164993286, 0.27649760246276855, 0.23728805780410767, 0.6432158946990967, 0.5070421695709229, 0.323809415102005, 0.4835163354873657, 0.5139663219451904, 0.15714280307292938, 0.294820636510849, 0.20134222507476807, 0.42162150144577026, 0.36158180236816406, 0.33816415071487427, 0.26717549562454224, 0.22346359491348267, 0.35398221015930176, 0.25116273760795593, 0.21904754638671875, 0.26666656136512756, 0.21016943454742432, 0.13265299797058105, 0.4712642431259155, 0.2758619785308838, 0.5599998831748962, 0.255999892950058, 0.2999999225139618, 0.1799999475479126, 0.1704544872045517, 0.13197962939739227, 0.47560960054397583, 0.48333320021629333, 0.30487796664237976, 0.21839071810245514, 0.26717549562454224, 0.5087717771530151, 0.5670101642608643, 0.41840997338294983, 0.11578940600156784, 0.44571414589881897, 0.32584258913993835, 0.3431371748447418, 0.2771083414554596, 0.6184208989143372, 0.43333321809768677, 0.43930622935295105, 0.3354036211967468, 0.16037730872631073, 0.2181817591190338, 0.19620247185230255, 0.31901830434799194, 0.6700506210327148, 0.5312498211860657, 0.3383083641529083, 0.4969695806503296, 0.10091736167669296, 0.3364485204219818, 0.11188805103302002, 0.5596328973770142, 0.6078430414199829, 0.13173647224903107, 0.12182734906673431, 0.22797919809818268, 0.1921396702528, 0.28426387906074524, 0.575916051864624, 0.28415289521217346, 0.16901402175426483, 0.45714274048805237, 0.3628690838813782, 0.36363622546195984, 0.1395348161458969, 0.2655600905418396, 0.2914571762084961, 0.4774192273616791, 0.22222214937210083, 0.21505369246006012, 0.6210525035858154, 0.45132729411125183, 0.3304346799850464, 0.28699544072151184, 0.1754385381937027, 0.30769217014312744 ], "time": 39.2460963409394, "param": null }, { "epoch": 37, "train_loss": 0.36376187205314636, "val_loss": 3.907716989517212, "acc": 32.59, "f1": [ 0.6285713315010071, 0.4301074147224426, 0.18604643642902374, 0.1307188868522644, 0.19999994337558746, 0.2991451919078827, 0.35643553733825684, 0.34579432010650635, 0.3300969898700714, 0.40624988079071045, 0.1990049034357071, 0.13245026767253876, 0.33451950550079346, 0.25095051527023315, 0.22222214937210083, 0.251428484916687, 0.35294109582901, 0.4408600926399231, 0.208791121840477, 0.23111103475093842, 0.592920184135437, 0.44444435834884644, 0.3362830877304077, 0.4418603479862213, 0.5674417018890381, 0.20909084379673004, 0.21686740219593048, 0.20289847254753113, 0.4102563261985779, 0.34482747316360474, 0.34042540192604065, 0.2941175401210785, 0.2749999165534973, 0.32234421372413635, 0.2543351650238037, 0.1410255879163742, 0.2999999225139618, 0.21186435222625732, 0.18404902517795563, 0.4574466943740845, 0.2893615961074829, 0.5523808598518372, 0.21965309977531433, 0.25675666332244873, 0.18032780289649963, 0.14772720634937286, 0.20382159948349, 0.4566209018230438, 0.46739116311073303, 0.368663489818573, 0.23391805589199066, 0.22459883987903595, 0.4924621880054474, 0.5123152136802673, 0.3879309296607971, 0.08888882398605347, 0.4729062616825104, 0.2987011969089508, 0.4186045527458191, 0.2792791724205017, 0.6896550059318542, 0.47715723514556885, 0.40485823154449463, 0.3552630543708801, 0.15028895437717438, 0.1759258508682251, 0.1481480747461319, 0.2147650271654129, 0.7292816042900085, 0.45814967155456543, 0.3101603388786316, 0.5444443225860596, 0.11518317461013794, 0.3824700117111206, 0.21794864535331726, 0.5647057294845581, 0.5255972146987915, 0.19913412630558014, 0.14864858984947205, 0.24277448654174805, 0.19999995827674866, 0.22598862648010254, 0.48739489912986755, 0.2780747711658478, 0.1777777224779129, 0.4140968322753906, 0.37349388003349304, 0.3178293704986572, 0.1445782482624054, 0.34449753165245056, 0.27428561449050903, 0.38888880610466003, 0.21686740219593048, 0.20238088071346283, 0.5560973882675171, 0.4180789887905121, 0.2980768382549286, 0.29107969999313354, 0.1909089982509613, 0.321428507566452 ], "time": 38.28743622265756, "param": null }, { "epoch": 38, "train_loss": 0.3478279411792755, "val_loss": 4.183749198913574, "acc": 32.44, "f1": [ 0.5833332538604736, 0.47398826479911804, 0.236453115940094, 0.1546391248703003, 0.2262442708015442, 0.21428564190864563, 0.33064505457878113, 0.33532923460006714, 0.3060108423233032, 0.4487804174423218, 0.15261036157608032, 0.25092241168022156, 0.3228345811367035, 0.2525251507759094, 0.213483065366745, 0.21192045509815216, 0.3173430860042572, 0.44705867767333984, 0.28220847249031067, 0.22058817744255066, 0.6436780691146851, 0.42285704612731934, 0.30456843972206116, 0.47826072573661804, 0.5402842164039612, 0.2406638264656067, 0.309278279542923, 0.15609751641750336, 0.4894513487815857, 0.36686381697654724, 0.34513264894485474, 0.2793295085430145, 0.255999892950058, 0.2658226788043976, 0.28415289521217346, 0.21782170236110687, 0.32978713512420654, 0.14285707473754883, 0.15384607017040253, 0.4493390619754791, 0.299465149641037, 0.5291827917098999, 0.24409443140029907, 0.26190465688705444, 0.18390797078609467, 0.13937276601791382, 0.17194563150405884, 0.44444432854652405, 0.46093741059303284, 0.41884803771972656, 0.20430098474025726, 0.2588233947753906, 0.4799998700618744, 0.6091369390487671, 0.4566209018230438, 0.11827950179576874, 0.45544540882110596, 0.283950537443161, 0.3493449091911316, 0.30939218401908875, 0.6576575636863708, 0.3999998867511749, 0.44554442167282104, 0.32142847776412964, 0.17441853880882263, 0.1818181276321411, 0.22549012303352356, 0.21857915818691254, 0.6461536884307861, 0.555065929889679, 0.30051806569099426, 0.49999988079071045, 0.11055269837379456, 0.34710732102394104, 0.19580411911010742, 0.6390531063079834, 0.5961536765098572, 0.13333328068256378, 0.1452513188123703, 0.21319790184497833, 0.16589856147766113, 0.26666656136512756, 0.6198828816413879, 0.32432422041893005, 0.15053758025169373, 0.38596484065055847, 0.2758620083332062, 0.3043477237224579, 0.15999995172023773, 0.3032490015029907, 0.26455017924308777, 0.4731181561946869, 0.1754385232925415, 0.19277101755142212, 0.5799998641014099, 0.36431220173835754, 0.21100911498069763, 0.2473117560148239, 0.1764705330133438, 0.3272726535797119 ], "time": 39.16998966410756, "param": null }, { "epoch": 39, "train_loss": 0.27252134680747986, "val_loss": 4.167922019958496, "acc": 33.08, "f1": [ 0.6590906977653503, 0.46534639596939087, 0.21296289563179016, 0.20382159948349, 0.21296289563179016, 0.2099446803331375, 0.3469386696815491, 0.35454532504081726, 0.2815532982349396, 0.48044681549072266, 0.1717790812253952, 0.2148759663105011, 0.291139155626297, 0.236453115940094, 0.21989519894123077, 0.239436537027359, 0.3269230127334595, 0.4999999403953552, 0.2999999225139618, 0.23913034796714783, 0.6310677528381348, 0.4819276034832001, 0.2786884307861328, 0.362318754196167, 0.6391751170158386, 0.15584410727024078, 0.27649760246276855, 0.09756091237068176, 0.4999998211860657, 0.3131312429904938, 0.37433144450187683, 0.27343741059303284, 0.2758619785308838, 0.31730762124061584, 0.20809243619441986, 0.2121211588382721, 0.32335323095321655, 0.15053758025169373, 0.15950913727283478, 0.3768996298313141, 0.25906726717948914, 0.5084744691848755, 0.22325573861598969, 0.26086947321891785, 0.21599994599819183, 0.20388342440128326, 0.17142850160598755, 0.4347825050354004, 0.47107425332069397, 0.31788066029548645, 0.16993455588817596, 0.20304562151432037, 0.5135133862495422, 0.525139570236206, 0.4435482919216156, 0.07692301273345947, 0.44339612126350403, 0.34972667694091797, 0.41414129734039307, 0.2914571762084961, 0.7123286128044128, 0.3882351815700531, 0.41964274644851685, 0.3855420649051666, 0.13513506948947906, 0.15894033014774323, 0.2580644488334656, 0.3139533996582031, 0.6984125375747681, 0.5842695236206055, 0.3286384046077728, 0.5167463421821594, 0.09142850339412689, 0.3880595862865448, 0.1754385232925415, 0.5698322653770447, 0.6210044622421265, 0.08917191624641418, 0.16438350081443787, 0.32835814356803894, 0.13836471736431122, 0.24543075263500214, 0.6339284181594849, 0.30120471119880676, 0.22222214937210083, 0.48598119616508484, 0.41935470700263977, 0.3102039694786072, 0.1576354056596756, 0.28115007281303406, 0.2594141364097595, 0.49756085872650146, 0.26666656136512756, 0.22831043601036072, 0.5744680166244507, 0.4787232577800751, 0.208791121840477, 0.27777767181396484, 0.15757569670677185, 0.2751321792602539 ], "time": 38.09899791702628, "param": null }, { "epoch": 40, "train_loss": 0.28799504041671753, "val_loss": 3.706674337387085, "acc": 32.78, "f1": [ 0.5837318897247314, 0.44444432854652405, 0.2755904495716095, 0.03305782005190849, 0.18604643642902374, 0.30468741059303284, 0.33333325386047363, 0.32183900475502014, 0.3463686406612396, 0.3820223808288574, 0.19999995827674866, 0.2176164984703064, 0.37373724579811096, 0.2843136191368103, 0.2105262726545334, 0.228571355342865, 0.2901960015296936, 0.46231144666671753, 0.28699544072151184, 0.239520862698555, 0.6382977366447449, 0.445652037858963, 0.30303022265434265, 0.4292682111263275, 0.5624998807907104, 0.19999992847442627, 0.24528293311595917, 0.18079088628292084, 0.4408600926399231, 0.28813549876213074, 0.36046499013900757, 0.25352105498313904, 0.21890540421009064, 0.36470577120780945, 0.2702701687812805, 0.19913412630558014, 0.3265305161476135, 0.20833326876163483, 0.10695181041955948, 0.5102879405021667, 0.2983424663543701, 0.5894736051559448, 0.25954189896583557, 0.2751321792602539, 0.1762113720178604, 0.20224712789058685, 0.17834389209747314, 0.44347813725471497, 0.4799998700618744, 0.3999998867511749, 0.21402208507061005, 0.20134222507476807, 0.49999988079071045, 0.5784311890602112, 0.3580785095691681, 0.0886075422167778, 0.38709667325019836, 0.30120471119880676, 0.423912912607193, 0.28193822503089905, 0.6842103600502014, 0.4705881178379059, 0.4329003393650055, 0.3714284896850586, 0.11538457125425339, 0.15165871381759644, 0.21323524415493011, 0.36458322405815125, 0.6574072241783142, 0.5837836861610413, 0.3478260338306427, 0.33962252736091614, 0.07185622304677963, 0.2995593845844269, 0.15813946723937988, 0.6129031181335449, 0.5683058500289917, 0.15887843072414398, 0.16753920912742615, 0.2888887822628021, 0.19736838340759277, 0.24669595062732697, 0.6144576668739319, 0.2793295085430145, 0.1556885540485382, 0.4766353964805603, 0.385650098323822, 0.38918909430503845, 0.13333329558372498, 0.2872926890850067, 0.23364479839801788, 0.3533332645893097, 0.21621614694595337, 0.19999994337558746, 0.5925924777984619, 0.4308941662311554, 0.2659573554992676, 0.2526314854621887, 0.18905465304851532, 0.29523801803588867 ], "time": 38.20053308643401, "param": null }, { "epoch": 41, "train_loss": 0.20157872140407562, "val_loss": 4.030007362365723, "acc": 32.76, "f1": [ 0.5699998736381531, 0.41052618622779846, 0.2545453608036041, 0.1734103411436081, 0.21969690918922424, 0.1951218843460083, 0.41666656732559204, 0.22784802317619324, 0.31205663084983826, 0.40677955746650696, 0.2116401493549347, 0.20833326876163483, 0.22222214937210083, 0.28181809186935425, 0.2290075719356537, 0.24299058318138123, 0.3529410660266876, 0.4690264165401459, 0.2790696918964386, 0.2127658873796463, 0.624390184879303, 0.4622220993041992, 0.3628317713737488, 0.44943806529045105, 0.5624998807907104, 0.2545453906059265, 0.2446807622909546, 0.22325573861598969, 0.4387753903865814, 0.32835814356803894, 0.3636362552642822, 0.31081071496009827, 0.22222214937210083, 0.35051536560058594, 0.24999989569187164, 0.13223135471343994, 0.26373615860939026, 0.19047611951828003, 0.17573215067386627, 0.42735034227371216, 0.2620086967945099, 0.6553670763969421, 0.2731276750564575, 0.3170028030872345, 0.1290321946144104, 0.15384609997272491, 0.13095231354236603, 0.5108694434165955, 0.49999988079071045, 0.4545453190803528, 0.19047613441944122, 0.23225797712802887, 0.5428570508956909, 0.5310733318328857, 0.44621503353118896, 0.1478598713874817, 0.46511611342430115, 0.30674833059310913, 0.39999985694885254, 0.28571417927742004, 0.7213113307952881, 0.43575406074523926, 0.41052618622779846, 0.2754489779472351, 0.10738249123096466, 0.15294109284877777, 0.23622041940689087, 0.31535258889198303, 0.6666665077209473, 0.5087717771530151, 0.35384607315063477, 0.4607328474521637, 0.10457510501146317, 0.3711339235305786, 0.1694914698600769, 0.5641024112701416, 0.6057141423225403, 0.12844030559062958, 0.1673639565706253, 0.3592231869697571, 0.16666659712791443, 0.28723397850990295, 0.6395347118377686, 0.3024054169654846, 0.23170723021030426, 0.3666665554046631, 0.3468207120895386, 0.3431371748447418, 0.1675977110862732, 0.2514968812465668, 0.24999991059303284, 0.4666665494441986, 0.17449656128883362, 0.1798941045999527, 0.5866665840148926, 0.432748407125473, 0.22485199570655823, 0.26881712675094604, 0.17647051811218262, 0.2999999225139618 ], "time": 39.229293377138674, "param": null }, { "epoch": 42, "train_loss": 0.2828091084957123, "val_loss": 4.291905879974365, "acc": 30.83, "f1": [ 0.48535552620887756, 0.40935659408569336, 0.2075471132993698, 0.15730330348014832, 0.15999992191791534, 0.23312875628471375, 0.28187909722328186, 0.24324317276477814, 0.3563217520713806, 0.3529411256313324, 0.1818181276321411, 0.13138681650161743, 0.27799221873283386, 0.18045106530189514, 0.24719089269638062, 0.23076915740966797, 0.2955974340438843, 0.41721847653388977, 0.22929932177066803, 0.24460424482822418, 0.6699506640434265, 0.4466018080711365, 0.30701744556427, 0.19696961343288422, 0.5631066560745239, 0.19753079116344452, 0.24896258115768433, 0.14371250569820404, 0.4607328474521637, 0.26395928859710693, 0.35416656732559204, 0.27102795243263245, 0.2340424805879593, 0.29292917251586914, 0.264317125082016, 0.16814152896404266, 0.2208588421344757, 0.20512813329696655, 0.10038603842258453, 0.42914968729019165, 0.2616821527481079, 0.5221238136291504, 0.19689112901687622, 0.3267325758934021, 0.17085421085357666, 0.16666659712791443, 0.11764699220657349, 0.42790690064430237, 0.4696355164051056, 0.348314493894577, 0.21505369246006012, 0.25274714827537537, 0.4927534759044647, 0.49999988079071045, 0.3809523284435272, 0.07070700079202652, 0.5217390060424805, 0.3265305161476135, 0.39490434527397156, 0.2783504128456116, 0.642857015132904, 0.3731342554092407, 0.43153515458106995, 0.314606636762619, 0.16033749282360077, 0.09150320291519165, 0.21428564190864563, 0.2745096981525421, 0.5822783708572388, 0.502282977104187, 0.23834188282489777, 0.4028775990009308, 0.1390373706817627, 0.30526304244995117, 0.15189866721630096, 0.5714284777641296, 0.49084240198135376, 0.10526309907436371, 0.1455938220024109, 0.2680411636829376, 0.11111104488372803, 0.20338977873325348, 0.6421051621437073, 0.24285705387592316, 0.16091948747634888, 0.46728962659835815, 0.3534882664680481, 0.3267972767353058, 0.15827332437038422, 0.324607253074646, 0.28571417927742004, 0.5324673652648926, 0.1970442682504654, 0.16455689072608948, 0.5344826579093933, 0.4713374376296997, 0.2656249403953552, 0.26621150970458984, 0.16793888807296753, 0.30409345030784607 ], "time": 39.255126282572746, "param": null }, { "epoch": 43, "train_loss": 0.289839506149292, "val_loss": 3.958045482635498, "acc": 33.21, "f1": [ 0.511627733707428, 0.38888880610466003, 0.16149060428142548, 0.15894033014774323, 0.18390797078609467, 0.27102795243263245, 0.39810416102409363, 0.3352600038051605, 0.28225794434547424, 0.4203820824623108, 0.1325300633907318, 0.24615377187728882, 0.3417084515094757, 0.2812499403953552, 0.23602473735809326, 0.27272722125053406, 0.3657141625881195, 0.45714277029037476, 0.2949307858943939, 0.21782170236110687, 0.5975608825683594, 0.4814813435077667, 0.31538453698158264, 0.4845814108848572, 0.6310677528381348, 0.22115376591682434, 0.20689648389816284, 0.18274106085300446, 0.46486473083496094, 0.30150744318962097, 0.35714274644851685, 0.2558138370513916, 0.2561575770378113, 0.33333322405815125, 0.282828152179718, 0.1748633086681366, 0.4050631821155548, 0.16923069953918457, 0.19801974296569824, 0.3466665744781494, 0.28758159279823303, 0.577777624130249, 0.2575106620788574, 0.26900574564933777, 0.16666659712791443, 0.20388342440128326, 0.15189866721630096, 0.4502616822719574, 0.507771909236908, 0.3654821515083313, 0.15966379642486572, 0.2702701687812805, 0.5229355692863464, 0.5636362433433533, 0.37499985098838806, 0.08888882398605347, 0.507771909236908, 0.3203882575035095, 0.4083768427371979, 0.3603602349758148, 0.6960350871086121, 0.4024389386177063, 0.3908045291900635, 0.37735840678215027, 0.11881181597709656, 0.14545448124408722, 0.21993118524551392, 0.3398057222366333, 0.6742855310440063, 0.5567008852958679, 0.38775497674942017, 0.5136610269546509, 0.08092478662729263, 0.3389829695224762, 0.21428564190864563, 0.568720281124115, 0.6024094820022583, 0.08391603082418442, 0.23204411566257477, 0.2812499403953552, 0.09195395559072495, 0.23770485818386078, 0.6458331942558289, 0.3314915895462036, 0.17931029200553894, 0.4380951225757599, 0.37158459424972534, 0.436893105506897, 0.17560969293117523, 0.3003412187099457, 0.2419928014278412, 0.42162150144577026, 0.25274714827537537, 0.154929518699646, 0.6120217442512512, 0.4545453190803528, 0.29319363832473755, 0.28571420907974243, 0.10218973457813263, 0.3285022974014282 ], "time": 39.19391380157322, "param": null }, { "epoch": 44, "train_loss": 0.31284594535827637, "val_loss": 4.041016578674316, "acc": 33.37, "f1": [ 0.48034927248954773, 0.46242761611938477, 0.25570768117904663, 0.17877088487148285, 0.20289847254753113, 0.264317125082016, 0.3555554449558258, 0.26751580834388733, 0.3363635540008545, 0.38626599311828613, 0.20731700956821442, 0.15957440435886383, 0.255813866853714, 0.1647058129310608, 0.24409443140029907, 0.30120471119880676, 0.3122362196445465, 0.5130888819694519, 0.3215685188770294, 0.23602473735809326, 0.5882351994514465, 0.4065573215484619, 0.3351350426673889, 0.4265401363372803, 0.6243385076522827, 0.1694914698600769, 0.17218534648418427, 0.21524657309055328, 0.4489794969558716, 0.28415289521217346, 0.36585354804992676, 0.24657529592514038, 0.281406968832016, 0.29032251238822937, 0.26244333386421204, 0.1290322095155716, 0.26573416590690613, 0.23391805589199066, 0.16374263167381287, 0.4651161730289459, 0.3387977182865143, 0.5668447613716125, 0.24166658520698547, 0.3352600038051605, 0.1365852952003479, 0.18905465304851532, 0.18279562890529633, 0.4459015727043152, 0.4705880880355835, 0.41340771317481995, 0.18548381328582764, 0.24372752010822296, 0.43708598613739014, 0.5423727631568909, 0.45535701513290405, 0.06993001699447632, 0.4972374439239502, 0.30701744556427, 0.30857133865356445, 0.28571420907974243, 0.7182319164276123, 0.4561401903629303, 0.49999988079071045, 0.3576158285140991, 0.16748763620853424, 0.22352932393550873, 0.25116273760795593, 0.28999990224838257, 0.6454544067382812, 0.48927029967308044, 0.31914883852005005, 0.5207546353340149, 0.11042939126491547, 0.3317534327507019, 0.2176164984703064, 0.5858584046363831, 0.5508472919464111, 0.15730330348014832, 0.15277770161628723, 0.3228698670864105, 0.18404902517795563, 0.28571420907974243, 0.6517856121063232, 0.2898550033569336, 0.1704544872045517, 0.44230756163597107, 0.37305691838264465, 0.3308822214603424, 0.16867463290691376, 0.2987011969089508, 0.22047238051891327, 0.5445024967193604, 0.24186037480831146, 0.16161610186100006, 0.5981307029724121, 0.4999999403953552, 0.18784524500370026, 0.33684200048446655, 0.15957440435886383, 0.3398057222366333 ], "time": 39.15175191592425, "param": null }, { "epoch": 45, "train_loss": 0.26581013202667236, "val_loss": 3.9131062030792236, "acc": 32.34, "f1": [ 0.5429863333702087, 0.38983041048049927, 0.1398600935935974, 0.18713442981243134, 0.212290421128273, 0.2735848128795624, 0.3135887682437897, 0.26041656732559204, 0.3307085335254669, 0.3577980697154999, 0.21395343542099, 0.18579228222370148, 0.30456843972206116, 0.24999991059303284, 0.23111103475093842, 0.21256029605865479, 0.3431371748447418, 0.4347825050354004, 0.2833332419395447, 0.265060156583786, 0.6631014943122864, 0.38862547278404236, 0.28571420907974243, 0.43781083822250366, 0.5897434949874878, 0.2404370754957199, 0.19417467713356018, 0.21097040176391602, 0.36046499013900757, 0.31205663084983826, 0.382978618144989, 0.18978095054626465, 0.22352932393550873, 0.27118635177612305, 0.2269502729177475, 0.18248169124126434, 0.27173903584480286, 0.1965317279100418, 0.17283941805362701, 0.4306218922138214, 0.2719297707080841, 0.5863873362541199, 0.22797919809818268, 0.30522075295448303, 0.21621613204479218, 0.212290421128273, 0.21518979966640472, 0.43523305654525757, 0.5465114712715149, 0.362499862909317, 0.20472435653209686, 0.24742262065410614, 0.4834122061729431, 0.4962405264377594, 0.4731181561946869, 0.08144789934158325, 0.47761180996894836, 0.29319363832473755, 0.40935659408569336, 0.29875513911247253, 0.727272629737854, 0.41314542293548584, 0.4818180501461029, 0.3231440484523773, 0.12765949964523315, 0.1990949511528015, 0.13664589822292328, 0.2592591643333435, 0.6555553674697876, 0.4903845191001892, 0.4262293577194214, 0.48510628938674927, 0.08866989612579346, 0.3157894015312195, 0.17272719740867615, 0.5749998092651367, 0.5089604258537292, 0.17821775376796722, 0.17441853880882263, 0.210526242852211, 0.14342623949050903, 0.25342458486557007, 0.6167399883270264, 0.2731706500053406, 0.20118334889411926, 0.4330707788467407, 0.4205606281757355, 0.3741934299468994, 0.18934904038906097, 0.24999988079071045, 0.2532750070095062, 0.47107425332069397, 0.20408158004283905, 0.11707311123609543, 0.6081869602203369, 0.4432430863380432, 0.25116273760795593, 0.29319363832473755, 0.1639343500137329, 0.31632643938064575 ], "time": 39.28937891498208, "param": null }, { "epoch": 46, "train_loss": 0.2252047210931778, "val_loss": 3.9714202880859375, "acc": 31.84, "f1": [ 0.596684992313385, 0.40191373229026794, 0.17610056698322296, 0.10071936994791031, 0.2105262726545334, 0.21428564190864563, 0.3248729705810547, 0.3387095630168915, 0.2749999165534973, 0.4210525155067444, 0.15853650867938995, 0.1704544872045517, 0.33744847774505615, 0.28571420907974243, 0.23893800377845764, 0.21568621695041656, 0.34615373611450195, 0.40350866317749023, 0.33918121457099915, 0.2357722967863083, 0.6774192452430725, 0.4912279546260834, 0.2790696918964386, 0.4795917272567749, 0.5934064984321594, 0.26206886768341064, 0.18248169124126434, 0.1655171811580658, 0.497041255235672, 0.36871495842933655, 0.3675212860107422, 0.2948717176914215, 0.220779150724411, 0.36082467436790466, 0.2617800235748291, 0.14847156405448914, 0.31506839394569397, 0.22299645841121674, 0.16249993443489075, 0.48076915740966797, 0.42857128381729126, 0.6021503806114197, 0.22950813174247742, 0.22988496720790863, 0.18009470403194427, 0.216666579246521, 0.20689646899700165, 0.48484835028648376, 0.37888196110725403, 0.35643553733825684, 0.179775208234787, 0.3041473925113678, 0.42931926250457764, 0.5423727631568909, 0.3900708854198456, 0.0451127365231514, 0.4698793888092041, 0.22222214937210083, 0.34883710741996765, 0.22999992966651917, 0.6309522390365601, 0.4596272110939026, 0.46534639596939087, 0.2901553809642792, 0.1156068742275238, 0.12244893610477448, 0.2713177502155304, 0.30275216698646545, 0.5889569520950317, 0.5257730484008789, 0.31067952513694763, 0.40789464116096497, 0.08484841883182526, 0.278787761926651, 0.1747572273015976, 0.5348835587501526, 0.6051281094551086, 0.12949636578559875, 0.13736258447170258, 0.2736841142177582, 0.17813760042190552, 0.24999994039535522, 0.6631577014923096, 0.31632643938064575, 0.1764705330133438, 0.43349742889404297, 0.39655160903930664, 0.3220337927341461, 0.1584157943725586, 0.2645913362503052, 0.21917803585529327, 0.4161849021911621, 0.15702472627162933, 0.2873562276363373, 0.6129031181335449, 0.4606059193611145, 0.22222214937210083, 0.29166659712791443, 0.1866665780544281, 0.27777770161628723 ], "time": 39.235543561168015, "param": null }, { "epoch": 47, "train_loss": 0.23700428009033203, "val_loss": 3.97078013420105, "acc": 33.08, "f1": [ 0.5948716402053833, 0.38834938406944275, 0.20512813329696655, 0.23529404401779175, 0.1857142299413681, 0.28402355313301086, 0.2923975884914398, 0.34883710741996765, 0.2937852144241333, 0.4277455508708954, 0.09929072856903076, 0.24864855408668518, 0.2804426848888397, 0.20487797260284424, 0.2949307858943939, 0.20689649879932404, 0.3267325758934021, 0.4427480101585388, 0.22619038820266724, 0.23391805589199066, 0.6108372807502747, 0.4947367310523987, 0.3666665554046631, 0.5217390656471252, 0.5933012366294861, 0.19565211236476898, 0.26484012603759766, 0.11695900559425354, 0.42931926250457764, 0.2844826877117157, 0.4043320417404175, 0.3024389147758484, 0.25233638286590576, 0.348314493894577, 0.26785707473754883, 0.15602830052375793, 0.32258057594299316, 0.19780214130878448, 0.18279562890529633, 0.4296874403953552, 0.36241599917411804, 0.6229507327079773, 0.2330826371908188, 0.29107969999313354, 0.20095685124397278, 0.19047613441944122, 0.20535708963871002, 0.44444435834884644, 0.42253515124320984, 0.34013596177101135, 0.20111726224422455, 0.28571417927742004, 0.4916200041770935, 0.5590060353279114, 0.4016392230987549, 0.1081080511212349, 0.46363624930381775, 0.3287670612335205, 0.3723403513431549, 0.27343741059303284, 0.7099998593330383, 0.46242761611938477, 0.40677958726882935, 0.29677411913871765, 0.16346149146556854, 0.14285710453987122, 0.19672127068042755, 0.3409090042114258, 0.6763284206390381, 0.547485888004303, 0.3529410660266876, 0.5786800384521484, 0.13592226803302765, 0.3225805461406708, 0.20472435653209686, 0.6185566186904907, 0.6048778891563416, 0.1282050609588623, 0.14953264594078064, 0.24675315618515015, 0.1445782482624054, 0.2748090624809265, 0.6504853367805481, 0.3699999153614044, 0.23280414938926697, 0.4331796169281006, 0.34246566891670227, 0.3716813027858734, 0.16216209530830383, 0.18934904038906097, 0.33333322405815125, 0.3385579586029053, 0.2399999499320984, 0.19867542386054993, 0.5624998807907104, 0.46428558230400085, 0.2909089922904968, 0.277310848236084, 0.2021275758743286, 0.263374388217926 ], "time": 39.27142349164933, "param": null }, { "epoch": 48, "train_loss": 0.22946175932884216, "val_loss": 3.879995346069336, "acc": 33.16, "f1": [ 0.5747125148773193, 0.43715834617614746, 0.26206886768341064, 0.13414627313613892, 0.22784802317619324, 0.262857049703598, 0.3666665554046631, 0.3394494354724884, 0.3290042281150818, 0.3775508999824524, 0.123287633061409, 0.19540224969387054, 0.31543615460395813, 0.2792791724205017, 0.2843601107597351, 0.22950810194015503, 0.30158719420433044, 0.5119045972824097, 0.3253587782382965, 0.2583731412887573, 0.6549705862998962, 0.4454975128173828, 0.36686381697654724, 0.45918354392051697, 0.5462554097175598, 0.1811593621969223, 0.23275858163833618, 0.17721512913703918, 0.48837196826934814, 0.29752060770988464, 0.35582810640335083, 0.29197075963020325, 0.2236841470003128, 0.3445691764354706, 0.2376236915588379, 0.15300540626049042, 0.3253011107444763, 0.19475649297237396, 0.14814810454845428, 0.4725273549556732, 0.3152172863483429, 0.5942855477333069, 0.1960783749818802, 0.27083322405815125, 0.17241372168064117, 0.1528661698102951, 0.15706801414489746, 0.4044942855834961, 0.46025097370147705, 0.43298953771591187, 0.18713442981243134, 0.18478251993656158, 0.4640882611274719, 0.5092591643333435, 0.44808733463287354, 0.09016387909650803, 0.4222221076488495, 0.29032251238822937, 0.40404030680656433, 0.26038771867752075, 0.6862744092941284, 0.4222221076488495, 0.4313724637031555, 0.35616427659988403, 0.1258740872144699, 0.21468918025493622, 0.25125616788864136, 0.30526304244995117, 0.6493505239486694, 0.5714284777641296, 0.35185176134109497, 0.5373133420944214, 0.12307685613632202, 0.3697478175163269, 0.2810809910297394, 0.6255922317504883, 0.5979380011558533, 0.11464963108301163, 0.1855669468641281, 0.3269230127334595, 0.15053758025169373, 0.27322396636009216, 0.639269232749939, 0.31417617201805115, 0.18579228222370148, 0.423912912607193, 0.327868789434433, 0.3560605049133301, 0.19905206561088562, 0.26153838634490967, 0.2722512185573578, 0.48205116391181946, 0.22608689963817596, 0.19999994337558746, 0.5933012366294861, 0.3885713219642639, 0.31034475564956665, 0.2758619785308838, 0.09090903401374817, 0.26388877630233765 ], "time": 39.121855644509196, "param": null }, { "epoch": 49, "train_loss": 0.2927183508872986, "val_loss": 4.247140884399414, "acc": 32.59, "f1": [ 0.5775399804115295, 0.4108106791973114, 0.2895926535129547, 0.10377352684736252, 0.17171710729599, 0.2560974657535553, 0.34513264894485474, 0.3037973642349243, 0.3417084515094757, 0.3399999141693115, 0.08465602248907089, 0.2774565517902374, 0.2612243890762329, 0.2181817591190338, 0.23008842766284943, 0.2297871857881546, 0.36809808015823364, 0.4894513487815857, 0.26056331396102905, 0.24742262065410614, 0.7191009521484375, 0.46913570165634155, 0.27309226989746094, 0.40740731358528137, 0.5933012366294861, 0.20320846140384674, 0.2475246638059616, 0.18999992311000824, 0.4472048580646515, 0.2731276750564575, 0.37426888942718506, 0.29032251238822937, 0.21568621695041656, 0.3170730471611023, 0.2621358335018158, 0.1390373706817627, 0.36464083194732666, 0.15909084677696228, 0.09523802250623703, 0.43678146600723267, 0.3386242389678955, 0.5399999022483826, 0.23115570843219757, 0.3234041631221771, 0.11111105233430862, 0.15315312147140503, 0.2643677294254303, 0.47435885667800903, 0.45569613575935364, 0.23021577298641205, 0.21978014707565308, 0.21951211988925934, 0.5533979535102844, 0.653465211391449, 0.4566209018230438, 0.04444439709186554, 0.4561401903629303, 0.3102039694786072, 0.38095223903656006, 0.33027511835098267, 0.6772485375404358, 0.43442606925964355, 0.42914968729019165, 0.39520949125289917, 0.17073163390159607, 0.1938774734735489, 0.2629106938838959, 0.34579432010650635, 0.6896550059318542, 0.5130433440208435, 0.2556390166282654, 0.49655160307884216, 0.12322267889976501, 0.2890172600746155, 0.24875615537166595, 0.6122447848320007, 0.5566036701202393, 0.19607838988304138, 0.18772555887699127, 0.29906532168388367, 0.19620247185230255, 0.26262614130973816, 0.6379309296607971, 0.3111110329627991, 0.2243901938199997, 0.41379302740097046, 0.3499998450279236, 0.23529404401779175, 0.1642511636018753, 0.2559523284435272, 0.213483065366745, 0.41346144676208496, 0.19444438815116882, 0.18705029785633087, 0.6051281094551086, 0.4046241343021393, 0.2464454174041748, 0.2790696918964386, 0.11594197899103165, 0.32978713512420654 ], "time": 38.24002683535218, "param": null }, { "epoch": 50, "train_loss": 0.32683178782463074, "val_loss": 4.494458198547363, "acc": 31.92, "f1": [ 0.5067872405052185, 0.36842095851898193, 0.2614377737045288, 0.14062495529651642, 0.13846148550510406, 0.2914571762084961, 0.29189181327819824, 0.280898779630661, 0.3129250705242157, 0.4278606176376343, 0.16901402175426483, 0.19580411911010742, 0.3082706034183502, 0.23834188282489777, 0.2371133416891098, 0.256410151720047, 0.3285022974014282, 0.4836064279079437, 0.3076922297477722, 0.23628684878349304, 0.6330273747444153, 0.4606740176677704, 0.3018867075443268, 0.4150942265987396, 0.5842695236206055, 0.22891558706760406, 0.22058817744255066, 0.18181811273097992, 0.43601882457733154, 0.31034475564956665, 0.320441871881485, 0.24999989569187164, 0.21965309977531433, 0.3141360282897949, 0.3470318615436554, 0.1333332657814026, 0.25301194190979004, 0.17948710918426514, 0.07633582502603531, 0.3924526870250702, 0.3253587782382965, 0.5321887135505676, 0.21774189174175262, 0.30952370166778564, 0.11494245380163193, 0.1749999076128006, 0.23809516429901123, 0.4623654782772064, 0.4745761454105377, 0.3609755337238312, 0.17283941805362701, 0.2014387845993042, 0.502564013004303, 0.4999999403953552, 0.44651150703430176, 0.034682027995586395, 0.4160583019256592, 0.318471223115921, 0.41176462173461914, 0.2692307233810425, 0.684491753578186, 0.46242761611938477, 0.25098028779029846, 0.3625729978084564, 0.10370365530252457, 0.15261036157608032, 0.18279562890529633, 0.23655906319618225, 0.7081338167190552, 0.4526748061180115, 0.32075464725494385, 0.5208332538604736, 0.07843131572008133, 0.30263152718544006, 0.228571355342865, 0.5420559644699097, 0.47826072573661804, 0.08108101785182953, 0.13690471649169922, 0.2887699604034424, 0.17431186139583588, 0.24427475035190582, 0.49756085872650146, 0.3315507173538208, 0.18090447783470154, 0.39784935116767883, 0.3617020547389984, 0.32911381125450134, 0.20930227637290955, 0.23036640882492065, 0.27678564190864563, 0.4206008017063141, 0.19428564608097076, 0.13245026767253876, 0.625640869140625, 0.45814967155456543, 0.239999920129776, 0.24999991059303284, 0.20430098474025726, 0.2545453608036041 ], "time": 39.22960843145847, "param": null }, { "epoch": 51, "train_loss": 0.21634572744369507, "val_loss": 4.017872333526611, "acc": 30.89, "f1": [ 0.5019010901451111, 0.44651150703430176, 0.21649475395679474, 0.09729723632335663, 0.2202642410993576, 0.18719203770160675, 0.2553190588951111, 0.24719089269638062, 0.31944435834884644, 0.4070795178413391, 0.1657457947731018, 0.12738847732543945, 0.3260868787765503, 0.1594202220439911, 0.2558138370513916, 0.21428564190864563, 0.3516482412815094, 0.45918354392051697, 0.22999992966651917, 0.2115383893251419, 0.5742572546005249, 0.3827749788761139, 0.30337071418762207, 0.3542855978012085, 0.5074625611305237, 0.15902136266231537, 0.18025743961334229, 0.20392151176929474, 0.5167463421821594, 0.38157883286476135, 0.3999999165534973, 0.228571355342865, 0.18579228222370148, 0.34666651487350464, 0.20779214799404144, 0.07547163963317871, 0.28767114877700806, 0.15714280307292938, 0.19379839301109314, 0.47674402594566345, 0.32635971903800964, 0.5599998831748962, 0.23684203624725342, 0.3267325758934021, 0.1580546647310257, 0.14746539294719696, 0.19209031760692596, 0.4201679825782776, 0.5054942965507507, 0.3609755337238312, 0.20121948421001434, 0.23809516429901123, 0.5533979535102844, 0.45814967155456543, 0.35294109582901, 0.10377352684736252, 0.4550897181034088, 0.2886596620082855, 0.35502949357032776, 0.2649005651473999, 0.6837605237960815, 0.4466018080711365, 0.31275710463523865, 0.25954189896583557, 0.19230762124061584, 0.14666660130023956, 0.2649005651473999, 0.2622949779033661, 0.6285713315010071, 0.4770641028881073, 0.3873516917228699, 0.49027228355407715, 0.09523804485797882, 0.2525251507759094, 0.1970442682504654, 0.5063289999961853, 0.5783131122589111, 0.13541659712791443, 0.13095231354236603, 0.2983424663543701, 0.17560969293117523, 0.11347512155771255, 0.5576921701431274, 0.32432422041893005, 0.14723920822143555, 0.45121943950653076, 0.33333325386047363, 0.2906976044178009, 0.12244893610477448, 0.25274714827537537, 0.31623923778533936, 0.3985764682292938, 0.18253962695598602, 0.19672125577926636, 0.46864673495292664, 0.37179476022720337, 0.2705881595611572, 0.28742504119873047, 0.2062779664993286, 0.2918148636817932 ], "time": 39.23731732740998, "param": null }, { "epoch": 52, "train_loss": 0.2582138180732727, "val_loss": 3.8540241718292236, "acc": 33.76, "f1": [ 0.596858561038971, 0.44210511445999146, 0.25203242897987366, 0.12499994784593582, 0.2127658873796463, 0.3113206624984741, 0.3026314675807953, 0.3625729978084564, 0.34374991059303284, 0.382978618144989, 0.13245026767253876, 0.2524271011352539, 0.2758619785308838, 0.2620086967945099, 0.23636355996131897, 0.238805890083313, 0.3456788659095764, 0.542713463306427, 0.3524228036403656, 0.24999991059303284, 0.6060605049133301, 0.4772725999355316, 0.3292180299758911, 0.44221094250679016, 0.6086955666542053, 0.22047238051891327, 0.21857915818691254, 0.1528661698102951, 0.492890864610672, 0.3670884966850281, 0.3999998867511749, 0.2745096981525421, 0.3003951609134674, 0.30857133865356445, 0.259109228849411, 0.15053758025169373, 0.3440859317779541, 0.19540224969387054, 0.1333332657814026, 0.4550263583660126, 0.29166656732559204, 0.5370368957519531, 0.2707422971725464, 0.2547169029712677, 0.17391297221183777, 0.20118334889411926, 0.18604646623134613, 0.44976064562797546, 0.5024629235267639, 0.210526242852211, 0.23595495522022247, 0.21857915818691254, 0.520408034324646, 0.6565654873847961, 0.4114284813404083, 0.0886075422167778, 0.5136610269546509, 0.39069753885269165, 0.43575406074523926, 0.322274774312973, 0.7058822512626648, 0.4183672070503235, 0.446969598531723, 0.39130425453186035, 0.10650881379842758, 0.1779140681028366, 0.2574256360530853, 0.2893615961074829, 0.6586824655532837, 0.5462961196899414, 0.4190475046634674, 0.5315313935279846, 0.11392398923635483, 0.32888880372047424, 0.21989519894123077, 0.5771142840385437, 0.6210044622421265, 0.08888883143663406, 0.12669678032398224, 0.2840908169746399, 0.1747572273015976, 0.264317125082016, 0.6272187829017639, 0.31999990344047546, 0.19047611951828003, 0.4218749403953552, 0.39784935116767883, 0.37499988079071045, 0.1619046926498413, 0.2727271318435669, 0.2553190290927887, 0.4590162932872772, 0.22115376591682434, 0.213483065366745, 0.5391303300857544, 0.43518510460853577, 0.2592591643333435, 0.2765956521034241, 0.16216211020946503, 0.31088075041770935 ], "time": 38.33339736890048, "param": null }, { "epoch": 53, "train_loss": 0.20844420790672302, "val_loss": 3.72005033493042, "acc": 33.73, "f1": [ 0.6091369390487671, 0.3861384987831116, 0.25668442249298096, 0.16249993443489075, 0.23318377137184143, 0.3351350426673889, 0.3502824008464813, 0.23611101508140564, 0.3285022974014282, 0.445652037858963, 0.17948710918426514, 0.2599999010562897, 0.35820886492729187, 0.21118006110191345, 0.23469379544258118, 0.21782170236110687, 0.37433144450187683, 0.3953487277030945, 0.3157894015312195, 0.23776216804981232, 0.5936071872711182, 0.45569613575935364, 0.3348415493965149, 0.3905324339866638, 0.5741626024246216, 0.24598921835422516, 0.22680403292179108, 0.19480513036251068, 0.46696019172668457, 0.3352600038051605, 0.3657141625881195, 0.29896897077560425, 0.2555064857006073, 0.2790696918964386, 0.24675315618515015, 0.17605628073215485, 0.32558128237724304, 0.2096773386001587, 0.18421046435832977, 0.45161277055740356, 0.36018943786621094, 0.4953269362449646, 0.2649571895599365, 0.32558128237724304, 0.14285708963871002, 0.2404370754957199, 0.19108274579048157, 0.4405285120010376, 0.6009388566017151, 0.46551719307899475, 0.20224712789058685, 0.23076917231082916, 0.5130888819694519, 0.5690376162528992, 0.396135151386261, 0.08602144569158554, 0.5142855644226074, 0.31372538208961487, 0.3394832909107208, 0.28571420907974243, 0.6808508634567261, 0.376623272895813, 0.4545453190803528, 0.37333324551582336, 0.22093015909194946, 0.10738249123096466, 0.2176164984703064, 0.3251230716705322, 0.6457397937774658, 0.5446427464485168, 0.3411763310432434, 0.5446008443832397, 0.15999993681907654, 0.36464083194732666, 0.2243901938199997, 0.5096152424812317, 0.575107216835022, 0.1945524662733078, 0.17117109894752502, 0.28193822503089905, 0.14965979754924774, 0.3003412187099457, 0.5978259444236755, 0.3418802320957184, 0.11904755234718323, 0.4191615581512451, 0.38674020767211914, 0.30714282393455505, 0.1835748255252838, 0.23809516429901123, 0.24590153992176056, 0.46491214632987976, 0.21839071810245514, 0.228571355342865, 0.5937498807907104, 0.4780486822128296, 0.25112098455429077, 0.2762430012226105, 0.13186806440353394, 0.3422052562236786 ], "time": 39.251452416181564, "param": null }, { "epoch": 54, "train_loss": 0.24021698534488678, "val_loss": 3.801060438156128, "acc": 32.9, "f1": [ 0.6249998807907104, 0.3519999384880066, 0.23357658088207245, 0.10447756201028824, 0.16560502350330353, 0.24501419067382812, 0.37185919284820557, 0.2780747711658478, 0.3169397711753845, 0.4090907871723175, 0.11224482953548431, 0.2091502547264099, 0.33333325386047363, 0.20610681176185608, 0.23255807161331177, 0.30208322405815125, 0.28455275297164917, 0.48837196826934814, 0.2488478720188141, 0.24999988079071045, 0.6532661318778992, 0.4861876964569092, 0.2682925760746002, 0.43678146600723267, 0.6009851098060608, 0.12807877361774445, 0.220779150724411, 0.1909089982509613, 0.48214277625083923, 0.3253587782382965, 0.40358731150627136, 0.31325289607048035, 0.26136353611946106, 0.37885454297065735, 0.1749999076128006, 0.18025743961334229, 0.2933332622051239, 0.1641024947166443, 0.16748763620853424, 0.4533332288265228, 0.23728805780410767, 0.6390531063079834, 0.23595495522022247, 0.3199998736381531, 0.09999994933605194, 0.16666659712791443, 0.2264150232076645, 0.4634144902229309, 0.47560960054397583, 0.2272726595401764, 0.20238088071346283, 0.366812139749527, 0.5328184366226196, 0.5904760956764221, 0.4221104085445404, 0.11555548757314682, 0.4622640609741211, 0.3169397711753845, 0.41314542293548584, 0.2769230008125305, 0.6976743340492249, 0.48314592242240906, 0.5240640044212341, 0.3253011107444763, 0.09876536577939987, 0.13999994099140167, 0.20359273254871368, 0.32579174637794495, 0.6073297262191772, 0.5367964506149292, 0.37999987602233887, 0.4885992705821991, 0.10970457643270493, 0.36111101508140564, 0.20118334889411926, 0.5925924181938171, 0.5698322653770447, 0.09374994784593582, 0.16814152896404266, 0.29743579030036926, 0.15819202363491058, 0.23999996483325958, 0.6408838629722595, 0.3351350426673889, 0.15384609997272491, 0.4301074147224426, 0.34177201986312866, 0.3591548204421997, 0.23958325386047363, 0.2795697748661041, 0.24892695248126984, 0.3758864104747772, 0.25510191917419434, 0.20175431668758392, 0.609625518321991, 0.4499998688697815, 0.07999995350837708, 0.27199992537498474, 0.21505369246006012, 0.371900737285614 ], "time": 39.202193113043904, "param": null }, { "epoch": 55, "train_loss": 0.2521263360977173, "val_loss": 3.6373696327209473, "acc": 32.3, "f1": [ 0.5938863754272461, 0.445652037858963, 0.2124999314546585, 0.1809954047203064, 0.16666659712791443, 0.2871793806552887, 0.31249991059303284, 0.2634729743003845, 0.31506839394569397, 0.4257424473762512, 0.11458326876163483, 0.1725887656211853, 0.25570768117904663, 0.2621358335018158, 0.17241372168064117, 0.22580638527870178, 0.38502663373947144, 0.4640882611274719, 0.26728102564811707, 0.2078852504491806, 0.6703909635543823, 0.4170211851596832, 0.30456843972206116, 0.5497074723243713, 0.5898616909980774, 0.21296289563179016, 0.26206886768341064, 0.11688306927680969, 0.48314592242240906, 0.3376622200012207, 0.326315701007843, 0.30456843972206116, 0.22325573861598969, 0.2938387989997864, 0.2470587193965912, 0.1775147169828415, 0.3101603388786316, 0.2298850268125534, 0.1932772397994995, 0.4018690288066864, 0.28947362303733826, 0.569696843624115, 0.2528734505176544, 0.2524271011352539, 0.13930343091487885, 0.154929518699646, 0.20895515382289886, 0.44715434312820435, 0.5257730484008789, 0.3354036211967468, 0.16724732518196106, 0.22093015909194946, 0.42285704612731934, 0.5344128608703613, 0.3468207120895386, 0.12745091319084167, 0.4640882611274719, 0.3609755337238312, 0.4052286446094513, 0.3023254871368408, 0.6806721091270447, 0.4266665279865265, 0.47560960054397583, 0.38150280714035034, 0.14529910683631897, 0.1551019698381424, 0.21800939738750458, 0.29523801803588867, 0.6538460850715637, 0.5154638290405273, 0.23529404401779175, 0.5142855644226074, 0.14229243993759155, 0.3469386696815491, 0.2085307389497757, 0.5820105075836182, 0.6249998807907104, 0.1361255943775177, 0.1081080511212349, 0.27814561128616333, 0.0978260263800621, 0.24418595433235168, 0.6874998807907104, 0.3265305161476135, 0.1935483068227768, 0.43269219994544983, 0.34579432010650635, 0.34999990463256836, 0.17834389209747314, 0.2909089922904968, 0.28806576132774353, 0.43902426958084106, 0.17204295098781586, 0.2127658873796463, 0.5624998807907104, 0.43781083822250366, 0.24509796500205994, 0.2718445658683777, 0.16279064118862152, 0.2712933123111725 ], "time": 38.21468778233975, "param": null }, { "epoch": 56, "train_loss": 0.19825194776058197, "val_loss": 3.8851895332336426, "acc": 32.75, "f1": [ 0.6338796615600586, 0.3593749403953552, 0.17283941805362701, 0.1395348161458969, 0.23157887160778046, 0.2545453608036041, 0.3726707398891449, 0.2972972095012665, 0.358024537563324, 0.4102562963962555, 0.15894033014774323, 0.22222216427326202, 0.3118278682231903, 0.2745096981525421, 0.239999920129776, 0.29743579030036926, 0.39153432846069336, 0.5502182841300964, 0.24277448654174805, 0.2115383893251419, 0.6734693050384521, 0.47761180996894836, 0.3351350426673889, 0.45263150334358215, 0.6206895709037781, 0.23255808651447296, 0.26027390360832214, 0.1538461148738861, 0.45398759841918945, 0.2722512185573578, 0.33128824830055237, 0.26395928859710693, 0.2782607972621918, 0.2793295085430145, 0.24590153992176056, 0.17391297221183777, 0.3409090042114258, 0.2399999350309372, 0.15652167797088623, 0.45637571811676025, 0.323809415102005, 0.5989846587181091, 0.25352105498313904, 0.2524271011352539, 0.15757569670677185, 0.20087330043315887, 0.17840369045734406, 0.40517228841781616, 0.5028570294380188, 0.3951611816883087, 0.1735159158706665, 0.34351134300231934, 0.47008538246154785, 0.5742572546005249, 0.4257424473762512, 0.08560305833816528, 0.46835434436798096, 0.28742504119873047, 0.38626599311828613, 0.2825278043746948, 0.7448978424072266, 0.42528724670410156, 0.4257424473762512, 0.2965516448020935, 0.15199993550777435, 0.1793721318244934, 0.26315781474113464, 0.2873562276363373, 0.6551722884178162, 0.509505569934845, 0.3419688045978546, 0.5235601663589478, 0.1194029375910759, 0.35294109582901, 0.12987005710601807, 0.5621620416641235, 0.6031745076179504, 0.1716737449169159, 0.14723920822143555, 0.27999991178512573, 0.1257142275571823, 0.23030294477939606, 0.6600984334945679, 0.27329182624816895, 0.12121206521987915, 0.45887434482574463, 0.3654821515083313, 0.3917524814605713, 0.22222216427326202, 0.2965778410434723, 0.2700421214103699, 0.4253392219543457, 0.1762113720178604, 0.22702695429325104, 0.5290321707725525, 0.4210525155067444, 0.22857137024402618, 0.2749999165534973, 0.19417467713356018, 0.29850736260414124 ], "time": 39.2237608237192, "param": null }, { "epoch": 57, "train_loss": 0.22352337837219238, "val_loss": 4.403038024902344, "acc": 32.29, "f1": [ 0.5381525158882141, 0.3636362552642822, 0.14349770545959473, 0.1717790812253952, 0.19999991357326508, 0.26791271567344666, 0.3515150547027588, 0.318471223115921, 0.3091786503791809, 0.3184078335762024, 0.22924895584583282, 0.17699109017848969, 0.2531644403934479, 0.2289561629295349, 0.239999920129776, 0.27884605526924133, 0.3454544246196747, 0.46923068165779114, 0.27755096554756165, 0.16766461730003357, 0.6091369390487671, 0.46829259395599365, 0.34024888277053833, 0.38888877630233765, 0.6138612627983093, 0.15204671025276184, 0.17054256796836853, 0.19931264221668243, 0.43181806802749634, 0.3129250705242157, 0.37446799874305725, 0.26455017924308777, 0.2614377737045288, 0.29875513911247253, 0.2424241602420807, 0.21198150515556335, 0.29787227511405945, 0.12987005710601807, 0.12380944937467575, 0.4606740176677704, 0.28571420907974243, 0.5104601383209229, 0.2976189851760864, 0.22784802317619324, 0.12865489721298218, 0.11976040154695511, 0.2181817591190338, 0.4745761454105377, 0.44578301906585693, 0.35064926743507385, 0.18791939318180084, 0.21874994039535522, 0.5120771527290344, 0.5363127589225769, 0.46009382605552673, 0.10380617529153824, 0.5199998617172241, 0.24875615537166595, 0.40540531277656555, 0.29473677277565, 0.716577410697937, 0.39378228783607483, 0.4253392219543457, 0.3411763310432434, 0.16216209530830383, 0.12280695140361786, 0.20155030488967896, 0.32635971903800964, 0.6391751170158386, 0.5182185173034668, 0.324607253074646, 0.5440612435340881, 0.11042939126491547, 0.29032251238822937, 0.16883111000061035, 0.5697672963142395, 0.6105261445045471, 0.15458931028842926, 0.13157887756824493, 0.30909082293510437, 0.12154688686132431, 0.30418241024017334, 0.6310158967971802, 0.3091786503791809, 0.16901402175426483, 0.4313724637031555, 0.4223601520061493, 0.34883710741996765, 0.0869564637541771, 0.29940110445022583, 0.2638888359069824, 0.5098037719726562, 0.19999992847442627, 0.20571422576904297, 0.6063828468322754, 0.4756755530834198, 0.2840908169746399, 0.2727271318435669, 0.10370365530252457, 0.3024389147758484 ], "time": 39.32358832471073, "param": null }, { "epoch": 58, "train_loss": 0.26556044816970825, "val_loss": 4.083201885223389, "acc": 31.48, "f1": [ 0.5024153590202332, 0.38095226883888245, 0.22598862648010254, 0.13259662687778473, 0.1991700679063797, 0.25490185618400574, 0.25098028779029846, 0.32888880372047424, 0.3265305161476135, 0.4183672070503235, 0.1401868611574173, 0.15894033014774323, 0.32222211360931396, 0.290502667427063, 0.1990049034357071, 0.19736838340759277, 0.4343433380126953, 0.4248703718185425, 0.2181817591190338, 0.2175437957048416, 0.6176469922065735, 0.4518827795982361, 0.28426387906074524, 0.33333322405815125, 0.5899998545646667, 0.19138747453689575, 0.17435890436172485, 0.11042939126491547, 0.5230767726898193, 0.32748526334762573, 0.32432422041893005, 0.3179486393928528, 0.26373615860939026, 0.289308100938797, 0.20532315969467163, 0.1960783749818802, 0.2528734505176544, 0.22325573861598969, 0.14218004047870636, 0.41221365332603455, 0.3313608467578888, 0.6540879011154175, 0.262711763381958, 0.22471904754638672, 0.12643671035766602, 0.12857137620449066, 0.22093015909194946, 0.46376800537109375, 0.5813952684402466, 0.3473052978515625, 0.21561333537101746, 0.24615378677845, 0.5791853666305542, 0.5569619536399841, 0.40796008706092834, 0.09999995678663254, 0.4239630401134491, 0.36871495842933655, 0.3714284598827362, 0.35714277625083923, 0.6914892196655273, 0.4499998688697815, 0.45569607615470886, 0.3217390477657318, 0.15384607017040253, 0.18579228222370148, 0.21590903401374817, 0.2807016372680664, 0.6631014943122864, 0.4939757287502289, 0.34123215079307556, 0.5632182359695435, 0.11235948652029037, 0.31249991059303284, 0.16733060777187347, 0.619289219379425, 0.5350876450538635, 0.13043470680713654, 0.11392401158809662, 0.299999862909317, 0.143540620803833, 0.23863628506660461, 0.6785712838172913, 0.2718445658683777, 0.15662643313407898, 0.45054933428764343, 0.36269423365592957, 0.286666601896286, 0.06349202245473862, 0.2727271616458893, 0.262857049703598, 0.4418603479862213, 0.16666661202907562, 0.11842100322246552, 0.5272725820541382, 0.3878786563873291, 0.21714277565479279, 0.2553190290927887, 0.18987338244915009, 0.3058822751045227 ], "time": 38.145555133000016, "param": null }, { "epoch": 59, "train_loss": 0.27330392599105835, "val_loss": 3.9592132568359375, "acc": 32.2, "f1": [ 0.5714284181594849, 0.41935470700263977, 0.19047611951828003, 0.17283941805362701, 0.11881181597709656, 0.31034475564956665, 0.33333319425582886, 0.2598869204521179, 0.3504272401332855, 0.4195120930671692, 0.20095685124397278, 0.1914892941713333, 0.282828152179718, 0.19354835152626038, 0.20960691571235657, 0.24271836876869202, 0.3428570628166199, 0.48333320021629333, 0.2794116735458374, 0.22857137024402618, 0.6122447848320007, 0.4606740176677704, 0.3515150547027588, 0.47674402594566345, 0.5437787175178528, 0.24742262065410614, 0.2037036269903183, 0.17679551243782043, 0.5287355184555054, 0.3037973642349243, 0.33460068702697754, 0.23448269069194794, 0.22321420907974243, 0.3478260338306427, 0.2564101815223694, 0.2202642410993576, 0.3469386696815491, 0.22047238051891327, 0.12413787841796875, 0.47393354773521423, 0.3428570330142975, 0.5523808598518372, 0.2718445658683777, 0.25157222151756287, 0.11023616790771484, 0.18079088628292084, 0.1844659447669983, 0.4923075735569, 0.5367964506149292, 0.3980098366737366, 0.19672125577926636, 0.30769219994544983, 0.4851484000682831, 0.5202310085296631, 0.38059693574905396, 0.10050245374441147, 0.4145076870918274, 0.30851057171821594, 0.35675665736198425, 0.26086944341659546, 0.7058822512626648, 0.4594593644142151, 0.3308822214603424, 0.3905324339866638, 0.12121205776929855, 0.08219172805547714, 0.18579228222370148, 0.20408158004283905, 0.6774192452430725, 0.5420559644699097, 0.293436199426651, 0.5333331823348999, 0.10256403684616089, 0.35454532504081726, 0.15315312147140503, 0.40105533599853516, 0.5620913505554199, 0.1507537066936493, 0.19417467713356018, 0.2872926890850067, 0.10236214846372604, 0.22099439799785614, 0.6363635063171387, 0.2967032194137573, 0.17708326876163483, 0.48044681549072266, 0.44705867767333984, 0.36464083194732666, 0.18478251993656158, 0.26615965366363525, 0.23999996483325958, 0.4487804174423218, 0.1612902730703354, 0.208791121840477, 0.603550136089325, 0.3801651895046234, 0.246575266122818, 0.29931965470314026, 0.17021268606185913, 0.27777767181396484 ], "time": 38.18636409658939, "param": null }, { "epoch": 60, "train_loss": 0.23854117095470428, "val_loss": 3.7642760276794434, "acc": 32.68, "f1": [ 0.5948716402053833, 0.4324323236942291, 0.2485874742269516, 0.07874010503292084, 0.17948710918426514, 0.2290075719356537, 0.33333319425582886, 0.3157894015312195, 0.300884872674942, 0.47368407249450684, 0.1481480896472931, 0.19736838340759277, 0.27118638157844543, 0.18181811273097992, 0.23115570843219757, 0.23809516429901123, 0.31372541189193726, 0.5344826579093933, 0.3376622498035431, 0.2692306935787201, 0.64327472448349, 0.466666579246521, 0.3248729705810547, 0.45569613575935364, 0.556212842464447, 0.1749999076128006, 0.21839071810245514, 0.15827332437038422, 0.4945053458213806, 0.3068782389163971, 0.29885047674179077, 0.28571417927742004, 0.2716048061847687, 0.27343741059303284, 0.24637670814990997, 0.17877088487148285, 0.29230761528015137, 0.1449274718761444, 0.17100363969802856, 0.35687726736068726, 0.33502528071403503, 0.484615296125412, 0.2485205978155136, 0.28776970505714417, 0.1866665780544281, 0.22222213447093964, 0.18604646623134613, 0.4561401903629303, 0.5061726570129395, 0.3722943067550659, 0.21301770210266113, 0.2918454110622406, 0.5882351994514465, 0.5741626024246216, 0.3868311941623688, 0.12807877361774445, 0.44943806529045105, 0.37804868817329407, 0.4205606281757355, 0.265060156583786, 0.6702126860618591, 0.46534639596939087, 0.38775497674942017, 0.34254133701324463, 0.12017160654067993, 0.13265299797058105, 0.20883527398109436, 0.19047611951828003, 0.6190474629402161, 0.5904760956764221, 0.4149376451969147, 0.5302324295043945, 0.10426533967256546, 0.3710406422615051, 0.2243901938199997, 0.49999988079071045, 0.5111110210418701, 0.12949636578559875, 0.15936249494552612, 0.30701744556427, 0.21505369246006012, 0.28444433212280273, 0.57297283411026, 0.329268217086792, 0.18604643642902374, 0.44976064562797546, 0.387096643447876, 0.32558128237724304, 0.1734103411436081, 0.3316582143306732, 0.22314044833183289, 0.47398826479911804, 0.24390237033367157, 0.18811874091625214, 0.5568180084228516, 0.41474640369415283, 0.22797919809818268, 0.2810809910297394, 0.12359543144702911, 0.2452315390110016 ], "time": 39.26892407145351, "param": null }, { "epoch": 61, "train_loss": 0.1660427302122116, "val_loss": 4.000198841094971, "acc": 32.46, "f1": [ 0.5409834980964661, 0.40268445014953613, 0.2682925760746002, 0.20610681176185608, 0.20168058574199677, 0.25157222151756287, 0.3926379084587097, 0.2727271616458893, 0.3043477535247803, 0.4766837954521179, 0.04195799678564072, 0.1449274718761444, 0.251082181930542, 0.23602473735809326, 0.20202013850212097, 0.18972326815128326, 0.32888880372047424, 0.4573642313480377, 0.29959505796432495, 0.24999991059303284, 0.6097559928894043, 0.4495411515235901, 0.31355923414230347, 0.4659089744091034, 0.6028706431388855, 0.22459883987903595, 0.24761897325515747, 0.12213735282421112, 0.5027931928634644, 0.3435581922531128, 0.3421051502227783, 0.26890748739242554, 0.1931033730506897, 0.31884047389030457, 0.23809516429901123, 0.22222216427326202, 0.30278873443603516, 0.16304342448711395, 0.17921142280101776, 0.48587560653686523, 0.2845187783241272, 0.6417111158370972, 0.3018867075443268, 0.30621999502182007, 0.16513754427433014, 0.21256029605865479, 0.1556885540485382, 0.4666665494441986, 0.5137613415718079, 0.33333322405815125, 0.21874994039535522, 0.23041465878486633, 0.49586769938468933, 0.5391303300857544, 0.41666656732559204, 0.07179480791091919, 0.48401811718940735, 0.31538453698158264, 0.31506839394569397, 0.28712859749794006, 0.7407405972480774, 0.4142010807991028, 0.4242422878742218, 0.3389829397201538, 0.09248548746109009, 0.15062755346298218, 0.13157887756824493, 0.2804426848888397, 0.6350710391998291, 0.47899147868156433, 0.3703702688217163, 0.5058822631835938, 0.07142851501703262, 0.31638407707214355, 0.16289585828781128, 0.5579397678375244, 0.5239850878715515, 0.17142851650714874, 0.14965979754924774, 0.32234421372413635, 0.16911759972572327, 0.19259251654148102, 0.6105261445045471, 0.3064514994621277, 0.16993455588817596, 0.4598929286003113, 0.37999987602233887, 0.29059821367263794, 0.13846148550510406, 0.23225797712802887, 0.2967032194137573, 0.5263156890869141, 0.18518511950969696, 0.17525766789913177, 0.5913042426109314, 0.4599998891353607, 0.2366863340139389, 0.2705313265323639, 0.1256038099527359, 0.38271594047546387 ], "time": 39.11071005836129, "param": null }, { "epoch": 62, "train_loss": 0.24485230445861816, "val_loss": 3.8477649688720703, "acc": 32.4, "f1": [ 0.6031745076179504, 0.4180789887905121, 0.20930227637290955, 0.1818181276321411, 0.1528661698102951, 0.2879376709461212, 0.34254133701324463, 0.28571417927742004, 0.2973976731300354, 0.3917524814605713, 0.16267937421798706, 0.19230762124061584, 0.3220337927341461, 0.2789115011692047, 0.2333332598209381, 0.17391295731067657, 0.3253587782382965, 0.4081631600856781, 0.26262614130973816, 0.20111726224422455, 0.6249998807907104, 0.40659332275390625, 0.36521732807159424, 0.3316061198711395, 0.48908287286758423, 0.24193541705608368, 0.23529404401779175, 0.2131146788597107, 0.45454537868499756, 0.3111110329627991, 0.36842095851898193, 0.23529404401779175, 0.24999991059303284, 0.31055888533592224, 0.24203814566135406, 0.18791940808296204, 0.26315778493881226, 0.15730330348014832, 0.11282043904066086, 0.47674402594566345, 0.2803029716014862, 0.5065500736236572, 0.2674417495727539, 0.3116881847381592, 0.1991700679063797, 0.20083676278591156, 0.1754385381937027, 0.46387824416160583, 0.4042551815509796, 0.3529410660266876, 0.1935483068227768, 0.30150744318962097, 0.42780739068984985, 0.5673075914382935, 0.42156851291656494, 0.0869564488530159, 0.4596272110939026, 0.35532984137535095, 0.3555554449558258, 0.3249998688697815, 0.6905827522277832, 0.43153515458106995, 0.42570269107818604, 0.38150280714035034, 0.13017743825912476, 0.12658223509788513, 0.22891558706760406, 0.28742504119873047, 0.6597937345504761, 0.6105261445045471, 0.3209875524044037, 0.5775861144065857, 0.13333328068256378, 0.341666579246521, 0.1748633086681366, 0.520408034324646, 0.5882351994514465, 0.17670676112174988, 0.1818181276321411, 0.2954544723033905, 0.11764700710773468, 0.25945934653282166, 0.636871337890625, 0.3300969898700714, 0.15204671025276184, 0.4827585518360138, 0.3408070504665375, 0.3508771061897278, 0.20359273254871368, 0.3157893717288971, 0.2922373414039612, 0.43846145272254944, 0.24630534648895264, 0.16149060428142548, 0.613756537437439, 0.3827749788761139, 0.27814561128616333, 0.3314284682273865, 0.14285708963871002, 0.2769230008125305 ], "time": 39.18965164758265, "param": null }, { "epoch": 63, "train_loss": 0.3201631009578705, "val_loss": 3.958555221557617, "acc": 32.47, "f1": [ 0.5913977026939392, 0.4476189613342285, 0.19379839301109314, 0.12765952944755554, 0.19004517793655396, 0.27715346217155457, 0.35602086782455444, 0.28571417927742004, 0.35616424679756165, 0.4472048580646515, 0.11827950179576874, 0.17931029200553894, 0.30541861057281494, 0.2690582275390625, 0.2840908169746399, 0.21965309977531433, 0.35602086782455444, 0.45833322405815125, 0.2617800235748291, 0.25870639085769653, 0.6016947627067566, 0.43715834617614746, 0.345177561044693, 0.4142856299877167, 0.5865383148193359, 0.19534875452518463, 0.27722764015197754, 0.20447281002998352, 0.506493330001831, 0.2883720099925995, 0.34509798884391785, 0.2244897186756134, 0.320441871881485, 0.28025469183921814, 0.23893800377845764, 0.1531914472579956, 0.3135133981704712, 0.17112290859222412, 0.1900825798511505, 0.44357967376708984, 0.30621999502182007, 0.5747125148773193, 0.2564101815223694, 0.28260859847068787, 0.15294109284877777, 0.20338977873325348, 0.1792452037334442, 0.5136610269546509, 0.4818180501461029, 0.3315507173538208, 0.13836471736431122, 0.29245272278785706, 0.5436891913414001, 0.5365853309631348, 0.3999998867511749, 0.10071936994791031, 0.45859864354133606, 0.38095223903656006, 0.3755457401275635, 0.25352105498313904, 0.6814157962799072, 0.48314592242240906, 0.4299998879432678, 0.3699999153614044, 0.09032251685857773, 0.16666659712791443, 0.18064509332180023, 0.23357655107975006, 0.6390531063079834, 0.5545453429222107, 0.3644443452358246, 0.48854950070381165, 0.14893612265586853, 0.2797201871871948, 0.20224712789058685, 0.637362539768219, 0.5680471658706665, 0.15757569670677185, 0.22962957620620728, 0.2165604531764984, 0.13017743825912476, 0.2816900908946991, 0.6744184494018555, 0.29166656732559204, 0.19469019770622253, 0.4236452281475067, 0.31506839394569397, 0.36714968085289, 0.18274106085300446, 0.28363627195358276, 0.2569443881511688, 0.4594593644142151, 0.1843317300081253, 0.08835335075855255, 0.5324673652648926, 0.3806227445602417, 0.30409345030784607, 0.3157894015312195, 0.10227267444133759, 0.22360241413116455 ], "time": 39.25621450971812, "param": null }, { "epoch": 64, "train_loss": 0.2259340137243271, "val_loss": 3.975979804992676, "acc": 31.64, "f1": [ 0.5374998450279236, 0.45685264468193054, 0.179775208234787, 0.12738847732543945, 0.16260157525539398, 0.25555548071861267, 0.28749987483024597, 0.2786884307861328, 0.2795030474662781, 0.42639580368995667, 0.15819202363491058, 0.212290421128273, 0.32291656732559204, 0.16580304503440857, 0.24999991059303284, 0.22619038820266724, 0.3316061198711395, 0.42857131361961365, 0.23529402911663055, 0.23300965130329132, 0.5964910984039307, 0.3975902497768402, 0.32888880372047424, 0.5464479923248291, 0.6048778891563416, 0.17171710729599, 0.23754781484603882, 0.21645015478134155, 0.45637571811676025, 0.32941165566444397, 0.36842095851898193, 0.22485199570655823, 0.22680403292179108, 0.2938774824142456, 0.24528293311595917, 0.16964279115200043, 0.36046499013900757, 0.2536584436893463, 0.18248169124126434, 0.38251355290412903, 0.3364485204219818, 0.5185183882713318, 0.2399999350309372, 0.24999989569187164, 0.09950242191553116, 0.13968250155448914, 0.23021577298641205, 0.46788978576660156, 0.46478867530822754, 0.4186045527458191, 0.2025315761566162, 0.2959640622138977, 0.5119998455047607, 0.5728154182434082, 0.3599999248981476, 0.04109584540128708, 0.41818171739578247, 0.34482747316360474, 0.30270257592201233, 0.255638986825943, 0.7117116451263428, 0.38993698358535767, 0.37246954441070557, 0.35714274644851685, 0.1395348161458969, 0.13829779624938965, 0.19047611951828003, 0.2682925760746002, 0.6145250201225281, 0.5130433440208435, 0.36158180236816406, 0.5217390060424805, 0.140350803732872, 0.31764698028564453, 0.15999992191791534, 0.4669259786605835, 0.6190474629402161, 0.10937494784593582, 0.1604277491569519, 0.2649005651473999, 0.14049580693244934, 0.2532750070095062, 0.5690376162528992, 0.3414632976055145, 0.14659680426120758, 0.3723403513431549, 0.33918121457099915, 0.3149605393409729, 0.175572469830513, 0.29268285632133484, 0.24999991059303284, 0.474226713180542, 0.20095685124397278, 0.2129276990890503, 0.5833332538604736, 0.42285704612731934, 0.2722512185573578, 0.238805890083313, 0.13664589822292328, 0.2676055133342743 ], "time": 38.10774129908532, "param": null }, { "epoch": 65, "train_loss": 0.2591420114040375, "val_loss": 4.175159931182861, "acc": 30.8, "f1": [ 0.3971630334854126, 0.4223601520061493, 0.18090447783470154, 0.12987005710601807, 0.18811874091625214, 0.2761903405189514, 0.25092241168022156, 0.2995593845844269, 0.3348415493965149, 0.3832334280014038, 0.08196717500686646, 0.16560502350330353, 0.2838708758354187, 0.22485199570655823, 0.21660645306110382, 0.23595495522022247, 0.31999990344047546, 0.44578301906585693, 0.33179715275764465, 0.20454540848731995, 0.6368157267570496, 0.5221673846244812, 0.33333325386047363, 0.27999988198280334, 0.5728641748428345, 0.16993455588817596, 0.19889496266841888, 0.16161610186100006, 0.4834122061729431, 0.33179715275764465, 0.39560428261756897, 0.2269502729177475, 0.23809516429901123, 0.2845849096775055, 0.26666656136512756, 0.19047614932060242, 0.3228698670864105, 0.20689648389816284, 0.18823523819446564, 0.4402983784675598, 0.239436537027359, 0.4816325008869171, 0.26666656136512756, 0.2589927315711975, 0.12972965836524963, 0.20454540848731995, 0.16184966266155243, 0.4069766402244568, 0.46551719307899475, 0.4150942265987396, 0.14678892493247986, 0.2564101815223694, 0.5492226481437683, 0.4641832709312439, 0.43153515458106995, 0.09478667378425598, 0.4276728630065918, 0.34736835956573486, 0.40540531277656555, 0.33333322405815125, 0.6918917894363403, 0.4230768084526062, 0.38636353611946106, 0.32624104619026184, 0.11711704730987549, 0.18934904038906097, 0.10447756201028824, 0.3369564116001129, 0.6899998784065247, 0.48799988627433777, 0.30555543303489685, 0.5294116139411926, 0.043478213250637054, 0.34042540192604065, 0.1834861934185028, 0.5446427464485168, 0.47761180996894836, 0.13157887756824493, 0.12962956726551056, 0.2433861643075943, 0.14150936901569366, 0.23430955410003662, 0.6190475225448608, 0.24691346287727356, 0.16981124877929688, 0.35862061381340027, 0.3459458649158478, 0.3199998736381531, 0.10232551395893097, 0.29875513911247253, 0.24844713509082794, 0.44444429874420166, 0.2214021533727646, 0.20809243619441986, 0.4938269853591919, 0.43373486399650574, 0.28571420907974243, 0.26136353611946106, 0.1130434200167656, 0.29166659712791443 ], "time": 39.20105549879372, "param": null }, { "epoch": 66, "train_loss": 0.21890385448932648, "val_loss": 3.8867878913879395, "acc": 32.53, "f1": [ 0.6256982088088989, 0.41314542293548584, 0.1938774734735489, 0.17482511699199677, 0.1605350524187088, 0.30630621314048767, 0.3076922297477722, 0.364531934261322, 0.28571417927742004, 0.4509802758693695, 0.15624994039535522, 0.21621614694595337, 0.2953585684299469, 0.2374998927116394, 0.23728807270526886, 0.20930226147174835, 0.38461530208587646, 0.4155843257904053, 0.18779337406158447, 0.22748807072639465, 0.5647057294845581, 0.3868612051010132, 0.30120471119880676, 0.5247523188591003, 0.5172412395477295, 0.21999992430210114, 0.26415085792541504, 0.19730934500694275, 0.3976607024669647, 0.32704389095306396, 0.38190943002700806, 0.2694299519062042, 0.23041465878486633, 0.33720916509628296, 0.255813866853714, 0.1858406364917755, 0.32941165566444397, 0.23589736223220825, 0.20430098474025726, 0.4749998450279236, 0.32584258913993835, 0.5286343097686768, 0.2795697748661041, 0.2833332419395447, 0.13043470680713654, 0.17266181111335754, 0.19209031760692596, 0.38251355290412903, 0.5023254752159119, 0.33128824830055237, 0.16494840383529663, 0.299465149641037, 0.4919354021549225, 0.5528453588485718, 0.44444432854652405, 0.08092478662729263, 0.4549761712551117, 0.2932550609111786, 0.3431951701641083, 0.28235283493995667, 0.6493505239486694, 0.43333321809768677, 0.4529913365840912, 0.2795697748661041, 0.13017743825912476, 0.18719203770160675, 0.23376618325710297, 0.32075464725494385, 0.6243385076522827, 0.5217389464378357, 0.31205663084983826, 0.5225224494934082, 0.11522628366947174, 0.29906532168388367, 0.19999992847442627, 0.6168223023414612, 0.6066349744796753, 0.17355364561080933, 0.09999993443489075, 0.16783210635185242, 0.12753619253635406, 0.29523801803588867, 0.5209301114082336, 0.3516482412815094, 0.2181817591190338, 0.38674020767211914, 0.33057841658592224, 0.36633655428886414, 0.15999992191791534, 0.29268282651901245, 0.26666656136512756, 0.4903845191001892, 0.212290421128273, 0.1990049034357071, 0.6387433409690857, 0.43564343452453613, 0.27102795243263245, 0.35365843772888184, 0.1494252234697342, 0.4056602716445923 ], "time": 38.97802216093987, "param": null }, { "epoch": 67, "train_loss": 0.1806907057762146, "val_loss": 3.656325340270996, "acc": 32.24, "f1": [ 0.5462961196899414, 0.38043469190597534, 0.17230765521526337, 0.11392398923635483, 0.16279062628746033, 0.29885047674179077, 0.3407406508922577, 0.29292917251586914, 0.34013596177101135, 0.44198882579803467, 0.14925366640090942, 0.20765019953250885, 0.2705881595611572, 0.2014387845993042, 0.25555548071861267, 0.22009563446044922, 0.3440859317779541, 0.41573023796081543, 0.278787761926651, 0.26136353611946106, 0.5999998450279236, 0.4351463317871094, 0.30150744318962097, 0.3076922297477722, 0.6425337791442871, 0.14689259231090546, 0.20895513892173767, 0.2054053246974945, 0.5244443416595459, 0.3209875524044037, 0.30107519030570984, 0.27322396636009216, 0.15573763847351074, 0.3370785713195801, 0.18848159909248352, 0.10582003742456436, 0.2605040967464447, 0.26395928859710693, 0.09090903401374817, 0.474226713180542, 0.29059821367263794, 0.6046509742736816, 0.21301770210266113, 0.2890172600746155, 0.1279069036245346, 0.2176164984703064, 0.21359217166900635, 0.48044681549072266, 0.5249998569488525, 0.35390937328338623, 0.1912349909543991, 0.22093015909194946, 0.558139443397522, 0.48936155438423157, 0.4020099639892578, 0.11650479584932327, 0.47619032859802246, 0.38190943002700806, 0.26153838634490967, 0.3414633274078369, 0.6600984334945679, 0.4533332288265228, 0.38139525055885315, 0.2959182858467102, 0.14213192462921143, 0.18867918848991394, 0.2514968812465668, 0.2999999225139618, 0.6422017216682434, 0.5119998455047607, 0.3389829397201538, 0.47619038820266724, 0.11111104488372803, 0.33802807331085205, 0.16666659712791443, 0.5679011344909668, 0.45695358514785767, 0.1759258508682251, 0.1126759946346283, 0.31284910440444946, 0.15668198466300964, 0.19178076088428497, 0.6600984334945679, 0.3678159713745117, 0.19883033633232117, 0.44970402121543884, 0.3707316219806671, 0.33606547117233276, 0.12698407471179962, 0.2783504128456116, 0.28455275297164917, 0.4745761454105377, 0.20224712789058685, 0.15789468586444855, 0.5726140141487122, 0.44351452589035034, 0.2780747711658478, 0.2833332419395447, 0.16236156225204468, 0.29032251238822937 ], "time": 39.21090772934258, "param": null }, { "epoch": 68, "train_loss": 0.13555994629859924, "val_loss": 3.7859809398651123, "acc": 32.93, "f1": [ 0.6206895709037781, 0.31506839394569397, 0.188888818025589, 0.18404902517795563, 0.193979874253273, 0.24999991059303284, 0.2706766128540039, 0.34523800015449524, 0.35955044627189636, 0.4577113389968872, 0.264317125082016, 0.16370101273059845, 0.3052959144115448, 0.2230215221643448, 0.23913034796714783, 0.16993455588817596, 0.3628317713737488, 0.492890864610672, 0.2543858587741852, 0.20359273254871368, 0.6055043935775757, 0.4260353744029999, 0.3529410660266876, 0.43902432918548584, 0.6220094561576843, 0.1775147169828415, 0.23232315480709076, 0.16666659712791443, 0.49689429998397827, 0.31249991059303284, 0.40999990701675415, 0.27380943298339844, 0.2571427524089813, 0.26027390360832214, 0.16107375919818878, 0.15476183593273163, 0.27096763253211975, 0.2147650271654129, 0.19459453225135803, 0.39202648401260376, 0.33333322405815125, 0.5391303300857544, 0.24908417463302612, 0.24691346287727356, 0.09137050062417984, 0.17821775376796722, 0.18181811273097992, 0.4316108822822571, 0.46728962659835815, 0.33333322405815125, 0.18536579608917236, 0.2643677294254303, 0.4647301733493805, 0.5929647088050842, 0.43979042768478394, 0.06936410069465637, 0.5145629644393921, 0.3295453190803528, 0.43438899517059326, 0.29032251238822937, 0.7118643522262573, 0.44827571511268616, 0.4521738290786743, 0.3417084515094757, 0.11392398923635483, 0.15228420495986938, 0.251428484916687, 0.280898779630661, 0.6594592928886414, 0.4924241304397583, 0.38596484065055847, 0.5439329743385315, 0.10576916486024857, 0.385650098323822, 0.22222214937210083, 0.5940592885017395, 0.6176469922065735, 0.15714280307292938, 0.1509433388710022, 0.23611101508140564, 0.16753920912742615, 0.2202642410993576, 0.5990337133407593, 0.34374991059303284, 0.12499994039535522, 0.4405285120010376, 0.33962252736091614, 0.37735840678215027, 0.17355364561080933, 0.2815532982349396, 0.2602229714393616, 0.4550263583660126, 0.2378377616405487, 0.21390368044376373, 0.6167399883270264, 0.4071427583694458, 0.1445782482624054, 0.27667975425720215, 0.07812494784593582, 0.3068782389163971 ], "time": 39.19572967942804, "param": null }, { "epoch": 69, "train_loss": 0.18412286043167114, "val_loss": 3.906160831451416, "acc": 31.98, "f1": [ 0.5676854848861694, 0.3733331859111786, 0.2314814031124115, 0.11594197899103165, 0.21874994039535522, 0.28444433212280273, 0.3370785713195801, 0.29508185386657715, 0.2956520915031433, 0.35714277625083923, 0.13899610936641693, 0.1258740872144699, 0.290502667427063, 0.2705881595611572, 0.22656244039535522, 0.18947362899780273, 0.3478260338306427, 0.4177776873111725, 0.28426387906074524, 0.22748807072639465, 0.6737966537475586, 0.4068964719772339, 0.3350784480571747, 0.40206170082092285, 0.5367964506149292, 0.19626161456108093, 0.2598869204521179, 0.18823520839214325, 0.4852069914340973, 0.30701744556427, 0.3880595862865448, 0.245353102684021, 0.28571417927742004, 0.3316582143306732, 0.26190465688705444, 0.12093015760183334, 0.33548372983932495, 0.16774186491966248, 0.1836734265089035, 0.5027931928634644, 0.29118767380714417, 0.5418717861175537, 0.22222216427326202, 0.3113206624984741, 0.13461533188819885, 0.17959177494049072, 0.21468918025493622, 0.4343433380126953, 0.49999988079071045, 0.3625729978084564, 0.23636355996131897, 0.22916659712791443, 0.49999988079071045, 0.5411763787269592, 0.3679999113082886, 0.05517236515879631, 0.5316454172134399, 0.3975153863430023, 0.2739725112915039, 0.21839071810245514, 0.7363182306289673, 0.4823527932167053, 0.37174713611602783, 0.30487796664237976, 0.16080394387245178, 0.2430938482284546, 0.24154582619667053, 0.2612611949443817, 0.6847825050354004, 0.4915253520011902, 0.3249998986721039, 0.5026176571846008, 0.14666660130023956, 0.3307691812515259, 0.18972326815128326, 0.527607262134552, 0.5185184478759766, 0.17801040410995483, 0.12851400673389435, 0.3586955666542053, 0.14606735110282898, 0.19047611951828003, 0.5679011344909668, 0.2972972095012665, 0.15328460931777954, 0.3649634122848511, 0.35675665736198425, 0.30395129323005676, 0.14814810454845428, 0.3209875524044037, 0.28749987483024597, 0.47513800859451294, 0.20895515382289886, 0.212290421128273, 0.5072462558746338, 0.3999999165534973, 0.336633563041687, 0.2624998986721039, 0.18421044945716858, 0.3089430034160614 ], "time": 38.222406779415905, "param": null }, { "epoch": 70, "train_loss": 0.21691232919692993, "val_loss": 3.909201145172119, "acc": 32.29, "f1": [ 0.5569619536399841, 0.3157894015312195, 0.22660093009471893, 0.15624994039535522, 0.15920390188694, 0.26153838634490967, 0.3540668785572052, 0.304526686668396, 0.3230768144130707, 0.4692735970020294, 0.15789468586444855, 0.26993855834007263, 0.31404948234558105, 0.18045106530189514, 0.19417467713356018, 0.2566037178039551, 0.35582810640335083, 0.47222211956977844, 0.24675315618515015, 0.21686740219593048, 0.6081869602203369, 0.4249998927116394, 0.3186812400817871, 0.4765956401824951, 0.5846152901649475, 0.14634139835834503, 0.2099446803331375, 0.1862347573041916, 0.4469272196292877, 0.3409090042114258, 0.3013697862625122, 0.1654134839773178, 0.2694299519062042, 0.4022345542907715, 0.23030294477939606, 0.1081080511212349, 0.2705881595611572, 0.21794864535331726, 0.15662643313407898, 0.44444432854652405, 0.33050838112831116, 0.616278886795044, 0.26190465688705444, 0.34905651211738586, 0.1675977110862732, 0.1365852952003479, 0.18791939318180084, 0.44554442167282104, 0.5749998092651367, 0.4221104085445404, 0.20532315969467163, 0.24999992549419403, 0.5064376592636108, 0.5793650150299072, 0.3444443643093109, 0.06853578239679337, 0.3841806650161743, 0.3609755337238312, 0.31818169355392456, 0.24999988079071045, 0.6952379941940308, 0.43850257992744446, 0.4429529309272766, 0.3157893717288971, 0.1395348459482193, 0.2399999350309372, 0.24669595062732697, 0.2550334930419922, 0.58730149269104, 0.5333331823348999, 0.2547769844532013, 0.49411749839782715, 0.10389603674411774, 0.30409345030784607, 0.18181811273097992, 0.6276593804359436, 0.6086955666542053, 0.1959458887577057, 0.19251330196857452, 0.2312137931585312, 0.14232203364372253, 0.10370365530252457, 0.6631577014923096, 0.3169397711753845, 0.2138364166021347, 0.4418603479862213, 0.36607131361961365, 0.32941165566444397, 0.10606056451797485, 0.3428570628166199, 0.28571420907974243, 0.4916200041770935, 0.11976040154695511, 0.1657457947731018, 0.6057141423225403, 0.4401912987232208, 0.24083760380744934, 0.2436974197626114, 0.1596243679523468, 0.3778800964355469 ], "time": 39.21234618127346, "param": null }, { "epoch": 71, "train_loss": 0.19248263537883759, "val_loss": 3.87013840675354, "acc": 31.66, "f1": [ 0.592920184135437, 0.4226802885532379, 0.24175815284252167, 0.07042248547077179, 0.17757000029087067, 0.25730982422828674, 0.3376622498035431, 0.3016759157180786, 0.33333325386047363, 0.44559577107429504, 0.09356718510389328, 0.2121211439371109, 0.25906726717948914, 0.24761897325515747, 0.24999991059303284, 0.22137397527694702, 0.26815634965896606, 0.4904213547706604, 0.3599999248981476, 0.20560744404792786, 0.583690881729126, 0.4670657217502594, 0.30057793855667114, 0.4133332371711731, 0.5999999046325684, 0.17801040410995483, 0.2371133416891098, 0.15894033014774323, 0.38028159737586975, 0.348314493894577, 0.3710406422615051, 0.2616821527481079, 0.23595495522022247, 0.2937852144241333, 0.26395928859710693, 0.09655166417360306, 0.33333322405815125, 0.2116401493549347, 0.13513506948947906, 0.4579438269138336, 0.30697670578956604, 0.5514017343521118, 0.239999920129776, 0.30275216698646545, 0.18009470403194427, 0.17272719740867615, 0.16620495915412903, 0.45669278502464294, 0.4444443881511688, 0.3026314675807953, 0.14864858984947205, 0.14864858984947205, 0.376623272895813, 0.5603446960449219, 0.35146433115005493, 0.04838705435395241, 0.4102562963962555, 0.3617020547389984, 0.3482586145401001, 0.3615383505821228, 0.6321837902069092, 0.4320986270904541, 0.3775508999824524, 0.24657529592514038, 0.1282050609588623, 0.19689112901687622, 0.24742262065410614, 0.34920626878738403, 0.6202530264854431, 0.5205478072166443, 0.36123335361480713, 0.4939757287502289, 0.05681813135743141, 0.2771083414554596, 0.19999994337558746, 0.5486724376678467, 0.6018517017364502, 0.1548386514186859, 0.16891886293888092, 0.2941175401210785, 0.12631572782993317, 0.238805890083313, 0.683937668800354, 0.306122362613678, 0.154545396566391, 0.3999999165534973, 0.36158180236816406, 0.2869197428226471, 0.13756607472896576, 0.29824554920196533, 0.22988496720790863, 0.49999988079071045, 0.21789877116680145, 0.16666659712791443, 0.525345504283905, 0.4697985351085663, 0.24096375703811646, 0.23693372309207916, 0.18025743961334229, 0.39090898633003235 ], "time": 39.26412283722311, "param": null }, { "epoch": 72, "train_loss": 0.20376351475715637, "val_loss": 3.991408586502075, "acc": 32.08, "f1": [ 0.6078430414199829, 0.37962955236434937, 0.18478251993656158, 0.17218534648418427, 0.18181811273097992, 0.23463678359985352, 0.32369929552078247, 0.327868789434433, 0.27433618903160095, 0.38596484065055847, 0.16806717216968536, 0.2399999350309372, 0.34177201986312866, 0.29268285632133484, 0.27322396636009216, 0.2262442708015442, 0.3113771378993988, 0.5463916063308716, 0.28723397850990295, 0.23255808651447296, 0.6899998784065247, 0.43636354804039, 0.2999999225139618, 0.4939270317554474, 0.6224488615989685, 0.22480614483356476, 0.20304562151432037, 0.12195117771625519, 0.4573989808559418, 0.331707239151001, 0.3195265531539917, 0.2545453608036041, 0.2413792610168457, 0.26519328355789185, 0.2413792610168457, 0.1325300633907318, 0.314606636762619, 0.15068486332893372, 0.2297871857881546, 0.393063485622406, 0.30232545733451843, 0.5520831942558289, 0.21428565680980682, 0.2991451919078827, 0.11718744784593582, 0.19780214130878448, 0.193548321723938, 0.418032705783844, 0.4969695806503296, 0.3723403513431549, 0.1916166990995407, 0.231999933719635, 0.4765624403953552, 0.4905659258365631, 0.35121941566467285, 0.12844030559062958, 0.4108106791973114, 0.3121950626373291, 0.34177201986312866, 0.2783504128456116, 0.6171002388000488, 0.4942527115345001, 0.4014083743095398, 0.32456132769584656, 0.1656804084777832, 0.09890103340148926, 0.22222216427326202, 0.26666656136512756, 0.6176469922065735, 0.5121950507164001, 0.40677958726882935, 0.5378149747848511, 0.10650881379842758, 0.33816415071487427, 0.19393931329250336, 0.47761186957359314, 0.6341461539268494, 0.16593880951404572, 0.1909089982509613, 0.24390234053134918, 0.13688208162784576, 0.17391295731067657, 0.4577113389968872, 0.2749998867511749, 0.21904754638671875, 0.3999999165534973, 0.4491977095603943, 0.28758159279823303, 0.18947362899780273, 0.33333322405815125, 0.24271836876869202, 0.4630540609359741, 0.20353974401950836, 0.1866665780544281, 0.5686272978782654, 0.4093022048473358, 0.213483065366745, 0.299465149641037, 0.20175431668758392, 0.27218925952911377 ], "time": 38.22655731905252, "param": null }, { "epoch": 73, "train_loss": 0.25310957431793213, "val_loss": 4.007192611694336, "acc": 31.91, "f1": [ 0.5585584044456482, 0.40206170082092285, 0.2099446803331375, 0.14358967542648315, 0.19672125577926636, 0.24489787220954895, 0.299999862909317, 0.2576685845851898, 0.3670884966850281, 0.3779526650905609, 0.15300540626049042, 0.17391295731067657, 0.28571420907974243, 0.2571427822113037, 0.21714277565479279, 0.24291490018367767, 0.32835814356803894, 0.4313724637031555, 0.23853203654289246, 0.25510191917419434, 0.5837318897247314, 0.5221673846244812, 0.3043477237224579, 0.5081965923309326, 0.5271965861320496, 0.2072538137435913, 0.21965309977531433, 0.14473678171634674, 0.45595842599868774, 0.31999990344047546, 0.40718549489974976, 0.2617800235748291, 0.25675666332244873, 0.32978713512420654, 0.1748633086681366, 0.19672124087810516, 0.32195112109184265, 0.22105254232883453, 0.17346931993961334, 0.4596272110939026, 0.27272722125053406, 0.6010927557945251, 0.23602473735809326, 0.29251691699028015, 0.1485147923231125, 0.17877088487148285, 0.1604277491569519, 0.4108106791973114, 0.522222101688385, 0.25675666332244873, 0.17699109017848969, 0.20430098474025726, 0.504761815071106, 0.5440612435340881, 0.40677955746650696, 0.10191076993942261, 0.47120407223701477, 0.2944161295890808, 0.2748090922832489, 0.30674833059310913, 0.6926827430725098, 0.47368407249450684, 0.3653844892978668, 0.300884872674942, 0.12440184503793716, 0.14342623949050903, 0.13422814011573792, 0.2710842788219452, 0.6220094561576843, 0.48132768273353577, 0.41975298523902893, 0.49586769938468933, 0.1494252234697342, 0.33918121457099915, 0.1938774734735489, 0.5465837121009827, 0.4553845226764679, 0.20276491343975067, 0.16883111000061035, 0.28272244334220886, 0.1514195203781128, 0.24096375703811646, 0.5999999046325684, 0.3016759157180786, 0.2025315910577774, 0.40268445014953613, 0.31325289607048035, 0.35398221015930176, 0.04411759972572327, 0.278787761926651, 0.2643677294254303, 0.4777776598930359, 0.2547169029712677, 0.16853927075862885, 0.5951218605041504, 0.4347825050354004, 0.27737218141555786, 0.22772268950939178, 0.1524663120508194, 0.3092782497406006 ], "time": 39.28780008573085, "param": null }, { "epoch": 74, "train_loss": 0.18405671417713165, "val_loss": 3.832608222961426, "acc": 32.38, "f1": [ 0.5523011684417725, 0.35467973351478577, 0.1866665780544281, 0.12499994784593582, 0.22093015909194946, 0.26615965366363525, 0.3592813014984131, 0.32258057594299316, 0.2797926664352417, 0.3549782335758209, 0.1792452037334442, 0.1734103411436081, 0.30075180530548096, 0.23188398778438568, 0.2727271318435669, 0.17567561566829681, 0.36792439222335815, 0.4790417551994324, 0.281406968832016, 0.20792071521282196, 0.5988698601722717, 0.47572803497314453, 0.3431951701641083, 0.4242422580718994, 0.5583755373954773, 0.16080394387245178, 0.28571420907974243, 0.22064052522182465, 0.49549540877342224, 0.3113771378993988, 0.34977567195892334, 0.3068782389163971, 0.21428564190864563, 0.28965505957603455, 0.2279411107301712, 0.10091736167669296, 0.24291490018367767, 0.19999992847442627, 0.11678826063871384, 0.40268445014953613, 0.2716980576515198, 0.5803107619285583, 0.26315781474113464, 0.22058817744255066, 0.15384608507156372, 0.194871723651886, 0.20809243619441986, 0.5123152136802673, 0.45631060004234314, 0.32558128237724304, 0.17391300201416016, 0.2528734505176544, 0.5648146867752075, 0.5454544425010681, 0.44827571511268616, 0.07777772098779678, 0.4640882611274719, 0.30270257592201233, 0.43850257992744446, 0.3384614884853363, 0.6698111891746521, 0.48598119616508484, 0.41249990463256836, 0.3587442934513092, 0.14479632675647736, 0.15328460931777954, 0.2560974657535553, 0.30392149090766907, 0.6666665077209473, 0.4907405972480774, 0.4179103374481201, 0.4834436774253845, 0.10404618829488754, 0.3084576427936554, 0.1911763995885849, 0.5963301062583923, 0.5692307353019714, 0.17910441756248474, 0.18348616361618042, 0.1777777075767517, 0.1333332657814026, 0.28440356254577637, 0.637362539768219, 0.29906532168388367, 0.12857137620449066, 0.3798881769180298, 0.3529410660266876, 0.3444443643093109, 0.07462681084871292, 0.27777770161628723, 0.28272244334220886, 0.5079363584518433, 0.210526242852211, 0.1834060400724411, 0.5495494604110718, 0.3970036506652832, 0.2820512056350708, 0.2653060257434845, 0.15624994039535522, 0.28571417927742004 ], "time": 38.32329813670367, "param": null }, { "epoch": 75, "train_loss": 0.16124467551708221, "val_loss": 3.998141050338745, "acc": 32.27, "f1": [ 0.637362539768219, 0.37735840678215027, 0.22307686507701874, 0.18060195446014404, 0.1775147169828415, 0.2673266530036926, 0.33333319425582886, 0.278787761926651, 0.34722214937210083, 0.3964756429195404, 0.09859149903059006, 0.16793887317180634, 0.31999990344047546, 0.18064509332180023, 0.21782170236110687, 0.27551010251045227, 0.39153432846069336, 0.4295300841331482, 0.32820504903793335, 0.22093015909194946, 0.6628569960594177, 0.4050631821155548, 0.29885047674179077, 0.3700786530971527, 0.5849055051803589, 0.16161610186100006, 0.22429899871349335, 0.1442307084798813, 0.488262802362442, 0.3354036211967468, 0.3285022974014282, 0.30051806569099426, 0.228571355342865, 0.2949307858943939, 0.16374263167381287, 0.16974163055419922, 0.2649005651473999, 0.2745096981525421, 0.1735159158706665, 0.49999988079071045, 0.29292917251586914, 0.5454544425010681, 0.21989519894123077, 0.3348415493965149, 0.14084503054618835, 0.18749994039535522, 0.20571422576904297, 0.44444432854652405, 0.5348835587501526, 0.4014336168766022, 0.15238089859485626, 0.24060142040252686, 0.5181816816329956, 0.4963502585887909, 0.38216549158096313, 0.07947013527154922, 0.47008538246154785, 0.35897424817085266, 0.3421051502227783, 0.210526242852211, 0.6553670763969421, 0.46413490176200867, 0.4186045527458191, 0.3084111213684082, 0.15833325684070587, 0.20512813329696655, 0.21100911498069763, 0.2569443881511688, 0.6325579881668091, 0.4569287598133087, 0.4137929677963257, 0.539215624332428, 0.10791362822055817, 0.24875615537166595, 0.16666659712791443, 0.5128203630447388, 0.5230768322944641, 0.13392852246761322, 0.1290321946144104, 0.2705313265323639, 0.13422814011573792, 0.28947359323501587, 0.6631014943122864, 0.27118635177612305, 0.16279064118862152, 0.4320986270904541, 0.39215677976608276, 0.366812139749527, 0.09150320291519165, 0.36956506967544556, 0.31746023893356323, 0.5082871913909912, 0.18749994039535522, 0.2234041839838028, 0.6464645266532898, 0.41095879673957825, 0.3309858441352844, 0.23958325386047363, 0.13749992847442627, 0.33720916509628296 ], "time": 39.307433747686446, "param": null }, { "epoch": 76, "train_loss": 0.15826308727264404, "val_loss": 3.7533278465270996, "acc": 33.5, "f1": [ 0.5499998927116394, 0.4019606411457062, 0.1858406364917755, 0.17931029200553894, 0.18749992549419403, 0.26666659116744995, 0.39106133580207825, 0.29896897077560425, 0.3666665554046631, 0.44585973024368286, 0.12643671035766602, 0.2018347978591919, 0.2719297707080841, 0.22222214937210083, 0.23584897816181183, 0.2488888055086136, 0.3487178385257721, 0.41568616032600403, 0.30999991297721863, 0.20930226147174835, 0.6499998569488525, 0.5073169469833374, 0.33027511835098267, 0.4851484000682831, 0.5948716402053833, 0.1509433388710022, 0.2570280432701111, 0.18404902517795563, 0.4785274565219879, 0.30769219994544983, 0.42201822996139526, 0.35714274644851685, 0.24034328758716583, 0.3692306876182556, 0.25570768117904663, 0.1818181276321411, 0.2512076497077942, 0.20430098474025726, 0.1868131160736084, 0.49999988079071045, 0.251308798789978, 0.6217615604400635, 0.26666659116744995, 0.32432422041893005, 0.15178565680980682, 0.16113737225532532, 0.1858406364917755, 0.45901623368263245, 0.5045870542526245, 0.41148313879966736, 0.16788314282894135, 0.29059821367263794, 0.528846025466919, 0.5765764713287354, 0.3744291365146637, 0.07100585103034973, 0.4967319071292877, 0.35121941566467285, 0.34722214937210083, 0.1898733526468277, 0.7039104700088501, 0.4712642431259155, 0.41884803771972656, 0.3703702688217163, 0.15384608507156372, 0.20960691571235657, 0.16666659712791443, 0.23863628506660461, 0.6576575636863708, 0.5740739107131958, 0.38144323229789734, 0.6210525035858154, 0.12807877361774445, 0.3699420988559723, 0.19191910326480865, 0.5988022685050964, 0.5248225927352905, 0.1682242453098297, 0.1497325599193573, 0.31055888533592224, 0.11711704730987549, 0.2955664098262787, 0.6320753693580627, 0.2954544425010681, 0.20224714279174805, 0.5146197080612183, 0.43720918893814087, 0.36206886172294617, 0.14778319001197815, 0.3469386696815491, 0.29319363832473755, 0.5046727657318115, 0.20091316103935242, 0.27428561449050903, 0.5730335712432861, 0.47368407249450684, 0.24050623178482056, 0.29714274406433105, 0.12499994784593582, 0.3287670314311981 ], "time": 39.227540826424956, "param": null }, { "epoch": 77, "train_loss": 0.1794682890176773, "val_loss": 3.587380886077881, "acc": 33.41, "f1": [ 0.5760868191719055, 0.3999999463558197, 0.1481480747461319, 0.16101689636707306, 0.1868131160736084, 0.2616821527481079, 0.32579174637794495, 0.3529410660266876, 0.36144572496414185, 0.42931926250457764, 0.23312875628471375, 0.26086944341659546, 0.31088075041770935, 0.19230762124061584, 0.28571417927742004, 0.2570280432701111, 0.34972667694091797, 0.502564013004303, 0.3118278682231903, 0.22222214937210083, 0.6666665077209473, 0.4915253520011902, 0.28723397850990295, 0.4816325008869171, 0.6082472205162048, 0.15789467096328735, 0.19999994337558746, 0.19540224969387054, 0.49999988079071045, 0.314606636762619, 0.35390937328338623, 0.2840908169746399, 0.2739725410938263, 0.30522075295448303, 0.26548662781715393, 0.1417909860610962, 0.31055888533592224, 0.20987647771835327, 0.17525766789913177, 0.5238093733787537, 0.2999999225139618, 0.5434780716896057, 0.2290075719356537, 0.25157222151756287, 0.15999993681907654, 0.21505369246006012, 0.07633582502603531, 0.49006614089012146, 0.5333331823348999, 0.39106133580207825, 0.18264833092689514, 0.2914571762084961, 0.5128204226493835, 0.5740739107131958, 0.3803679943084717, 0.06802716106176376, 0.5233643651008606, 0.34722214937210083, 0.3493974804878235, 0.32989683747291565, 0.6938773989677429, 0.49729716777801514, 0.4260868728160858, 0.3468207120895386, 0.17391297221183777, 0.1818181276321411, 0.1604277491569519, 0.33035704493522644, 0.6794257164001465, 0.5315313935279846, 0.38914018869400024, 0.4864863455295563, 0.09999993443489075, 0.3508771061897278, 0.16666659712791443, 0.5541123747825623, 0.5069443583488464, 0.2091502547264099, 0.14193542301654816, 0.2745097279548645, 0.1343872994184494, 0.22516551613807678, 0.6262625455856323, 0.3261801600456238, 0.1912349909543991, 0.43199992179870605, 0.4042551815509796, 0.34862375259399414, 0.13265299797058105, 0.3070864975452423, 0.2914571762084961, 0.5074625611305237, 0.19999994337558746, 0.15172408521175385, 0.5789473056793213, 0.3736262619495392, 0.326315701007843, 0.28099164366722107, 0.17741930484771729, 0.3529410660266876 ], "time": 39.26696465071291, "param": null }, { "epoch": 78, "train_loss": 0.15729454159736633, "val_loss": 4.046532154083252, "acc": 32.91, "f1": [ 0.6413041353225708, 0.4057970345020294, 0.213483065366745, 0.05128201097249985, 0.17301031947135925, 0.30456843972206116, 0.3121950626373291, 0.3251230716705322, 0.33333325386047363, 0.45685264468193054, 0.19631893932819366, 0.19095470011234283, 0.31088075041770935, 0.23076918721199036, 0.24908417463302612, 0.18055549263954163, 0.35573115944862366, 0.5044246912002563, 0.30935242772102356, 0.2297871857881546, 0.6334840059280396, 0.48167529702186584, 0.278026819229126, 0.5057469606399536, 0.5389220714569092, 0.20289847254753113, 0.2446807622909546, 0.21093745529651642, 0.46540868282318115, 0.3249998986721039, 0.3473052978515625, 0.3209875524044037, 0.26190465688705444, 0.28969353437423706, 0.22916659712791443, 0.08284018188714981, 0.34042540192604065, 0.2508249878883362, 0.22485199570655823, 0.45210719108581543, 0.35582810640335083, 0.5641024112701416, 0.30588221549987793, 0.29107969999313354, 0.1792452037334442, 0.19730934500694275, 0.14723920822143555, 0.49999988079071045, 0.4918031394481659, 0.37179476022720337, 0.1965317279100418, 0.16999994218349457, 0.5135133862495422, 0.5221238136291504, 0.45344120264053345, 0.08484841883182526, 0.46739116311073303, 0.3482586145401001, 0.32183900475502014, 0.2485874742269516, 0.7071821689605713, 0.45283007621765137, 0.45405393838882446, 0.2937852144241333, 0.15384608507156372, 0.10975604504346848, 0.2236841470003128, 0.2923975884914398, 0.6231154203414917, 0.5249998569488525, 0.28749987483024597, 0.5151513814926147, 0.11881181597709656, 0.2934781610965729, 0.16666661202907562, 0.5783131122589111, 0.5726140141487122, 0.15714280307292938, 0.1634240448474884, 0.23157887160778046, 0.1290321946144104, 0.28787872195243835, 0.6594592928886414, 0.32214754819869995, 0.17674411833286285, 0.4311376214027405, 0.28758159279823303, 0.3939392864704132, 0.1913042813539505, 0.33215537667274475, 0.2577318847179413, 0.4454147219657898, 0.238805890083313, 0.25961530208587646, 0.6270268559455872, 0.4632767140865326, 0.27083322405815125, 0.27555546164512634, 0.14906825125217438, 0.3470318615436554 ], "time": 38.07508736010641, "param": null }, { "epoch": 79, "train_loss": 0.10273920744657516, "val_loss": 4.009395599365234, "acc": 33.76, "f1": [ 0.6030149459838867, 0.38775497674942017, 0.27173903584480286, 0.2234041839838028, 0.16184966266155243, 0.246575266122818, 0.32298123836517334, 0.32911381125450134, 0.3578946590423584, 0.40394076704978943, 0.1877550482749939, 0.2471909523010254, 0.3473052978515625, 0.24701185524463654, 0.30674833059310913, 0.26666656136512756, 0.32599109411239624, 0.4913792312145233, 0.2987011969089508, 0.20909084379673004, 0.5347984433174133, 0.4016735553741455, 0.35897424817085266, 0.3905324339866638, 0.5949366092681885, 0.22330091893672943, 0.2681563198566437, 0.20437948405742645, 0.44976064562797546, 0.3113771378993988, 0.3414633274078369, 0.299465149641037, 0.2793295085430145, 0.3568074107170105, 0.271493136882782, 0.10596020519733429, 0.3389829397201538, 0.20289847254753113, 0.15909084677696228, 0.4432430863380432, 0.2564101815223694, 0.5021275877952576, 0.2569831311702728, 0.336633563041687, 0.2256409376859665, 0.2075471132993698, 0.17218534648418427, 0.4811319410800934, 0.4818180501461029, 0.37499985098838806, 0.16580304503440857, 0.3428570628166199, 0.5161288380622864, 0.5446807742118835, 0.48305076360702515, 0.05102035030722618, 0.46896544098854065, 0.32584258913993835, 0.43362823128700256, 0.32335323095321655, 0.711340069770813, 0.44827571511268616, 0.4945053458213806, 0.35460981726646423, 0.14893612265586853, 0.2333332598209381, 0.1839999407529831, 0.23611101508140564, 0.6704543232917786, 0.4484303891658783, 0.36815908551216125, 0.5050503611564636, 0.13095231354236603, 0.3169013261795044, 0.20689649879932404, 0.5826086401939392, 0.5624998807907104, 0.16494840383529663, 0.154929518699646, 0.32388654351234436, 0.12121205776929855, 0.2485874742269516, 0.6596857309341431, 0.30651330947875977, 0.18884113430976868, 0.4201679825782776, 0.3157894015312195, 0.33992087841033936, 0.15887843072414398, 0.32075464725494385, 0.2820512056350708, 0.5157893896102905, 0.23655906319618225, 0.19883033633232117, 0.5089284181594849, 0.43850257992744446, 0.30303022265434265, 0.35602086782455444, 0.12972965836524963, 0.3524589240550995 ], "time": 39.20411435607821, "param": null }, { "epoch": 80, "train_loss": 0.12905114889144897, "val_loss": 3.5733699798583984, "acc": 32.86, "f1": [ 0.649214506149292, 0.40160635113716125, 0.18909086287021637, 0.19047611951828003, 0.16923071444034576, 0.264317125082016, 0.35294109582901, 0.30857133865356445, 0.3945577144622803, 0.4410255253314972, 0.210526242852211, 0.18713442981243134, 0.33128824830055237, 0.21714277565479279, 0.26254817843437195, 0.1481480747461319, 0.34177201986312866, 0.5045044422149658, 0.3063828945159912, 0.16243648529052734, 0.6589593291282654, 0.4603772759437561, 0.2741115987300873, 0.4854367673397064, 0.5647057294845581, 0.18823520839214325, 0.2807016372680664, 0.1834060400724411, 0.5149698853492737, 0.30674833059310913, 0.33222582936286926, 0.3057323694229126, 0.22499994933605194, 0.2531644403934479, 0.20338976383209229, 0.14925366640090942, 0.3383083641529083, 0.21590900421142578, 0.1576354056596756, 0.4976957440376282, 0.3269230127334595, 0.6219511032104492, 0.26136353611946106, 0.2575106620788574, 0.15384609997272491, 0.14479632675647736, 0.1951218843460083, 0.4947367310523987, 0.49999988079071045, 0.4036695957183838, 0.1641024947166443, 0.2774565517902374, 0.5066665410995483, 0.5454544425010681, 0.43956032395362854, 0.09625662118196487, 0.4727271497249603, 0.34736835956573486, 0.39160826802253723, 0.3203882575035095, 0.7461138963699341, 0.5189871788024902, 0.4052862524986267, 0.3945577144622803, 0.1932772397994995, 0.14723920822143555, 0.22429899871349335, 0.2526314854621887, 0.639593780040741, 0.6054052114486694, 0.3463686406612396, 0.49999988079071045, 0.05524856224656105, 0.3809523284435272, 0.2208588421344757, 0.5350876450538635, 0.5654449462890625, 0.1445782482624054, 0.1557631939649582, 0.30567678809165955, 0.14222215116024017, 0.14965979754924774, 0.6296295523643494, 0.29702961444854736, 0.16216209530830383, 0.39106133580207825, 0.40609124302864075, 0.3508770763874054, 0.17283941805362701, 0.29523801803588867, 0.275229275226593, 0.4292236268520355, 0.22222214937210083, 0.17977522313594818, 0.6326529383659363, 0.42156851291656494, 0.279411643743515, 0.2794759273529053, 0.19528615474700928, 0.2999999225139618 ], "time": 39.26457827538252, "param": null }, { "epoch": 81, "train_loss": 0.18889425694942474, "val_loss": 4.141808986663818, "acc": 33.26, "f1": [ 0.619999885559082, 0.4499998688697815, 0.2010049670934677, 0.18784524500370026, 0.17021270096302032, 0.2393161654472351, 0.2191779911518097, 0.3152172863483429, 0.2872926890850067, 0.4251967668533325, 0.12834219634532928, 0.23655906319618225, 0.31034475564956665, 0.23015865683555603, 0.26666659116744995, 0.18536579608917236, 0.35135123133659363, 0.5049503445625305, 0.3352600038051605, 0.23923437297344208, 0.6050419211387634, 0.45454534888267517, 0.24719089269638062, 0.3676469624042511, 0.6009851098060608, 0.20858889818191528, 0.19999992847442627, 0.14814810454845428, 0.44311365485191345, 0.3763439953327179, 0.3727271258831024, 0.2991451919078827, 0.25954192876815796, 0.3068782389163971, 0.24761897325515747, 0.2264150083065033, 0.2686566412448883, 0.2426777482032776, 0.20430098474025726, 0.5418717861175537, 0.31638407707214355, 0.548076868057251, 0.26046502590179443, 0.2577318847179413, 0.11904755234718323, 0.1656804084777832, 0.20134222507476807, 0.38095229864120483, 0.5548385381698608, 0.31284910440444946, 0.20276491343975067, 0.23463678359985352, 0.4949493706226349, 0.5409834980964661, 0.3636362850666046, 0.11042939126491547, 0.45581385493278503, 0.3456788659095764, 0.4698793888092041, 0.37305691838264465, 0.5694443583488464, 0.45522376894950867, 0.4485980272293091, 0.34042543172836304, 0.14173223078250885, 0.23611101508140564, 0.1675977110862732, 0.30331745743751526, 0.631578803062439, 0.4640882611274719, 0.3879309296607971, 0.41592907905578613, 0.1081080436706543, 0.3299999237060547, 0.22346359491348267, 0.5294116139411926, 0.48701295256614685, 0.21649475395679474, 0.20202013850212097, 0.2741115987300873, 0.14117640256881714, 0.2386830598115921, 0.6185566186904907, 0.29951682686805725, 0.18264833092689514, 0.40191373229026794, 0.3428570330142975, 0.3537414073944092, 0.13872826099395752, 0.3089430034160614, 0.3551400303840637, 0.447368323802948, 0.1656804084777832, 0.20779214799404144, 0.4878048002719879, 0.497175008058548, 0.269938588142395, 0.3287670612335205, 0.20125779509544373, 0.32432422041893005 ], "time": 39.312839744612575, "param": null }, { "epoch": 82, "train_loss": 0.1555510014295578, "val_loss": 3.46805477142334, "acc": 32.84, "f1": [ 0.6170212030410767, 0.3549486994743347, 0.24899591505527496, 0.1219511553645134, 0.19047614932060242, 0.24778753519058228, 0.29885047674179077, 0.3636362850666046, 0.37499991059303284, 0.43749991059303284, 0.14893612265586853, 0.25961530208587646, 0.38427940011024475, 0.25396814942359924, 0.24539868533611298, 0.27083322405815125, 0.26959243416786194, 0.5291004180908203, 0.29213473200798035, 0.23616227507591248, 0.6298341155052185, 0.45263150334358215, 0.27631568908691406, 0.5420559644699097, 0.5932202339172363, 0.22421517968177795, 0.2569831311702728, 0.20487797260284424, 0.46231144666671753, 0.3195875287055969, 0.4044942855834961, 0.2955664098262787, 0.21940921247005463, 0.3850930631160736, 0.2553190290927887, 0.2096773386001587, 0.27049171924591064, 0.1777777075767517, 0.1977185755968094, 0.5136610269546509, 0.30097079277038574, 0.5698322653770447, 0.1989527940750122, 0.24899591505527496, 0.10576916486024857, 0.1818181276321411, 0.14925366640090942, 0.44642844796180725, 0.5363127589225769, 0.31081071496009827, 0.12658220529556274, 0.29319363832473755, 0.4918031394481659, 0.5463916063308716, 0.3113771378993988, 0.08139529079198837, 0.5111110210418701, 0.3184078335762024, 0.2614377737045288, 0.2746780216693878, 0.6826921701431274, 0.4265401363372803, 0.3999998867511749, 0.3797467350959778, 0.09900984168052673, 0.15384607017040253, 0.16149060428142548, 0.2592591345310211, 0.6355138421058655, 0.5650222897529602, 0.36871495842933655, 0.5638296604156494, 0.11764698475599289, 0.3487178385257721, 0.17241372168064117, 0.6054052114486694, 0.5898616909980774, 0.1717790812253952, 0.14689259231090546, 0.22485199570655823, 0.15662643313407898, 0.23045262694358826, 0.653465211391449, 0.32941165566444397, 0.16858232021331787, 0.40476179122924805, 0.34972667694091797, 0.35897427797317505, 0.1898733526468277, 0.25657886266708374, 0.29126206040382385, 0.4913792312145233, 0.1951218843460083, 0.12080531567335129, 0.5999999046325684, 0.46009382605552673, 0.22972965240478516, 0.26190465688705444, 0.1747572273015976, 0.27102795243263245 ], "time": 39.17995363008231, "param": null }, { "epoch": 83, "train_loss": 0.19758887588977814, "val_loss": 3.6923470497131348, "acc": 33.07, "f1": [ 0.6073297262191772, 0.40206170082092285, 0.2528734505176544, 0.1777777075767517, 0.15172408521175385, 0.2999999225139618, 0.2775118350982666, 0.3583814203739166, 0.360248327255249, 0.4623654782772064, 0.16753920912742615, 0.15384608507156372, 0.28742504119873047, 0.1629629135131836, 0.24120594561100006, 0.24999991059303284, 0.322274774312973, 0.5053762197494507, 0.2763635516166687, 0.24489787220954895, 0.6458331942558289, 0.42857128381729126, 0.2891565263271332, 0.3861384987831116, 0.6010361909866333, 0.22093015909194946, 0.2622949779033661, 0.16279064118862152, 0.47169798612594604, 0.27705615758895874, 0.331034392118454, 0.30057793855667114, 0.3084111213684082, 0.29433953762054443, 0.2821575999259949, 0.12834219634532928, 0.2524271011352539, 0.193548321723938, 0.24154582619667053, 0.4720495045185089, 0.28855711221694946, 0.5775399804115295, 0.23529402911663055, 0.346666544675827, 0.22702695429325104, 0.1924685686826706, 0.22772268950939178, 0.4549354910850525, 0.5106381177902222, 0.3249998986721039, 0.1932772397994995, 0.24113468825817108, 0.5284972786903381, 0.5151513814926147, 0.31638407707214355, 0.08810566365718842, 0.49999988079071045, 0.3316582143306732, 0.44571414589881897, 0.35135123133659363, 0.6947367191314697, 0.4799998998641968, 0.38490554690361023, 0.3352600038051605, 0.15936249494552612, 0.08888882398605347, 0.23636355996131897, 0.25762704014778137, 0.6324785351753235, 0.5199998617172241, 0.39378228783607483, 0.5168538093566895, 0.09523803740739822, 0.3669723868370056, 0.2258063703775406, 0.5989846587181091, 0.600858211517334, 0.22317588329315186, 0.2121211439371109, 0.2952028810977936, 0.20657269656658173, 0.25157222151756287, 0.6298341155052185, 0.26373615860939026, 0.14479632675647736, 0.44210511445999146, 0.4158414602279663, 0.3523808717727661, 0.16666659712791443, 0.330826997756958, 0.28855711221694946, 0.4905658960342407, 0.23923437297344208, 0.23214277625083923, 0.5473682880401611, 0.4021162986755371, 0.28571420907974243, 0.3272726535797119, 0.15899574756622314, 0.3060108423233032 ], "time": 39.22160410229117, "param": null }, { "epoch": 84, "train_loss": 0.22824963927268982, "val_loss": 3.7919483184814453, "acc": 32.57, "f1": [ 0.6037734746932983, 0.39711183309555054, 0.2558138370513916, 0.2099999338388443, 0.1862744390964508, 0.2758619785308838, 0.3654821515083313, 0.30909082293510437, 0.36065563559532166, 0.42857128381729126, 0.17435890436172485, 0.21118006110191345, 0.24657529592514038, 0.22891558706760406, 0.2887699604034424, 0.2783504128456116, 0.35978829860687256, 0.4186045825481415, 0.28272244334220886, 0.1696968972682953, 0.6391751170158386, 0.4550897181034088, 0.2774565517902374, 0.4333331882953644, 0.5685278177261353, 0.14925366640090942, 0.23469379544258118, 0.21428564190864563, 0.5341613292694092, 0.2692306935787201, 0.3846152722835541, 0.2739725410938263, 0.21256029605865479, 0.36158180236816406, 0.20809243619441986, 0.09448812901973724, 0.2578124403953552, 0.15642453730106354, 0.1279069036245346, 0.47008538246154785, 0.36269423365592957, 0.4899597465991974, 0.24372752010822296, 0.29268282651901245, 0.13114748895168304, 0.13265299797058105, 0.13043473660945892, 0.4135020077228546, 0.5357141494750977, 0.4319247901439667, 0.13749992847442627, 0.2598869204521179, 0.43715834617614746, 0.554216742515564, 0.44725728034973145, 0.12389375269412994, 0.45685264468193054, 0.35675665736198425, 0.3034482002258301, 0.329670250415802, 0.6052629947662354, 0.45121943950653076, 0.4210525453090668, 0.39130425453186035, 0.16589856147766113, 0.15920390188694, 0.14130428433418274, 0.2421524077653885, 0.6079294085502625, 0.5507245063781738, 0.3586955666542053, 0.4808742105960846, 0.08839772641658783, 0.31325289607048035, 0.17699109017848969, 0.5585584044456482, 0.4239129424095154, 0.19230762124061584, 0.13235288858413696, 0.28971952199935913, 0.17872333526611328, 0.23076915740966797, 0.666666567325592, 0.25490185618400574, 0.16666659712791443, 0.38578668236732483, 0.3999999165534973, 0.3846152722835541, 0.09580832719802856, 0.24637670814990997, 0.3677128851413727, 0.46231144666671753, 0.2692306935787201, 0.2115383893251419, 0.6236557960510254, 0.474226713180542, 0.26262614130973816, 0.3084576427936554, 0.16379304230213165, 0.3524228036403656 ], "time": 39.214654927141964, "param": null }, { "epoch": 85, "train_loss": 0.24092429876327515, "val_loss": 3.8779475688934326, "acc": 32.34, "f1": [ 0.5856351852416992, 0.4607328474521637, 0.15023468434810638, 0.1257142275571823, 0.18848159909248352, 0.21296289563179016, 0.3551400303840637, 0.2945735454559326, 0.3453814387321472, 0.4170211851596832, 0.19534875452518463, 0.2543351650238037, 0.3442622125148773, 0.25730982422828674, 0.23157887160778046, 0.20192298293113708, 0.31627896428108215, 0.48535552620887756, 0.24083760380744934, 0.2216215580701828, 0.6195651292800903, 0.4550263583660126, 0.2677823603153229, 0.22058817744255066, 0.5929647088050842, 0.18947362899780273, 0.29292917251586914, 0.13333328068256378, 0.48913031816482544, 0.32369929552078247, 0.3999998867511749, 0.2957197427749634, 0.30366483330726624, 0.34108519554138184, 0.2735848128795624, 0.15642453730106354, 0.2843136191368103, 0.24691349267959595, 0.1857142299413681, 0.49999988079071045, 0.30857133865356445, 0.6229507327079773, 0.22660093009471893, 0.2812499403953552, 0.13483139872550964, 0.1951218843460083, 0.10344821214675903, 0.48837196826934814, 0.5257141590118408, 0.26086950302124023, 0.19305014610290527, 0.28571420907974243, 0.507771909236908, 0.5673075914382935, 0.372548907995224, 0.08633087575435638, 0.48803818225860596, 0.3119999170303345, 0.34848475456237793, 0.3399999141693115, 0.7010307908058167, 0.4657532870769501, 0.39795905351638794, 0.31249991059303284, 0.18652844429016113, 0.14204540848731995, 0.19444438815116882, 0.22346359491348267, 0.6448085904121399, 0.44805192947387695, 0.36893191933631897, 0.5054942965507507, 0.13432830572128296, 0.37864065170288086, 0.2054053246974945, 0.5747125148773193, 0.4198894500732422, 0.15053758025169373, 0.13636356592178345, 0.2762430012226105, 0.1052631139755249, 0.2659573554992676, 0.5846152901649475, 0.2696628272533417, 0.20279714465141296, 0.4302324652671814, 0.36458322405815125, 0.35102033615112305, 0.18079088628292084, 0.30107519030570984, 0.32748526334762573, 0.5317917466163635, 0.20304562151432037, 0.1734103411436081, 0.49650338292121887, 0.3216782510280609, 0.3196346163749695, 0.2906976044178009, 0.17142851650714874, 0.28712859749794006 ], "time": 39.2879198435694, "param": null }, { "epoch": 86, "train_loss": 0.15783379971981049, "val_loss": 4.117891788482666, "acc": 32.86, "f1": [ 0.5338345170021057, 0.4415583610534668, 0.2576685845851898, 0.14285708963871002, 0.18723398447036743, 0.17391297221183777, 0.3352600038051605, 0.283950537443161, 0.3116881847381592, 0.4331209361553192, 0.24719089269638062, 0.12413787841796875, 0.2887699604034424, 0.26086944341659546, 0.306122362613678, 0.25125616788864136, 0.31896543502807617, 0.4550897181034088, 0.2547169029712677, 0.1951218843460083, 0.619289219379425, 0.4341084659099579, 0.32748526334762573, 0.49350637197494507, 0.4876324236392975, 0.220689594745636, 0.25301194190979004, 0.23484840989112854, 0.5230767726898193, 0.3135133981704712, 0.41284388303756714, 0.24120596051216125, 0.2749998867511749, 0.29906532168388367, 0.26136353611946106, 0.19913412630558014, 0.3167419731616974, 0.15624994039535522, 0.16606493294239044, 0.4090908467769623, 0.3111110329627991, 0.5079363584518433, 0.26666656136512756, 0.3292180299758911, 0.18122972548007965, 0.16176463663578033, 0.16279064118862152, 0.4632767140865326, 0.5464479923248291, 0.3626372814178467, 0.1544117033481598, 0.2485874742269516, 0.49484527111053467, 0.5326085686683655, 0.39285704493522644, 0.11055269837379456, 0.4731181561946869, 0.28749987483024597, 0.3515150547027588, 0.3274335563182831, 0.6859502196311951, 0.49411749839782715, 0.4530385434627533, 0.29702961444854736, 0.17322826385498047, 0.17813760042190552, 0.2560974657535553, 0.2953585684299469, 0.6632122993469238, 0.5631066560745239, 0.37908485531806946, 0.48314592242240906, 0.10256402939558029, 0.3170730471611023, 0.21518979966640472, 0.5568180084228516, 0.5829958915710449, 0.18279562890529633, 0.152671679854393, 0.32820504903793335, 0.15642453730106354, 0.2702701687812805, 0.6733667254447937, 0.2603549063205719, 0.10050245374441147, 0.38888877630233765, 0.35483860969543457, 0.35454532504081726, 0.12068961560726166, 0.2705881595611572, 0.2784809172153473, 0.48314592242240906, 0.22748807072639465, 0.19999992847442627, 0.5570775270462036, 0.4248703718185425, 0.31506839394569397, 0.3736262619495392, 0.1971830278635025, 0.3351954519748688 ], "time": 39.23457835894078, "param": null }, { "epoch": 87, "train_loss": 0.1465076208114624, "val_loss": 3.747887372970581, "acc": 33.05, "f1": [ 0.5630251169204712, 0.40517228841781616, 0.1548386514186859, 0.13664589822292328, 0.17355364561080933, 0.281406968832016, 0.3882351815700531, 0.3068180978298187, 0.37908485531806946, 0.5084744095802307, 0.13407814502716064, 0.251428484916687, 0.3399999141693115, 0.20320846140384674, 0.2526314854621887, 0.1916166990995407, 0.3251230716705322, 0.5088756084442139, 0.2928869426250458, 0.1735159158706665, 0.5833331942558289, 0.502564013004303, 0.28699544072151184, 0.4954127371311188, 0.5403507947921753, 0.21518981456756592, 0.20359273254871368, 0.21404676139354706, 0.5181816816329956, 0.3905324339866638, 0.3319147825241089, 0.29166659712791443, 0.27049171924591064, 0.26277366280555725, 0.25510191917419434, 0.14876028895378113, 0.31067952513694763, 0.23357658088207245, 0.17796602845191956, 0.527607262134552, 0.36956506967544556, 0.5660375952720642, 0.24358965456485748, 0.28358203172683716, 0.11594196408987045, 0.19767434895038605, 0.20233455300331116, 0.45918354392051697, 0.3795619308948517, 0.3370785713195801, 0.20270265638828278, 0.3586955666542053, 0.5263157486915588, 0.5423727631568909, 0.37125736474990845, 0.08490559458732605, 0.47169798612594604, 0.3139533996582031, 0.3846152722835541, 0.3076922297477722, 0.6724136471748352, 0.4588233530521393, 0.37575745582580566, 0.3478259742259979, 0.17073164880275726, 0.16037730872631073, 0.188888818025589, 0.23728805780410767, 0.6236557960510254, 0.5400842428207397, 0.37735840678215027, 0.4913792312145233, 0.09523802995681763, 0.3524589240550995, 0.22222214937210083, 0.5714284181594849, 0.6363635063171387, 0.1970442682504654, 0.13513506948947906, 0.329268217086792, 0.12499993294477463, 0.24083760380744934, 0.6101693511009216, 0.29896897077560425, 0.15899574756622314, 0.4607328474521637, 0.3707864284515381, 0.40999990701675415, 0.15068486332893372, 0.2962961792945862, 0.3421051502227783, 0.3571428060531616, 0.19383254647254944, 0.2314814031124115, 0.6169153451919556, 0.4561402499675751, 0.19780214130878448, 0.32402223348617554, 0.18579228222370148, 0.30588221549987793 ], "time": 39.188789951615036, "param": null }, { "epoch": 88, "train_loss": 0.08429459482431412, "val_loss": 4.028163909912109, "acc": 33.15, "f1": [ 0.5462961196899414, 0.4153004288673401, 0.23204411566257477, 0.1361255943775177, 0.14655166864395142, 0.30270257592201233, 0.3146066665649414, 0.32989683747291565, 0.3934425115585327, 0.497175008058548, 0.18079088628292084, 0.14864858984947205, 0.32558128237724304, 0.22222213447093964, 0.3261801600456238, 0.29107969999313354, 0.3578946590423584, 0.507771909236908, 0.2868216037750244, 0.2105262577533722, 0.6597937345504761, 0.47499990463256836, 0.25945934653282166, 0.33599990606307983, 0.596858561038971, 0.18181811273097992, 0.27322396636009216, 0.15894033014774323, 0.4954127371311188, 0.3708608150482178, 0.38961026072502136, 0.2366863340139389, 0.24999988079071045, 0.3370785415172577, 0.2580644488334656, 0.1773398518562317, 0.2488478720188141, 0.2569831311702728, 0.15686267614364624, 0.47798728942871094, 0.33918121457099915, 0.5999998450279236, 0.18326687812805176, 0.2955664098262787, 0.20202013850212097, 0.1747572273015976, 0.20408155024051666, 0.4688993990421295, 0.49756085872650146, 0.3267972767353058, 0.1883116364479065, 0.24647878110408783, 0.4854367673397064, 0.5818180441856384, 0.38647329807281494, 0.09039541333913803, 0.43575406074523926, 0.3363635540008545, 0.4044942855834961, 0.2843136191368103, 0.7486629486083984, 0.4599998891353607, 0.38181808590888977, 0.3431371748447418, 0.1390373706817627, 0.14563101530075073, 0.18957340717315674, 0.31746023893356323, 0.657534122467041, 0.4955751299858093, 0.34693869948387146, 0.49729716777801514, 0.05161285027861595, 0.3431371748447418, 0.19138747453689575, 0.5592415928840637, 0.6090908050537109, 0.15111105144023895, 0.1290322095155716, 0.2895926535129547, 0.1433224231004715, 0.28999990224838257, 0.6233765482902527, 0.29292917251586914, 0.23414628207683563, 0.4301074147224426, 0.39735087752342224, 0.33333322405815125, 0.15384608507156372, 0.30769219994544983, 0.2967032194137573, 0.4631577730178833, 0.23076917231082916, 0.23923437297344208, 0.541666567325592, 0.4177214205265045, 0.33333322405815125, 0.29189181327819824, 0.1854303926229477, 0.2967032194137573 ], "time": 39.20151555724442, "param": null }, { "epoch": 89, "train_loss": 0.16866473853588104, "val_loss": 3.5831634998321533, "acc": 33.85, "f1": [ 0.5977010130882263, 0.4487804174423218, 0.20895515382289886, 0.11702121049165726, 0.18999992311000824, 0.2749999165534973, 0.33333325386047363, 0.3483870029449463, 0.37349388003349304, 0.4910178482532501, 0.2127658873796463, 0.21100911498069763, 0.2796609401702881, 0.24680845439434052, 0.21857915818691254, 0.2176164984703064, 0.39805811643600464, 0.511627733707428, 0.28855711221694946, 0.23188398778438568, 0.619289219379425, 0.45248857140541077, 0.3419688045978546, 0.4851484000682831, 0.6099998950958252, 0.16216209530830383, 0.26666659116744995, 0.22549012303352356, 0.5070421695709229, 0.32258057594299316, 0.3267325758934021, 0.2584269046783447, 0.35365843772888184, 0.31325289607048035, 0.23030294477939606, 0.18884113430976868, 0.2699999213218689, 0.14117640256881714, 0.19587622582912445, 0.48387083411216736, 0.30952370166778564, 0.5517240166664124, 0.2545453608036041, 0.24060142040252686, 0.17100363969802856, 0.15999993681907654, 0.23463678359985352, 0.4631577730178833, 0.5472635626792908, 0.44230756163597107, 0.16184966266155243, 0.34523800015449524, 0.5555554032325745, 0.5955054759979248, 0.44651150703430176, 0.07638883590698242, 0.43703693151474, 0.35955044627189636, 0.43749988079071045, 0.3266931176185608, 0.6991149187088013, 0.438709557056427, 0.4561402499675751, 0.3208555281162262, 0.15126045048236847, 0.14857135713100433, 0.2543351650238037, 0.31858399510383606, 0.6203702688217163, 0.5132741928100586, 0.3563217520713806, 0.42073166370391846, 0.07185622304677963, 0.334545373916626, 0.16666659712791443, 0.552941083908081, 0.6095237135887146, 0.18604646623134613, 0.19318175315856934, 0.29473677277565, 0.16888882219791412, 0.24210518598556519, 0.6146340370178223, 0.33962252736091614, 0.17525766789913177, 0.47715723514556885, 0.3936169147491455, 0.36718741059303284, 0.188888818025589, 0.2987011969089508, 0.31297701597213745, 0.4694834351539612, 0.1818181276321411, 0.1970442682504654, 0.5925924181938171, 0.41935470700263977, 0.2843136191368103, 0.26315781474113464, 0.23232315480709076, 0.309859037399292 ], "time": 38.3021967317909, "param": null }, { "epoch": 90, "train_loss": 0.14345654845237732, "val_loss": 3.9342055320739746, "acc": 33.12, "f1": [ 0.619999885559082, 0.3370785713195801, 0.21904754638671875, 0.15261036157608032, 0.1866666078567505, 0.22966498136520386, 0.3249998986721039, 0.32124343514442444, 0.3286384046077728, 0.45901623368263245, 0.1379309743642807, 0.25165554881095886, 0.29268285632133484, 0.23529404401779175, 0.27160486578941345, 0.2780747711658478, 0.3265305459499359, 0.4897957742214203, 0.2471909523010254, 0.23111103475093842, 0.6892654895782471, 0.4387753903865814, 0.2953019142150879, 0.4725273549556732, 0.5806450843811035, 0.22115376591682434, 0.2923975884914398, 0.15555550158023834, 0.4980236291885376, 0.3272726535797119, 0.3959389626979828, 0.2727271616458893, 0.24786315858364105, 0.3209875524044037, 0.2891565263271332, 0.13930343091487885, 0.25352105498313904, 0.19108274579048157, 0.18999992311000824, 0.44578301906585693, 0.2748090624809265, 0.6060605049133301, 0.23376618325710297, 0.35185176134109497, 0.14468081295490265, 0.22916659712791443, 0.26086944341659546, 0.44976064562797546, 0.4999999403953552, 0.3756905198097229, 0.14857135713100433, 0.23312875628471375, 0.49746179580688477, 0.522222101688385, 0.43749991059303284, 0.0853080004453659, 0.47236168384552, 0.282828152179718, 0.44239622354507446, 0.3070538640022278, 0.7319586277008057, 0.42172518372535706, 0.44067782163619995, 0.28897330164909363, 0.15217386186122894, 0.1843317300081253, 0.22115376591682434, 0.2957197427749634, 0.6139533519744873, 0.4521738290786743, 0.37735840678215027, 0.47674402594566345, 0.07729462534189224, 0.32635971903800964, 0.210526242852211, 0.5630251169204712, 0.5250964164733887, 0.17518241703510284, 0.16931210458278656, 0.27218925952911377, 0.1438848376274109, 0.2941175699234009, 0.6735749840736389, 0.2962961792945862, 0.16580304503440857, 0.43537402153015137, 0.3707316219806671, 0.31023097038269043, 0.10666660219430923, 0.3275861144065857, 0.32214754819869995, 0.509090781211853, 0.2211054563522339, 0.20125779509544373, 0.5767440795898438, 0.4271843731403351, 0.26785707473754883, 0.2699999213218689, 0.1619046926498413, 0.3314915895462036 ], "time": 38.27471967227757, "param": null }, { "epoch": 91, "train_loss": 0.1346001923084259, "val_loss": 3.7046735286712646, "acc": 34.37, "f1": [ 0.6320753693580627, 0.41095879673957825, 0.2685184180736542, 0.1675977110862732, 0.1675977110862732, 0.26573416590690613, 0.2526314854621887, 0.2934781610965729, 0.3924049437046051, 0.4065040051937103, 0.16071423888206482, 0.2256409376859665, 0.31390124559402466, 0.24539868533611298, 0.20909084379673004, 0.2696628272533417, 0.32635971903800964, 0.48958322405815125, 0.28915655612945557, 0.2121211439371109, 0.6483515501022339, 0.4799998700618744, 0.3398057222366333, 0.4573989808559418, 0.5948716402053833, 0.18947362899780273, 0.24390234053134918, 0.19811314344406128, 0.4897957742214203, 0.36809808015823364, 0.3265305161476135, 0.322274774312973, 0.3372548520565033, 0.37433144450187683, 0.2803029716014862, 0.119999960064888, 0.3529410660266876, 0.20779214799404144, 0.1764705330133438, 0.48034927248954773, 0.34736835956573486, 0.634730339050293, 0.24719089269638062, 0.251308798789978, 0.13186806440353394, 0.16304342448711395, 0.19905206561088562, 0.4292682111263275, 0.5568180084228516, 0.4302324652671814, 0.19251330196857452, 0.30107519030570984, 0.5217390656471252, 0.5266902446746826, 0.4867255389690399, 0.10362687706947327, 0.4016392230987549, 0.3448275029659271, 0.3921567499637604, 0.2681563198566437, 0.704845666885376, 0.5074625611305237, 0.5363127589225769, 0.31034475564956665, 0.19393931329250336, 0.1836734265089035, 0.2264150083065033, 0.2774565517902374, 0.5826770663261414, 0.5869563817977905, 0.24615375697612762, 0.5396823883056641, 0.13065321743488312, 0.3714284896850586, 0.20454540848731995, 0.5853657722473145, 0.6116504073143005, 0.19230762124061584, 0.20454540848731995, 0.30057793855667114, 0.11872139573097229, 0.3069306015968323, 0.6076922416687012, 0.30051806569099426, 0.18579228222370148, 0.46242761611938477, 0.3850930631160736, 0.38596484065055847, 0.19417467713356018, 0.2962961792945862, 0.34042540192604065, 0.4818180501461029, 0.2099446803331375, 0.23115570843219757, 0.6041665077209473, 0.3895130157470703, 0.3166666030883789, 0.29118767380714417, 0.14130428433418274, 0.31638407707214355 ], "time": 39.23417905997485, "param": null }, { "epoch": 92, "train_loss": 0.11687607318162918, "val_loss": 3.9035918712615967, "acc": 34.54, "f1": [ 0.64327472448349, 0.4519229531288147, 0.2421524077653885, 0.1764705330133438, 0.1913042813539505, 0.28025469183921814, 0.2485205978155136, 0.3809523284435272, 0.4025973081588745, 0.4596272110939026, 0.23809516429901123, 0.27083322405815125, 0.33684200048446655, 0.22549012303352356, 0.31249991059303284, 0.24691346287727356, 0.3196346163749695, 0.48958322405815125, 0.2833332419395447, 0.2116401493549347, 0.6442306041717529, 0.5128204226493835, 0.36158180236816406, 0.4727271497249603, 0.6048778891563416, 0.2105262279510498, 0.2543351650238037, 0.2078852504491806, 0.5681816935539246, 0.34736835956573486, 0.467661589384079, 0.32214754819869995, 0.28310492634773254, 0.2727271616458893, 0.3299999237060547, 0.2211054563522339, 0.329268217086792, 0.19999991357326508, 0.20454540848731995, 0.5071768760681152, 0.39325833320617676, 0.6077346205711365, 0.25510191917419434, 0.30833324790000916, 0.1747572273015976, 0.21951214969158173, 0.21118006110191345, 0.49999988079071045, 0.522222101688385, 0.371900737285614, 0.18106988072395325, 0.2746478021144867, 0.46391740441322327, 0.6153845191001892, 0.44827574491500854, 0.08556142449378967, 0.502564013004303, 0.3050846457481384, 0.4607328474521637, 0.2597402036190033, 0.6846845149993896, 0.45054933428764343, 0.4630540609359741, 0.35467973351478577, 0.1451612412929535, 0.15642453730106354, 0.2095237374305725, 0.2815532982349396, 0.6198828816413879, 0.5674417018890381, 0.38636353611946106, 0.4533332288265228, 0.0978260263800621, 0.3516482412815094, 0.18064509332180023, 0.5699998736381531, 0.6019416451454163, 0.15810270607471466, 0.17391297221183777, 0.24870456755161285, 0.13186806440353394, 0.28712859749794006, 0.6188339591026306, 0.3578946590423584, 0.236453115940094, 0.45128190517425537, 0.3804876506328583, 0.42156851291656494, 0.13636356592178345, 0.251428484916687, 0.28476813435554504, 0.4463517963886261, 0.2314814031124115, 0.16783210635185242, 0.5333332419395447, 0.4607841968536377, 0.22929932177066803, 0.3522725999355316, 0.193548321723938, 0.309859037399292 ], "time": 39.24475539755076, "param": null }, { "epoch": 93, "train_loss": 0.12126240134239197, "val_loss": 3.9449150562286377, "acc": 32.2, "f1": [ 0.6358972787857056, 0.3977271616458893, 0.2444443702697754, 0.22784802317619324, 0.21874994039535522, 0.29126206040382385, 0.3575417995452881, 0.2962961792945862, 0.27325576543807983, 0.3801651895046234, 0.20382159948349, 0.19186043739318848, 0.40935659408569336, 0.21965309977531433, 0.29585790634155273, 0.1635219305753708, 0.2875816226005554, 0.43601882457733154, 0.283950537443161, 0.26373615860939026, 0.6237622499465942, 0.5136610269546509, 0.2832617461681366, 0.44571414589881897, 0.5999998450279236, 0.1854303926229477, 0.24120594561100006, 0.18064509332180023, 0.5581393837928772, 0.36129021644592285, 0.3783782124519348, 0.2807016372680664, 0.2616821527481079, 0.3369564116001129, 0.2564101815223694, 0.0886075422167778, 0.33333322405815125, 0.20111726224422455, 0.14782603085041046, 0.265420526266098, 0.2954544425010681, 0.5414363145828247, 0.18587355315685272, 0.24161066114902496, 0.15920390188694, 0.1789472997188568, 0.11764698475599289, 0.5247523188591003, 0.4084506332874298, 0.4023667275905609, 0.16080394387245178, 0.23655906319618225, 0.43786972761154175, 0.5568180084228516, 0.433459997177124, 0.07821223139762878, 0.49350637197494507, 0.28571420907974243, 0.40740731358528137, 0.2937062084674835, 0.6629211902618408, 0.4105958938598633, 0.43049317598342896, 0.3694266378879547, 0.15189866721630096, 0.23391805589199066, 0.22413785755634308, 0.3034482002258301, 0.6249998807907104, 0.5760868191719055, 0.35643553733825684, 0.5581393837928772, 0.09333327412605286, 0.31818172335624695, 0.14285707473754883, 0.5901637673377991, 0.5454544425010681, 0.16091948747634888, 0.1478598713874817, 0.24999991059303284, 0.10738249123096466, 0.2214021533727646, 0.6514284610748291, 0.31939154863357544, 0.14084503054618835, 0.32467523217201233, 0.4248703718185425, 0.31623923778533936, 0.16107375919818878, 0.2999999225139618, 0.27715346217155457, 0.4916200041770935, 0.22093015909194946, 0.239436537027359, 0.5764191746711731, 0.44339612126350403, 0.31818172335624695, 0.3041473925113678, 0.14893612265586853, 0.31858399510383606 ], "time": 38.06534364819527, "param": null }, { "epoch": 94, "train_loss": 0.12158479541540146, "val_loss": 3.8931102752685547, "acc": 32.09, "f1": [ 0.5727698802947998, 0.43715834617614746, 0.25675666332244873, 0.17301031947135925, 0.19999992847442627, 0.2206895798444748, 0.32291656732559204, 0.3039999008178711, 0.26666659116744995, 0.4799998700618744, 0.20125779509544373, 0.23841053247451782, 0.33802807331085205, 0.21428564190864563, 0.26008957624435425, 0.24390237033367157, 0.38043469190597534, 0.4598929286003113, 0.2419928014278412, 0.2378377616405487, 0.6503065824508667, 0.42162150144577026, 0.32748526334762573, 0.5410627126693726, 0.46835434436798096, 0.19999992847442627, 0.2589927315711975, 0.14012733101844788, 0.5828570127487183, 0.3456788659095764, 0.35051536560058594, 0.28318578004837036, 0.24615377187728882, 0.3092104494571686, 0.2956520915031433, 0.12021850794553757, 0.3276835083961487, 0.20320846140384674, 0.1754385232925415, 0.3342036008834839, 0.3267972767353058, 0.5296802520751953, 0.2054053246974945, 0.29714274406433105, 0.13407814502716064, 0.17886173725128174, 0.23834188282489777, 0.47236168384552, 0.534031331539154, 0.3289472758769989, 0.2054053246974945, 0.19642849266529083, 0.43930622935295105, 0.4659089744091034, 0.39867103099823, 0.09132413566112518, 0.5263156294822693, 0.3316061198711395, 0.4186045527458191, 0.262857049703598, 0.6181816458702087, 0.43678146600723267, 0.47120407223701477, 0.31088075041770935, 0.1401868611574173, 0.1410255879163742, 0.22834637761116028, 0.283950537443161, 0.6486485004425049, 0.5363127589225769, 0.34920626878738403, 0.40601497888565063, 0.1242937222123146, 0.2941175401210785, 0.19251330196857452, 0.5296802520751953, 0.5539904832839966, 0.21857915818691254, 0.1563517451286316, 0.21857915818691254, 0.16535425186157227, 0.3121950626373291, 0.6166664958000183, 0.3555554449558258, 0.1704544872045517, 0.43362823128700256, 0.43037962913513184, 0.3552630543708801, 0.1951218843460083, 0.21714277565479279, 0.2124999314546585, 0.44571414589881897, 0.2322096824645996, 0.19469019770622253, 0.6274508237838745, 0.4096384644508362, 0.29166659712791443, 0.3025829493999481, 0.179775208234787, 0.2843601107597351 ], "time": 39.275156495161355, "param": null }, { "epoch": 95, "train_loss": 0.14799584448337555, "val_loss": 3.962440013885498, "acc": 32.09, "f1": [ 0.5654007196426392, 0.43333321809768677, 0.1449274718761444, 0.14012733101844788, 0.23255807161331177, 0.24117639660835266, 0.31155768036842346, 0.3111110329627991, 0.279411643743515, 0.43956032395362854, 0.19999992847442627, 0.22360241413116455, 0.3152708411216736, 0.2745097279548645, 0.19417467713356018, 0.18300646543502808, 0.3999999463558197, 0.5142855644226074, 0.24390235543251038, 0.18823520839214325, 0.6421051621437073, 0.4331209361553192, 0.3157894015312195, 0.4238409996032715, 0.5631066560745239, 0.1675977110862732, 0.28965505957603455, 0.18884113430976868, 0.49999988079071045, 0.3367346227169037, 0.3287670314311981, 0.3419688045978546, 0.26399993896484375, 0.278787761926651, 0.20224712789058685, 0.11578940600156784, 0.2699999213218689, 0.14864858984947205, 0.18811874091625214, 0.4727271497249603, 0.2649571895599365, 0.5728154182434082, 0.23863628506660461, 0.2873562276363373, 0.10256402939558029, 0.15999993681907654, 0.228260800242424, 0.413043349981308, 0.5098037719726562, 0.4259258210659027, 0.20576126873493195, 0.2764226496219635, 0.49019595980644226, 0.5123965740203857, 0.348314493894577, 0.08664253354072571, 0.45631060004234314, 0.23655906319618225, 0.41379299759864807, 0.3076922297477722, 0.6494463682174683, 0.44311365485191345, 0.43523305654525757, 0.3184078335762024, 0.1449274718761444, 0.11049716919660568, 0.16883111000061035, 0.16783210635185242, 0.6635512709617615, 0.5869563817977905, 0.2705881595611572, 0.4308941662311554, 0.10891082137823105, 0.264317125082016, 0.19209031760692596, 0.602040708065033, 0.6262625455856323, 0.20279714465141296, 0.043165422976017, 0.30939218401908875, 0.12834219634532928, 0.24418595433235168, 0.6009388566017151, 0.3121950626373291, 0.14364632964134216, 0.44585973024368286, 0.35675665736198425, 0.35687726736068726, 0.14965979754924774, 0.2906976044178009, 0.2706269919872284, 0.3519999384880066, 0.17085421085357666, 0.13541659712791443, 0.53465336561203, 0.3851850926876068, 0.32142847776412964, 0.3354036211967468, 0.18934904038906097, 0.33333325386047363 ], "time": 39.19549713097513, "param": null }, { "epoch": 96, "train_loss": 0.12867161631584167, "val_loss": 3.7807586193084717, "acc": 31.66, "f1": [ 0.6170212030410767, 0.48387083411216736, 0.21590900421142578, 0.1704544872045517, 0.19209031760692596, 0.25339359045028687, 0.30065348744392395, 0.21590900421142578, 0.32624104619026184, 0.4624998867511749, 0.18461531400680542, 0.19672125577926636, 0.2713177502155304, 0.24999991059303284, 0.23236507177352905, 0.26373615860939026, 0.3421051502227783, 0.49484527111053467, 0.2575106620788574, 0.25396814942359924, 0.6249998807907104, 0.41095879673957825, 0.32183900475502014, 0.36046499013900757, 0.5418325662612915, 0.22656244039535522, 0.20125779509544373, 0.15942023694515228, 0.40955621004104614, 0.31645557284355164, 0.36904752254486084, 0.25352105498313904, 0.2840908169746399, 0.3406592309474945, 0.1704544872045517, 0.08999994397163391, 0.24074065685272217, 0.15624994039535522, 0.1777777075767517, 0.432748407125473, 0.26153838634490967, 0.5641024112701416, 0.23214277625083923, 0.26315781474113464, 0.1286173313856125, 0.1694914698600769, 0.18867920339107513, 0.43601882457733154, 0.49655160307884216, 0.3552630543708801, 0.1991700679063797, 0.30999991297721863, 0.5414846539497375, 0.4920634329319, 0.3999999463558197, 0.0840335562825203, 0.43708598613739014, 0.24050623178482056, 0.34177201986312866, 0.3421051502227783, 0.6294819116592407, 0.4565216302871704, 0.42477864027023315, 0.3400808572769165, 0.1545064002275467, 0.18972326815128326, 0.22360241413116455, 0.2042253017425537, 0.5658913850784302, 0.5560164451599121, 0.28767114877700806, 0.4507041275501251, 0.1454544961452484, 0.3285022974014282, 0.15789468586444855, 0.5497074723243713, 0.5393257737159729, 0.09569370746612549, 0.12765952944755554, 0.3066665530204773, 0.09411758929491043, 0.22377613186836243, 0.6382977366447449, 0.3563217520713806, 0.1414140909910202, 0.42477864027023315, 0.35675665736198425, 0.3654821515083313, 0.09929072856903076, 0.30409345030784607, 0.22907482087612152, 0.45360812544822693, 0.23076915740966797, 0.1219511553645134, 0.5809522867202759, 0.418803334236145, 0.31088075041770935, 0.30555543303489685, 0.14563101530075073, 0.3369564116001129 ], "time": 38.06753840483725, "param": null }, { "epoch": 97, "train_loss": 0.11040065437555313, "val_loss": 3.9526495933532715, "acc": 32.46, "f1": [ 0.50862056016922, 0.3775508999824524, 0.2105262726545334, 0.13017743825912476, 0.21782174706459045, 0.2464454174041748, 0.3575417995452881, 0.2810809910297394, 0.30303019285202026, 0.42727261781692505, 0.1809523105621338, 0.2598869204521179, 0.3882351815700531, 0.23312875628471375, 0.26724129915237427, 0.2275448441505432, 0.4417177140712738, 0.4745761454105377, 0.14285708963871002, 0.29245272278785706, 0.6509432196617126, 0.4593299925327301, 0.30065348744392395, 0.4123710095882416, 0.5560164451599121, 0.24120594561100006, 0.24418595433235168, 0.15950913727283478, 0.5024629235267639, 0.31730762124061584, 0.3953487277030945, 0.3141360282897949, 0.23529405891895294, 0.3529410660266876, 0.24896258115768433, 0.1279069036245346, 0.330826997756958, 0.12949636578559875, 0.17525766789913177, 0.5666665434837341, 0.33962252736091614, 0.5595237016677856, 0.2176164984703064, 0.24870456755161285, 0.15384608507156372, 0.1749999076128006, 0.20987647771835327, 0.4120602011680603, 0.45348823070526123, 0.35978829860687256, 0.12711858749389648, 0.24175815284252167, 0.4509802758693695, 0.48124992847442627, 0.36585354804992676, 0.09090902656316757, 0.4180789887905121, 0.2545453608036041, 0.4090907871723175, 0.28455275297164917, 0.6451611518859863, 0.53465336561203, 0.38834938406944275, 0.36051490902900696, 0.12048186361789703, 0.16814152896404266, 0.19867542386054993, 0.30097079277038574, 0.6231154203414917, 0.5899998545646667, 0.3299999237060547, 0.44210517406463623, 0.05917154625058174, 0.3179486393928528, 0.14364632964134216, 0.5638296604156494, 0.6249998807907104, 0.2147650420665741, 0.14606735110282898, 0.35483860969543457, 0.12716756761074066, 0.21857915818691254, 0.6243385076522827, 0.27999991178512573, 0.16374263167381287, 0.3803679943084717, 0.42857128381729126, 0.38766512274742126, 0.13138681650161743, 0.31284910440444946, 0.2612611949443817, 0.3069053292274475, 0.1891890913248062, 0.14012733101844788, 0.5889569520950317, 0.4469272196292877, 0.29850736260414124, 0.3111110329627991, 0.2404370754957199, 0.3023254871368408 ], "time": 39.25671735126525, "param": null }, { "epoch": 98, "train_loss": 0.1348269283771515, "val_loss": 3.7826194763183594, "acc": 33.04, "f1": [ 0.5670101642608643, 0.4366810917854309, 0.18978095054626465, 0.11695900559425354, 0.24999991059303284, 0.2456139326095581, 0.39111098647117615, 0.34254133701324463, 0.3846152722835541, 0.4301074147224426, 0.2167486995458603, 0.22510816156864166, 0.23611101508140564, 0.2564101815223694, 0.3374998867511749, 0.2577318847179413, 0.41249990463256836, 0.44848471879959106, 0.2895926535129547, 0.23469379544258118, 0.6745560765266418, 0.43979042768478394, 0.29813653230667114, 0.35087713599205017, 0.6422017216682434, 0.1825094372034073, 0.23036640882492065, 0.1818181425333023, 0.543859601020813, 0.3026314675807953, 0.35359105467796326, 0.2433459311723709, 0.19587622582912445, 0.3350784480571747, 0.1971830427646637, 0.14213192462921143, 0.29166656732559204, 0.12738847732543945, 0.17293229699134827, 0.5212765336036682, 0.36842095851898193, 0.6511626243591309, 0.2962961792945862, 0.2845187783241272, 0.12738847732543945, 0.16666661202907562, 0.1548386514186859, 0.4938269853591919, 0.5732482671737671, 0.3583814203739166, 0.16842098534107208, 0.24675315618515015, 0.5603446960449219, 0.5882351398468018, 0.37623751163482666, 0.0983605906367302, 0.49565204977989197, 0.3459458649158478, 0.4050631821155548, 0.28054288029670715, 0.6582277417182922, 0.44036686420440674, 0.4630540609359741, 0.3523808717727661, 0.1361701488494873, 0.17747433483600616, 0.22916659712791443, 0.265060156583786, 0.614718496799469, 0.5363634824752808, 0.3474177420139313, 0.4573642313480377, 0.09009002149105072, 0.3049326539039612, 0.2115383893251419, 0.5586591362953186, 0.5858584046363831, 0.1450776606798172, 0.13235288858413696, 0.30769217014312744, 0.12698405981063843, 0.2430938482284546, 0.6595743298530579, 0.3363635540008545, 0.08450698852539062, 0.40251561999320984, 0.4096384644508362, 0.3561643064022064, 0.13559316098690033, 0.31999990344047546, 0.2949639558792114, 0.4433496594429016, 0.21857915818691254, 0.17346931993961334, 0.556212842464447, 0.45197728276252747, 0.36521732807159424, 0.2764226496219635, 0.1391303837299347, 0.3249998986721039 ], "time": 38.10341441817582, "param": null }, { "epoch": 99, "train_loss": 0.13721655309200287, "val_loss": 3.5424842834472656, "acc": 33.86, "f1": [ 0.6224488615989685, 0.36065563559532166, 0.16877631843090057, 0.20105813443660736, 0.19999994337558746, 0.2931033670902252, 0.3043477535247803, 0.31632643938064575, 0.3999998867511749, 0.5274723768234253, 0.23809517920017242, 0.17964066565036774, 0.4299064576625824, 0.2727271616458893, 0.2758619785308838, 0.22619038820266724, 0.2792791724205017, 0.32911381125450134, 0.25510191917419434, 0.2739725410938263, 0.6417111158370972, 0.4724408686161041, 0.281406968832016, 0.47524741291999817, 0.6813185214996338, 0.16589856147766113, 0.2525251507759094, 0.18867920339107513, 0.4967319071292877, 0.34782594442367554, 0.40641695261001587, 0.3313608467578888, 0.2872926890850067, 0.31275710463523865, 0.23529404401779175, 0.07361957430839539, 0.3661970794200897, 0.18333326280117035, 0.14062495529651642, 0.43685999512672424, 0.3076922297477722, 0.6101693511009216, 0.2938387989997864, 0.23437494039535522, 0.1368420422077179, 0.1272084265947342, 0.1758241057395935, 0.5230767726898193, 0.47899147868156433, 0.37894728779792786, 0.17449656128883362, 0.26315781474113464, 0.5333332419395447, 0.6344084739685059, 0.38162538409233093, 0.08372087776660919, 0.41106709837913513, 0.33497530221939087, 0.3943661153316498, 0.31775689125061035, 0.7187498211860657, 0.4210525155067444, 0.4417669475078583, 0.33939382433891296, 0.18055549263954163, 0.1594202220439911, 0.22916659712791443, 0.2976189851760864, 0.666666567325592, 0.5101213455200195, 0.34736835956573486, 0.4733726978302002, 0.11392398923635483, 0.29803910851478577, 0.21874994039535522, 0.5583755373954773, 0.6346153020858765, 0.16877631843090057, 0.1777777075767517, 0.37446799874305725, 0.19266046583652496, 0.23448267579078674, 0.6697673201560974, 0.33333322405815125, 0.19459453225135803, 0.4301074147224426, 0.42168664932250977, 0.30877184867858887, 0.1658536046743393, 0.3252594470977783, 0.18749991059303284, 0.45581385493278503, 0.18285706639289856, 0.19047611951828003, 0.5913977026939392, 0.4432988464832306, 0.2694299519062042, 0.29850736260414124, 0.22598862648010254, 0.30456843972206116 ], "time": 39.16184976231307, "param": null }, { "epoch": 100, "train_loss": 0.0963500440120697, "val_loss": 3.4238622188568115, "acc": 33.5, "f1": [ 0.633165717124939, 0.4093022048473358, 0.17391297221183777, 0.18604643642902374, 0.25316447019577026, 0.22377613186836243, 0.32820504903793335, 0.336633563041687, 0.390243798494339, 0.41935470700263977, 0.21359217166900635, 0.26484012603759766, 0.3827749788761139, 0.2424241602420807, 0.22222214937210083, 0.19913412630558014, 0.36464083194732666, 0.5221238136291504, 0.2620086967945099, 0.23188398778438568, 0.6779659986495972, 0.42857128381729126, 0.3443707227706909, 0.45161283016204834, 0.5875704884529114, 0.2191779911518097, 0.2794759273529053, 0.22916659712791443, 0.5168538093566895, 0.33962252736091614, 0.35744670033454895, 0.3196720480918884, 0.223776176571846, 0.38427940011024475, 0.23863628506660461, 0.13471496105194092, 0.3043477535247803, 0.206060528755188, 0.09625662118196487, 0.5306121110916138, 0.33333319425582886, 0.6304346323013306, 0.2543351650238037, 0.2674417495727539, 0.13008125126361847, 0.14201176166534424, 0.16379304230213165, 0.4621847867965698, 0.4505927860736847, 0.36144569516181946, 0.2010049670934677, 0.25510191917419434, 0.5217390656471252, 0.5197739005088806, 0.39999985694885254, 0.1081080362200737, 0.40191373229026794, 0.39999985694885254, 0.438709557056427, 0.22660093009471893, 0.7021275758743286, 0.47619035840034485, 0.3728812634944916, 0.4044942855834961, 0.12592588365077972, 0.18749994039535522, 0.26136353611946106, 0.36144572496414185, 0.636871337890625, 0.5876287817955017, 0.35636353492736816, 0.41249990463256836, 0.11363628506660461, 0.34977567195892334, 0.21301770210266113, 0.5476189255714417, 0.6244342923164368, 0.1990949511528015, 0.19289332628250122, 0.2923975884914398, 0.15315312147140503, 0.23595495522022247, 0.7032965421676636, 0.29940110445022583, 0.1410255879163742, 0.41666656732559204, 0.43523305654525757, 0.4142010807991028, 0.17204295098781586, 0.3402060866355896, 0.3431371748447418, 0.48314592242240906, 0.20276491343975067, 0.2541435658931732, 0.6129031181335449, 0.44221094250679016, 0.27551010251045227, 0.28947362303733826, 0.1288135051727295, 0.26751580834388733 ], "time": 38.37429397366941, "param": null }, { "epoch": 101, "train_loss": 0.04737025126814842, "val_loss": 3.6935930252075195, "acc": 34.73, "f1": [ 0.6480445265769958, 0.502564013004303, 0.18269222974777222, 0.1862744390964508, 0.23728805780410767, 0.39090898633003235, 0.33744847774505615, 0.3217390477657318, 0.3020133376121521, 0.4311925768852234, 0.15714280307292938, 0.3018867075443268, 0.3272726535797119, 0.23770485818386078, 0.27999991178512573, 0.23312875628471375, 0.3999999165534973, 0.5714285373687744, 0.3076922297477722, 0.29665064811706543, 0.6403939127922058, 0.49411749839782715, 0.3023254871368408, 0.5312498211860657, 0.5773194432258606, 0.2243901938199997, 0.27488142251968384, 0.17573215067386627, 0.49999988079071045, 0.3351954519748688, 0.34883710741996765, 0.22891558706760406, 0.30046939849853516, 0.30366483330726624, 0.26315781474113464, 0.170940101146698, 0.32369929552078247, 0.18791939318180084, 0.20430098474025726, 0.3907284140586853, 0.3626372814178467, 0.5714284181594849, 0.21463409066200256, 0.2741115987300873, 0.15294109284877777, 0.24175815284252167, 0.18181811273097992, 0.4999999403953552, 0.5188678503036499, 0.40490788221359253, 0.19417467713356018, 0.2695034444332123, 0.3971630334854126, 0.5865383148193359, 0.3843136429786682, 0.05925920605659485, 0.46534639596939087, 0.33548372983932495, 0.4022987186908722, 0.3414632976055145, 0.735293984413147, 0.42352932691574097, 0.43601882457733154, 0.3575417995452881, 0.14285707473754883, 0.22831043601036072, 0.24999991059303284, 0.34042540192604065, 0.6504853367805481, 0.5988698601722717, 0.3722943067550659, 0.5389220714569092, 0.06329108029603958, 0.3113771378993988, 0.22105254232883453, 0.5550238490104675, 0.6633662581443787, 0.1775147169828415, 0.19191910326480865, 0.3050846457481384, 0.18181811273097992, 0.3175964951515198, 0.6403507590293884, 0.2830187678337097, 0.17441853880882263, 0.4692735970020294, 0.35978829860687256, 0.3275861144065857, 0.15642453730106354, 0.30158719420433044, 0.34123215079307556, 0.48387083411216736, 0.21568621695041656, 0.17910441756248474, 0.6095237135887146, 0.4115225076675415, 0.3148147463798523, 0.3299999237060547, 0.1612902730703354, 0.30526304244995117 ], "time": 39.257370044477284, "param": null }, { "epoch": 102, "train_loss": 0.0681251659989357, "val_loss": 3.586081027984619, "acc": 34.37, "f1": [ 0.6039602756500244, 0.47513800859451294, 0.16666661202907562, 0.16560502350330353, 0.2138364166021347, 0.29189181327819824, 0.30392149090766907, 0.3169397711753845, 0.3568074107170105, 0.4434387683868408, 0.17333325743675232, 0.21596238017082214, 0.34848475456237793, 0.20547938346862793, 0.27667975425720215, 0.2584269046783447, 0.3783782124519348, 0.46534639596939087, 0.2638888359069824, 0.28571420907974243, 0.6943003535270691, 0.44444429874420166, 0.26399993896484375, 0.47222208976745605, 0.5767440795898438, 0.20779214799404144, 0.2843136191368103, 0.1951218843460083, 0.5443785786628723, 0.3592813014984131, 0.4973543584346771, 0.28571417927742004, 0.24999991059303284, 0.26277363300323486, 0.23529402911663055, 0.14222215116024017, 0.3529410660266876, 0.193548321723938, 0.14379078149795532, 0.4854367673397064, 0.3832334280014038, 0.4732823669910431, 0.2634729743003845, 0.3008129298686981, 0.14213192462921143, 0.21857915818691254, 0.21645015478134155, 0.4382469058036804, 0.4886876940727234, 0.35365843772888184, 0.1916666179895401, 0.28025469183921814, 0.438709557056427, 0.6285713315010071, 0.4561402499675751, 0.10869558900594711, 0.5098037719726562, 0.27329182624816895, 0.39655160903930664, 0.36714968085289, 0.6588233709335327, 0.48756206035614014, 0.47619038820266724, 0.351351261138916, 0.10778438299894333, 0.20689648389816284, 0.21468918025493622, 0.30051806569099426, 0.6732671856880188, 0.5752211213111877, 0.36559128761291504, 0.5599998831748962, 0.0869564563035965, 0.37668150663375854, 0.20634914934635162, 0.5863873362541199, 0.6054052114486694, 0.19251330196857452, 0.18749992549419403, 0.3389829397201538, 0.16666661202907562, 0.23188398778438568, 0.6315788626670837, 0.36714968085289, 0.16161610186100006, 0.4411763548851013, 0.40641695261001587, 0.3943660855293274, 0.1877022236585617, 0.3050846755504608, 0.2944161295890808, 0.4799998700618744, 0.2061854749917984, 0.2124999314546585, 0.5714284181594849, 0.4204544126987457, 0.29268285632133484, 0.2967032194137573, 0.11764701455831528, 0.3318776488304138 ], "time": 38.23030993808061, "param": null }, { "epoch": 103, "train_loss": 0.07472546398639679, "val_loss": 3.834759473800659, "acc": 34.69, "f1": [ 0.5595237016677856, 0.48837196826934814, 0.16513754427433014, 0.18848159909248352, 0.21126753091812134, 0.29292917251586914, 0.3152172863483429, 0.3490908443927765, 0.3169810175895691, 0.4191615581512451, 0.21118006110191345, 0.26751580834388733, 0.32075464725494385, 0.2234041839838028, 0.27333325147628784, 0.2723403573036194, 0.4042551815509796, 0.49792519211769104, 0.22598864138126373, 0.23589736223220825, 0.6567163467407227, 0.4978164732456207, 0.30877184867858887, 0.44848471879959106, 0.6243385076522827, 0.18518511950969696, 0.2807016372680664, 0.20202013850212097, 0.5526314377784729, 0.34905651211738586, 0.3800903856754303, 0.290502667427063, 0.22891558706760406, 0.2914571762084961, 0.2914571762084961, 0.19138747453689575, 0.28767114877700806, 0.23834188282489777, 0.13836471736431122, 0.4927534759044647, 0.2795697748661041, 0.5339365601539612, 0.24603168666362762, 0.36018943786621094, 0.18518511950969696, 0.20532315969467163, 0.2211054563522339, 0.4577113389968872, 0.5084744691848755, 0.387096643447876, 0.23809516429901123, 0.282828152179718, 0.5120771527290344, 0.6066349744796753, 0.4201679825782776, 0.12121205776929855, 0.487046480178833, 0.3786981403827667, 0.35532984137535095, 0.3419688045978546, 0.7290639281272888, 0.497175008058548, 0.44670039415359497, 0.3411763310432434, 0.15789468586444855, 0.1857142299413681, 0.2436547577381134, 0.3034482002258301, 0.6927372813224792, 0.5045870542526245, 0.326315701007843, 0.5227271318435669, 0.10909084975719452, 0.32558128237724304, 0.2543351650238037, 0.5849055051803589, 0.582914412021637, 0.12048186361789703, 0.2457626312971115, 0.32183900475502014, 0.14876028895378113, 0.2622949779033661, 0.6063828468322754, 0.3577980697154999, 0.11764700710773468, 0.4811319410800934, 0.419999897480011, 0.37696322798728943, 0.17073163390159607, 0.3228698670864105, 0.2886596918106079, 0.5376343131065369, 0.23293164372444153, 0.2193547636270523, 0.6220094561576843, 0.42857131361961365, 0.3417084515094757, 0.32061058282852173, 0.19393931329250336, 0.3406592309474945 ], "time": 38.102965510450304, "param": null }, { "epoch": 104, "train_loss": 0.10487215220928192, "val_loss": 3.7413220405578613, "acc": 34.31, "f1": [ 0.5803107619285583, 0.4262293577194214, 0.18390797078609467, 0.1696968972682953, 0.2243901938199997, 0.24999988079071045, 0.35146433115005493, 0.2797201871871948, 0.3936169147491455, 0.4315788447856903, 0.22797919809818268, 0.23115570843219757, 0.2967032194137573, 0.2681563198566437, 0.2686566412448883, 0.23041465878486633, 0.3529410660266876, 0.5631066560745239, 0.2741934657096863, 0.2446807622909546, 0.666666567325592, 0.4836064279079437, 0.3444443643093109, 0.43181806802749634, 0.5882351994514465, 0.14285707473754883, 0.2541435658931732, 0.1530611664056778, 0.5645932555198669, 0.34177201986312866, 0.39449530839920044, 0.2840908169746399, 0.251082181930542, 0.29677411913871765, 0.2592591643333435, 0.16091948747634888, 0.31451600790023804, 0.19428564608097076, 0.1639343649148941, 0.48717936873435974, 0.29665064811706543, 0.6467065215110779, 0.2843136191368103, 0.3228698670864105, 0.19534875452518463, 0.18181809782981873, 0.2085307389497757, 0.4731181561946869, 0.4976075291633606, 0.42857131361961365, 0.20289847254753113, 0.3147207200527191, 0.48044681549072266, 0.6133331656455994, 0.4410255253314972, 0.10169485956430435, 0.4730289578437805, 0.3894736170768738, 0.38571420311927795, 0.3627450466156006, 0.7244896292686462, 0.45555540919303894, 0.44036686420440674, 0.3409089744091034, 0.11764698475599289, 0.20560741424560547, 0.22499993443489075, 0.24870456755161285, 0.666666567325592, 0.5221238136291504, 0.3586955666542053, 0.4795917272567749, 0.1390373706817627, 0.28685250878334045, 0.1754385232925415, 0.6041665077209473, 0.6176469922065735, 0.1754385232925415, 0.1414140909910202, 0.31147530674934387, 0.15322573482990265, 0.32124343514442444, 0.6666664481163025, 0.36714968085289, 0.19108274579048157, 0.44198882579803467, 0.40217384696006775, 0.4190475046634674, 0.1556885540485382, 0.3225805461406708, 0.2723003923892975, 0.4159998893737793, 0.22321420907974243, 0.17391297221183777, 0.6057690978050232, 0.3921567499637604, 0.30555546283721924, 0.2980768382549286, 0.17004041373729706, 0.2966100871562958 ], "time": 39.225874572992325, "param": null }, { "epoch": 105, "train_loss": 0.05593396723270416, "val_loss": 3.477120876312256, "acc": 33.29, "f1": [ 0.5531913042068481, 0.4516127407550812, 0.2430938482284546, 0.19444438815116882, 0.17910441756248474, 0.38497641682624817, 0.37373724579811096, 0.329268217086792, 0.37623751163482666, 0.39301300048828125, 0.1481480747461319, 0.2236841470003128, 0.3599999248981476, 0.2754489779472351, 0.246575266122818, 0.2699999213218689, 0.40789464116096497, 0.4924621880054474, 0.2723003923892975, 0.22598862648010254, 0.696078360080719, 0.5167463421821594, 0.28571417927742004, 0.48809507489204407, 0.5685278177261353, 0.2018347978591919, 0.26041656732559204, 0.1940927654504776, 0.509316623210907, 0.35675665736198425, 0.40178558230400085, 0.23684203624725342, 0.24999991059303284, 0.33217987418174744, 0.21319790184497833, 0.1588447093963623, 0.2524271011352539, 0.22352932393550873, 0.1390373706817627, 0.44067782163619995, 0.33962252736091614, 0.5762709975242615, 0.2914571762084961, 0.3700786530971527, 0.16666661202907562, 0.19230762124061584, 0.19459453225135803, 0.45535701513290405, 0.4999998211860657, 0.34523800015449524, 0.22549012303352356, 0.3024389147758484, 0.4223601520061493, 0.5744680166244507, 0.3850930631160736, 0.06557370722293854, 0.45810040831565857, 0.31304338574409485, 0.44303786754608154, 0.2999999523162842, 0.7093595266342163, 0.44444432854652405, 0.4630540609359741, 0.31901830434799194, 0.13392852246761322, 0.18025743961334229, 0.2268906980752945, 0.21568621695041656, 0.6183573603630066, 0.5463413596153259, 0.33333319425582886, 0.5148513317108154, 0.14285708963871002, 0.35023030638694763, 0.19047611951828003, 0.5999999046325684, 0.5103447437286377, 0.15686267614364624, 0.19298237562179565, 0.2954544425010681, 0.12371128797531128, 0.31390124559402466, 0.6304346323013306, 0.2922373414039612, 0.16279064118862152, 0.41095879673957825, 0.3999998867511749, 0.34615373611450195, 0.1445782482624054, 0.31055888533592224, 0.3419688045978546, 0.4622640609741211, 0.20105813443660736, 0.18181809782981873, 0.5407723784446716, 0.37158459424972534, 0.2937852144241333, 0.30526304244995117, 0.1333332657814026, 0.3362067937850952 ], "time": 39.23064836487174, "param": null }, { "epoch": 106, "train_loss": 0.09106412529945374, "val_loss": 3.8143844604492188, "acc": 33.9, "f1": [ 0.522612988948822, 0.4529913365840912, 0.23076917231082916, 0.19266046583652496, 0.2541435658931732, 0.3141360282897949, 0.3469386696815491, 0.3456788659095764, 0.3350784480571747, 0.41269823908805847, 0.22421517968177795, 0.23157887160778046, 0.3319500982761383, 0.2674417495727539, 0.26540276408195496, 0.24999991059303284, 0.4230768084526062, 0.47619032859802246, 0.27083322405815125, 0.27083322405815125, 0.663461446762085, 0.34013596177101135, 0.27999991178512573, 0.41048023104667664, 0.575916051864624, 0.23529404401779175, 0.28048771619796753, 0.19913412630558014, 0.5488370656967163, 0.3797467350959778, 0.3442622125148773, 0.2716048061847687, 0.29126206040382385, 0.31645557284355164, 0.20276491343975067, 0.16494840383529663, 0.3043477535247803, 0.24096378684043884, 0.19999992847442627, 0.46534639596939087, 0.3097344636917114, 0.6256982088088989, 0.2577318847179413, 0.30303022265434265, 0.10457510501146317, 0.2577318847179413, 0.18867920339107513, 0.4675323963165283, 0.49999988079071045, 0.41975298523902893, 0.19999991357326508, 0.34883710741996765, 0.4102562665939331, 0.5700933337211609, 0.4432988464832306, 0.10980386286973953, 0.3981899321079254, 0.3351350426673889, 0.3923443853855133, 0.26909083127975464, 0.6735749840736389, 0.47572803497314453, 0.45263150334358215, 0.37499991059303284, 0.12949636578559875, 0.1629629135131836, 0.18274106085300446, 0.30588221549987793, 0.5809127688407898, 0.5221673846244812, 0.4265401363372803, 0.4946995675563812, 0.12643671035766602, 0.29714274406433105, 0.18300646543502808, 0.5925924181938171, 0.5617976188659668, 0.13513506948947906, 0.1361255943775177, 0.28820955753326416, 0.12996385991573334, 0.3047617971897125, 0.6464645266532898, 0.309859037399292, 0.13636358082294464, 0.48275846242904663, 0.3846152722835541, 0.4186045527458191, 0.17142851650714874, 0.26845628023147583, 0.2995593845844269, 0.4907405972480774, 0.23863628506660461, 0.1855669468641281, 0.6451612114906311, 0.43720918893814087, 0.28260859847068787, 0.2786884307861328, 0.1773398518562317, 0.31615114212036133 ], "time": 38.28109584655613, "param": null }, { "epoch": 107, "train_loss": 0.07215363532304764, "val_loss": 3.986453056335449, "acc": 33.91, "f1": [ 0.6190474629402161, 0.438709557056427, 0.20202013850212097, 0.19047611951828003, 0.23318377137184143, 0.28571417927742004, 0.31818172335624695, 0.3459458649158478, 0.34920626878738403, 0.41284388303756714, 0.13636356592178345, 0.17391297221183777, 0.34163692593574524, 0.24761897325515747, 0.2816900908946991, 0.22023801505565643, 0.38144323229789734, 0.4365480840206146, 0.21256029605865479, 0.20491798222064972, 0.6511626243591309, 0.44970402121543884, 0.329268217086792, 0.4947367310523987, 0.5942855477333069, 0.2181817591190338, 0.2713567018508911, 0.18348616361618042, 0.5108694434165955, 0.35714277625083923, 0.38524580001831055, 0.262857049703598, 0.2378377616405487, 0.31746023893356323, 0.2643677294254303, 0.15887843072414398, 0.3428570628166199, 0.251308798789978, 0.18478251993656158, 0.46551719307899475, 0.3060108423233032, 0.5347592234611511, 0.2617800235748291, 0.3147207200527191, 0.13065321743488312, 0.16037730872631073, 0.15714280307292938, 0.4792625606060028, 0.45454534888267517, 0.4301074147224426, 0.18905465304851532, 0.2545453906059265, 0.48936155438423157, 0.5739909410476685, 0.40659332275390625, 0.10218973457813263, 0.45544540882110596, 0.4105958938598633, 0.41346144676208496, 0.3122362196445465, 0.6461536884307861, 0.44970402121543884, 0.47963786125183105, 0.3599999248981476, 0.1398600935935974, 0.13636358082294464, 0.2477063536643982, 0.2333332598209381, 0.6060604453086853, 0.5645159482955933, 0.3617020547389984, 0.5583755373954773, 0.09999994933605194, 0.31325292587280273, 0.21463409066200256, 0.562211811542511, 0.5829595327377319, 0.19889496266841888, 0.17956650257110596, 0.35918357968330383, 0.1544714868068695, 0.27530357241630554, 0.6007903814315796, 0.3063828945159912, 0.19587622582912445, 0.4239630401134491, 0.3118278682231903, 0.38490554690361023, 0.20289847254753113, 0.3286384046077728, 0.23529404401779175, 0.5294116139411926, 0.30366483330726624, 0.22929932177066803, 0.6051281094551086, 0.4766837954521179, 0.21192045509815216, 0.35955044627189636, 0.19323663413524628, 0.3043477237224579 ], "time": 39.19078239239752, "param": null }, { "epoch": 108, "train_loss": 0.138950914144516, "val_loss": 3.925873279571533, "acc": 32.58, "f1": [ 0.6124400496482849, 0.3969464600086212, 0.2258063703775406, 0.17840369045734406, 0.20224712789058685, 0.24710416793823242, 0.31764698028564453, 0.40677958726882935, 0.3478259742259979, 0.4408600926399231, 0.16888882219791412, 0.22966498136520386, 0.31155768036842346, 0.15028895437717438, 0.2588233947753906, 0.21192045509815216, 0.3678159713745117, 0.4705880880355835, 0.24999991059303284, 0.26395928859710693, 0.6162160634994507, 0.4180063307285309, 0.3151514232158661, 0.4787643849849701, 0.44765332341194153, 0.19087132811546326, 0.2774565517902374, 0.15444010496139526, 0.44444435834884644, 0.36601296067237854, 0.37735840678215027, 0.35185176134109497, 0.20224712789058685, 0.2585032880306244, 0.21839071810245514, 0.16666659712791443, 0.26600977778434753, 0.19101116061210632, 0.16216209530830383, 0.5130888819694519, 0.28688517212867737, 0.5492226481437683, 0.21111102402210236, 0.28723397850990295, 0.12871280312538147, 0.17142851650714874, 0.20487797260284424, 0.3453236222267151, 0.45398759841918945, 0.3157893717288971, 0.22222214937210083, 0.28571420907974243, 0.4907405972480774, 0.5214006900787354, 0.37804868817329407, 0.09032251685857773, 0.45714277029037476, 0.291139155626297, 0.3999999463558197, 0.329670250415802, 0.6124400496482849, 0.5024629235267639, 0.45544540882110596, 0.41176459193229675, 0.11827950179576874, 0.20487797260284424, 0.18320602178573608, 0.22807011008262634, 0.624390184879303, 0.5374448299407959, 0.3999998867511749, 0.5078123807907104, 0.10576916486024857, 0.26162785291671753, 0.21481475234031677, 0.5225224494934082, 0.6082472205162048, 0.16593880951404572, 0.15827332437038422, 0.31372541189193726, 0.16494840383529663, 0.262857049703598, 0.6871793866157532, 0.3118278682231903, 0.1365852952003479, 0.40609124302864075, 0.345177561044693, 0.34666651487350464, 0.15999992191791534, 0.30541861057281494, 0.255999892950058, 0.40637436509132385, 0.12698407471179962, 0.16580304503440857, 0.5021644234657288, 0.40939590334892273, 0.2807016372680664, 0.3314284682273865, 0.1507537066936493, 0.28235283493995667 ], "time": 38.25258736126125, "param": null }, { "epoch": 109, "train_loss": 0.13610202074050903, "val_loss": 3.7081096172332764, "acc": 34.81, "f1": [ 0.6107783317565918, 0.391608327627182, 0.23611101508140564, 0.2136751413345337, 0.23255808651447296, 0.17834389209747314, 0.3678159713745117, 0.35467973351478577, 0.3934425115585327, 0.4056602716445923, 0.16842098534107208, 0.1916166990995407, 0.3577980697154999, 0.2707422971725464, 0.2526314854621887, 0.2929935157299042, 0.38647329807281494, 0.48132768273353577, 0.21714277565479279, 0.2909089922904968, 0.6519335508346558, 0.43265292048454285, 0.37305691838264465, 0.5112106204032898, 0.6499998569488525, 0.23107562959194183, 0.2722512185573578, 0.24999991059303284, 0.4976957440376282, 0.3483870029449463, 0.39676105976104736, 0.292307585477829, 0.283950537443161, 0.3196346163749695, 0.24271836876869202, 0.2062779664993286, 0.348314493894577, 0.1839999407529831, 0.1219511553645134, 0.4578312039375305, 0.30939218401908875, 0.5828570127487183, 0.299465149641037, 0.2938774824142456, 0.13145533204078674, 0.20238088071346283, 0.21978014707565308, 0.4827585518360138, 0.47524741291999817, 0.4100417494773865, 0.2117646485567093, 0.2816900908946991, 0.5151514410972595, 0.582914412021637, 0.4434387683868408, 0.08536579459905624, 0.4951455295085907, 0.3905324339866638, 0.40764322876930237, 0.24598921835422516, 0.7052630186080933, 0.5123152136802673, 0.44791656732559204, 0.3463686406612396, 0.1333332657814026, 0.19266046583652496, 0.22222216427326202, 0.28947362303733826, 0.6099998950958252, 0.6197181344032288, 0.4408600926399231, 0.5628139972686768, 0.08780481666326523, 0.3755457401275635, 0.23529405891895294, 0.587155818939209, 0.5955554842948914, 0.1528661698102951, 0.13836471736431122, 0.2754489779472351, 0.17112290859222412, 0.26315784454345703, 0.6734693050384521, 0.3555554449558258, 0.16842098534107208, 0.486772358417511, 0.4276728630065918, 0.3760683238506317, 0.10666660219430923, 0.20930226147174835, 0.25179845094680786, 0.5081079602241516, 0.19277101755142212, 0.20454540848731995, 0.6249998807907104, 0.3961038589477539, 0.2790696918964386, 0.2845849096775055, 0.1639343500137329, 0.30526304244995117 ], "time": 38.130480476655066, "param": null }, { "epoch": 110, "train_loss": 0.13159769773483276, "val_loss": 3.775023937225342, "acc": 33.18, "f1": [ 0.5511810183525085, 0.3885713219642639, 0.18905465304851532, 0.21004560589790344, 0.22399993240833282, 0.2512076497077942, 0.31901830434799194, 0.2983424663543701, 0.3249998986721039, 0.43216070532798767, 0.11834313720464706, 0.21468918025493622, 0.32183900475502014, 0.20125779509544373, 0.2603549063205719, 0.23478256165981293, 0.36956506967544556, 0.4301074147224426, 0.22857137024402618, 0.1957446187734604, 0.5948274731636047, 0.4493390619754791, 0.33333325386047363, 0.41840997338294983, 0.5829595327377319, 0.11842100322246552, 0.31788066029548645, 0.17073164880275726, 0.49999988079071045, 0.3493974804878235, 0.3493974804878235, 0.27737218141555786, 0.2727271318435669, 0.3267325758934021, 0.1857142299413681, 0.11578940600156784, 0.2840908169746399, 0.2622949779033661, 0.16877631843090057, 0.5121949315071106, 0.25249162316322327, 0.5714284777641296, 0.25777769088745117, 0.2891565263271332, 0.16842098534107208, 0.2686566412448883, 0.20289847254753113, 0.4218180775642395, 0.5086703896522522, 0.36559128761291504, 0.1728394627571106, 0.251428484916687, 0.5076140761375427, 0.5551019906997681, 0.37692299485206604, 0.08484841883182526, 0.5074625611305237, 0.29931965470314026, 0.3797467350959778, 0.28272244334220886, 0.6007903814315796, 0.5098037719726562, 0.4508668780326843, 0.4044942855834961, 0.17272719740867615, 0.19087132811546326, 0.2584269046783447, 0.3523808717727661, 0.5936071872711182, 0.48034927248954773, 0.4021162986755371, 0.46445485949516296, 0.09729723632335663, 0.33720916509628296, 0.21965309977531433, 0.5396823883056641, 0.38141801953315735, 0.2048192024230957, 0.11678826063871384, 0.30150744318962097, 0.16149060428142548, 0.2206895798444748, 0.6931816935539246, 0.3069306015968323, 0.16477268934249878, 0.4756755530834198, 0.42342329025268555, 0.38610032200813293, 0.238805890083313, 0.2597401440143585, 0.30409345030784607, 0.4837207794189453, 0.2713567018508911, 0.18867920339107513, 0.5679011344909668, 0.46938762068748474, 0.22727267444133759, 0.28272244334220886, 0.13541659712791443, 0.3069306015968323 ], "time": 38.34853609930724, "param": null }, { "epoch": 111, "train_loss": 0.08084186911582947, "val_loss": 3.920304775238037, "acc": 33.65, "f1": [ 0.5980390906333923, 0.35714277625083923, 0.21719448268413544, 0.21621613204479218, 0.24539868533611298, 0.32456132769584656, 0.34615373611450195, 0.36018943786621094, 0.2959182858467102, 0.3487178385257721, 0.1862347573041916, 0.21256029605865479, 0.3275861144065857, 0.2357722967863083, 0.28947362303733826, 0.2696628272533417, 0.35416656732559204, 0.38888880610466003, 0.25730982422828674, 0.20392151176929474, 0.6382977366447449, 0.44999995827674866, 0.336633563041687, 0.4301074147224426, 0.5698922872543335, 0.21839071810245514, 0.20560741424560547, 0.124260313808918, 0.5327101349830627, 0.3406592309474945, 0.3931623101234436, 0.29370617866516113, 0.2754489779472351, 0.2634729743003845, 0.24285705387592316, 0.19689112901687622, 0.279411643743515, 0.24390237033367157, 0.19591830670833588, 0.44444429874420166, 0.29166659712791443, 0.5769229531288147, 0.2987011969089508, 0.30456843972206116, 0.14563101530075073, 0.2269502729177475, 0.1777777075767517, 0.436893105506897, 0.553672194480896, 0.4358973503112793, 0.19108274579048157, 0.3025829493999481, 0.42708319425582886, 0.5510202646255493, 0.3899998664855957, 0.06741566956043243, 0.4431816637516022, 0.3018867075443268, 0.44036686420440674, 0.2786068916320801, 0.6194689869880676, 0.4720495045185089, 0.4215245544910431, 0.3758388161659241, 0.16666659712791443, 0.19289332628250122, 0.24999991059303284, 0.34579432010650635, 0.6399998664855957, 0.5853657722473145, 0.30864188075065613, 0.45121943950653076, 0.08583684265613556, 0.31489354372024536, 0.19323663413524628, 0.5581393837928772, 0.6666665077209473, 0.19730934500694275, 0.13872826099395752, 0.30864188075065613, 0.1546391248703003, 0.3152708411216736, 0.6857141256332397, 0.2937852144241333, 0.2095237374305725, 0.4221104085445404, 0.4102562665939331, 0.4056602716445923, 0.20118334889411926, 0.3287670314311981, 0.27857133746147156, 0.49214646220207214, 0.24675315618515015, 0.18264833092689514, 0.5955054759979248, 0.3999998867511749, 0.36619704961776733, 0.35443025827407837, 0.19209031760692596, 0.36714968085289 ], "time": 39.268080266192555, "param": null }, { "epoch": 112, "train_loss": 0.07525116950273514, "val_loss": 4.013813495635986, "acc": 33.55, "f1": [ 0.5714284181594849, 0.45132729411125183, 0.26086950302124023, 0.10596020519733429, 0.23364479839801788, 0.3152172863483429, 0.3421051502227783, 0.3603602349758148, 0.3102039694786072, 0.48936155438423157, 0.10582003742456436, 0.21576756238937378, 0.3157893717288971, 0.21904754638671875, 0.2870812714099884, 0.29743579030036926, 0.3578946590423584, 0.4418603479862213, 0.24999991059303284, 0.210526242852211, 0.6703909635543823, 0.4599998891353607, 0.33050838112831116, 0.5833332538604736, 0.612716555595398, 0.24999989569187164, 0.2473117560148239, 0.21145367622375488, 0.48936155438423157, 0.3196346163749695, 0.4044942855834961, 0.2749998867511749, 0.2727271616458893, 0.29437223076820374, 0.26666656136512756, 0.09411758184432983, 0.40641695261001587, 0.16080394387245178, 0.2176164984703064, 0.4114284813404083, 0.33035704493522644, 0.5418717861175537, 0.27343741059303284, 0.2883720099925995, 0.16494840383529663, 0.17112290859222412, 0.14285708963871002, 0.5058822631835938, 0.5299144387245178, 0.4242422580718994, 0.15873010456562042, 0.2561575770378113, 0.5299144387245178, 0.5753422975540161, 0.42290738224983215, 0.0732983723282814, 0.5088756084442139, 0.2996253967285156, 0.36585354804992676, 0.23770485818386078, 0.6666665077209473, 0.48275846242904663, 0.47619035840034485, 0.3444443643093109, 0.17073163390159607, 0.22222216427326202, 0.22321420907974243, 0.3139533996582031, 0.6235292553901672, 0.5821594595909119, 0.29268282651901245, 0.5531913042068481, 0.11228065192699432, 0.38541653752326965, 0.2175731509923935, 0.5523808598518372, 0.6265058517456055, 0.15686267614364624, 0.175572469830513, 0.3057323694229126, 0.16580304503440857, 0.2776024341583252, 0.6315788626670837, 0.2890172600746155, 0.16666659712791443, 0.3999998867511749, 0.35643553733825684, 0.3551400303840637, 0.17877088487148285, 0.2807016670703888, 0.324607253074646, 0.48888877034187317, 0.2116401493549347, 0.22346359491348267, 0.6374998688697815, 0.40268445014953613, 0.32298123836517334, 0.3121950626373291, 0.14201176166534424, 0.2987011969089508 ], "time": 39.126505692489445, "param": null }, { "epoch": 113, "train_loss": 0.06950870901346207, "val_loss": 3.9828715324401855, "acc": 34.3, "f1": [ 0.5798815488815308, 0.45197728276252747, 0.2378377616405487, 0.19047611951828003, 0.22702695429325104, 0.2389935851097107, 0.3874344527721405, 0.3656715452671051, 0.4210525155067444, 0.45637571811676025, 0.22727267444133759, 0.22660093009471893, 0.32369935512542725, 0.25095051527023315, 0.2719297707080841, 0.2769230008125305, 0.3586955666542053, 0.48936155438423157, 0.29166659712791443, 0.24999991059303284, 0.6732671856880188, 0.44444435834884644, 0.38150280714035034, 0.5290321707725525, 0.6305417418479919, 0.26315781474113464, 0.2790696918964386, 0.20264311134815216, 0.5280897617340088, 0.3289472758769989, 0.4347825050354004, 0.24096375703811646, 0.267147958278656, 0.35051536560058594, 0.24657529592514038, 0.1725887656211853, 0.31081071496009827, 0.21951214969158173, 0.12499993294477463, 0.4886362552642822, 0.3502824008464813, 0.5714284777641296, 0.2653060257434845, 0.28415289521217346, 0.1240309551358223, 0.19607838988304138, 0.1971830278635025, 0.4647301733493805, 0.5244443416595459, 0.44808733463287354, 0.1855669468641281, 0.367346853017807, 0.46913570165634155, 0.535519003868103, 0.3865545094013214, 0.07655496150255203, 0.4973543584346771, 0.3307085633277893, 0.3926379084587097, 0.2649005651473999, 0.7179486155509949, 0.47120407223701477, 0.4780486822128296, 0.3726707398891449, 0.12658223509788513, 0.20833326876163483, 0.23788540065288544, 0.36956506967544556, 0.5583755373954773, 0.5652172565460205, 0.368663489818573, 0.5979380011558533, 0.09777770936489105, 0.32978713512420654, 0.16279064118862152, 0.6039602756500244, 0.5465837121009827, 0.20600852370262146, 0.12448127567768097, 0.30456843972206116, 0.20408158004283905, 0.2706766128540039, 0.6951870322227478, 0.3084576427936554, 0.1734103411436081, 0.37785011529922485, 0.4594593644142151, 0.37373724579811096, 0.17449656128883362, 0.2599999010562897, 0.3271027207374573, 0.43715834617614746, 0.2276422381401062, 0.19323663413524628, 0.5882351398468018, 0.48044681549072266, 0.28402355313301086, 0.29629620909690857, 0.21186435222625732, 0.34745752811431885 ], "time": 39.2166233221069, "param": null }, { "epoch": 114, "train_loss": 0.07352782040834427, "val_loss": 3.792820453643799, "acc": 34.86, "f1": [ 0.6467660069465637, 0.39639630913734436, 0.2741115987300873, 0.1990049034357071, 0.26086950302124023, 0.283950537443161, 0.34999990463256836, 0.39473670721054077, 0.35862061381340027, 0.49999988079071045, 0.143540620803833, 0.2389935851097107, 0.37158459424972534, 0.23529404401779175, 0.2702701687812805, 0.16766461730003357, 0.39999985694885254, 0.4852069914340973, 0.23529405891895294, 0.21951214969158173, 0.685082733631134, 0.40999990701675415, 0.3551400303840637, 0.47120407223701477, 0.5999999046325684, 0.2244897186756134, 0.24050623178482056, 0.1938774734735489, 0.5360823273658752, 0.3552630543708801, 0.45871543884277344, 0.3300969898700714, 0.26993855834007263, 0.3208555281162262, 0.25668442249298096, 0.13333328068256378, 0.32978713512420654, 0.2456139326095581, 0.14285707473754883, 0.48387083411216736, 0.34999990463256836, 0.6282721161842346, 0.24186037480831146, 0.31428566575050354, 0.16901402175426483, 0.262711763381958, 0.21301770210266113, 0.4899998903274536, 0.5955054759979248, 0.37499991059303284, 0.19047611951828003, 0.3091786503791809, 0.517646849155426, 0.6124400496482849, 0.3619908392429352, 0.07446803152561188, 0.5148513317108154, 0.31372541189193726, 0.4433496594429016, 0.3209875524044037, 0.7064675688743591, 0.4550897181034088, 0.4593299925327301, 0.3272726535797119, 0.1459226906299591, 0.15498147904872894, 0.24161066114902496, 0.30909082293510437, 0.666666567325592, 0.6048778891563416, 0.3743841052055359, 0.5741626024246216, 0.11594196408987045, 0.29896897077560425, 0.2231075018644333, 0.5964910984039307, 0.6146787405014038, 0.16806717216968536, 0.1789472997188568, 0.2870369255542755, 0.1764705330133438, 0.32291656732559204, 0.6698111891746521, 0.28947362303733826, 0.15957440435886383, 0.4226802885532379, 0.4659089744091034, 0.35121941566467285, 0.1558440923690796, 0.34374991059303284, 0.35483860969543457, 0.44444435834884644, 0.23655906319618225, 0.19277101755142212, 0.5989846587181091, 0.4257424473762512, 0.28571420907974243, 0.25490185618400574, 0.2256409376859665, 0.31775689125061035 ], "time": 39.24682158231735, "param": null }, { "epoch": 115, "train_loss": 0.07502800226211548, "val_loss": 3.470146894454956, "acc": 35.2, "f1": [ 0.6153844594955444, 0.43442606925964355, 0.24999991059303284, 0.15476183593273163, 0.21782170236110687, 0.2722512185573578, 0.3534882664680481, 0.3354036211967468, 0.37681150436401367, 0.4930231273174286, 0.1764705330133438, 0.2424241602420807, 0.37668150663375854, 0.2378377616405487, 0.26008957624435425, 0.25384610891342163, 0.3804876506328583, 0.5022025108337402, 0.30303022265434265, 0.20920497179031372, 0.6892654895782471, 0.5048542022705078, 0.323809415102005, 0.5106381177902222, 0.617283821105957, 0.19480513036251068, 0.25531908869743347, 0.1655171811580658, 0.4936707317829132, 0.3535352647304535, 0.4255318343639374, 0.3445691764354706, 0.2541435658931732, 0.3111110329627991, 0.33333322405815125, 0.13483139872550964, 0.3315507173538208, 0.07518791407346725, 0.14666660130023956, 0.5310733318328857, 0.3636362850666046, 0.5714284777641296, 0.23478256165981293, 0.29585790634155273, 0.16033749282360077, 0.21862342953681946, 0.14379078149795532, 0.4402983784675598, 0.5194804668426514, 0.40206170082092285, 0.1912349909543991, 0.29126206040382385, 0.5074625611305237, 0.6071427464485168, 0.4036695957183838, 0.10928954929113388, 0.45581385493278503, 0.38139525055885315, 0.40404030680656433, 0.291139155626297, 0.6862744092941284, 0.45976996421813965, 0.48587560653686523, 0.36904752254486084, 0.1497325599193573, 0.2094240039587021, 0.2116401493549347, 0.24154582619667053, 0.6802029013633728, 0.579439103603363, 0.4122805893421173, 0.5979380011558533, 0.14634141325950623, 0.31627896428108215, 0.21874994039535522, 0.579234778881073, 0.595959484577179, 0.19587622582912445, 0.16666659712791443, 0.3351954519748688, 0.1481480747461319, 0.29032251238822937, 0.6874998807907104, 0.33816415071487427, 0.23188398778438568, 0.48044681549072266, 0.4342104196548462, 0.3692306876182556, 0.1921396702528, 0.3697478175163269, 0.2793295085430145, 0.492890864610672, 0.24516120553016663, 0.2075471132993698, 0.5943394899368286, 0.48205116391181946, 0.24999991059303284, 0.31746023893356323, 0.23469379544258118, 0.3431371748447418 ], "time": 39.22741058841348, "param": null }, { "epoch": 116, "train_loss": 0.03923175111413002, "val_loss": 3.8611412048339844, "acc": 34.52, "f1": [ 0.5259258151054382, 0.44239622354507446, 0.2434781938791275, 0.1734103411436081, 0.24999991059303284, 0.25945934653282166, 0.28235286474227905, 0.26573416590690613, 0.34722214937210083, 0.47107425332069397, 0.17511513829231262, 0.26666656136512756, 0.37185919284820557, 0.220779150724411, 0.25125616788864136, 0.27329182624816895, 0.41717782616615295, 0.4154588282108307, 0.23214277625083923, 0.19108274579048157, 0.6444442868232727, 0.41935470700263977, 0.3756905198097229, 0.5045870542526245, 0.6403939127922058, 0.2264150083065033, 0.28187909722328186, 0.1706160604953766, 0.4772725999355316, 0.38028159737586975, 0.41964274644851685, 0.28136876225471497, 0.2513660192489624, 0.39106133580207825, 0.239520862698555, 0.17511513829231262, 0.3287670314311981, 0.22660093009471893, 0.15757569670677185, 0.4947367310523987, 0.3121950626373291, 0.5862067937850952, 0.25668442249298096, 0.3583814203739166, 0.15609751641750336, 0.19999992847442627, 0.2025315910577774, 0.46280980110168457, 0.6010927557945251, 0.37944653630256653, 0.24761897325515747, 0.30057793855667114, 0.487046480178833, 0.6515835523605347, 0.4122805893421173, 0.14678892493247986, 0.4223601520061493, 0.3648647665977478, 0.3999999165534973, 0.28272244334220886, 0.7236180305480957, 0.5026176571846008, 0.5026736855506897, 0.35978829860687256, 0.14201176166534424, 0.10837431997060776, 0.2010049670934677, 0.29074883460998535, 0.6036034822463989, 0.5767440795898438, 0.40517228841781616, 0.49795907735824585, 0.09045220911502838, 0.3249998688697815, 0.16233761608600616, 0.5875704884529114, 0.5467625260353088, 0.18032780289649963, 0.1604277491569519, 0.2906976044178009, 0.18536579608917236, 0.26890748739242554, 0.6627905368804932, 0.2816900610923767, 0.16774186491966248, 0.45631060004234314, 0.4382021129131317, 0.36714968085289, 0.20430098474025726, 0.3440859317779541, 0.264317125082016, 0.4608694612979889, 0.21951214969158173, 0.1748633086681366, 0.6098653674125671, 0.42753612995147705, 0.30172407627105713, 0.3195265531539917, 0.13872826099395752, 0.2949307858943939 ], "time": 39.19670944660902, "param": null }, { "epoch": 117, "train_loss": 0.018337029963731766, "val_loss": 3.5622096061706543, "acc": 36.55, "f1": [ 0.6197181344032288, 0.45581385493278503, 0.19999991357326508, 0.2366863340139389, 0.2794759273529053, 0.3654821515083313, 0.3529411256313324, 0.3414633274078369, 0.3838382363319397, 0.45414838194847107, 0.24472565948963165, 0.2797926664352417, 0.36585354804992676, 0.31034475564956665, 0.2584269046783447, 0.28712859749794006, 0.40476179122924805, 0.5263156890869141, 0.23364479839801788, 0.2622949779033661, 0.716577410697937, 0.4869564175605774, 0.36809808015823364, 0.48305076360702515, 0.622641384601593, 0.24413138628005981, 0.2980768382549286, 0.211055189371109, 0.5421684980392456, 0.3696681261062622, 0.4363635182380676, 0.3139533996582031, 0.2694299519062042, 0.3318384885787964, 0.2812499403953552, 0.2037036269903183, 0.40764322876930237, 0.17948710918426514, 0.14634141325950623, 0.5325441956520081, 0.3171805441379547, 0.5320196151733398, 0.2603549063205719, 0.3775508999824524, 0.1499999314546585, 0.1855669468641281, 0.2258063703775406, 0.4999998211860657, 0.5818180441856384, 0.3983050286769867, 0.2258063703775406, 0.31034475564956665, 0.5188678503036499, 0.6262625455856323, 0.41628947854042053, 0.09195395559072495, 0.4712642431259155, 0.3295453190803528, 0.4886362552642822, 0.3408070504665375, 0.741783857345581, 0.5360823273658752, 0.4705881178379059, 0.4245808720588684, 0.2010049670934677, 0.1965811401605606, 0.26395928859710693, 0.3318776488304138, 0.6464645266532898, 0.5520360469818115, 0.3924049437046051, 0.5423727631568909, 0.10600701719522476, 0.30541861057281494, 0.19591830670833588, 0.6249998807907104, 0.6461536884307861, 0.2115383893251419, 0.15384608507156372, 0.32978713512420654, 0.16923069953918457, 0.23923437297344208, 0.6493505239486694, 0.26540276408195496, 0.19178076088428497, 0.4976957440376282, 0.43715834617614746, 0.39810416102409363, 0.19101116061210632, 0.345177561044693, 0.3314284682273865, 0.4594593644142151, 0.29107969999313354, 0.22330091893672943, 0.616278886795044, 0.4727271497249603, 0.3568463623523712, 0.3316582143306732, 0.18604643642902374, 0.34374991059303284 ], "time": 39.21903106383979, "param": null }, { "epoch": 118, "train_loss": 0.015097688883543015, "val_loss": 3.636751413345337, "acc": 37.08, "f1": [ 0.6262625455856323, 0.48453593254089355, 0.24875615537166595, 0.24630534648895264, 0.299465149641037, 0.36815908551216125, 0.35820886492729187, 0.3722943067550659, 0.42857131361961365, 0.47826072573661804, 0.16666661202907562, 0.2754489779472351, 0.3874344527721405, 0.2569831311702728, 0.3013697564601898, 0.28019312024116516, 0.3794870972633362, 0.5395347476005554, 0.31818172335624695, 0.2735848128795624, 0.6411482095718384, 0.5339804887771606, 0.38578668236732483, 0.53465336561203, 0.6190475225448608, 0.2456139624118805, 0.30999991297721863, 0.18090447783470154, 0.510416567325592, 0.3468207120895386, 0.45535701513290405, 0.2783504128456116, 0.28571417927742004, 0.38674020767211914, 0.28054288029670715, 0.22222214937210083, 0.37914684414863586, 0.20224712789058685, 0.18972326815128326, 0.543352484703064, 0.3510637581348419, 0.5654449462890625, 0.3118278682231903, 0.35616424679756165, 0.1642511636018753, 0.238805890083313, 0.2208588421344757, 0.5136610269546509, 0.5697672963142395, 0.4380951225757599, 0.22105254232883453, 0.31818172335624695, 0.5089284181594849, 0.5691055655479431, 0.35483860969543457, 0.12499994039535522, 0.48598119616508484, 0.36065563559532166, 0.4123710095882416, 0.35185176134109497, 0.7255812287330627, 0.4946235418319702, 0.5106381177902222, 0.390243798494339, 0.15165871381759644, 0.15476183593273163, 0.2378377616405487, 0.32748526334762573, 0.6326529383659363, 0.5555554032325745, 0.40191373229026794, 0.5809522867202759, 0.09665421396493912, 0.3543306291103363, 0.20353974401950836, 0.6432158946990967, 0.6367712020874023, 0.212290421128273, 0.20408155024051666, 0.2578124403953552, 0.17241372168064117, 0.2989323139190674, 0.6567163467407227, 0.30952370166778564, 0.22857137024402618, 0.5023254752159119, 0.4502616822719574, 0.3775508999824524, 0.18848159909248352, 0.3478259742259979, 0.2702701687812805, 0.506912350654602, 0.2696628272533417, 0.24999991059303284, 0.6499998569488525, 0.4565216302871704, 0.3195875287055969, 0.31775689125061035, 0.21518979966640472, 0.35714274644851685 ], "time": 39.070698250085115, "param": null }, { "epoch": 119, "train_loss": 0.0069569931365549564, "val_loss": 3.4583563804626465, "acc": 36.81, "f1": [ 0.6341462135314941, 0.49999988079071045, 0.24083760380744934, 0.1899440735578537, 0.29245272278785706, 0.3179486393928528, 0.38251355290412903, 0.42512065172195435, 0.4301074147224426, 0.47619032859802246, 0.14864858984947205, 0.26086950302124023, 0.38775497674942017, 0.30107519030570984, 0.29032251238822937, 0.29319363832473755, 0.4042551815509796, 0.49999988079071045, 0.3417084515094757, 0.239999920129776, 0.6903551816940308, 0.46861910820007324, 0.3625729978084564, 0.4363635182380676, 0.6358972787857056, 0.239999920129776, 0.32978713512420654, 0.2131146788597107, 0.5189871788024902, 0.3417084515094757, 0.44808733463287354, 0.3196346163749695, 0.29896897077560425, 0.367346853017807, 0.3076922297477722, 0.1793721318244934, 0.4081631302833557, 0.17021268606185913, 0.14814810454845428, 0.559139609336853, 0.3523315489292145, 0.5789472460746765, 0.29951682686805725, 0.3091786503791809, 0.15217386186122894, 0.24509796500205994, 0.19095470011234283, 0.5360823273658752, 0.5572138428688049, 0.39631327986717224, 0.19830024242401123, 0.30057793855667114, 0.49999988079071045, 0.5925924181938171, 0.41975298523902893, 0.09999994933605194, 0.5074625611305237, 0.3478260338306427, 0.44444429874420166, 0.3179486393928528, 0.6808508634567261, 0.5272725820541382, 0.45833322405815125, 0.4090908467769623, 0.1818181276321411, 0.15642453730106354, 0.28099164366722107, 0.3316582143306732, 0.642857015132904, 0.5752211213111877, 0.3692306876182556, 0.49438196420669556, 0.1469387263059616, 0.3348836302757263, 0.21428564190864563, 0.620320737361908, 0.6334840059280396, 0.1696968972682953, 0.25688064098358154, 0.31249991059303284, 0.188888818025589, 0.2980768382549286, 0.6565654873847961, 0.32704389095306396, 0.21568621695041656, 0.4565216302871704, 0.43786972761154175, 0.38139525055885315, 0.1734103411436081, 0.3300969898700714, 0.2597402036190033, 0.5140186548233032, 0.24615377187728882, 0.22891558706760406, 0.6274508833885193, 0.48888877034187317, 0.3249998986721039, 0.321428507566452, 0.22797919809818268, 0.34977567195892334 ], "time": 38.100445370189846, "param": null }, { "epoch": 120, "train_loss": 0.0048042237758636475, "val_loss": 3.32299542427063, "acc": 37.81, "f1": [ 0.6774192452430725, 0.5102038979530334, 0.2755904495716095, 0.213483065366745, 0.29787224531173706, 0.3743841052055359, 0.390243798494339, 0.39520949125289917, 0.4242422580718994, 0.5274723768234253, 0.23913034796714783, 0.28220847249031067, 0.367346853017807, 0.28846150636672974, 0.2694299519062042, 0.2775118350982666, 0.4278606176376343, 0.5158370137214661, 0.36144572496414185, 0.2569831311702728, 0.683937668800354, 0.5358850359916687, 0.3517586886882782, 0.5221673846244812, 0.6346153020858765, 0.26455017924308777, 0.2769230008125305, 0.19591830670833588, 0.5595853924751282, 0.3478260338306427, 0.4481326937675476, 0.327868789434433, 0.30939218401908875, 0.3723403513431549, 0.336633563041687, 0.2025315910577774, 0.37185919284820557, 0.17346931993961334, 0.19999992847442627, 0.5488370656967163, 0.36065563559532166, 0.5654449462890625, 0.2976743280887604, 0.3135133981704712, 0.1459226906299591, 0.25125616788864136, 0.213483065366745, 0.5167463421821594, 0.5607475638389587, 0.4278606176376343, 0.2404370754957199, 0.2914979159832001, 0.5205478072166443, 0.5940592885017395, 0.4140968322753906, 0.08536579459905624, 0.5140186548233032, 0.38993698358535767, 0.43678146600723267, 0.3398057222366333, 0.6666665077209473, 0.4823527932167053, 0.4259258210659027, 0.4146340489387512, 0.19251330196857452, 0.20289847254753113, 0.2638297379016876, 0.3313608467578888, 0.6813185214996338, 0.6216214895248413, 0.42290738224983215, 0.5045044422149658, 0.081818126142025, 0.345177561044693, 0.20192298293113708, 0.6516852378845215, 0.6741572022438049, 0.18867920339107513, 0.22916659712791443, 0.3147207200527191, 0.179775208234787, 0.31226757168769836, 0.7177032232284546, 0.31632643938064575, 0.2127658873796463, 0.45161280035972595, 0.4347825050354004, 0.42290738224983215, 0.23529402911663055, 0.3549782335758209, 0.31168824434280396, 0.5631066560745239, 0.2843601107597351, 0.24844713509082794, 0.6354165077209473, 0.467661589384079, 0.3116881847381592, 0.3084576427936554, 0.20731700956821442, 0.38834938406944275 ], "time": 39.11825669463724, "param": null }, { "epoch": 121, "train_loss": 0.004806432407349348, "val_loss": 3.3111155033111572, "acc": 38.29, "f1": [ 0.6530610918998718, 0.5148513317108154, 0.29864245653152466, 0.2430938482284546, 0.2705313265323639, 0.33497530221939087, 0.38775497674942017, 0.4111110270023346, 0.3999999165534973, 0.49999988079071045, 0.23204411566257477, 0.2528734505176544, 0.39560428261756897, 0.28571420907974243, 0.2795697748661041, 0.26728102564811707, 0.4242422580718994, 0.5321099162101746, 0.3157893717288971, 0.2574256360530853, 0.6799998879432678, 0.5388126373291016, 0.35897424817085266, 0.48756206035614014, 0.6411482095718384, 0.2914571762084961, 0.3157893717288971, 0.2115383893251419, 0.5603863000869751, 0.34254133701324463, 0.47004595398902893, 0.34042540192604065, 0.2815532982349396, 0.37735840678215027, 0.3113206624984741, 0.22522515058517456, 0.3874344527721405, 0.18579228222370148, 0.19289332628250122, 0.5490195155143738, 0.3463686406612396, 0.5863873362541199, 0.29319363832473755, 0.3184078335762024, 0.12935318052768707, 0.2888887822628021, 0.20111726224422455, 0.5294116735458374, 0.5405403971672058, 0.4365480840206146, 0.2653060257434845, 0.3157894015312195, 0.49756085872650146, 0.590908944606781, 0.4425530731678009, 0.10778438299894333, 0.5096152424812317, 0.3885713219642639, 0.42780739068984985, 0.32195112109184265, 0.7305934429168701, 0.5326085686683655, 0.45714277029037476, 0.4417177140712738, 0.21505369246006012, 0.18009470403194427, 0.278026819229126, 0.35897424817085266, 0.6831682324409485, 0.5811964869499207, 0.4174756109714508, 0.5899998545646667, 0.08733618259429932, 0.33333322405815125, 0.211055189371109, 0.6428569555282593, 0.6524062752723694, 0.188888818025589, 0.238805890083313, 0.322274774312973, 0.20304562151432037, 0.31355923414230347, 0.6995072364807129, 0.31914883852005005, 0.22935770452022552, 0.4978164732456207, 0.43181803822517395, 0.4205606281757355, 0.20895515382289886, 0.3304346799850464, 0.3534882664680481, 0.5596328973770142, 0.24615377187728882, 0.2771083414554596, 0.6153844594955444, 0.45263150334358215, 0.3627450466156006, 0.27884605526924133, 0.20930226147174835, 0.3431371748447418 ], "time": 38.15951357036829, "param": null }, { "epoch": 122, "train_loss": 0.002489656675606966, "val_loss": 3.129051446914673, "acc": 38.67, "f1": [ 0.6632122993469238, 0.5257730484008789, 0.3022221326828003, 0.2577318847179413, 0.282828152179718, 0.31372541189193726, 0.3904760777950287, 0.4083768427371979, 0.40624988079071045, 0.4899998903274536, 0.2234041839838028, 0.28742504119873047, 0.3627450466156006, 0.30208322405815125, 0.28260859847068787, 0.27488142251968384, 0.4221104085445404, 0.5321887135505676, 0.324607253074646, 0.24509796500205994, 0.6766167879104614, 0.5344826579093933, 0.40217384696006775, 0.5221673846244812, 0.6504853367805481, 0.26804113388061523, 0.31999990344047546, 0.2121211439371109, 0.582914412021637, 0.348314493894577, 0.436893105506897, 0.306122362613678, 0.32558128237724304, 0.38181808590888977, 0.2944161295890808, 0.23853203654289246, 0.4088396728038788, 0.16853927075862885, 0.1835748255252838, 0.5212765336036682, 0.3678159713745117, 0.620320737361908, 0.29850736260414124, 0.29523801803588867, 0.1407034695148468, 0.2999999225139618, 0.22346359491348267, 0.5148513317108154, 0.589371919631958, 0.4343433380126953, 0.2812499403953552, 0.29850736260414124, 0.517857015132904, 0.5955554842948914, 0.4485980272293091, 0.10778438299894333, 0.5067872405052185, 0.3894736170768738, 0.44444432854652405, 0.3076922297477722, 0.7117116451263428, 0.5106381177902222, 0.4694834351539612, 0.4262293577194214, 0.18947362899780273, 0.20202013850212097, 0.2719297707080841, 0.33333322405815125, 0.6598983407020569, 0.5690376162528992, 0.40999990701675415, 0.5945944786071777, 0.07999993860721588, 0.3383083641529083, 0.24864855408668518, 0.6461536884307861, 0.7035174369812012, 0.19999992847442627, 0.23157887160778046, 0.322274774312973, 0.19587622582912445, 0.3209875524044037, 0.6729856729507446, 0.3402060866355896, 0.21568621695041656, 0.5175436735153198, 0.44067782163619995, 0.4266665577888489, 0.21538454294204712, 0.33480167388916016, 0.33333322405815125, 0.5333331823348999, 0.24999991059303284, 0.2485205978155136, 0.6267279982566833, 0.5142855644226074, 0.3367346227169037, 0.29896897077560425, 0.2181817591190338, 0.37288129329681396 ], "time": 39.31883702613413, "param": null }, { "epoch": 123, "train_loss": 0.005353375803679228, "val_loss": 3.3959128856658936, "acc": 38.58, "f1": [ 0.6532661318778992, 0.5174128413200378, 0.2895926535129547, 0.2436547577381134, 0.3047617971897125, 0.322274774312973, 0.3904760777950287, 0.40394076704978943, 0.4043714702129364, 0.46231144666671753, 0.19767434895038605, 0.30769217014312744, 0.36956506967544556, 0.3152172863483429, 0.2954544425010681, 0.2580644190311432, 0.4242422580718994, 0.5636362433433533, 0.36649200320243835, 0.22772268950939178, 0.6767675280570984, 0.5304347276687622, 0.37894728779792786, 0.4818180501461029, 0.6415093541145325, 0.24175815284252167, 0.3428570628166199, 0.19230762124061584, 0.5728641748428345, 0.37777766585350037, 0.45714277029037476, 0.3186812400817871, 0.2976743280887604, 0.37185919284820557, 0.32258057594299316, 0.21296289563179016, 0.4145076870918274, 0.18934904038906097, 0.19587622582912445, 0.5698922872543335, 0.3352600038051605, 0.613756537437439, 0.29319363832473755, 0.3013697862625122, 0.1390373706817627, 0.26600977778434753, 0.23655906319618225, 0.5306121110916138, 0.5660375952720642, 0.4607841968536377, 0.2812499403953552, 0.35714274644851685, 0.5309733152389526, 0.587719202041626, 0.44444435834884644, 0.1156068742275238, 0.5045870542526245, 0.39378228783607483, 0.432748407125473, 0.31428563594818115, 0.7196259498596191, 0.4999998211860657, 0.47115376591682434, 0.41758227348327637, 0.20689646899700165, 0.18719203770160675, 0.26548662781715393, 0.30357134342193604, 0.6538460850715637, 0.5764191746711731, 0.4059404730796814, 0.5686272978782654, 0.09322027862071991, 0.36619704961776733, 0.24489787220954895, 0.6461536884307861, 0.6634145379066467, 0.19999992847442627, 0.238805890083313, 0.3487178385257721, 0.1938774734735489, 0.3304346799850464, 0.6729856729507446, 0.3168315887451172, 0.22105254232883453, 0.526829183101654, 0.45348823070526123, 0.41592907905578613, 0.21505369246006012, 0.3290042281150818, 0.322274774312973, 0.5550238490104675, 0.2713567018508911, 0.2374998927116394, 0.6346153020858765, 0.46788978576660156, 0.31249991059303284, 0.3024389147758484, 0.24083760380744934, 0.36464083194732666 ], "time": 38.179290286265314, "param": null }, { "epoch": 124, "train_loss": 0.002312400611117482, "val_loss": 3.11733341217041, "acc": 38.83, "f1": [ 0.6666665077209473, 0.5120771527290344, 0.28571420907974243, 0.26315781474113464, 0.3013697862625122, 0.35121941566467285, 0.38647329807281494, 0.4183672070503235, 0.4083768427371979, 0.49746179580688477, 0.19780214130878448, 0.31284910440444946, 0.39784935116767883, 0.30208322405815125, 0.30526304244995117, 0.28999990224838257, 0.42857128381729126, 0.5470851063728333, 0.3417084515094757, 0.23157887160778046, 0.7083331942558289, 0.5067872405052185, 0.3934425115585327, 0.4927534759044647, 0.6478871703147888, 0.2736841142177582, 0.32978713512420654, 0.23696675896644592, 0.5490195155143738, 0.36158180236816406, 0.4425530731678009, 0.32978713512420654, 0.3121950626373291, 0.38775497674942017, 0.31088075041770935, 0.23744283616542816, 0.41666656732559204, 0.18404902517795563, 0.19905206561088562, 0.5714284777641296, 0.3444443643093109, 0.5979380011558533, 0.282828152179718, 0.30331745743751526, 0.14285708963871002, 0.2765956223011017, 0.2275448441505432, 0.522612988948822, 0.5887848734855652, 0.45360812544822693, 0.28426387906074524, 0.345177561044693, 0.5066665410995483, 0.5904760956764221, 0.43049317598342896, 0.09696962684392929, 0.5120771527290344, 0.39548009634017944, 0.44943806529045105, 0.30999991297721863, 0.718893826007843, 0.5108694434165955, 0.4487804174423218, 0.43428558111190796, 0.19459453225135803, 0.1951218843460083, 0.28571417927742004, 0.3301886022090912, 0.6893202662467957, 0.5726870894432068, 0.403755784034729, 0.579439103603363, 0.08810566365718842, 0.3428570628166199, 0.2264150083065033, 0.6428569555282593, 0.7058822512626648, 0.21111102402210236, 0.23589736223220825, 0.331707239151001, 0.19230762124061584, 0.31451600790023804, 0.6764704585075378, 0.3179486393928528, 0.20895515382289886, 0.5283017754554749, 0.44571414589881897, 0.434782475233078, 0.22222214937210083, 0.3318384885787964, 0.3362830877304077, 0.558139443397522, 0.2446807622909546, 0.22702695429325104, 0.6470587849617004, 0.4799998700618744, 0.32989683747291565, 0.31279608607292175, 0.22727267444133759, 0.3711339235305786 ], "time": 39.24148166086525, "param": null }, { "epoch": 125, "train_loss": 0.002260457957163453, "val_loss": 3.1629586219787598, "acc": 39.07, "f1": [ 0.6632122993469238, 0.5221673846244812, 0.2976743280887604, 0.26041656732559204, 0.28855711221694946, 0.3465345501899719, 0.3999999165534973, 0.4148934781551361, 0.39999985694885254, 0.4897957742214203, 0.18784524500370026, 0.30952370166778564, 0.3838382363319397, 0.30851057171821594, 0.31088075041770935, 0.31372541189193726, 0.4158414602279663, 0.5470851063728333, 0.3350784480571747, 0.24870456755161285, 0.6969695687294006, 0.5022420287132263, 0.38541653752326965, 0.48803818225860596, 0.6602869629859924, 0.2762430012226105, 0.34224584698677063, 0.2314814031124115, 0.5445024967193604, 0.37158459424972534, 0.43835610151290894, 0.35602086782455444, 0.3069306015968323, 0.39195966720581055, 0.3232322335243225, 0.23364479839801788, 0.43093910813331604, 0.19318175315856934, 0.20276491343975067, 0.5775399804115295, 0.35955044627189636, 0.589371919631958, 0.29743579030036926, 0.3301886022090912, 0.14705877006053925, 0.26666656136512756, 0.22727267444133759, 0.5435895919799805, 0.5791853666305542, 0.45320188999176025, 0.2871793806552887, 0.3599999248981476, 0.5221238136291504, 0.5740739107131958, 0.4573989808559418, 0.10062886029481888, 0.5118482112884521, 0.3977271616458893, 0.44943806529045105, 0.3047617971897125, 0.7123286128044128, 0.5133689045906067, 0.46728962659835815, 0.42285704612731934, 0.194871723651886, 0.2094240039587021, 0.28193822503089905, 0.34482747316360474, 0.6699506640434265, 0.570175290107727, 0.41346144676208496, 0.5700933337211609, 0.08780481666326523, 0.3636362552642822, 0.23529402911663055, 0.6461536884307861, 0.7024388909339905, 0.213483065366745, 0.23469379544258118, 0.3316582143306732, 0.1862744390964508, 0.31999990344047546, 0.6896550059318542, 0.3399999141693115, 0.211055189371109, 0.5221238136291504, 0.45714274048805237, 0.40579700469970703, 0.2340424805879593, 0.33476385474205017, 0.34101372957229614, 0.5497629642486572, 0.24999991059303284, 0.228260800242424, 0.653658390045166, 0.4780486822128296, 0.3265305161476135, 0.2815532982349396, 0.22352932393550873, 0.3636362850666046 ], "time": 39.11810771096498, "param": null }, { "epoch": 126, "train_loss": 0.002491135150194168, "val_loss": 3.046886920928955, "acc": 39.33, "f1": [ 0.6666665077209473, 0.5151513814926147, 0.29245272278785706, 0.2577318847179413, 0.30150744318962097, 0.3414633274078369, 0.40394076704978943, 0.41666656732559204, 0.4081631302833557, 0.4923075735569, 0.213483065366745, 0.31764698028564453, 0.37623751163482666, 0.3118278682231903, 0.3101603388786316, 0.31632643938064575, 0.4158414602279663, 0.5470851063728333, 0.3510637581348419, 0.25125616788864136, 0.6969695687294006, 0.49999988079071045, 0.40677958726882935, 0.492890864610672, 0.657142698764801, 0.2842104732990265, 0.3267325758934021, 0.24299058318138123, 0.5520831942558289, 0.3586955666542053, 0.4507041275501251, 0.34042540192604065, 0.30999991297721863, 0.38144323229789734, 0.3248729705810547, 0.2244897186756134, 0.43575406074523926, 0.19767434895038605, 0.21319790184497833, 0.5492226481437683, 0.3820223808288574, 0.6122447848320007, 0.2980768382549286, 0.3091786503791809, 0.14583328366279602, 0.2647058069705963, 0.22988496720790863, 0.5408161878585815, 0.5662099123001099, 0.467661589384079, 0.2765956223011017, 0.34482747316360474, 0.5281383991241455, 0.5882351398468018, 0.44444432854652405, 0.11249993741512299, 0.5167463421821594, 0.4043714702129364, 0.45454537868499756, 0.3091786503791809, 0.7123286128044128, 0.534031331539154, 0.47169798612594604, 0.423912912607193, 0.1798941045999527, 0.1990049034357071, 0.26785707473754883, 0.3348836302757263, 0.6698111891746521, 0.577777624130249, 0.41148313879966736, 0.5849055051803589, 0.09389665722846985, 0.372548907995224, 0.239999920129776, 0.6299998760223389, 0.6952379941940308, 0.23529404401779175, 0.23469379544258118, 0.3487178385257721, 0.18181811273097992, 0.3215685188770294, 0.6930691599845886, 0.34343424439430237, 0.2116401493549347, 0.5370368957519531, 0.45976996421813965, 0.4112148582935333, 0.24742262065410614, 0.34024888277053833, 0.33333322405815125, 0.5462961196899414, 0.2713567018508911, 0.24580998718738556, 0.6325579881668091, 0.4812833070755005, 0.3316061198711395, 0.309859037399292, 0.24580998718738556, 0.37305691838264465 ], "time": 39.187993330881, "param": null }, { "epoch": 127, "train_loss": 0.005010552238672972, "val_loss": 3.233320713043213, "acc": 39.31, "f1": [ 0.6564101576805115, 0.5177663564682007, 0.2938387989997864, 0.2526314854621887, 0.30392149090766907, 0.3495144844055176, 0.41148313879966736, 0.40206170082092285, 0.41176459193229675, 0.49999988079071045, 0.22598862648010254, 0.3209875524044037, 0.38578668236732483, 0.31088075041770935, 0.30939218401908875, 0.3299999237060547, 0.40975597500801086, 0.562211811542511, 0.3389829397201538, 0.24390237033367157, 0.6934671998023987, 0.5022420287132263, 0.3999998867511749, 0.5099998712539673, 0.666666567325592, 0.28272244334220886, 0.3157893717288971, 0.23809516429901123, 0.5624998807907104, 0.37288129329681396, 0.4519229531288147, 0.34224584698677063, 0.30366483330726624, 0.39999985694885254, 0.3184078335762024, 0.23188398778438568, 0.4081631302833557, 0.19999992847442627, 0.2115383893251419, 0.559139609336853, 0.3820223808288574, 0.613065242767334, 0.27999991178512573, 0.31858399510383606, 0.1414140909910202, 0.2653060257434845, 0.2444443702697754, 0.5408161878585815, 0.5844747424125671, 0.46601933240890503, 0.28415289521217346, 0.35748788714408875, 0.5112106204032898, 0.6008967757225037, 0.44239622354507446, 0.11180117726325989, 0.5164318084716797, 0.3999998867511749, 0.44444432854652405, 0.32160791754722595, 0.7123286128044128, 0.524590015411377, 0.4651161730289459, 0.42285704612731934, 0.18079088628292084, 0.20512813329696655, 0.25570768117904663, 0.3364485204219818, 0.6699506640434265, 0.5826086401939392, 0.403755784034729, 0.5781989693641663, 0.09174305200576782, 0.3743841052055359, 0.23076917231082916, 0.6363635063171387, 0.7128711342811584, 0.22222214937210083, 0.23529402911663055, 0.3417084515094757, 0.1764705330133438, 0.329317182302475, 0.6826921701431274, 0.33492809534072876, 0.2099999338388443, 0.5272725820541382, 0.44571414589881897, 0.4036695957183838, 0.24271836876869202, 0.3418802320957184, 0.34615373611450195, 0.5499998927116394, 0.2713567018508911, 0.2340424805879593, 0.6568626165390015, 0.4949493706226349, 0.3367346227169037, 0.3084111213684082, 0.27472516894340515, 0.3578946590423584 ], "time": 39.2752429433167, "param": null }, { "epoch": 128, "train_loss": 0.0045673963613808155, "val_loss": 2.8443334102630615, "acc": 39.48, "f1": [ 0.6666665077209473, 0.4951455295085907, 0.29107969999313354, 0.2577318847179413, 0.28571417927742004, 0.3517586886882782, 0.39622631669044495, 0.41269823908805847, 0.40796008706092834, 0.505154550075531, 0.20809243619441986, 0.30232545733451843, 0.37623751163482666, 0.3068782389163971, 0.29629620909690857, 0.3251230716705322, 0.4154588282108307, 0.5381165146827698, 0.34972667694091797, 0.24615377187728882, 0.7064675688743591, 0.5110130310058594, 0.3809523284435272, 0.492890864610672, 0.6764704585075378, 0.2696628272533417, 0.3369564116001129, 0.2368420511484146, 0.5744680166244507, 0.3771427571773529, 0.44642844796180725, 0.35978829860687256, 0.31249991059303284, 0.3980098366737366, 0.31088075041770935, 0.23963125050067902, 0.42857128381729126, 0.21468918025493622, 0.19811314344406128, 0.5670101642608643, 0.39560428261756897, 0.6161615252494812, 0.2815532982349396, 0.32195112109184265, 0.14705877006053925, 0.2765956223011017, 0.25274714827537537, 0.5373133420944214, 0.5739909410476685, 0.4593299925327301, 0.2886596620082855, 0.3707316219806671, 0.517857015132904, 0.5963301062583923, 0.46363624930381775, 0.11249993741512299, 0.5242717266082764, 0.4142010807991028, 0.45976996421813965, 0.31372541189193726, 0.7123286128044128, 0.5291004180908203, 0.48309168219566345, 0.4260353744029999, 0.19791658222675323, 0.20304562151432037, 0.271493136882782, 0.3465345501899719, 0.6766167879104614, 0.5764191746711731, 0.403755784034729, 0.5673075914382935, 0.08823523670434952, 0.3653844892978668, 0.23157887160778046, 0.633165717124939, 0.6923075318336487, 0.22619038820266724, 0.23232315480709076, 0.33333325386047363, 0.2075471132993698, 0.33064505457878113, 0.7093595266342163, 0.3487178385257721, 0.2524271011352539, 0.5377357006072998, 0.44827571511268616, 0.4195120930671692, 0.23834188282489777, 0.32432422041893005, 0.3286384046077728, 0.5529952645301819, 0.2783504128456116, 0.22797919809818268, 0.6476188898086548, 0.4827585518360138, 0.3248729705810547, 0.31249991059303284, 0.2513660192489624, 0.3675675094127655 ], "time": 39.19278395920992, "param": null }, { "epoch": 129, "train_loss": 0.004815114662051201, "val_loss": 2.7843618392944336, "acc": 39.59, "f1": [ 0.6702126860618591, 0.4976075291633606, 0.30097079277038574, 0.26881712675094604, 0.29523801803588867, 0.37185919284820557, 0.41346144676208496, 0.40624988079071045, 0.4102562665939331, 0.5079363584518433, 0.23391805589199066, 0.31764698028564453, 0.3743841052055359, 0.30366483330726624, 0.3141360282897949, 0.3084111213684082, 0.4221104085445404, 0.5511109828948975, 0.34224584698677063, 0.25352105498313904, 0.7076921463012695, 0.5083332657814026, 0.39560428261756897, 0.5024629235267639, 0.663461446762085, 0.27777770161628723, 0.326315701007843, 0.23584897816181183, 0.5624998807907104, 0.3678159713745117, 0.4485980272293091, 0.35602086782455444, 0.3184078335762024, 0.39195966720581055, 0.3157893717288971, 0.23584897816181183, 0.4324323236942291, 0.20454540848731995, 0.19323663413524628, 0.5513511896133423, 0.39560428261756897, 0.613065242767334, 0.2786068916320801, 0.3203882575035095, 0.14563101530075073, 0.26262614130973816, 0.24418595433235168, 0.5333331823348999, 0.5789473056793213, 0.46601933240890503, 0.28571420907974243, 0.36815908551216125, 0.5135133862495422, 0.6183573603630066, 0.45581385493278503, 0.10588229447603226, 0.5242717266082764, 0.43333321809768677, 0.4382021129131317, 0.3157894015312195, 0.718893826007843, 0.5268816351890564, 0.47619035840034485, 0.4210525155067444, 0.21874994039535522, 0.18811874091625214, 0.271493136882782, 0.3428570628166199, 0.6893202662467957, 0.5814977288246155, 0.4306218922138214, 0.5631066560745239, 0.09478667378425598, 0.35748788714408875, 0.24083760380744934, 0.6470587849617004, 0.6857141852378845, 0.2312137931585312, 0.23589736223220825, 0.3417084515094757, 0.19999992847442627, 0.32558128237724304, 0.696078360080719, 0.3316061198711395, 0.238805890083313, 0.5412842631340027, 0.44571414589881897, 0.40552979707717896, 0.24175815284252167, 0.34745752811431885, 0.33333325386047363, 0.5412842631340027, 0.2769230008125305, 0.23157887160778046, 0.6504853367805481, 0.48756206035614014, 0.34343424439430237, 0.3267325758934021, 0.25945934653282166, 0.36842095851898193 ], "time": 39.26674361620098, "param": null }, { "epoch": 130, "train_loss": 0.004741789307445288, "val_loss": 2.9323227405548096, "acc": 39.58, "f1": [ 0.6562498807907104, 0.5177663564682007, 0.3069306015968323, 0.253807008266449, 0.2980768382549286, 0.3568074107170105, 0.3999998867511749, 0.3999998867511749, 0.4299998879432678, 0.48421040177345276, 0.23863628506660461, 0.30409345030784607, 0.378109335899353, 0.3157893717288971, 0.30303022265434265, 0.3232322335243225, 0.41176459193229675, 0.5662099123001099, 0.33333325386047363, 0.26794248819351196, 0.7070705890655518, 0.49999988079071045, 0.382978618144989, 0.5024153590202332, 0.6509432196617126, 0.2553190290927887, 0.32835814356803894, 0.2347417026758194, 0.5654449462890625, 0.39106133580207825, 0.4585364758968353, 0.3510637581348419, 0.30150744318962097, 0.40796008706092834, 0.3186812400817871, 0.22680403292179108, 0.43093910813331604, 0.20765019953250885, 0.18811874091625214, 0.5684208869934082, 0.3977271616458893, 0.6069650650024414, 0.31279608607292175, 0.3269230127334595, 0.1414140909910202, 0.2653060257434845, 0.24096375703811646, 0.5463916063308716, 0.5650222897529602, 0.4541061818599701, 0.30107519030570984, 0.3535352647304535, 0.5205478072166443, 0.6063346862792969, 0.4573989808559418, 0.10404618829488754, 0.5205478072166443, 0.4022987186908722, 0.44444432854652405, 0.32352936267852783, 0.7155961990356445, 0.5240640044212341, 0.4694834351539612, 0.4114284813404083, 0.2061854749917984, 0.2061854749917984, 0.275229275226593, 0.3417084515094757, 0.6896550059318542, 0.5991188287734985, 0.41346144676208496, 0.5660375952720642, 0.09661828726530075, 0.35532984137535095, 0.2404370754957199, 0.6567163467407227, 0.7064675688743591, 0.23076915740966797, 0.22549012303352356, 0.3431371748447418, 0.17171710729599, 0.31746023893356323, 0.6826921701431274, 0.3203882575035095, 0.23469379544258118, 0.5370368957519531, 0.45454537868499756, 0.40740731358528137, 0.2526314854621887, 0.3559320867061615, 0.35294109582901, 0.5700481534004211, 0.26341456174850464, 0.2340424805879593, 0.6511626243591309, 0.4780486822128296, 0.34224584698677063, 0.3091786503791809, 0.24999991059303284, 0.37499991059303284 ], "time": 38.408860933966935, "param": null }, { "epoch": 131, "train_loss": 0.0029242520686239004, "val_loss": 3.2700068950653076, "acc": 39.64, "f1": [ 0.6562498807907104, 0.5125626921653748, 0.2938387989997864, 0.2696628272533417, 0.29107969999313354, 0.362790584564209, 0.4190475046634674, 0.4042551815509796, 0.3979056477546692, 0.4947367310523987, 0.24418595433235168, 0.3186812400817871, 0.3838382363319397, 0.3118278682231903, 0.3068782389163971, 0.3267325758934021, 0.40579700469970703, 0.5596328973770142, 0.34254133701324463, 0.2526314854621887, 0.7106597423553467, 0.5126049518585205, 0.38251355290412903, 0.4927534759044647, 0.6509432196617126, 0.26373615860939026, 0.32558128237724304, 0.2524271011352539, 0.5638296604156494, 0.38636353611946106, 0.4607841968536377, 0.36559128761291504, 0.3251230716705322, 0.39215680956840515, 0.32820504903793335, 0.2314814031124115, 0.42780739068984985, 0.20571422576904297, 0.19534875452518463, 0.5578945875167847, 0.40217384696006775, 0.5922329425811768, 0.29951682686805725, 0.3269230127334595, 0.14634141325950623, 0.2713567018508911, 0.25555548071861267, 0.5360823273658752, 0.5638765096664429, 0.4622640609741211, 0.2887699604034424, 0.3609755337238312, 0.5132741928100586, 0.623255729675293, 0.4694834351539612, 0.11111105233430862, 0.5192306637763977, 0.43715834617614746, 0.44571414589881897, 0.3272726535797119, 0.7123286128044128, 0.5384613871574402, 0.47169798612594604, 0.4180789887905121, 0.2173912227153778, 0.194871723651886, 0.28444433212280273, 0.336633563041687, 0.6666665077209473, 0.587719202041626, 0.4093022048473358, 0.5607475638389587, 0.0990990400314331, 0.32124343514442444, 0.2446807622909546, 0.6532661318778992, 0.6826921701431274, 0.228571355342865, 0.23350247740745544, 0.33816415071487427, 0.1641024947166443, 0.32411059737205505, 0.6794257164001465, 0.323809415102005, 0.23157887160778046, 0.5555554032325745, 0.43930622935295105, 0.4210525155067444, 0.25125616788864136, 0.3454544246196747, 0.33179715275764465, 0.5550238490104675, 0.26804113388061523, 0.2446807622909546, 0.663461446762085, 0.47222211956977844, 0.3402060866355896, 0.33333322405815125, 0.26804113388061523, 0.3555554449558258 ], "time": 39.181302251294255, "param": null }, { "epoch": 132, "train_loss": 0.0030624065548181534, "val_loss": 3.1392595767974854, "acc": 39.65, "f1": [ 0.6631577014923096, 0.5024629235267639, 0.29665064811706543, 0.26395928859710693, 0.3024389147758484, 0.3551400303840637, 0.4077668786048889, 0.40206170082092285, 0.3979056477546692, 0.48958322405815125, 0.2430938482284546, 0.32142847776412964, 0.37999987602233887, 0.31632643938064575, 0.30303022265434265, 0.3253587782382965, 0.4158414602279663, 0.5529952645301819, 0.3406592309474945, 0.24870456755161285, 0.7070705890655518, 0.5232066512107849, 0.39130425453186035, 0.506912350654602, 0.6699027419090271, 0.251308798789978, 0.32978713512420654, 0.24509796500205994, 0.5698922872543335, 0.3678159713745117, 0.44444435834884644, 0.3586955666542053, 0.30999991297721863, 0.4019606411457062, 0.32989683747291565, 0.22222216427326202, 0.4324323236942291, 0.213483065366745, 0.19230762124061584, 0.5621620416641235, 0.40659332275390625, 0.5951218605041504, 0.3018867075443268, 0.3167419731616974, 0.15384608507156372, 0.2599999010562897, 0.239999920129776, 0.5333331823348999, 0.5688887238502502, 0.4541061818599701, 0.29508185386657715, 0.3482586145401001, 0.5175436735153198, 0.6255922317504883, 0.4651161730289459, 0.10975604504346848, 0.528846025466919, 0.4222221076488495, 0.44444429874420166, 0.322274774312973, 0.718893826007843, 0.5319147706031799, 0.47846877574920654, 0.4111110270023346, 0.21319790184497833, 0.19191910326480865, 0.27777767181396484, 0.33492809534072876, 0.6763284206390381, 0.585152804851532, 0.3999998867511749, 0.5674417018890381, 0.11162783950567245, 0.3880595862865448, 0.22999992966651917, 0.6633164882659912, 0.6859902143478394, 0.23728805780410767, 0.24598921835422516, 0.3414633274078369, 0.18536579608917236, 0.3102039694786072, 0.6824643611907959, 0.3285022974014282, 0.2371133416891098, 0.5504586100578308, 0.44444429874420166, 0.40540531277656555, 0.2613064646720886, 0.3454544246196747, 0.33179715275764465, 0.5352111458778381, 0.2653060257434845, 0.21590900421142578, 0.6759257912635803, 0.4923075735569, 0.34554967284202576, 0.32258057594299316, 0.2659573554992676, 0.36559128761291504 ], "time": 39.16655984520912, "param": null }, { "epoch": 133, "train_loss": 0.00566827692091465, "val_loss": 2.909900188446045, "acc": 39.56, "f1": [ 0.649484395980835, 0.49999988079071045, 0.2895926535129547, 0.25668442249298096, 0.29523801803588867, 0.35185176134109497, 0.4075828194618225, 0.4042551815509796, 0.3979056477546692, 0.4973543584346771, 0.24580998718738556, 0.3352600038051605, 0.38775497674942017, 0.309278279542923, 0.3101603388786316, 0.30999991297721863, 0.41346144676208496, 0.5610858201980591, 0.3351350426673889, 0.2574256360530853, 0.7070705890655518, 0.521008312702179, 0.38636353611946106, 0.5073169469833374, 0.635944664478302, 0.2598869204521179, 0.31249991059303284, 0.23188398778438568, 0.5760868191719055, 0.3786981403827667, 0.4593299925327301, 0.35978829860687256, 0.33333322405815125, 0.3861384987831116, 0.31999990344047546, 0.23414628207683563, 0.4226802885532379, 0.20930226147174835, 0.1869158148765564, 0.5654449462890625, 0.3999998867511749, 0.6069650650024414, 0.29665064811706543, 0.33962252736091614, 0.1442307084798813, 0.26666656136512756, 0.24277448654174805, 0.5284972786903381, 0.5614033937454224, 0.467661589384079, 0.29032251238822937, 0.36893191933631897, 0.5066665410995483, 0.6046510338783264, 0.452830046415329, 0.09876536577939987, 0.5242717266082764, 0.42528724670410156, 0.44067782163619995, 0.31884050369262695, 0.718893826007843, 0.5319147706031799, 0.47393354773521423, 0.4269661605358124, 0.21782170236110687, 0.2021275758743286, 0.28318578004837036, 0.34482747316360474, 0.6794257164001465, 0.5814977288246155, 0.3999998867511749, 0.568720281124115, 0.09478667378425598, 0.35532984137535095, 0.2288556545972824, 0.653658390045166, 0.696078360080719, 0.22485199570655823, 0.24083760380744934, 0.3398057222366333, 0.1971830278635025, 0.31746023893356323, 0.6923075318336487, 0.32195112109184265, 0.24615377187728882, 0.5363634824752808, 0.4550897181034088, 0.4190475046634674, 0.2173912227153778, 0.34977567195892334, 0.3287670314311981, 0.5412842631340027, 0.2699999213218689, 0.23863628506660461, 0.6698111891746521, 0.4780486822128296, 0.35051536560058594, 0.3211008310317993, 0.2702701687812805, 0.348314493894577 ], "time": 39.20605367701501, "param": null }, { "epoch": 134, "train_loss": 0.004970320034772158, "val_loss": 2.87471342086792, "acc": 39.84, "f1": [ 0.6736840605735779, 0.5076140761375427, 0.29665064811706543, 0.2722512185573578, 0.2938387989997864, 0.37373724579811096, 0.40796008706092834, 0.3939392864704132, 0.419999897480011, 0.48756206035614014, 0.23255808651447296, 0.31818172335624695, 0.3838382363319397, 0.3076922297477722, 0.299465149641037, 0.3350784480571747, 0.40384599566459656, 0.5545453429222107, 0.3406592309474945, 0.2653060257434845, 0.7135677337646484, 0.5236050486564636, 0.3809523284435272, 0.5327101349830627, 0.6478871703147888, 0.24999991059303284, 0.3315507173538208, 0.23318377137184143, 0.5925924777984619, 0.3882351815700531, 0.4476189613342285, 0.36065563559532166, 0.31372541189193726, 0.3959389626979828, 0.3315507173538208, 0.22222216427326202, 0.42780739068984985, 0.20689648389816284, 0.19138747453689575, 0.5668447613716125, 0.40659332275390625, 0.5951218605041504, 0.29702961444854736, 0.323809415102005, 0.1554403454065323, 0.26804113388061523, 0.2793295085430145, 0.5099998712539673, 0.570175290107727, 0.467661589384079, 0.3043477535247803, 0.35714274644851685, 0.5194804668426514, 0.6118720173835754, 0.47619035840034485, 0.11695900559425354, 0.5238093733787537, 0.4277455508708954, 0.45454537868499756, 0.32195112109184265, 0.7323941588401794, 0.5326085686683655, 0.47846877574920654, 0.4088396728038788, 0.20833326876163483, 0.20408155024051666, 0.28318578004837036, 0.34343424439430237, 0.6761903762817383, 0.583690881729126, 0.41666656732559204, 0.5741626024246216, 0.10328631848096848, 0.3592231869697571, 0.24999991059303284, 0.6368157267570496, 0.6886791586875916, 0.21978014707565308, 0.24864855408668518, 0.3469386696815491, 0.21238930523395538, 0.31451600790023804, 0.6889951229095459, 0.32835814356803894, 0.24615377187728882, 0.5488370656967163, 0.43678146600723267, 0.4112148582935333, 0.2564101815223694, 0.36206886172294617, 0.32432422041893005, 0.5462961196899414, 0.27083322405815125, 0.23204411566257477, 0.6570047736167908, 0.48076915740966797, 0.3350784480571747, 0.309859037399292, 0.2673795819282532, 0.3586955666542053 ], "time": 38.259210765361786, "param": null }, { "epoch": 135, "train_loss": 0.0035523646511137486, "val_loss": 3.149899482727051, "acc": 39.7, "f1": [ 0.6632122993469238, 0.4976075291633606, 0.31067952513694763, 0.26086944341659546, 0.2922373414039612, 0.36714968085289, 0.40975597500801086, 0.3861384987831116, 0.39795905351638794, 0.4824119210243225, 0.2444443702697754, 0.30303019285202026, 0.37563440203666687, 0.3076922297477722, 0.2886596620082855, 0.33502528071403503, 0.40579700469970703, 0.5560536980628967, 0.35532984137535095, 0.2488037496805191, 0.7046630382537842, 0.5350876450538635, 0.3723403513431549, 0.5188678503036499, 0.6448596715927124, 0.26136353611946106, 0.326315701007843, 0.23584897816181183, 0.5863873362541199, 0.3999998867511749, 0.4537035822868347, 0.3763439953327179, 0.31249991059303284, 0.40404030680656433, 0.3203882575035095, 0.2536584436893463, 0.44808733463287354, 0.19780214130878448, 0.1951218843460083, 0.5624998807907104, 0.4086019992828369, 0.6030149459838867, 0.30150744318962097, 0.3157894015312195, 0.1485147923231125, 0.2722512185573578, 0.23170723021030426, 0.5230767726898193, 0.5599998831748962, 0.4541061818599701, 0.29473677277565, 0.3692306876182556, 0.5191488265991211, 0.623255729675293, 0.488262802362442, 0.11494245380163193, 0.5242717266082764, 0.4153004288673401, 0.4659089744091034, 0.2955664098262787, 0.7123286128044128, 0.5384613871574402, 0.48076915740966797, 0.40659332275390625, 0.19999991357326508, 0.19999991357326508, 0.2673266530036926, 0.34343424439430237, 0.6865670084953308, 0.585152804851532, 0.40384599566459656, 0.5806450843811035, 0.10666660219430923, 0.3523808717727661, 0.2371133416891098, 0.639593780040741, 0.7093595266342163, 0.23728805780410767, 0.2569831311702728, 0.3402060866355896, 0.19191910326480865, 0.3058822751045227, 0.657534122467041, 0.3267325758934021, 0.2288556545972824, 0.5471696853637695, 0.44444429874420166, 0.4036695957183838, 0.23036640882492065, 0.36909863352775574, 0.3318776488304138, 0.5302324295043945, 0.26041656732559204, 0.24999991059303284, 0.6730768084526062, 0.47572803497314453, 0.34343424439430237, 0.32835814356803894, 0.26666656136512756, 0.37433144450187683 ], "time": 39.20535565633327, "param": null }, { "epoch": 136, "train_loss": 0.003261981764808297, "val_loss": 2.841346025466919, "acc": 39.78, "f1": [ 0.6461536884307861, 0.5123152136802673, 0.3091786503791809, 0.24864855408668518, 0.2935778796672821, 0.34905651211738586, 0.41176459193229675, 0.39999985694885254, 0.4257424473762512, 0.49484527111053467, 0.22727267444133759, 0.31818172335624695, 0.37563440203666687, 0.32804223895072937, 0.30303022265434265, 0.3179486393928528, 0.39622631669044495, 0.5662099123001099, 0.3502824008464813, 0.2653060257434845, 0.7106597423553467, 0.5232066512107849, 0.37696322798728943, 0.5258214473724365, 0.6330273747444153, 0.24719089269638062, 0.32258057594299316, 0.24509796500205994, 0.5833332538604736, 0.4046241343021393, 0.4507041275501251, 0.35675665736198425, 0.31088075041770935, 0.39999985694885254, 0.3141360282897949, 0.22916659712791443, 0.4299998879432678, 0.20111726224422455, 0.19905206561088562, 0.5714284777641296, 0.39778995513916016, 0.6161615252494812, 0.30701744556427, 0.31775689125061035, 0.15384608507156372, 0.26666656136512756, 0.239520862698555, 0.522612988948822, 0.5840706825256348, 0.46601933240890503, 0.28571420907974243, 0.3627450466156006, 0.5110130310058594, 0.6161136031150818, 0.46601933240890503, 0.12422355264425278, 0.528846025466919, 0.423912912607193, 0.47398826479911804, 0.30769219994544983, 0.7255812287330627, 0.5297296643257141, 0.47846877574920654, 0.40659332275390625, 0.20202013850212097, 0.208791121840477, 0.2882882058620453, 0.3517586886882782, 0.6763284206390381, 0.5765764713287354, 0.4018690288066864, 0.5700481534004211, 0.10280367732048035, 0.364531934261322, 0.23834188282489777, 0.6570047736167908, 0.6956520080566406, 0.228571355342865, 0.24083760380744934, 0.3487178385257721, 0.1799999475479126, 0.3064514994621277, 0.6728971004486084, 0.3251230716705322, 0.24210518598556519, 0.5555554032325745, 0.45348823070526123, 0.4072396755218506, 0.2561575770378113, 0.36607131361961365, 0.33027511835098267, 0.5363634824752808, 0.24999991059303284, 0.24580998718738556, 0.6634145379066467, 0.48484835028648376, 0.36082467436790466, 0.31531521677970886, 0.27083322405815125, 0.3444443643093109 ], "time": 39.188173681497574, "param": null }, { "epoch": 137, "train_loss": 0.0033810550812631845, "val_loss": 2.8818111419677734, "acc": 39.84, "f1": [ 0.6562498807907104, 0.4878047704696655, 0.30331745743751526, 0.2643677294254303, 0.3131312429904938, 0.3584904372692108, 0.4095236659049988, 0.3936169147491455, 0.3936169147491455, 0.49484527111053467, 0.2622949779033661, 0.31818172335624695, 0.3699999153614044, 0.3179486393928528, 0.29629620909690857, 0.31372541189193726, 0.40191373229026794, 0.5570775270462036, 0.33684200048446655, 0.26395928859710693, 0.7106597423553467, 0.5258619785308838, 0.382978618144989, 0.5164318084716797, 0.6448596715927124, 0.2643677294254303, 0.3409090042114258, 0.22748807072639465, 0.5882351994514465, 0.37499991059303284, 0.4688993990421295, 0.36269423365592957, 0.31155768036842346, 0.39215680956840515, 0.3179486393928528, 0.2376236915588379, 0.43523305654525757, 0.19318175315856934, 0.19444438815116882, 0.5612244009971619, 0.40217384696006775, 0.613065242767334, 0.3041473925113678, 0.31531521677970886, 0.15228420495986938, 0.2686566412448883, 0.2643677294254303, 0.529999852180481, 0.5898616909980774, 0.46534639596939087, 0.3169397711753845, 0.36893191933631897, 0.5135133862495422, 0.6272726058959961, 0.46728962659835815, 0.13095231354236603, 0.5238093733787537, 0.4277455508708954, 0.45976996421813965, 0.3069306015968323, 0.722222089767456, 0.5414363145828247, 0.47393354773521423, 0.42162150144577026, 0.21568621695041656, 0.1938774734735489, 0.27272719144821167, 0.35714274644851685, 0.6698111891746521, 0.5818180441856384, 0.3942306339740753, 0.568720281124115, 0.11764698475599289, 0.33333325386047363, 0.23280414938926697, 0.6733667254447937, 0.6926827430725098, 0.2233501821756363, 0.24598921835422516, 0.3299999237060547, 0.2075471132993698, 0.3234041631221771, 0.6886791586875916, 0.3203882575035095, 0.24509796500205994, 0.5479451417922974, 0.44705867767333984, 0.4210525155067444, 0.251308798789978, 0.35454532504081726, 0.3454544246196747, 0.5327101349830627, 0.2525251507759094, 0.24999991059303284, 0.6759257912635803, 0.4811319410800934, 0.35051536560058594, 0.32075464725494385, 0.26881712675094604, 0.3502824008464813 ], "time": 39.192318451590836, "param": null }, { "epoch": 138, "train_loss": 0.005718560423702002, "val_loss": 2.7689943313598633, "acc": 40.0, "f1": [ 0.6666665077209473, 0.5049503445625305, 0.3047617971897125, 0.2702701687812805, 0.3091786503791809, 0.3568074107170105, 0.4112148582935333, 0.4042551815509796, 0.40999990701675415, 0.5099998712539673, 0.2696628272533417, 0.30232545733451843, 0.37373724579811096, 0.3157893717288971, 0.30107519030570984, 0.33333322405815125, 0.4221104085445404, 0.5585584044456482, 0.32978713512420654, 0.25906726717948914, 0.711340069770813, 0.5344826579093933, 0.38888877630233765, 0.5308055877685547, 0.6731706857681274, 0.2513660192489624, 0.3316582143306732, 0.22535204887390137, 0.613756537437439, 0.3837208151817322, 0.44976064562797546, 0.37499991059303284, 0.3157893717288971, 0.3939392864704132, 0.3152172863483429, 0.22966498136520386, 0.41666656732559204, 0.19999992847442627, 0.19444438815116882, 0.5492226481437683, 0.41573023796081543, 0.6099998950958252, 0.2914571762084961, 0.32075464725494385, 0.14746539294719696, 0.2694299519062042, 0.2658958435058594, 0.520408034324646, 0.5945944786071777, 0.4541061818599701, 0.3060108423233032, 0.37320560216903687, 0.5194804668426514, 0.623255729675293, 0.47393354773521423, 0.12048186361789703, 0.5294116735458374, 0.4293783903121948, 0.45810040831565857, 0.30999991297721863, 0.7255812287330627, 0.5434780716896057, 0.4694834351539612, 0.4180789887905121, 0.2010049670934677, 0.1818181276321411, 0.28571420907974243, 0.35532984137535095, 0.6763284206390381, 0.580357015132904, 0.40191373229026794, 0.5769229531288147, 0.1449274867773056, 0.37558677792549133, 0.2340424805879593, 0.6633164882659912, 0.6761903762817383, 0.2378377616405487, 0.23834188282489777, 0.35532984137535095, 0.19999992847442627, 0.31872501969337463, 0.7309643626213074, 0.32835814356803894, 0.24120594561100006, 0.5357142090797424, 0.4578312039375305, 0.4230768084526062, 0.25490185618400574, 0.3677128851413727, 0.32599109411239624, 0.5248867273330688, 0.24999991059303284, 0.26373615860939026, 0.6635512709617615, 0.5081079602241516, 0.36082467436790466, 0.31730762124061584, 0.2553190290927887, 0.348314493894577 ], "time": 39.21867824904621, "param": null }, { "epoch": 139, "train_loss": 0.003418589709326625, "val_loss": 2.9087865352630615, "acc": 39.99, "f1": [ 0.6530610918998718, 0.507771909236908, 0.31627896428108215, 0.26804113388061523, 0.2962961792945862, 0.35185176134109497, 0.4179103374481201, 0.3999999165534973, 0.4158414602279663, 0.48756206035614014, 0.21556879580020905, 0.30232545733451843, 0.37999987602233887, 0.3369564116001129, 0.3016759157180786, 0.3285022974014282, 0.4230768084526062, 0.5662099123001099, 0.3444443643093109, 0.26262614130973816, 0.7093595266342163, 0.5333332419395447, 0.38043469190597534, 0.5308055877685547, 0.6448596715927124, 0.24719089269638062, 0.33684200048446655, 0.23584897816181183, 0.6178008913993835, 0.37426888942718506, 0.4607841968536377, 0.367346853017807, 0.3248729705810547, 0.4019606411457062, 0.3265305161476135, 0.23300965130329132, 0.4081631302833557, 0.2072538137435913, 0.18536579608917236, 0.5624998807907104, 0.4088396728038788, 0.6091369390487671, 0.2938387989997864, 0.31441038846969604, 0.1499999463558197, 0.2736841142177582, 0.2681563198566437, 0.5396823883056641, 0.5936071872711182, 0.44230756163597107, 0.30270257592201233, 0.38914018869400024, 0.5198236703872681, 0.6203702688217163, 0.4811319410800934, 0.1333332657814026, 0.5116277933120728, 0.4245808720588684, 0.45454537868499756, 0.29850736260414124, 0.722222089767456, 0.5347592234611511, 0.48076915740966797, 0.4111110270023346, 0.20304562151432037, 0.2054053246974945, 0.2697673439979553, 0.3523315489292145, 0.6698563694953918, 0.587719202041626, 0.41176459193229675, 0.5619046092033386, 0.11594196408987045, 0.34343424439430237, 0.23232315480709076, 0.6600984334945679, 0.6826921701431274, 0.23529404401779175, 0.23350247740745544, 0.3482586145401001, 0.19417467713356018, 0.3162054419517517, 0.6990289688110352, 0.32820504903793335, 0.2475246638059616, 0.5446008443832397, 0.44705867767333984, 0.42512065172195435, 0.24154582619667053, 0.3669723868370056, 0.33802807331085205, 0.5420559644699097, 0.2574256360530853, 0.2696628272533417, 0.672810971736908, 0.49019595980644226, 0.35602086782455444, 0.33035704493522644, 0.2622949779033661, 0.3626372814178467 ], "time": 39.19835730455816, "param": null }, { "epoch": 140, "train_loss": 0.003527787746861577, "val_loss": 2.991574287414551, "acc": 39.98, "f1": [ 0.6631577014923096, 0.48803818225860596, 0.31279608607292175, 0.2795697748661041, 0.30331745743751526, 0.3523808717727661, 0.41474640369415283, 0.4083768427371979, 0.40999990701675415, 0.49214646220207214, 0.206060528755188, 0.29940110445022583, 0.37999987602233887, 0.31088075041770935, 0.2983424663543701, 0.33333322405815125, 0.42639580368995667, 0.5545453429222107, 0.3586955666542053, 0.26315781474113464, 0.711340069770813, 0.5321887135505676, 0.38144323229789734, 0.5296802520751953, 0.663461446762085, 0.24175815284252167, 0.3478259742259979, 0.23041465878486633, 0.6105261445045471, 0.3882351815700531, 0.4651161730289459, 0.39153432846069336, 0.31088075041770935, 0.3980098366737366, 0.31914883852005005, 0.23041465878486633, 0.42931926250457764, 0.21857915818691254, 0.19534875452518463, 0.5714284777641296, 0.41573023796081543, 0.6078430414199829, 0.2870812714099884, 0.32835814356803894, 0.1485147923231125, 0.2736841142177582, 0.27777770161628723, 0.5174128413200378, 0.5866665840148926, 0.4694834351539612, 0.30270257592201233, 0.367346853017807, 0.5191488265991211, 0.6175113916397095, 0.4811319410800934, 0.1226993277668953, 0.5188678503036499, 0.42352932691574097, 0.45454537868499756, 0.30150744318962097, 0.722222089767456, 0.5297296643257141, 0.47619035840034485, 0.39784935116767883, 0.2233501821756363, 0.19999991357326508, 0.28571417927742004, 0.3419688045978546, 0.663461446762085, 0.5855854153633118, 0.40975597500801086, 0.5767440795898438, 0.11999993026256561, 0.3636362552642822, 0.22549012303352356, 0.6599999070167542, 0.6790696382522583, 0.22702695429325104, 0.2378377616405487, 0.3431371748447418, 0.19607838988304138, 0.3112839460372925, 0.7019230127334595, 0.32989683747291565, 0.24999991059303284, 0.5479451417922974, 0.44444429874420166, 0.3999998867511749, 0.23232315480709076, 0.37004393339157104, 0.3304346799850464, 0.5363634824752808, 0.2574256360530853, 0.23595495522022247, 0.6635512709617615, 0.48756206035614014, 0.3517586886882782, 0.3091786503791809, 0.26373615860939026, 0.3583814203739166 ], "time": 39.161728002130985, "param": null }, { "epoch": 141, "train_loss": 0.003707769326865673, "val_loss": 2.807560920715332, "acc": 40.04, "f1": [ 0.6632122993469238, 0.49999988079071045, 0.30697670578956604, 0.27322396636009216, 0.3024389147758484, 0.3568074107170105, 0.41148313879966736, 0.39999985694885254, 0.4221104085445404, 0.4924621880054474, 0.23170723021030426, 0.2906976044178009, 0.37999987602233887, 0.3101603388786316, 0.3043477535247803, 0.3414633274078369, 0.41176459193229675, 0.5511109828948975, 0.3516482412815094, 0.2810809910297394, 0.7040814757347107, 0.5374448299407959, 0.3703702688217163, 0.5258214473724365, 0.6509432196617126, 0.24598921835422516, 0.3295453190803528, 0.23364479839801788, 0.6063828468322754, 0.39285704493522644, 0.4579438269138336, 0.37696322798728943, 0.3265305161476135, 0.4081631302833557, 0.3316061198711395, 0.22522515058517456, 0.4086019992828369, 0.2099446803331375, 0.1862744390964508, 0.5685278177261353, 0.4204544126987457, 0.6122447848320007, 0.2882882058620453, 0.3348836302757263, 0.1499999463558197, 0.2769230008125305, 0.2674417495727539, 0.5252523422241211, 0.6008967757225037, 0.45581385493278503, 0.2967032194137573, 0.367346853017807, 0.5087717771530151, 0.6238530874252319, 0.4818180501461029, 0.13095231354236603, 0.5192306637763977, 0.4153004288673401, 0.4766837954521179, 0.3168315887451172, 0.722222089767456, 0.5384613871574402, 0.48076915740966797, 0.40659332275390625, 0.21874994039535522, 0.20833326876163483, 0.2790696918964386, 0.3578946590423584, 0.6798028349876404, 0.5765764713287354, 0.41148313879966736, 0.5754715800285339, 0.1361701488494873, 0.3465345501899719, 0.2233501821756363, 0.6507176160812378, 0.6889951229095459, 0.228260800242424, 0.24580998718738556, 0.3517586886882782, 0.1971830278635025, 0.3070864975452423, 0.7121950387954712, 0.31999990344047546, 0.24870456755161285, 0.5267855525016785, 0.44705867767333984, 0.4170615077018738, 0.23834188282489777, 0.38181808590888977, 0.33333325386047363, 0.5321099162101746, 0.2577318847179413, 0.22471901774406433, 0.6761903762817383, 0.4924621880054474, 0.35532984137535095, 0.3251230716705322, 0.26455017924308777, 0.3636362552642822 ], "time": 39.149683265946805, "param": null }, { "epoch": 142, "train_loss": 0.0035911458544433117, "val_loss": 2.928225517272949, "acc": 40.02, "f1": [ 0.6632122993469238, 0.518134593963623, 0.30621999502182007, 0.2580644488334656, 0.2909089922904968, 0.34905651211738586, 0.4174756109714508, 0.3874344527721405, 0.41176459193229675, 0.48484835028648376, 0.20930226147174835, 0.3068180978298187, 0.38775497674942017, 0.3248729705810547, 0.29743579030036926, 0.3316061198711395, 0.42857128381729126, 0.5675674080848694, 0.3463686406612396, 0.2653060257434845, 0.7135677337646484, 0.5299144387245178, 0.382978618144989, 0.5420559644699097, 0.6418603658676147, 0.2553190290927887, 0.3351350426673889, 0.22748807072639465, 0.6063828468322754, 0.37499991059303284, 0.4549761712551117, 0.3809523284435272, 0.3248729705810547, 0.3980098366737366, 0.33684200048446655, 0.23809516429901123, 0.40624988079071045, 0.22916659712791443, 0.18779337406158447, 0.5641024112701416, 0.4153004288673401, 0.6099998950958252, 0.2956520915031433, 0.3365383446216583, 0.15533974766731262, 0.27083322405815125, 0.2727271616458893, 0.5174128413200378, 0.5866665840148926, 0.4487804174423218, 0.30270257592201233, 0.37914684414863586, 0.5110130310058594, 0.6285713315010071, 0.47619035840034485, 0.12941168248653412, 0.5094338655471802, 0.4180789887905121, 0.4678361415863037, 0.29702961444854736, 0.7348835468292236, 0.5376343131065369, 0.47619035840034485, 0.42780739068984985, 0.2099999338388443, 0.20320846140384674, 0.2621358335018158, 0.35978829860687256, 0.696517288684845, 0.5739909410476685, 0.4170615077018738, 0.579439103603363, 0.13725484907627106, 0.3417084515094757, 0.22680403292179108, 0.6600984334945679, 0.6857141852378845, 0.21111102402210236, 0.23280414938926697, 0.35643553733825684, 0.1951218843460083, 0.31249991059303284, 0.7093595266342163, 0.3232322335243225, 0.25125616788864136, 0.5462961196899414, 0.4588233530521393, 0.4265401363372803, 0.24999991059303284, 0.39639630913734436, 0.3272726535797119, 0.5370368957519531, 0.23834188282489777, 0.2528734505176544, 0.6697246432304382, 0.4851484000682831, 0.33333322405815125, 0.32352936267852783, 0.2580644488334656, 0.3516482412815094 ], "time": 39.23462511226535, "param": null }, { "epoch": 143, "train_loss": 0.003628463950008154, "val_loss": 2.98876690864563, "acc": 40.15, "f1": [ 0.6666665077209473, 0.49261072278022766, 0.3133639991283417, 0.2622949779033661, 0.30331745743751526, 0.3534882664680481, 0.41148313879966736, 0.40624988079071045, 0.4242422580718994, 0.49261072278022766, 0.22598862648010254, 0.29714274406433105, 0.37373724579811096, 0.3386242389678955, 0.3135133981704712, 0.3316061198711395, 0.4112148582935333, 0.562211811542511, 0.3516482412815094, 0.2780747711658478, 0.7179486155509949, 0.543859601020813, 0.382978618144989, 0.5258214473724365, 0.6418603658676147, 0.25274714827537537, 0.34254133701324463, 0.2376236915588379, 0.6129031181335449, 0.3882351815700531, 0.46009382605552673, 0.38144323229789734, 0.3248729705810547, 0.3999998867511749, 0.31746023893356323, 0.22119809687137604, 0.4102562665939331, 0.23157887160778046, 0.20388342440128326, 0.5643563270568848, 0.41340771317481995, 0.6178008913993835, 0.29824554920196533, 0.3113206624984741, 0.15920390188694, 0.2727271616458893, 0.26136353611946106, 0.5312498211860657, 0.5964910984039307, 0.4519229531288147, 0.30107519030570984, 0.37623751163482666, 0.5087717771530151, 0.6418603658676147, 0.47619035840034485, 0.13095231354236603, 0.5242717266082764, 0.41573023796081543, 0.47398826479911804, 0.30541861057281494, 0.7255812287330627, 0.5291004180908203, 0.47004595398902893, 0.3999998867511749, 0.22105254232883453, 0.19251330196857452, 0.2882882058620453, 0.35051536560058594, 0.696078360080719, 0.5752211213111877, 0.4174756109714508, 0.568720281124115, 0.13824880123138428, 0.35185176134109497, 0.22660093009471893, 0.6732671856880188, 0.6790696382522583, 0.22702695429325104, 0.24999991059303284, 0.34042540192604065, 0.19999992847442627, 0.3064514994621277, 0.7192116975784302, 0.3184078335762024, 0.24083760380744934, 0.5333332419395447, 0.44444429874420166, 0.42253509163856506, 0.2524271011352539, 0.39069753885269165, 0.32258057594299316, 0.5277776718139648, 0.2526314854621887, 0.22988496720790863, 0.6727271676063538, 0.4950493574142456, 0.35532984137535095, 0.3299999237060547, 0.2722512185573578, 0.3516482412815094 ], "time": 39.19569388218224, "param": null }, { "epoch": 144, "train_loss": 0.0035606990568339825, "val_loss": 3.214820384979248, "acc": 40.06, "f1": [ 0.6666665077209473, 0.4903845191001892, 0.3348415493965149, 0.27551010251045227, 0.3047617971897125, 0.3441859781742096, 0.4195120930671692, 0.38775497674942017, 0.3894736170768738, 0.4975123405456543, 0.23595495522022247, 0.30857133865356445, 0.3775508999824524, 0.3265305161476135, 0.30456843972206116, 0.3469386696815491, 0.4174756109714508, 0.562211811542511, 0.33684200048446655, 0.28415289521217346, 0.711340069770813, 0.5391303300857544, 0.38541653752326965, 0.5333331823348999, 0.6448596715927124, 0.2456139326095581, 0.33918121457099915, 0.23255807161331177, 0.6041665077209473, 0.3771427571773529, 0.4519229531288147, 0.3809523284435272, 0.3232322335243225, 0.3999998867511749, 0.3208555281162262, 0.23255807161331177, 0.4083768427371979, 0.22099439799785614, 0.19534875452518463, 0.5728641748428345, 0.41340771317481995, 0.6122447848320007, 0.30769219994544983, 0.3251230716705322, 0.16438350081443787, 0.2797926664352417, 0.2681563198566437, 0.5399999022483826, 0.5953487157821655, 0.4509802758693695, 0.2967032194137573, 0.3823528587818146, 0.5155554413795471, 0.6216214895248413, 0.4727271497249603, 0.12738847732543945, 0.528846025466919, 0.4180789887905121, 0.4946235418319702, 0.3069306015968323, 0.722222089767456, 0.5263156890869141, 0.4651161730289459, 0.40659332275390625, 0.21874994039535522, 0.2054053246974945, 0.27488142251968384, 0.35416656732559204, 0.6796115040779114, 0.5882351398468018, 0.40740731358528137, 0.5727698802947998, 0.1153845563530922, 0.3534882664680481, 0.22916659712791443, 0.6633164882659912, 0.6857141852378845, 0.2065216600894928, 0.23913034796714783, 0.3402060866355896, 0.20276491343975067, 0.3058822751045227, 0.6886791586875916, 0.3152708411216736, 0.2436547577381134, 0.5352111458778381, 0.44444429874420166, 0.4018690288066864, 0.24489787220954895, 0.3926939368247986, 0.33333325386047363, 0.5377357006072998, 0.2446807622909546, 0.23529404401779175, 0.6576575636863708, 0.4949493706226349, 0.3523315489292145, 0.3286384046077728, 0.2659573554992676, 0.35955044627189636 ], "time": 39.17035756073892, "param": null }, { "epoch": 145, "train_loss": 0.005613882094621658, "val_loss": 2.797161340713501, "acc": 40.07, "f1": [ 0.6632122993469238, 0.49019595980644226, 0.31279608607292175, 0.2702701687812805, 0.29906532168388367, 0.3470318615436554, 0.42156851291656494, 0.3939392864704132, 0.4195120930671692, 0.4717947542667389, 0.2124999314546585, 0.2923975884914398, 0.378109335899353, 0.3316061198711395, 0.326315701007843, 0.3300969898700714, 0.42156851291656494, 0.5610858201980591, 0.3387977182865143, 0.2783504128456116, 0.7106597423553467, 0.5414846539497375, 0.37158459424972534, 0.5418717861175537, 0.6301368474960327, 0.24580998718738556, 0.34883710741996765, 0.22857137024402618, 0.6195651292800903, 0.3707864284515381, 0.46829259395599365, 0.3794870972633362, 0.32124343514442444, 0.3940885663032532, 0.3299999237060547, 0.23255807161331177, 0.40609124302864075, 0.2340424805879593, 0.20202013850212097, 0.5643563270568848, 0.4222221076488495, 0.6030149459838867, 0.2949307858943939, 0.3317534327507019, 0.1584157794713974, 0.2727271616458893, 0.262857049703598, 0.5221673846244812, 0.6063346862792969, 0.4593299925327301, 0.28723397850990295, 0.3831774890422821, 0.5132741928100586, 0.6291078925132751, 0.4684683382511139, 0.12499993294477463, 0.5217390656471252, 0.4022987186908722, 0.4725273549556732, 0.306122362613678, 0.7255812287330627, 0.5347592234611511, 0.46728962659835815, 0.4043714702129364, 0.22222213447093964, 0.2054053246974945, 0.28971952199935913, 0.35602086782455444, 0.6796115040779114, 0.5829595327377319, 0.41474640369415283, 0.5727270841598511, 0.12060294300317764, 0.35121941566467285, 0.23232315480709076, 0.6599999070167542, 0.6857141852378845, 0.210526242852211, 0.2446807622909546, 0.3399999141693115, 0.1951218843460083, 0.31325292587280273, 0.7199999094009399, 0.31632643938064575, 0.239999920129776, 0.5436891913414001, 0.43902432918548584, 0.4090907871723175, 0.239999920129776, 0.39130425453186035, 0.33333322405815125, 0.5363634824752808, 0.24999991059303284, 0.23255808651447296, 0.6607141494750977, 0.4924621880054474, 0.35532984137535095, 0.32195112109184265, 0.26519328355789185, 0.3555554449558258 ], "time": 38.10979067347944, "param": null }, { "epoch": 146, "train_loss": 0.003423028625547886, "val_loss": 2.964738368988037, "acc": 40.07, "f1": [ 0.6632122993469238, 0.5208331942558289, 0.3157894015312195, 0.2673795819282532, 0.3184078335762024, 0.3524228036403656, 0.43523305654525757, 0.37894728779792786, 0.4226802885532379, 0.5071768760681152, 0.22352932393550873, 0.29714274406433105, 0.36893191933631897, 0.33333322405815125, 0.2934781610965729, 0.35051536560058594, 0.419999897480011, 0.5520360469818115, 0.3586955666542053, 0.2762430012226105, 0.7171715497970581, 0.5422221422195435, 0.38251355290412903, 0.5345621109008789, 0.6388887763023376, 0.24175815284252167, 0.34482747316360474, 0.21198150515556335, 0.6073297262191772, 0.3882351815700531, 0.4593299925327301, 0.382978618144989, 0.3248729705810547, 0.39603951573371887, 0.31632643938064575, 0.23255807161331177, 0.40641695261001587, 0.21621613204479218, 0.20289847254753113, 0.5583755373954773, 0.4148934781551361, 0.619289219379425, 0.30555546283721924, 0.32195112109184265, 0.16438350081443787, 0.2713567018508911, 0.2681563198566437, 0.5247523188591003, 0.580357015132904, 0.4577113389968872, 0.2934781610965729, 0.3804876506328583, 0.5152837038040161, 0.6384975910186768, 0.4792625606060028, 0.11976040154695511, 0.5188678503036499, 0.41711217164993286, 0.4640882611274719, 0.322274774312973, 0.722222089767456, 0.5347592234611511, 0.48076915740966797, 0.3934425115585327, 0.2072538137435913, 0.2054053246974945, 0.28855711221694946, 0.3417084515094757, 0.6760562062263489, 0.5936071872711182, 0.4186045527458191, 0.5781989693641663, 0.12727266550064087, 0.33816415071487427, 0.23834188282489777, 0.6632652282714844, 0.6759257912635803, 0.21989519894123077, 0.2543351650238037, 0.33333322405815125, 0.2046510875225067, 0.29249006509780884, 0.6886791586875916, 0.3265305161476135, 0.24120594561100006, 0.5277776718139648, 0.45348823070526123, 0.4088887572288513, 0.22916659712791443, 0.39285701513290405, 0.3318384885787964, 0.5209301114082336, 0.24210518598556519, 0.2485874742269516, 0.679245114326477, 0.4878047704696655, 0.3517586886882782, 0.32160791754722595, 0.25945934653282166, 0.36871495842933655 ], "time": 39.177781351841986, "param": null }, { "epoch": 147, "train_loss": 0.0034655199851840734, "val_loss": 2.8977620601654053, "acc": 39.96, "f1": [ 0.6632122993469238, 0.4975123405456543, 0.3113206624984741, 0.27322396636009216, 0.3018867075443268, 0.3474177420139313, 0.4154588282108307, 0.3894736170768738, 0.4020099639892578, 0.48958322405815125, 0.2181817591190338, 0.27777770161628723, 0.3636362552642822, 0.33684200048446655, 0.306122362613678, 0.32258057594299316, 0.4365480840206146, 0.5560536980628967, 0.35955044627189636, 0.28260859847068787, 0.7253884673118591, 0.5350876450538635, 0.37563440203666687, 0.5402842164039612, 0.6478871703147888, 0.2446807622909546, 0.33333322405815125, 0.23255807161331177, 0.6129031181335449, 0.3885713219642639, 0.4577113389968872, 0.38144323229789734, 0.31746023893356323, 0.3999999165534973, 0.3384614586830139, 0.24271836876869202, 0.4108106791973114, 0.24598921835422516, 0.19905206561088562, 0.5714284777641296, 0.4302324652671814, 0.6185566186904907, 0.2869197428226471, 0.32075464725494385, 0.1507537066936493, 0.2780747711658478, 0.25555548071861267, 0.522612988948822, 0.6055043935775757, 0.4541061818599701, 0.29032251238822937, 0.364531934261322, 0.5175436735153198, 0.6203702688217163, 0.4905658960342407, 0.12422355264425278, 0.5320196151733398, 0.41758227348327637, 0.4919784665107727, 0.31088075041770935, 0.722222089767456, 0.5376343131065369, 0.47393354773521423, 0.38674020767211914, 0.20202013850212097, 0.2072538137435913, 0.26794248819351196, 0.3469386696815491, 0.6794257164001465, 0.5855854153633118, 0.3899998664855957, 0.5767440795898438, 0.12440184503793716, 0.3482586145401001, 0.22680403292179108, 0.6570047736167908, 0.6759257912635803, 0.2116401493549347, 0.2444443702697754, 0.35051536560058594, 0.20909084379673004, 0.3070864975452423, 0.7121950387954712, 0.31999990344047546, 0.24630534648895264, 0.5283017754554749, 0.4670657217502594, 0.40358731150627136, 0.23232315480709076, 0.3783782124519348, 0.3290042281150818, 0.5327101349830627, 0.22999992966651917, 0.239520862698555, 0.6698563694953918, 0.49261072278022766, 0.3535352647304535, 0.31730762124061584, 0.2622949779033661, 0.3675675094127655 ], "time": 39.20879343152046, "param": null }, { "epoch": 148, "train_loss": 0.003557467134669423, "val_loss": 2.8290069103240967, "acc": 40.09, "f1": [ 0.6632122993469238, 0.48803818225860596, 0.3203882575035095, 0.28260859847068787, 0.30275216698646545, 0.34234222769737244, 0.43349742889404297, 0.3917524814605713, 0.39130425453186035, 0.4897957742214203, 0.24277448654174805, 0.30409345030784607, 0.37305691838264465, 0.3152708411216736, 0.29189181327819824, 0.3265305161476135, 0.4242422580718994, 0.5753422975540161, 0.36065563559532166, 0.2621358335018158, 0.711340069770813, 0.5281383991241455, 0.38674020767211914, 0.5370368957519531, 0.6244342923164368, 0.24999988079071045, 0.34254133701324463, 0.21698106825351715, 0.6021503806114197, 0.3882351815700531, 0.47169798612594604, 0.37563440203666687, 0.3147207200527191, 0.3999998867511749, 0.3232322335243225, 0.23076917231082916, 0.4183672070503235, 0.212290421128273, 0.19230762124061584, 0.5612244009971619, 0.41379299759864807, 0.6153844594955444, 0.3148147463798523, 0.3211008310317993, 0.15458931028842926, 0.26600977778434753, 0.2424241602420807, 0.5024629235267639, 0.5814977288246155, 0.4519229531288147, 0.30270257592201233, 0.3804876506328583, 0.5130433440208435, 0.639269232749939, 0.48598119616508484, 0.11764698475599289, 0.5164318084716797, 0.4153004288673401, 0.48913031816482544, 0.3184078335762024, 0.7255812287330627, 0.5434780716896057, 0.4854367673397064, 0.40659332275390625, 0.23157887160778046, 0.1989527940750122, 0.2938387989997864, 0.34343424439430237, 0.6934671998023987, 0.5990782380104065, 0.415094256401062, 0.5833331942558289, 0.12871280312538147, 0.3523808717727661, 0.2376236915588379, 0.666666567325592, 0.7053138613700867, 0.21319790184497833, 0.2378377616405487, 0.3384614586830139, 0.19999992847442627, 0.3089430034160614, 0.6886791586875916, 0.3265305161476135, 0.24083760380744934, 0.5302324295043945, 0.44970402121543884, 0.40740731358528137, 0.2288556545972824, 0.3982299864292145, 0.31999990344047546, 0.5420559644699097, 0.24598921835422516, 0.2333332598209381, 0.6849313974380493, 0.4975123405456543, 0.3535352647304535, 0.32835814356803894, 0.2580644488334656, 0.3666665554046631 ], "time": 39.19256987795234, "param": null }, { "epoch": 149, "train_loss": 0.003608903381973505, "val_loss": 3.0415496826171875, "acc": 40.08, "f1": [ 0.6597937345504761, 0.4975123405456543, 0.3299999237060547, 0.27472516894340515, 0.30541861057281494, 0.3478260338306427, 0.4387753903865814, 0.38974347710609436, 0.4158414602279663, 0.49999988079071045, 0.2275448441505432, 0.2891565263271332, 0.36893191933631897, 0.32124343514442444, 0.30851057171821594, 0.3203882575035095, 0.41148313879966736, 0.5624998807907104, 0.3478259742259979, 0.26395928859710693, 0.7244896292686462, 0.5422221422195435, 0.3723403513431549, 0.5302324295043945, 0.6540283560752869, 0.2580644488334656, 0.3370785713195801, 0.21698106825351715, 0.6086955666542053, 0.3905324339866638, 0.46829259395599365, 0.38190943002700806, 0.32820504903793335, 0.40796008706092834, 0.3195875287055969, 0.24154582619667053, 0.40641695261001587, 0.22222213447093964, 0.19417467713356018, 0.561576247215271, 0.4262293577194214, 0.6169153451919556, 0.29864245653152466, 0.3251230716705322, 0.15023468434810638, 0.2673795819282532, 0.2598869204521179, 0.5273630023002625, 0.575107216835022, 0.46009382605552673, 0.29787227511405945, 0.3823528587818146, 0.5110130310058594, 0.6325579881668091, 0.4814813435077667, 0.11180117726325989, 0.5238093733787537, 0.41379299759864807, 0.4756755530834198, 0.30999991297721863, 0.722222089767456, 0.5326085686683655, 0.4694834351539612, 0.4022345542907715, 0.2072538137435913, 0.1938774734735489, 0.29126206040382385, 0.35051536560058594, 0.6796115040779114, 0.590908944606781, 0.41628947854042053, 0.5781989693641663, 0.12745091319084167, 0.35748788714408875, 0.21463409066200256, 0.6476188898086548, 0.6952379941940308, 0.21505369246006012, 0.23655906319618225, 0.34374991059303284, 0.20289847254753113, 0.28685250878334045, 0.7087377309799194, 0.32195112109184265, 0.23589736223220825, 0.5321099162101746, 0.46511611342430115, 0.4186045527458191, 0.23834188282489777, 0.38738730549812317, 0.33333322405815125, 0.5412842631340027, 0.23834188282489777, 0.22988496720790863, 0.6605502963066101, 0.5098037719726562, 0.3535352647304535, 0.30456843972206116, 0.26373615860939026, 0.3657141625881195 ], "time": 39.19901420176029, "param": null }, { "epoch": 150, "train_loss": 0.003696752479299903, "val_loss": 2.802267551422119, "acc": 39.96, "f1": [ 0.6532661318778992, 0.5024629235267639, 0.31884050369262695, 0.2886596620082855, 0.3203882575035095, 0.33789944648742676, 0.42051267623901367, 0.3917524814605713, 0.39999985694885254, 0.487046480178833, 0.2470587193965912, 0.29885047674179077, 0.3609755337238312, 0.326315701007843, 0.31999990344047546, 0.3317534327507019, 0.4292682111263275, 0.5753422975540161, 0.34920626878738403, 0.2736841142177582, 0.7179486155509949, 0.5374448299407959, 0.38461530208587646, 0.5358850359916687, 0.6478871703147888, 0.23280414938926697, 0.320441871881485, 0.22748807072639465, 0.6236557960510254, 0.3786981403827667, 0.4688993990421295, 0.37499991059303284, 0.31999990344047546, 0.4019606411457062, 0.31632643938064575, 0.24271836876869202, 0.3979056477546692, 0.21111102402210236, 0.19323663413524628, 0.5555554032325745, 0.4204544126987457, 0.5940592885017395, 0.300884872674942, 0.3267325758934021, 0.16037730872631073, 0.28272244334220886, 0.280898779630661, 0.5333331823348999, 0.5882351398468018, 0.44776105880737305, 0.30851057171821594, 0.38834938406944275, 0.5066665410995483, 0.6320753693580627, 0.4905658960342407, 0.12121205776929855, 0.5213268995285034, 0.4043714702129364, 0.4692735970020294, 0.30541861057281494, 0.7155961990356445, 0.5376343131065369, 0.4666665494441986, 0.4046241343021393, 0.20588228106498718, 0.2094240039587021, 0.2775118350982666, 0.3402060866355896, 0.696078360080719, 0.5814977288246155, 0.41666656732559204, 0.5674417018890381, 0.12962956726551056, 0.33502528071403503, 0.2167486995458603, 0.6476188898086548, 0.7024388909339905, 0.2094240039587021, 0.24580998718738556, 0.3578946590423584, 0.20535708963871002, 0.3096233606338501, 0.6952379941940308, 0.3184078335762024, 0.22346359491348267, 0.5345621109008789, 0.46153831481933594, 0.4253392219543457, 0.23589736223220825, 0.38914018869400024, 0.32579174637794495, 0.5321099162101746, 0.23115570843219757, 0.23529404401779175, 0.6729856729507446, 0.4878047704696655, 0.345177561044693, 0.3091786503791809, 0.25945934653282166, 0.3626372814178467 ], "time": 39.103456074371934, "param": null }, { "epoch": 151, "train_loss": 0.003780508879572153, "val_loss": 2.7000677585601807, "acc": 40.16, "f1": [ 0.6666665077209473, 0.5128204226493835, 0.3133639991283417, 0.27777770161628723, 0.31279608607292175, 0.35023030638694763, 0.42639580368995667, 0.36649200320243835, 0.4083768427371979, 0.5164318084716797, 0.239520862698555, 0.30057793855667114, 0.3692306876182556, 0.3350784480571747, 0.31914883852005005, 0.3269230127334595, 0.4230768084526062, 0.543859601020813, 0.3555554449558258, 0.290502667427063, 0.7099998593330383, 0.5333332419395447, 0.3783782720565796, 0.5188678503036499, 0.657142698764801, 0.2444443702697754, 0.34482747316360474, 0.2095237374305725, 0.6187844276428223, 0.39325833320617676, 0.44776105880737305, 0.36815908551216125, 0.32291656732559204, 0.3940885663032532, 0.2967032194137573, 0.21359217166900635, 0.4137929677963257, 0.23157887160778046, 0.210526242852211, 0.5384613871574402, 0.4293783903121948, 0.6153844594955444, 0.3041473925113678, 0.3228698670864105, 0.1844659447669983, 0.253807008266449, 0.28571420907974243, 0.5118482112884521, 0.6090908050537109, 0.4593299925327301, 0.2934781610965729, 0.38144323229789734, 0.5043476819992065, 0.6203702688217163, 0.488262802362442, 0.13095231354236603, 0.5170730352401733, 0.39560428261756897, 0.5027931928634644, 0.3251230716705322, 0.722222089767456, 0.5425531268119812, 0.46009382605552673, 0.4086019992828369, 0.2099999338388443, 0.2054053246974945, 0.28571420907974243, 0.3398057222366333, 0.6796115040779114, 0.5945944786071777, 0.41818171739578247, 0.5779815316200256, 0.1461186707019806, 0.3619908392429352, 0.23157887160778046, 0.6567163467407227, 0.6757989525794983, 0.22916659712791443, 0.24999991059303284, 0.34554967284202576, 0.19230762124061584, 0.2966100871562958, 0.7336682677268982, 0.3184078335762024, 0.2574256360530853, 0.5302324295043945, 0.46511611342430115, 0.42727261781692505, 0.2256409376859665, 0.40358731150627136, 0.31050220131874084, 0.5333331823348999, 0.24615377187728882, 0.23834188282489777, 0.6697246432304382, 0.5025123953819275, 0.3469386696815491, 0.32160791754722595, 0.2694299519062042, 0.3636362552642822 ], "time": 39.23591340892017, "param": null }, { "epoch": 152, "train_loss": 0.0036611766554415226, "val_loss": 2.9921512603759766, "acc": 40.18, "f1": [ 0.6806281208992004, 0.5050503611564636, 0.3196346163749695, 0.2696628272533417, 0.3091786503791809, 0.3636362552642822, 0.42639580368995667, 0.38578668236732483, 0.4242422580718994, 0.4927534759044647, 0.2366863340139389, 0.2954544425010681, 0.372548907995224, 0.3315507173538208, 0.32820504903793335, 0.3248729705810547, 0.4179103374481201, 0.5674417018890381, 0.3555554449558258, 0.27999991178512573, 0.7135677337646484, 0.5446427464485168, 0.38918909430503845, 0.5308055877685547, 0.639269232749939, 0.2622949779033661, 0.3463686406612396, 0.22009563446044922, 0.6113988757133484, 0.38888877630233765, 0.46601933240890503, 0.3783782720565796, 0.32124343514442444, 0.39603951573371887, 0.3141360282897949, 0.23255807161331177, 0.39378228783607483, 0.22702695429325104, 0.18518511950969696, 0.5638296604156494, 0.4153004288673401, 0.613065242767334, 0.30275216698646545, 0.32888880372047424, 0.16666659712791443, 0.24870456755161285, 0.262857049703598, 0.5199998617172241, 0.6027396321296692, 0.45544540882110596, 0.2934781610965729, 0.396135151386261, 0.49999988079071045, 0.6350710391998291, 0.47963786125183105, 0.11111105233430862, 0.5188678503036499, 0.39778995513916016, 0.4705881178379059, 0.3157894015312195, 0.718893826007843, 0.5319147706031799, 0.47169798612594604, 0.40659332275390625, 0.21505369246006012, 0.20105813443660736, 0.2815532982349396, 0.3510637581348419, 0.6826921701431274, 0.5829595327377319, 0.41666656732559204, 0.579710066318512, 0.12785382568836212, 0.34482747316360474, 0.23834188282489777, 0.669999897480011, 0.6889951229095459, 0.21621613204479218, 0.24719089269638062, 0.36815908551216125, 0.19534875452518463, 0.3064514994621277, 0.7156862020492554, 0.3184078335762024, 0.2488037496805191, 0.5381165146827698, 0.4606740176677704, 0.41628947854042053, 0.2371133416891098, 0.3946187198162079, 0.32888880372047424, 0.5402842164039612, 0.2371133416891098, 0.239999920129776, 0.6727271676063538, 0.4924621880054474, 0.3465345501899719, 0.3179486393928528, 0.27173903584480286, 0.3636362552642822 ], "time": 39.105943001806736, "param": null }, { "epoch": 153, "train_loss": 0.0036560490261763334, "val_loss": 3.013077974319458, "acc": 40.16, "f1": [ 0.6632122993469238, 0.5099998712539673, 0.31775689125061035, 0.28415289521217346, 0.3113206624984741, 0.3534882664680481, 0.43216070532798767, 0.38775497674942017, 0.4123710095882416, 0.49999988079071045, 0.239999920129776, 0.30120471119880676, 0.367346853017807, 0.3147207200527191, 0.324607253074646, 0.336633563041687, 0.4343433380126953, 0.5624998807907104, 0.3516482412815094, 0.28272244334220886, 0.7171715497970581, 0.5374448299407959, 0.39325833320617676, 0.5302324295043945, 0.6301368474960327, 0.25396814942359924, 0.34254133701324463, 0.21395343542099, 0.6086955666542053, 0.38150280714035034, 0.47115376591682434, 0.36842095851898193, 0.3251230716705322, 0.39795905351638794, 0.31088075041770935, 0.22748807072639465, 0.40624988079071045, 0.2234041839838028, 0.1990049034357071, 0.5699480772018433, 0.4262293577194214, 0.6069650650024414, 0.29665064811706543, 0.321428507566452, 0.15533974766731262, 0.24598921835422516, 0.2643677294254303, 0.522612988948822, 0.5990782380104065, 0.47115376591682434, 0.29032251238822937, 0.38647329807281494, 0.5044246912002563, 0.6261681318283081, 0.47747737169265747, 0.11464963108301163, 0.5188678503036499, 0.4148934781551361, 0.4861876964569092, 0.30769219994544983, 0.718893826007843, 0.5396823883056641, 0.48076915740966797, 0.41340771317481995, 0.2127658873796463, 0.2021275758743286, 0.2976743280887604, 0.34374991059303284, 0.6829267144203186, 0.5936071872711182, 0.40552979707717896, 0.5821594595909119, 0.12440184503793716, 0.3431371748447418, 0.22916659712791443, 0.6633662581443787, 0.688372015953064, 0.20765019953250885, 0.23280414938926697, 0.34554967284202576, 0.19266046583652496, 0.3107568919658661, 0.6985644102096558, 0.31999990344047546, 0.23232315480709076, 0.5248867273330688, 0.47190994024276733, 0.4170615077018738, 0.23280414938926697, 0.39285701513290405, 0.3231440484523773, 0.5370368957519531, 0.24598921835422516, 0.2473117560148239, 0.6761903762817383, 0.4951455295085907, 0.35897424817085266, 0.30999991297721863, 0.2795697748661041, 0.37499991059303284 ], "time": 38.10515264514834, "param": null }, { "epoch": 154, "train_loss": 0.003809908404946327, "val_loss": 2.7098495960235596, "acc": 40.04, "f1": [ 0.6530610918998718, 0.5099998712539673, 0.3287670314311981, 0.26519328355789185, 0.300884872674942, 0.3577980697154999, 0.40975597500801086, 0.3934425115585327, 0.39795905351638794, 0.4899998903274536, 0.23463678359985352, 0.29714274406433105, 0.37696322798728943, 0.3147207200527191, 0.31746023893356323, 0.323809415102005, 0.43781083822250366, 0.5806450843811035, 0.35955044627189636, 0.2810809910297394, 0.7150257229804993, 0.5446427464485168, 0.38502663373947144, 0.5333331823348999, 0.6330273747444153, 0.23463678359985352, 0.3260868787765503, 0.24186037480831146, 0.6229507327079773, 0.38095223903656006, 0.467661589384079, 0.38578668236732483, 0.32352936267852783, 0.3999999165534973, 0.31155768036842346, 0.23636355996131897, 0.3979056477546692, 0.20338977873325348, 0.19730934500694275, 0.5599998831748962, 0.41935470700263977, 0.6069650650024414, 0.31428563594818115, 0.321428507566452, 0.16326524317264557, 0.25945934653282166, 0.2643677294254303, 0.5279186367988586, 0.5840706825256348, 0.4705880880355835, 0.28571417927742004, 0.37209296226501465, 0.502282977104187, 0.6255922317504883, 0.492890864610672, 0.12941168248653412, 0.5196077227592468, 0.4043714702129364, 0.4692735970020294, 0.31155768036842346, 0.7247704863548279, 0.5388599634170532, 0.4827585518360138, 0.39548009634017944, 0.2061854749917984, 0.20408155024051666, 0.2938387989997864, 0.3300969898700714, 0.6995072364807129, 0.5990782380104065, 0.40579700469970703, 0.5714284777641296, 0.1357465535402298, 0.35643553733825684, 0.21999992430210114, 0.6507176160812378, 0.7053138613700867, 0.208791121840477, 0.23655906319618225, 0.34224584698677063, 0.20588228106498718, 0.3070538640022278, 0.6919430494308472, 0.31999990344047546, 0.2256409376859665, 0.5363634824752808, 0.47674402594566345, 0.41964274644851685, 0.23232315480709076, 0.38938042521476746, 0.3277309536933899, 0.5420559644699097, 0.2376236915588379, 0.23391805589199066, 0.6857141852378845, 0.4951455295085907, 0.367346853017807, 0.32978713512420654, 0.2622949779033661, 0.34883710741996765 ], "time": 38.471317370422184, "param": null }, { "epoch": 155, "train_loss": 0.004426333121955395, "val_loss": 2.6318345069885254, "acc": 40.12, "f1": [ 0.6435642242431641, 0.5128204226493835, 0.33502528071403503, 0.27777770161628723, 0.3041473925113678, 0.3568074107170105, 0.4365480840206146, 0.38541653752326965, 0.41414129734039307, 0.48803818225860596, 0.24175815284252167, 0.28402355313301086, 0.3636362850666046, 0.3195875287055969, 0.3135133981704712, 0.33497530221939087, 0.42512065172195435, 0.5700933337211609, 0.3350784480571747, 0.28571417927742004, 0.7216493487358093, 0.5446427464485168, 0.37305691838264465, 0.5490195155143738, 0.6363635063171387, 0.251308798789978, 0.3389829397201538, 0.22549012303352356, 0.6120217442512512, 0.38150280714035034, 0.4630540609359741, 0.3775508999824524, 0.32989683747291565, 0.3980098366737366, 0.30270257592201233, 0.23076917231082916, 0.413043349981308, 0.22459883987903595, 0.1990049034357071, 0.5641024112701416, 0.423912912607193, 0.5933012366294861, 0.300884872674942, 0.3271027207374573, 0.16267937421798706, 0.26041656732559204, 0.26136353611946106, 0.5399999022483826, 0.585152804851532, 0.43999987840652466, 0.299465149641037, 0.3904760777950287, 0.5022420287132263, 0.6249998807907104, 0.4837207794189453, 0.10714280605316162, 0.5314008593559265, 0.413043349981308, 0.4699452221393585, 0.319248765707016, 0.7247704863548279, 0.5319147706031799, 0.4651161730289459, 0.4090908467769623, 0.2061854749917984, 0.19999991357326508, 0.2938387989997864, 0.35602086782455444, 0.6829267144203186, 0.5990782380104065, 0.4205606281757355, 0.5818180441856384, 0.12322267889976501, 0.3431371748447418, 0.2256409376859665, 0.6470587849617004, 0.6948355436325073, 0.21111102402210236, 0.23655906319618225, 0.35602086782455444, 0.19178074598312378, 0.3058822751045227, 0.7192116975784302, 0.3251230716705322, 0.24742262065410614, 0.5229355692863464, 0.45976996421813965, 0.42727261781692505, 0.23469379544258118, 0.40740731358528137, 0.33027511835098267, 0.525345504283905, 0.2424241602420807, 0.24999991059303284, 0.6635943651199341, 0.4927534759044647, 0.3469386696815491, 0.3113206624984741, 0.26086944341659546, 0.3771427571773529 ], "time": 39.255291040986776, "param": null }, { "epoch": 156, "train_loss": 0.0038574854843318462, "val_loss": 2.9904918670654297, "acc": 40.17, "f1": [ 0.6701569557189941, 0.5050503611564636, 0.3157894015312195, 0.2584269046783447, 0.31279608607292175, 0.3508771061897278, 0.40384599566459656, 0.39378228783607483, 0.40206170082092285, 0.5123152136802673, 0.23170723021030426, 0.28402355313301086, 0.36180898547172546, 0.31155768036842346, 0.32804223895072937, 0.3414633274078369, 0.4365480840206146, 0.562211811542511, 0.34224584698677063, 0.28260859847068787, 0.727272629737854, 0.5398228764533997, 0.3976607024669647, 0.5428570508956909, 0.6363635063171387, 0.2658958435058594, 0.3428570628166199, 0.22325573861598969, 0.6187844276428223, 0.3793102502822876, 0.4734298884868622, 0.3636362552642822, 0.31632643938064575, 0.39378228783607483, 0.3286384046077728, 0.23853203654289246, 0.4083768427371979, 0.2525251507759094, 0.19266046583652496, 0.5714284777641296, 0.413043349981308, 0.6099998950958252, 0.2999999225139618, 0.322274774312973, 0.16981124877929688, 0.2577318847179413, 0.2598869204521179, 0.5174128413200378, 0.5981307029724121, 0.4585364758968353, 0.28260859847068787, 0.37914684414863586, 0.5112106204032898, 0.623255729675293, 0.4753361940383911, 0.10843367874622345, 0.5092591643333435, 0.41573023796081543, 0.4777776598930359, 0.3299999237060547, 0.7281104326248169, 0.5513511896133423, 0.46728962659835815, 0.40659332275390625, 0.21857915818691254, 0.2176164984703064, 0.2829267382621765, 0.3529410660266876, 0.6760562062263489, 0.6018517017364502, 0.40552979707717896, 0.5887848734855652, 0.12322267889976501, 0.3599999248981476, 0.22222216427326202, 0.6415093541145325, 0.6857141852378845, 0.2256409376859665, 0.2404370754957199, 0.35643553733825684, 0.19626161456108093, 0.3023254871368408, 0.6985644102096558, 0.3168315887451172, 0.21989519894123077, 0.5205478072166443, 0.4942527115345001, 0.4210525155067444, 0.22916659712791443, 0.39639630913734436, 0.31441038846969604, 0.5277776718139648, 0.2446807622909546, 0.24418595433235168, 0.679245114326477, 0.49999988079071045, 0.35051536560058594, 0.3248729705810547, 0.27322396636009216, 0.3756905198097229 ], "time": 39.12930196803063, "param": null }, { "epoch": 157, "train_loss": 0.003899295348674059, "val_loss": 2.9629087448120117, "acc": 40.1, "f1": [ 0.6632652282714844, 0.5098037719726562, 0.31279608607292175, 0.2886596620082855, 0.3148147463798523, 0.3362830877304077, 0.419999897480011, 0.38341957330703735, 0.4041449725627899, 0.4976075291633606, 0.2485205978155136, 0.2891565263271332, 0.3636362850666046, 0.3147207200527191, 0.326315701007843, 0.32160791754722595, 0.42639580368995667, 0.5674417018890381, 0.33333322405815125, 0.2765956223011017, 0.7106597423553467, 0.5374448299407959, 0.39583319425582886, 0.5112106204032898, 0.6363635063171387, 0.21857915818691254, 0.3428570628166199, 0.20289847254753113, 0.5989846587181091, 0.3905324339866638, 0.4549761712551117, 0.3692306876182556, 0.3232322335243225, 0.4042551815509796, 0.30051806569099426, 0.23584897816181183, 0.4021162986755371, 0.26315781474113464, 0.18867918848991394, 0.5742572546005249, 0.3936169147491455, 0.6060605049133301, 0.30909082293510437, 0.322274774312973, 0.17021268606185913, 0.26804113388061523, 0.2598869204521179, 0.5294116735458374, 0.6183573603630066, 0.4585364758968353, 0.30270257592201233, 0.3880595862865448, 0.50862056016922, 0.6261681318283081, 0.5048542022705078, 0.1226993277668953, 0.5314008593559265, 0.38636353611946106, 0.48913031816482544, 0.3184078335762024, 0.7155961990356445, 0.5416665077209473, 0.47169798612594604, 0.39778995513916016, 0.21538454294204712, 0.2094240039587021, 0.2980768382549286, 0.3267325758934021, 0.6798028349876404, 0.577777624130249, 0.4205606281757355, 0.5806450843811035, 0.11981560289859772, 0.36190465092658997, 0.23036640882492065, 0.6451612114906311, 0.6759257912635803, 0.21111102402210236, 0.23036640882492065, 0.35602086782455444, 0.19444438815116882, 0.2991451919078827, 0.7192116975784302, 0.32352936267852783, 0.23280414938926697, 0.5185183882713318, 0.4705880880355835, 0.4266665577888489, 0.22916659712791443, 0.3926939368247986, 0.3228698670864105, 0.5296802520751953, 0.23958325386047363, 0.2366863340139389, 0.672645628452301, 0.4951455295085907, 0.3440859317779541, 0.32820504903793335, 0.2622949779033661, 0.37158459424972534 ], "time": 38.923171093687415, "param": null }, { "epoch": 158, "train_loss": 0.003771162824705243, "val_loss": 2.7970547676086426, "acc": 40.24, "f1": [ 0.6666665077209473, 0.518134593963623, 0.32034626603126526, 0.29508185386657715, 0.31428563594818115, 0.346320241689682, 0.4158414602279663, 0.36649200320243835, 0.40975597500801086, 0.5074625611305237, 0.23391805589199066, 0.2754489779472351, 0.36180898547172546, 0.3131312429904938, 0.31746023893356323, 0.3431371748447418, 0.4343433380126953, 0.5727698802947998, 0.34920626878738403, 0.2999999225139618, 0.7135677337646484, 0.5462961196899414, 0.37696322798728943, 0.5402842164039612, 0.6448596715927124, 0.23036640882492065, 0.3409090042114258, 0.22857137024402618, 0.6263735294342041, 0.3953487277030945, 0.4549761712551117, 0.38251355290412903, 0.3248729705810547, 0.40796008706092834, 0.2871793806552887, 0.22325573861598969, 0.4123710095882416, 0.26395928859710693, 0.1935483068227768, 0.5670101642608643, 0.413043349981308, 0.6122447848320007, 0.3041473925113678, 0.31441038846969604, 0.1764705330133438, 0.26455017924308777, 0.27428561449050903, 0.5326631665229797, 0.6203702688217163, 0.45631060004234314, 0.3118278682231903, 0.3846152722835541, 0.5089284181594849, 0.6320753693580627, 0.4905658960342407, 0.11042939126491547, 0.5094338655471802, 0.39106133580207825, 0.47190994024276733, 0.31999990344047546, 0.722222089767456, 0.5454544425010681, 0.4770641028881073, 0.413043349981308, 0.2094240039587021, 0.21111102402210236, 0.30097079277038574, 0.3419688045978546, 0.6862744092941284, 0.5963301062583923, 0.4200912117958069, 0.5753422975540161, 0.13824880123138428, 0.35748788714408875, 0.23036640882492065, 0.6599999070167542, 0.6794257164001465, 0.22797919809818268, 0.23655906319618225, 0.34999990463256836, 0.1909089982509613, 0.29752060770988464, 0.7149757146835327, 0.3084576427936554, 0.23923437297344208, 0.529999852180481, 0.4678361415863037, 0.4125559628009796, 0.23589736223220825, 0.4090907871723175, 0.33035704493522644, 0.5296802520751953, 0.24210518598556519, 0.2514968812465668, 0.6697246432304382, 0.5024629235267639, 0.37373724579811096, 0.31372541189193726, 0.2727271616458893, 0.3583814203739166 ], "time": 39.27948631718755, "param": null }, { "epoch": 159, "train_loss": 0.003696530358865857, "val_loss": 2.7000813484191895, "acc": 40.0, "f1": [ 0.6632122993469238, 0.5076140761375427, 0.31884050369262695, 0.2736841142177582, 0.31428563594818115, 0.33913031220436096, 0.4226802885532379, 0.37894728779792786, 0.41346144676208496, 0.5046727657318115, 0.24277448654174805, 0.29268282651901245, 0.3692306876182556, 0.3147207200527191, 0.324607253074646, 0.3251230716705322, 0.4174756109714508, 0.5688071846961975, 0.3459458649158478, 0.2727271616458893, 0.7236180305480957, 0.5374448299407959, 0.3809523284435272, 0.5410627126693726, 0.6311109066009521, 0.22950810194015503, 0.3314915895462036, 0.22330091893672943, 0.6031745076179504, 0.3786981403827667, 0.45631060004234314, 0.37305691838264465, 0.3350784480571747, 0.4041449725627899, 0.30456843972206116, 0.24186037480831146, 0.43181803822517395, 0.24742262065410614, 0.19230762124061584, 0.5549736618995667, 0.41573023796081543, 0.6122447848320007, 0.2976743280887604, 0.32835814356803894, 0.16080394387245178, 0.24999991059303284, 0.2681563198566437, 0.5125626921653748, 0.590908944606781, 0.4630540609359741, 0.29508185386657715, 0.3823528587818146, 0.49785396456718445, 0.624390184879303, 0.5024153590202332, 0.12121205776929855, 0.5092591643333435, 0.4044942855834961, 0.46739116311073303, 0.31730762124061584, 0.718893826007843, 0.5291004180908203, 0.47169798612594604, 0.4111110270023346, 0.22916659712791443, 0.21111102402210236, 0.2830187678337097, 0.3469386696815491, 0.6862744092941284, 0.5840706825256348, 0.40384599566459656, 0.5727270841598511, 0.12206566333770752, 0.3428570628166199, 0.22797919809818268, 0.6542055010795593, 0.6952379941940308, 0.2176164984703064, 0.2430938482284546, 0.35051536560058594, 0.19417467713356018, 0.3058822751045227, 0.6952379941940308, 0.31999990344047546, 0.23188398778438568, 0.5370368957519531, 0.45348823070526123, 0.41379299759864807, 0.2244897186756134, 0.3964756429195404, 0.33027511835098267, 0.525345504283905, 0.2424241602420807, 0.2456139326095581, 0.6790696382522583, 0.48803818225860596, 0.3351350426673889, 0.31155768036842346, 0.26086944341659546, 0.36046499013900757 ], "time": 39.203937627375126, "param": null }, { "epoch": 160, "train_loss": 0.005243557970970869, "val_loss": 2.706380605697632, "acc": 40.1, "f1": [ 0.6530610918998718, 0.49999988079071045, 0.33179715275764465, 0.27322396636009216, 0.30275216698646545, 0.3348415493965149, 0.4195120930671692, 0.37894728779792786, 0.4081631302833557, 0.5023695826530457, 0.22891558706760406, 0.2906976044178009, 0.36180898547172546, 0.3084576427936554, 0.32124343514442444, 0.34343424439430237, 0.44976064562797546, 0.5596328973770142, 0.3367346227169037, 0.2810809910297394, 0.7142855525016785, 0.5446427464485168, 0.38888877630233765, 0.5384615063667297, 0.6425337791442871, 0.25668442249298096, 0.32941165566444397, 0.22325573861598969, 0.6073297262191772, 0.38596484065055847, 0.4579438269138336, 0.3809523284435272, 0.32124343514442444, 0.40624988079071045, 0.2886596620082855, 0.2272726446390152, 0.41052618622779846, 0.2473117560148239, 0.19230762124061584, 0.5445543527603149, 0.4180789887905121, 0.613065242767334, 0.300884872674942, 0.323809415102005, 0.17171710729599, 0.26804113388061523, 0.2643677294254303, 0.526829183101654, 0.5866665840148926, 0.4577113389968872, 0.28415289521217346, 0.3827749788761139, 0.5110130310058594, 0.6261681318283081, 0.4837207794189453, 0.11464963108301163, 0.5164318084716797, 0.3977271616458893, 0.48387083411216736, 0.3300969898700714, 0.7239817380905151, 0.5543476939201355, 0.4694834351539612, 0.39784935116767883, 0.2234041839838028, 0.2121211439371109, 0.2959182858467102, 0.3510637581348419, 0.6862744092941284, 0.5936071872711182, 0.40384599566459656, 0.5791853666305542, 0.12745091319084167, 0.3398057222366333, 0.22797919809818268, 0.6603772640228271, 0.6893202662467957, 0.20833326876163483, 0.24719089269638062, 0.3636362552642822, 0.20814472436904907, 0.30522075295448303, 0.7019230127334595, 0.31632643938064575, 0.20792071521282196, 0.5296802520751953, 0.4678361415863037, 0.41284388303756714, 0.23469379544258118, 0.3946187198162079, 0.3290042281150818, 0.5135133862495422, 0.23350247740745544, 0.24096375703811646, 0.6698563694953918, 0.48309168219566345, 0.3487178385257721, 0.324607253074646, 0.2702701687812805, 0.3764704465866089 ], "time": 39.098447506316006, "param": null }, { "epoch": 161, "train_loss": 0.004243304952979088, "val_loss": 2.9179162979125977, "acc": 40.07, "f1": [ 0.6666665077209473, 0.5024153590202332, 0.3240739703178406, 0.27173903584480286, 0.31067952513694763, 0.33962252736091614, 0.4158414602279663, 0.3874344527721405, 0.3959389626979828, 0.5024153590202332, 0.251428484916687, 0.2873562276363373, 0.3609755337238312, 0.32124343514442444, 0.3195875287055969, 0.33027511835098267, 0.4343433380126953, 0.5520360469818115, 0.3351350426673889, 0.2937852144241333, 0.7208120226860046, 0.5462961196899414, 0.38974347710609436, 0.5358850359916687, 0.6574072241783142, 0.23076915740966797, 0.3208555281162262, 0.21319790184497833, 0.6120217442512512, 0.3798881769180298, 0.4705880880355835, 0.3794870972633362, 0.3248729705810547, 0.41346144676208496, 0.2887699604034424, 0.22115376591682434, 0.3999998867511749, 0.22702695429325104, 0.20095685124397278, 0.5492226481437683, 0.4198893904685974, 0.6030149459838867, 0.30275216698646545, 0.31390124559402466, 0.18536579608917236, 0.24615377187728882, 0.2558138370513916, 0.5242717266082764, 0.6095237135887146, 0.44670039415359497, 0.3101603388786316, 0.3939392864704132, 0.49999988079071045, 0.6267279982566833, 0.4837207794189453, 0.11180117726325989, 0.5192306637763977, 0.40677958726882935, 0.4705881178379059, 0.3253587782382965, 0.7247704863548279, 0.5405403971672058, 0.47004595398902893, 0.39784935116767883, 0.22105254232883453, 0.2054053246974945, 0.30097079277038574, 0.35532984137535095, 0.6889951229095459, 0.5936071872711182, 0.40740731358528137, 0.5727698802947998, 0.12307685613632202, 0.34482747316360474, 0.23232315480709076, 0.6701029539108276, 0.6822428703308105, 0.21538454294204712, 0.24137921631336212, 0.35602086782455444, 0.1913042813539505, 0.30567678809165955, 0.7149757146835327, 0.3253587782382965, 0.24742262065410614, 0.5302324295043945, 0.47513800859451294, 0.4120170772075653, 0.22797919809818268, 0.39631327986717224, 0.3318776488304138, 0.5370368957519531, 0.23834188282489777, 0.2404370754957199, 0.6763284206390381, 0.48803818225860596, 0.3419688045978546, 0.29951682686805725, 0.2622949779033661, 0.37288129329681396 ], "time": 38.110551262274384, "param": null }, { "epoch": 162, "train_loss": 0.0037430168595165014, "val_loss": 2.8116981983184814, "acc": 40.19, "f1": [ 0.6666665077209473, 0.4999999403953552, 0.30275216698646545, 0.27173903584480286, 0.3133639991283417, 0.34389129281044006, 0.4056602716445923, 0.3894736170768738, 0.4154588282108307, 0.49999988079071045, 0.24580998718738556, 0.29714274406433105, 0.3654821515083313, 0.3179486393928528, 0.3195875287055969, 0.3383083641529083, 0.43523305654525757, 0.5781989693641663, 0.35359105467796326, 0.29508185386657715, 0.7164177894592285, 0.5429863333702087, 0.3999999165534973, 0.5352111458778381, 0.6454544067382812, 0.22471901774406433, 0.3463686406612396, 0.22115376591682434, 0.5937498807907104, 0.38251355290412903, 0.4607841968536377, 0.37305691838264465, 0.32989683747291565, 0.4081631302833557, 0.30150744318962097, 0.23414628207683563, 0.39999985694885254, 0.23463678359985352, 0.19811314344406128, 0.5520831942558289, 0.42285704612731934, 0.5980390906333923, 0.3097344636917114, 0.3167419731616974, 0.1844659447669983, 0.24999991059303284, 0.262857049703598, 0.5070421695709229, 0.6018517017364502, 0.45918354392051697, 0.30107519030570984, 0.38834938406944275, 0.5130433440208435, 0.6238530874252319, 0.49523797631263733, 0.11612897366285324, 0.5142855644226074, 0.3999998867511749, 0.46739116311073303, 0.3179486393928528, 0.7247704863548279, 0.5473682880401611, 0.4744184911251068, 0.40659332275390625, 0.22222213447093964, 0.22099439799785614, 0.30097079277038574, 0.35714274644851685, 0.6730768084526062, 0.580357015132904, 0.3861384987831116, 0.5714284777641296, 0.1256038099527359, 0.3478260338306427, 0.23115570843219757, 0.6633164882659912, 0.6790696382522583, 0.20765019953250885, 0.24999991059303284, 0.3487178385257721, 0.1891890913248062, 0.3217390477657318, 0.7121950387954712, 0.32352936267852783, 0.2258063703775406, 0.5395347476005554, 0.48044681549072266, 0.4140968322753906, 0.2371133416891098, 0.4070795178413391, 0.31034475564956665, 0.5395347476005554, 0.2424241602420807, 0.23728805780410767, 0.6763284206390381, 0.5025123953819275, 0.35714274644851685, 0.31999990344047546, 0.26519328355789185, 0.3657141625881195 ], "time": 39.14349790196866, "param": null }, { "epoch": 163, "train_loss": 0.003655631560832262, "val_loss": 2.9270384311676025, "acc": 40.23, "f1": [ 0.6597937345504761, 0.5096152424812317, 0.3203882575035095, 0.2598869204521179, 0.2918454110622406, 0.35071080923080444, 0.40975597500801086, 0.37894728779792786, 0.41052618622779846, 0.49019595980644226, 0.23255808651447296, 0.28402355313301086, 0.35467973351478577, 0.32160791754722595, 0.32820504903793335, 0.34482747316360474, 0.4623654782772064, 0.5700933337211609, 0.34972667694091797, 0.2810809910297394, 0.727272629737854, 0.5304347276687622, 0.40641695261001587, 0.5377357006072998, 0.6481480002403259, 0.24864855408668518, 0.34224584698677063, 0.22999992966651917, 0.6187844276428223, 0.3798881769180298, 0.4607841968536377, 0.37999987602233887, 0.31372541189193726, 0.3899998664855957, 0.3195875287055969, 0.23423415422439575, 0.4021162986755371, 0.26262614130973816, 0.19534875452518463, 0.5531913042068481, 0.4198893904685974, 0.5980390906333923, 0.2959640622138977, 0.31441038846969604, 0.1747572273015976, 0.25945934653282166, 0.27118635177612305, 0.5170730352401733, 0.5945944786071777, 0.4729062616825104, 0.2967032194137573, 0.3842363655567169, 0.5042015910148621, 0.6168223023414612, 0.488262802362442, 0.1226993277668953, 0.5192306637763977, 0.3977271616458893, 0.47398826479911804, 0.31155768036842346, 0.7247704863548279, 0.5454544425010681, 0.47393354773521423, 0.38709667325019836, 0.22222213447093964, 0.213483065366745, 0.3022221326828003, 0.3402060866355896, 0.6729856729507446, 0.580357015132904, 0.415094256401062, 0.5860464572906494, 0.11650479584932327, 0.3428570628166199, 0.22330091893672943, 0.6764704585075378, 0.6851851344108582, 0.22352932393550873, 0.24175815284252167, 0.34920626878738403, 0.19999992847442627, 0.3089430034160614, 0.7093595266342163, 0.32352936267852783, 0.24615377187728882, 0.5490195155143738, 0.4772725999355316, 0.4140968322753906, 0.239999920129776, 0.4018263518810272, 0.31489354372024536, 0.5388126373291016, 0.24615377187728882, 0.2528734505176544, 0.6826921701431274, 0.49999988079071045, 0.33684200048446655, 0.326315701007843, 0.27472516894340515, 0.37499991059303284 ], "time": 39.181314752437174, "param": null }, { "epoch": 164, "train_loss": 0.0035985601134598255, "val_loss": 2.7807118892669678, "acc": 40.37, "f1": [ 0.6666665077209473, 0.5148513317108154, 0.3175964951515198, 0.28571420907974243, 0.30555546283721924, 0.34389129281044006, 0.4195120930671692, 0.38144323229789734, 0.4183672070503235, 0.4999999403953552, 0.24277448654174805, 0.29268282651901245, 0.37499991059303284, 0.3131312429904938, 0.33333325386047363, 0.34482747316360474, 0.43564343452453613, 0.5741626024246216, 0.3516482412815094, 0.29032251238822937, 0.7282050251960754, 0.5339365601539612, 0.38674020767211914, 0.5358850359916687, 0.6511626243591309, 0.24864855408668518, 0.32584258913993835, 0.22222216427326202, 0.6256982088088989, 0.3975902497768402, 0.46231144666671753, 0.38144323229789734, 0.3184078335762024, 0.3874344527721405, 0.29166659712791443, 0.20192298293113708, 0.3940885663032532, 0.2659573554992676, 0.20512813329696655, 0.5654449462890625, 0.43181803822517395, 0.619289219379425, 0.31067952513694763, 0.3290042281150818, 0.19323663413524628, 0.2613064646720886, 0.2643677294254303, 0.5242717266082764, 0.6132074594497681, 0.4607841968536377, 0.30337071418762207, 0.3940885663032532, 0.5132741928100586, 0.6126124858856201, 0.4792625606060028, 0.1325300633907318, 0.5217390656471252, 0.382978618144989, 0.47826072573661804, 0.3251230716705322, 0.7289717793464661, 0.5531913042068481, 0.4744184911251068, 0.4022345542907715, 0.2176164984703064, 0.19587622582912445, 0.30621999502182007, 0.34554967284202576, 0.6826921701431274, 0.590908944606781, 0.39810416102409363, 0.579439103603363, 0.1357465535402298, 0.34615373611450195, 0.23529404401779175, 0.663461446762085, 0.6851851344108582, 0.2234041839838028, 0.2430938482284546, 0.36082467436790466, 0.20264311134815216, 0.3112839460372925, 0.7121950387954712, 0.3168315887451172, 0.22105254232883453, 0.5192306637763977, 0.4861876964569092, 0.41964274644851685, 0.23157887160778046, 0.3999998867511749, 0.3166666030883789, 0.5377357006072998, 0.23589736223220825, 0.24418595433235168, 0.6880732178688049, 0.4976075291633606, 0.35714274644851685, 0.3248729705810547, 0.2795697748661041, 0.3793102502822876 ], "time": 39.27066911943257, "param": null }, { "epoch": 165, "train_loss": 0.003729283344000578, "val_loss": 2.9154059886932373, "acc": 40.21, "f1": [ 0.6736840605735779, 0.5096152424812317, 0.3211008310317993, 0.2934781610965729, 0.3113206624984741, 0.3421051502227783, 0.41176459193229675, 0.39153432846069336, 0.4162435233592987, 0.4999999403953552, 0.23170723021030426, 0.283950537443161, 0.3636362850666046, 0.3147207200527191, 0.3265305161476135, 0.3414633274078369, 0.43564343452453613, 0.5675674080848694, 0.34224584698677063, 0.2934781610965729, 0.7192116975784302, 0.5244443416595459, 0.40677958726882935, 0.5402842164039612, 0.6484017372131348, 0.2433861643075943, 0.3389829397201538, 0.22772268950939178, 0.613756537437439, 0.3798881769180298, 0.4585364758968353, 0.3723403513431549, 0.326315701007843, 0.39215680956840515, 0.2999999225139618, 0.22907482087612152, 0.4042551815509796, 0.2526314854621887, 0.19999992847442627, 0.5538460612297058, 0.4148934781551361, 0.6030149459838867, 0.3119265139102936, 0.322274774312973, 0.16326524317264557, 0.24875615537166595, 0.27472516894340515, 0.5242717266082764, 0.5903083086013794, 0.44554442167282104, 0.28571420907974243, 0.38647329807281494, 0.5087717771530151, 0.6267279982566833, 0.4684683382511139, 0.10928954929113388, 0.5192306637763977, 0.40677958726882935, 0.46739116311073303, 0.31632643938064575, 0.7281104326248169, 0.5513511896133423, 0.4854367673397064, 0.3977271616458893, 0.22105254232883453, 0.21857915818691254, 0.3147207200527191, 0.3555554449558258, 0.6990289688110352, 0.6074764728546143, 0.41314542293548584, 0.5754715800285339, 0.11981560289859772, 0.35135123133659363, 0.2256409376859665, 0.6699506640434265, 0.6981130838394165, 0.21857915818691254, 0.2430938482284546, 0.34920626878738403, 0.2037036269903183, 0.304526686668396, 0.6985644102096558, 0.3152708411216736, 0.210526242852211, 0.5273630023002625, 0.46242761611938477, 0.41592907905578613, 0.24083760380744934, 0.3982299864292145, 0.3175964951515198, 0.5155554413795471, 0.24210518598556519, 0.23863628506660461, 0.6854459643363953, 0.4927534759044647, 0.35897424817085266, 0.3179486393928528, 0.25945934653282166, 0.3707864284515381 ], "time": 38.992491863667965, "param": null }, { "epoch": 166, "train_loss": 0.0034793661907315254, "val_loss": 2.7740461826324463, "acc": 40.31, "f1": [ 0.6597937345504761, 0.5102038979530334, 0.3196346163749695, 0.27083322405815125, 0.30357134342193604, 0.3454544246196747, 0.4158414602279663, 0.3874344527721405, 0.4174756109714508, 0.49756085872650146, 0.2208588421344757, 0.28742504119873047, 0.367346853017807, 0.3195875287055969, 0.3131312429904938, 0.3399999141693115, 0.4387753903865814, 0.5700933337211609, 0.35359105467796326, 0.28260859847068787, 0.7192116975784302, 0.5147678852081299, 0.39778995513916016, 0.5428570508956909, 0.639269232749939, 0.2404370754957199, 0.34482747316360474, 0.21782170236110687, 0.6010361909866333, 0.38596484065055847, 0.4593299925327301, 0.37185919284820557, 0.32820504903793335, 0.390243798494339, 0.29896897077560425, 0.23008842766284943, 0.4148934781551361, 0.25906726717948914, 0.19801974296569824, 0.5612244009971619, 0.42285704612731934, 0.5999999046325684, 0.30555546283721924, 0.3272726535797119, 0.16931210458278656, 0.26395928859710693, 0.27472516894340515, 0.5242717266082764, 0.6027396321296692, 0.47619035840034485, 0.30270257592201233, 0.39215680956840515, 0.5065500736236572, 0.622641384601593, 0.492890864610672, 0.1219511553645134, 0.5167463421821594, 0.3841806650161743, 0.47513800859451294, 0.3251230716705322, 0.7155961990356445, 0.5483869910240173, 0.47393354773521423, 0.3999998867511749, 0.22105254232883453, 0.2127658873796463, 0.29523801803588867, 0.33333325386047363, 0.6798028349876404, 0.590908944606781, 0.41474640369415283, 0.5660375952720642, 0.12621353566646576, 0.35071080923080444, 0.22999992966651917, 0.6868685483932495, 0.6915886998176575, 0.21621613204479218, 0.2404370754957199, 0.35416656732559204, 0.21256029605865479, 0.3122362196445465, 0.704761803150177, 0.3152708411216736, 0.2512076497077942, 0.5302324295043945, 0.48587560653686523, 0.4266665577888489, 0.23232315480709076, 0.4075828194618225, 0.3271027207374573, 0.5412842631340027, 0.24083760380744934, 0.22988496720790863, 0.6756755113601685, 0.49523797631263733, 0.34374991059303284, 0.31632643938064575, 0.27322396636009216, 0.37288129329681396 ], "time": 39.138775426894426, "param": null }, { "epoch": 167, "train_loss": 0.003720698179677129, "val_loss": 2.802692174911499, "acc": 40.23, "f1": [ 0.6564101576805115, 0.49999988079071045, 0.34449753165245056, 0.28272244334220886, 0.3203882575035095, 0.33928561210632324, 0.4137929677963257, 0.37563440203666687, 0.3899998664855957, 0.504761815071106, 0.2470587193965912, 0.30952370166778564, 0.3711339235305786, 0.3131312429904938, 0.31914883852005005, 0.345177561044693, 0.4343433380126953, 0.579439103603363, 0.34254133701324463, 0.27472516894340515, 0.7208120226860046, 0.5236050486564636, 0.39778995513916016, 0.5365853309631348, 0.6484017372131348, 0.251308798789978, 0.3295453190803528, 0.236453115940094, 0.6276593804359436, 0.39106133580207825, 0.467661589384079, 0.37305691838264465, 0.3168315887451172, 0.3917524814605713, 0.2871793806552887, 0.2262442708015442, 0.3999999165534973, 0.2473117560148239, 0.20192298293113708, 0.5668447613716125, 0.4083768427371979, 0.6091369390487671, 0.3047617971897125, 0.3157893717288971, 0.1799999475479126, 0.253807008266449, 0.280898779630661, 0.5185183882713318, 0.5898616909980774, 0.4734298884868622, 0.29508185386657715, 0.38190943002700806, 0.5191488265991211, 0.622641384601593, 0.46636757254600525, 0.11464963108301163, 0.49999988079071045, 0.39106133580207825, 0.46486473083496094, 0.336633563041687, 0.7289717793464661, 0.5561496019363403, 0.46728962659835815, 0.4022345542907715, 0.2256409376859665, 0.20320846140384674, 0.29665064811706543, 0.3316582143306732, 0.6824643611907959, 0.5963301062583923, 0.41095879673957825, 0.5645932555198669, 0.12499994039535522, 0.33816415071487427, 0.2167486995458603, 0.6570047736167908, 0.6948355436325073, 0.2127658873796463, 0.2404370754957199, 0.36842095851898193, 0.19095470011234283, 0.30769219994544983, 0.7219511270523071, 0.3285022974014282, 0.22105254232883453, 0.5283017754554749, 0.47190994024276733, 0.42342329025268555, 0.23469379544258118, 0.4036695957183838, 0.32579174637794495, 0.5402842164039612, 0.24083760380744934, 0.23863628506660461, 0.6822428703308105, 0.4927534759044647, 0.34554967284202576, 0.32804223895072937, 0.2622949779033661, 0.3793102502822876 ], "time": 39.23035054281354, "param": null }, { "epoch": 168, "train_loss": 0.0036728093400597572, "val_loss": 2.7202916145324707, "acc": 40.4, "f1": [ 0.6701029539108276, 0.5125626921653748, 0.3111110329627991, 0.28272244334220886, 0.323809415102005, 0.3441859781742096, 0.39999985694885254, 0.3917524814605713, 0.4145076870918274, 0.5099998712539673, 0.24999988079071045, 0.29813653230667114, 0.3599999248981476, 0.3131312429904938, 0.3135133981704712, 0.3301886022090912, 0.4476189613342285, 0.5860464572906494, 0.36158180236816406, 0.2887699604034424, 0.7150257229804993, 0.5327510237693787, 0.38251355290412903, 0.5402842164039612, 0.6451612114906311, 0.22988496720790863, 0.3428570628166199, 0.22222216427326202, 0.6170212030410767, 0.3837208151817322, 0.46601933240890503, 0.3917524814605713, 0.3152708411216736, 0.39583319425582886, 0.30999991297721863, 0.22807011008262634, 0.4020099639892578, 0.2722512185573578, 0.20388342440128326, 0.5567008852958679, 0.4324323236942291, 0.6153844594955444, 0.3041473925113678, 0.3179915249347687, 0.18999992311000824, 0.2580644488334656, 0.28415289521217346, 0.5492226481437683, 0.6118720173835754, 0.45320188999176025, 0.2967032194137573, 0.38834938406944275, 0.5022420287132263, 0.6082947254180908, 0.5048542022705078, 0.12345672398805618, 0.5221673846244812, 0.37777766585350037, 0.4886362552642822, 0.3203882575035095, 0.722222089767456, 0.5531913042068481, 0.5023695826530457, 0.4108106791973114, 0.21999992430210114, 0.194871723651886, 0.3041473925113678, 0.3399999141693115, 0.6896550059318542, 0.5855854153633118, 0.4200912117958069, 0.5779815316200256, 0.12871280312538147, 0.3431371748447418, 0.2256409376859665, 0.663461446762085, 0.6952379941940308, 0.2099446803331375, 0.23036640882492065, 0.3636362850666046, 0.198198139667511, 0.30833324790000916, 0.7236180305480957, 0.32352936267852783, 0.2256409376859665, 0.5238093733787537, 0.4588233530521393, 0.42342329025268555, 0.24615377187728882, 0.3999998867511749, 0.32888880372047424, 0.5327101349830627, 0.24598921835422516, 0.23809516429901123, 0.6818180680274963, 0.49523797631263733, 0.3711339235305786, 0.3253587782382965, 0.26455017924308777, 0.37288129329681396 ], "time": 38.113917615264654, "param": null }, { "epoch": 169, "train_loss": 0.0036951086949557066, "val_loss": 2.875659465789795, "acc": 40.18, "f1": [ 0.6597937345504761, 0.5049503445625305, 0.3269230127334595, 0.2751321792602539, 0.3133639991283417, 0.3414633274078369, 0.419999897480011, 0.3838382363319397, 0.4020099639892578, 0.5070421695709229, 0.23030294477939606, 0.2909089922904968, 0.3654821515083313, 0.3147207200527191, 0.3195875287055969, 0.31428563594818115, 0.4365480840206146, 0.5781989693641663, 0.3440859317779541, 0.2944161295890808, 0.7128711342811584, 0.5191488265991211, 0.39560428261756897, 0.5428570508956909, 0.6425337791442871, 0.23529404401779175, 0.3444443643093109, 0.23350247740745544, 0.6178008913993835, 0.38150280714035034, 0.4646463394165039, 0.36815908551216125, 0.3179486393928528, 0.38647329807281494, 0.2934781610965729, 0.22935770452022552, 0.4083768427371979, 0.26315781474113464, 0.18867918848991394, 0.5641024112701416, 0.41711217164993286, 0.5999999046325684, 0.30097079277038574, 0.3240739703178406, 0.1725887656211853, 0.25396814942359924, 0.251428484916687, 0.5148513317108154, 0.6082947254180908, 0.4545453190803528, 0.2888887822628021, 0.39215680956840515, 0.5110130310058594, 0.6197181344032288, 0.4999999403953552, 0.1219511553645134, 0.5118482112884521, 0.39548009634017944, 0.4745761454105377, 0.3076922297477722, 0.718893826007843, 0.5425531268119812, 0.47169798612594604, 0.39778995513916016, 0.22459883987903595, 0.20430098474025726, 0.2976743280887604, 0.336633563041687, 0.6896550059318542, 0.5882351398468018, 0.41666656732559204, 0.5674417018890381, 0.12244890630245209, 0.34579432010650635, 0.2233501821756363, 0.663461446762085, 0.6820275187492371, 0.22916659712791443, 0.2404370754957199, 0.36082467436790466, 0.19811314344406128, 0.30769219994544983, 0.7115383744239807, 0.31730762124061584, 0.24271836876869202, 0.53465336561203, 0.4659089744091034, 0.4192138612270355, 0.23232315480709076, 0.3946187198162079, 0.32034626603126526, 0.5333331823348999, 0.24598921835422516, 0.23863628506660461, 0.672810971736908, 0.49765241146087646, 0.37373724579811096, 0.326315701007843, 0.27322396636009216, 0.3736262619495392 ], "time": 39.21426761709154, "param": null }, { "epoch": 170, "train_loss": 0.003758458187803626, "val_loss": 2.8406355381011963, "acc": 40.2, "f1": [ 0.6631577014923096, 0.4999999403953552, 0.3285022974014282, 0.2588233947753906, 0.3022221326828003, 0.3376622498035431, 0.4077668786048889, 0.3775508999824524, 0.41176459193229675, 0.4976075291633606, 0.22360241413116455, 0.2807016372680664, 0.3654821515083313, 0.3131312429904938, 0.30366483330726624, 0.331707239151001, 0.4411763548851013, 0.5662099123001099, 0.3248729705810547, 0.2840908169746399, 0.7164177894592285, 0.5345621109008789, 0.39560428261756897, 0.5352111458778381, 0.6454544067382812, 0.2312137931585312, 0.3575417995452881, 0.2243901938199997, 0.609625518321991, 0.3771427571773529, 0.45714277029037476, 0.378109335899353, 0.32160791754722595, 0.39603951573371887, 0.3121950626373291, 0.22831043601036072, 0.39583319425582886, 0.24580998718738556, 0.20289847254753113, 0.5595853924751282, 0.4111110270023346, 0.6069650650024414, 0.309859037399292, 0.319248765707016, 0.18957340717315674, 0.25510191917419434, 0.2558138370513916, 0.5242717266082764, 0.5936071872711182, 0.46829259395599365, 0.27777770161628723, 0.3861384987831116, 0.5152837038040161, 0.6285713315010071, 0.48598119616508484, 0.11249993741512299, 0.5242717266082764, 0.4090908467769623, 0.4756755530834198, 0.32160791754722595, 0.7272725701332092, 0.5473682880401611, 0.4766353964805603, 0.39784935116767883, 0.23157887160778046, 0.213483065366745, 0.29245272278785706, 0.3523315489292145, 0.6899998784065247, 0.5963301062583923, 0.40191373229026794, 0.568720281124115, 0.14084503054618835, 0.34449753165245056, 0.2167486995458603, 0.6603772640228271, 0.6820275187492371, 0.22598862648010254, 0.24719089269638062, 0.3510637581348419, 0.20487797260284424, 0.30833324790000916, 0.7184464335441589, 0.3168315887451172, 0.238805890083313, 0.5213268995285034, 0.46511611342430115, 0.4292236268520355, 0.239999920129776, 0.4125559628009796, 0.31858399510383606, 0.5233643651008606, 0.2436547577381134, 0.239999920129776, 0.6790696382522583, 0.4951455295085907, 0.36815908551216125, 0.3147207200527191, 0.26666656136512756, 0.37433144450187683 ], "time": 38.45972081553191, "param": null }, { "epoch": 171, "train_loss": 0.003787142224609852, "val_loss": 2.861975908279419, "acc": 40.16, "f1": [ 0.6631577014923096, 0.5073169469833374, 0.31372541189193726, 0.27173903584480286, 0.31428563594818115, 0.3474177420139313, 0.40999990701675415, 0.3794870972633362, 0.40641695261001587, 0.5073169469833374, 0.24999991059303284, 0.27218925952911377, 0.3692306876182556, 0.3131312429904938, 0.31632643938064575, 0.3367346227169037, 0.44554442167282104, 0.5688887238502502, 0.32352936267852783, 0.2783504128456116, 0.7244896292686462, 0.5304347276687622, 0.3934425115585327, 0.5377357006072998, 0.6425337791442871, 0.24870456755161285, 0.3295453190803528, 0.2244897186756134, 0.6086955666542053, 0.38596484065055847, 0.46534639596939087, 0.38341957330703735, 0.3232322335243225, 0.4102562665939331, 0.2886596620082855, 0.2512076497077942, 0.39378228783607483, 0.2577318847179413, 0.18957340717315674, 0.5786800384521484, 0.423912912607193, 0.5990337133407593, 0.30555546283721924, 0.32075464725494385, 0.17910441756248474, 0.2526314854621887, 0.26136353611946106, 0.5123152136802673, 0.5919281840324402, 0.45320188999176025, 0.29508185386657715, 0.3939392864704132, 0.5130433440208435, 0.6249998807907104, 0.4814813435077667, 0.10650881379842758, 0.5242717266082764, 0.393063485622406, 0.4731181561946869, 0.3232322335243225, 0.7214610576629639, 0.5454544425010681, 0.47169798612594604, 0.3999998867511749, 0.2121211439371109, 0.2176164984703064, 0.29107969999313354, 0.3386242389678955, 0.6826921701431274, 0.5726870894432068, 0.40191373229026794, 0.5849055051803589, 0.12621353566646576, 0.3495144844055176, 0.22680403292179108, 0.6451612114906311, 0.6886791586875916, 0.212290421128273, 0.22916659712791443, 0.3529410660266876, 0.2075471132993698, 0.3037974238395691, 0.7149757146835327, 0.3203882575035095, 0.2475246638059616, 0.5209301114082336, 0.4685713052749634, 0.4253392219543457, 0.23115570843219757, 0.40540531277656555, 0.3290042281150818, 0.5181816816329956, 0.24210518598556519, 0.25157222151756287, 0.6824643611907959, 0.49765241146087646, 0.35532984137535095, 0.30331745743751526, 0.27428561449050903, 0.3756905198097229 ], "time": 39.27801250293851, "param": null }, { "epoch": 172, "train_loss": 0.0035157972015440464, "val_loss": 2.6962318420410156, "acc": 40.15, "f1": [ 0.6770831346511841, 0.5073169469833374, 0.32558128237724304, 0.26804113388061523, 0.3269230127334595, 0.34234222769737244, 0.4226802885532379, 0.38502663373947144, 0.39603951573371887, 0.4951455295085907, 0.23030294477939606, 0.2906976044178009, 0.3636362850666046, 0.3084576427936554, 0.3260868787765503, 0.3286384046077728, 0.43349742889404297, 0.5663716197013855, 0.35359105467796326, 0.28571417927742004, 0.7236180305480957, 0.5258619785308838, 0.38918909430503845, 0.525345504283905, 0.6454544067382812, 0.23913034796714783, 0.3409090042114258, 0.211055189371109, 0.6170212030410767, 0.3771427571773529, 0.4541061818599701, 0.3794870972633362, 0.3121950626373291, 0.3980098366737366, 0.29743579030036926, 0.22807011008262634, 0.3939392864704132, 0.2653060257434845, 0.19266046583652496, 0.5595853924751282, 0.4153004288673401, 0.6060605049133301, 0.30046939849853516, 0.33789944648742676, 0.18905465304851532, 0.2340424805879593, 0.2727271616458893, 0.528846025466919, 0.5963301062583923, 0.46009382605552673, 0.3043477535247803, 0.38834938406944275, 0.49777767062187195, 0.6168223023414612, 0.47747737169265747, 0.12121205776929855, 0.5188678503036499, 0.4043714702129364, 0.4699452221393585, 0.33333322405815125, 0.7181816697120667, 0.5483869910240173, 0.4788731336593628, 0.38461530208587646, 0.2121211439371109, 0.2116401493549347, 0.29951682686805725, 0.3510637581348419, 0.6862744092941284, 0.5829595327377319, 0.4018690288066864, 0.5660375952720642, 0.11881181597709656, 0.3523808717727661, 0.23529404401779175, 0.669999897480011, 0.6915886998176575, 0.21621613204479218, 0.24580998718738556, 0.3459458649158478, 0.19444438815116882, 0.2956520915031433, 0.6981130838394165, 0.3131312429904938, 0.2054053246974945, 0.5352111458778381, 0.4685713052749634, 0.4210525453090668, 0.23469379544258118, 0.4075828194618225, 0.33035704493522644, 0.5321099162101746, 0.23232315480709076, 0.24390234053134918, 0.6759257912635803, 0.4927534759044647, 0.35978829860687256, 0.3350784480571747, 0.26086944341659546, 0.37426888942718506 ], "time": 39.165486976504326, "param": null }, { "epoch": 173, "train_loss": 0.003778057172894478, "val_loss": 3.0538926124572754, "acc": 40.23, "f1": [ 0.6596857309341431, 0.5074625611305237, 0.3251230716705322, 0.2622949779033661, 0.3113206624984741, 0.34234222769737244, 0.3999999165534973, 0.38709667325019836, 0.40609124302864075, 0.49765241146087646, 0.24277448654174805, 0.2891565263271332, 0.367346853017807, 0.31155768036842346, 0.3141360282897949, 0.3465345501899719, 0.45544540882110596, 0.5675674080848694, 0.3367346227169037, 0.28571417927742004, 0.7244896292686462, 0.5191488265991211, 0.3934425115585327, 0.5352111458778381, 0.6451612114906311, 0.26041656732559204, 0.3444443643093109, 0.22105254232883453, 0.6162160634994507, 0.393063485622406, 0.4499998688697815, 0.37563440203666687, 0.32160791754722595, 0.39603951573371887, 0.28571420907974243, 0.23008842766284943, 0.3980098366737366, 0.2526314854621887, 0.20095685124397278, 0.5517240166664124, 0.4222221076488495, 0.6224488615989685, 0.3119265139102936, 0.3119265139102936, 0.17085421085357666, 0.2526314854621887, 0.2643677294254303, 0.5196077227592468, 0.6027396321296692, 0.46153831481933594, 0.2983424663543701, 0.38647329807281494, 0.5155554413795471, 0.6267279982566833, 0.5048542022705078, 0.11042939126491547, 0.5273630023002625, 0.3841806650161743, 0.4812833070755005, 0.33497530221939087, 0.718893826007843, 0.559139609336853, 0.4834122061729431, 0.39106133580207825, 0.21538454294204712, 0.21390368044376373, 0.2976743280887604, 0.3316061198711395, 0.6829267144203186, 0.5882351398468018, 0.4056602716445923, 0.5700933337211609, 0.1256038099527359, 0.33333322405815125, 0.21999992430210114, 0.6699027419090271, 0.6915886998176575, 0.21505369246006012, 0.2444443702697754, 0.35675665736198425, 0.19266046583652496, 0.2904563546180725, 0.7184464335441589, 0.3269230127334595, 0.2288556545972824, 0.5283017754554749, 0.4685713052749634, 0.4331796169281006, 0.23834188282489777, 0.4072396755218506, 0.3290042281150818, 0.5209301114082336, 0.23834188282489777, 0.2514968812465668, 0.6727271676063538, 0.49523797631263733, 0.36458322405815125, 0.3267325758934021, 0.26666656136512756, 0.38150280714035034 ], "time": 39.22682974487543, "param": null }, { "epoch": 174, "train_loss": 0.003674002131447196, "val_loss": 2.794229745864868, "acc": 40.25, "f1": [ 0.6596857309341431, 0.5071768760681152, 0.3091786503791809, 0.2934781610965729, 0.3113206624984741, 0.32432422041893005, 0.40975597500801086, 0.37696322798728943, 0.39795905351638794, 0.5070421695709229, 0.24390234053134918, 0.2906976044178009, 0.36180898547172546, 0.3147207200527191, 0.31914883852005005, 0.3398057222366333, 0.44554442167282104, 0.5607475638389587, 0.33333322405815125, 0.29166659712791443, 0.7064675688743591, 0.5479451417922974, 0.39778995513916016, 0.5358850359916687, 0.639269232749939, 0.23463678359985352, 0.34883710741996765, 0.23076917231082916, 0.6170212030410767, 0.38150280714035034, 0.46534639596939087, 0.3794870972633362, 0.32291656732559204, 0.39603951573371887, 0.30303022265434265, 0.23300965130329132, 0.40641695261001587, 0.25396814942359924, 0.18779337406158447, 0.5599998831748962, 0.4123710095882416, 0.625640869140625, 0.30555546283721924, 0.31775689125061035, 0.19289332628250122, 0.253807008266449, 0.2727271616458893, 0.5096152424812317, 0.5953487157821655, 0.45320188999176025, 0.2999999225139618, 0.39215680956840515, 0.5172412395477295, 0.6197181344032288, 0.488262802362442, 0.1156068742275238, 0.5118482112884521, 0.3841806650161743, 0.47826072573661804, 0.3232322335243225, 0.7181816697120667, 0.5483869910240173, 0.47619035840034485, 0.3999998867511749, 0.2234041839838028, 0.2021275758743286, 0.3069306015968323, 0.3578946590423584, 0.6730768084526062, 0.5945944786071777, 0.4112148582935333, 0.5675674080848694, 0.1365852952003479, 0.3653844892978668, 0.22680403292179108, 0.666666567325592, 0.6952379941940308, 0.22099439799785614, 0.2444443702697754, 0.3487178385257721, 0.20289847254753113, 0.3032785952091217, 0.7219511270523071, 0.3267325758934021, 0.20833326876163483, 0.5233643651008606, 0.4712642431259155, 0.41739121079444885, 0.2256409376859665, 0.41284388303756714, 0.30278873443603516, 0.5248867273330688, 0.24210518598556519, 0.23463678359985352, 0.6727271676063538, 0.4927534759044647, 0.3692306876182556, 0.3131312429904938, 0.27118635177612305, 0.38461530208587646 ], "time": 38.381357999518514, "param": null }, { "epoch": 175, "train_loss": 0.004051374737173319, "val_loss": 2.766392230987549, "acc": 40.09, "f1": [ 0.6772485375404358, 0.5148513317108154, 0.33333322405815125, 0.2793295085430145, 0.30697670578956604, 0.3318776488304138, 0.4179103374481201, 0.3809523284435272, 0.3917524814605713, 0.48803818225860596, 0.2470587193965912, 0.2923975884914398, 0.3478260338306427, 0.3232322335243225, 0.326315701007843, 0.31730762124061584, 0.45320188999176025, 0.5727698802947998, 0.3516482412815094, 0.29743579030036926, 0.7208120226860046, 0.5169490575790405, 0.39560428261756897, 0.5302324295043945, 0.6542055010795593, 0.24418595433235168, 0.3295453190803528, 0.22680403292179108, 0.620320737361908, 0.3908045291900635, 0.44976064562797546, 0.37999987602233887, 0.30392149090766907, 0.3980098366737366, 0.29166659712791443, 0.22321420907974243, 0.3959389626979828, 0.2473117560148239, 0.19266046583652496, 0.5510202646255493, 0.4148934781551361, 0.6030149459838867, 0.30697670578956604, 0.3083699643611908, 0.17391297221183777, 0.24742262065410614, 0.2702701687812805, 0.522612988948822, 0.5936071872711182, 0.44776105880737305, 0.290502667427063, 0.390243798494339, 0.5045044422149658, 0.623255729675293, 0.5074625611305237, 0.1219511553645134, 0.5242717266082764, 0.39548009634017944, 0.4835163354873657, 0.322274774312973, 0.718893826007843, 0.5434780716896057, 0.4811319410800934, 0.39106133580207825, 0.22222213447093964, 0.2234041839838028, 0.3069306015968323, 0.34554967284202576, 0.6859902143478394, 0.6095237135887146, 0.41314542293548584, 0.5648146867752075, 0.12499994039535522, 0.34977567195892334, 0.2167486995458603, 0.666666567325592, 0.6919430494308472, 0.21505369246006012, 0.2404370754957199, 0.35978829860687256, 0.2095237374305725, 0.2959999144077301, 0.7149757146835327, 0.31999990344047546, 0.21999992430210114, 0.5242717266082764, 0.4745761454105377, 0.4259258210659027, 0.23232315480709076, 0.3981899321079254, 0.31441038846969604, 0.5277776718139648, 0.24083760380744934, 0.23204411566257477, 0.6849313974380493, 0.4854367673397064, 0.35602086782455444, 0.32124343514442444, 0.26666656136512756, 0.3793102502822876 ], "time": 38.08431635051966, "param": null }, { "epoch": 176, "train_loss": 0.0036664986982941628, "val_loss": 2.8521785736083984, "acc": 40.31, "f1": [ 0.6701569557189941, 0.5098037719726562, 0.31390124559402466, 0.2797926664352417, 0.3113206624984741, 0.34101372957229614, 0.4183672070503235, 0.38341957330703735, 0.41052618622779846, 0.5049503445625305, 0.2366863340139389, 0.283950537443161, 0.3599999248981476, 0.31632643938064575, 0.3386242389678955, 0.3398057222366333, 0.46231144666671753, 0.5779815316200256, 0.35955044627189636, 0.2872926890850067, 0.7064675688743591, 0.5357142090797424, 0.3783782720565796, 0.5377357006072998, 0.6454544067382812, 0.23204411566257477, 0.34972667694091797, 0.22009563446044922, 0.6195651292800903, 0.37288129329681396, 0.4630540609359741, 0.3703702688217163, 0.3251230716705322, 0.3939392864704132, 0.29292917251586914, 0.21917803585529327, 0.3980098366737366, 0.2526314854621887, 0.19999992847442627, 0.5544553399085999, 0.4042551815509796, 0.5970147848129272, 0.30909082293510437, 0.33333325386047363, 0.1844659447669983, 0.2613064646720886, 0.280898779630661, 0.5118482112884521, 0.6118720173835754, 0.46376800537109375, 0.30851057171821594, 0.3714284896850586, 0.5110130310058594, 0.622641384601593, 0.4953269362449646, 0.1282050609588623, 0.5142855644226074, 0.4108106791973114, 0.4615383446216583, 0.32160791754722595, 0.7281104326248169, 0.5531913042068481, 0.4878047704696655, 0.39130425453186035, 0.22459883987903595, 0.19780214130878448, 0.2999999225139618, 0.33497530221939087, 0.6799998879432678, 0.6018517017364502, 0.42790690064430237, 0.568720281124115, 0.12844030559062958, 0.34449753165245056, 0.22999992966651917, 0.6568626165390015, 0.688372015953064, 0.22797919809818268, 0.2444443702697754, 0.34920626878738403, 0.19626161456108093, 0.2966100871562958, 0.7236180305480957, 0.3299999237060547, 0.23232315480709076, 0.5248867273330688, 0.4685713052749634, 0.42727261781692505, 0.238805890083313, 0.4056602716445923, 0.3274335563182831, 0.5352111458778381, 0.24083760380744934, 0.24277448654174805, 0.6820275187492371, 0.49999988079071045, 0.3636362850666046, 0.3316061198711395, 0.28571417927742004, 0.3636362850666046 ], "time": 39.26062369719148, "param": null }, { "epoch": 177, "train_loss": 0.0035124339628964663, "val_loss": 2.795358419418335, "acc": 40.06, "f1": [ 0.6461536884307861, 0.5096152424812317, 0.31884050369262695, 0.28571420907974243, 0.32352936267852783, 0.3348836302757263, 0.3999999165534973, 0.38341957330703735, 0.4019606411457062, 0.5023695826530457, 0.22093015909194946, 0.30057793855667114, 0.367346853017807, 0.3147207200527191, 0.3141360282897949, 0.336633563041687, 0.43564343452453613, 0.5700933337211609, 0.3350784480571747, 0.2751321792602539, 0.7093595266342163, 0.5169490575790405, 0.37894728779792786, 0.5277776718139648, 0.6543776988983154, 0.2333332598209381, 0.33333322405815125, 0.2211054563522339, 0.6170212030410767, 0.3882351815700531, 0.46534639596939087, 0.36842095851898193, 0.3195875287055969, 0.3880595862865448, 0.306122362613678, 0.23529402911663055, 0.41884803771972656, 0.2404370754957199, 0.19323663413524628, 0.5472635626792908, 0.42162150144577026, 0.6030149459838867, 0.30331745743751526, 0.3211008310317993, 0.18719203770160675, 0.253807008266449, 0.251428484916687, 0.5023695826530457, 0.6046510338783264, 0.45320188999176025, 0.29508185386657715, 0.38095229864120483, 0.5126049518585205, 0.6175113916397095, 0.4905658960342407, 0.11976040154695511, 0.5192306637763977, 0.40659332275390625, 0.45901623368263245, 0.3152708411216736, 0.7272725701332092, 0.5425531268119812, 0.48803818225860596, 0.3936169147491455, 0.21649475395679474, 0.22222214937210083, 0.30097079277038574, 0.34736835956573486, 0.6831682324409485, 0.6046510338783264, 0.41314542293548584, 0.5754715800285339, 0.12380944937467575, 0.3584904372692108, 0.2233501821756363, 0.6699027419090271, 0.6985644102096558, 0.20111726224422455, 0.24137921631336212, 0.35978829860687256, 0.19266046583652496, 0.31451600790023804, 0.7149757146835327, 0.31067952513694763, 0.2094240039587021, 0.525345504283905, 0.4561401903629303, 0.4242423474788666, 0.2256409376859665, 0.4070795178413391, 0.31896543502807617, 0.5161288380622864, 0.24083760380744934, 0.24418595433235168, 0.663461446762085, 0.49746179580688477, 0.36082467436790466, 0.3131312429904938, 0.27118635177612305, 0.3699420988559723 ], "time": 39.17579545918852, "param": null }, { "epoch": 178, "train_loss": 0.0048124101012945175, "val_loss": 2.800363779067993, "acc": 40.18, "f1": [ 0.6564101576805115, 0.5048542022705078, 0.30697670578956604, 0.2681563198566437, 0.31279608607292175, 0.34389129281044006, 0.4137929677963257, 0.38502663373947144, 0.40206170082092285, 0.5024153590202332, 0.23529404401779175, 0.28571417927742004, 0.3592231869697571, 0.3131312429904938, 0.32291656732559204, 0.33816415071487427, 0.4343433380126953, 0.5740739107131958, 0.3459458649158478, 0.2887699604034424, 0.7208120226860046, 0.5244443416595459, 0.39560428261756897, 0.5377357006072998, 0.6513760089874268, 0.2526314854621887, 0.33918121457099915, 0.21999992430210114, 0.6162160634994507, 0.3820223808288574, 0.47236168384552, 0.38541653752326965, 0.3152708411216736, 0.39603951573371887, 0.29787227511405945, 0.22321420907974243, 0.40641695261001587, 0.26804113388061523, 0.19323663413524628, 0.5595853924751282, 0.4153004288673401, 0.6030149459838867, 0.30769219994544983, 0.323809415102005, 0.20289847254753113, 0.24999991059303284, 0.2598869204521179, 0.5217390656471252, 0.5981307029724121, 0.4666665494441986, 0.2999999225139618, 0.38647329807281494, 0.49999988079071045, 0.6203702688217163, 0.4770641028881073, 0.11249993741512299, 0.5142855644226074, 0.38674020767211914, 0.4705881178379059, 0.33816415071487427, 0.7239817380905151, 0.5502644181251526, 0.46788978576660156, 0.3783782720565796, 0.22105254232883453, 0.21319790184497833, 0.29107969999313354, 0.34374991059303284, 0.6862744092941284, 0.6103284358978271, 0.403755784034729, 0.5700481534004211, 0.12499994039535522, 0.36018943786621094, 0.2256409376859665, 0.6699506640434265, 0.6915886998176575, 0.21390368044376373, 0.2485874742269516, 0.35483860969543457, 0.19178074598312378, 0.30578503012657166, 0.7149757146835327, 0.31884050369262695, 0.23469379544258118, 0.5302324295043945, 0.4606740176677704, 0.4177776873111725, 0.2340424805879593, 0.4070795178413391, 0.32599109411239624, 0.5345621109008789, 0.24120594561100006, 0.2424241602420807, 0.6859902143478394, 0.4899998903274536, 0.35416656732559204, 0.3285022974014282, 0.26373615860939026, 0.37499991059303284 ], "time": 39.186730325222015, "param": null }, { "epoch": 179, "train_loss": 0.005535581149160862, "val_loss": 2.9147393703460693, "acc": 40.21, "f1": [ 0.649484395980835, 0.5123152136802673, 0.3253587782382965, 0.2598869204521179, 0.30697670578956604, 0.3274335563182831, 0.4226802885532379, 0.3894736170768738, 0.3999998867511749, 0.49765241146087646, 0.24999991059303284, 0.28048771619796753, 0.3557691276073456, 0.31155768036842346, 0.31914883852005005, 0.33497530221939087, 0.43781083822250366, 0.5754715800285339, 0.3386242389678955, 0.2871793806552887, 0.7282050251960754, 0.5429863333702087, 0.39130425453186035, 0.5277776718139648, 0.6484017372131348, 0.2577318847179413, 0.34883710741996765, 0.22680403292179108, 0.6162160634994507, 0.38150280714035034, 0.46534639596939087, 0.38144323229789734, 0.3152708411216736, 0.40394076704978943, 0.30051806569099426, 0.22119809687137604, 0.39795905351638794, 0.26315781474113464, 0.19417467713356018, 0.5583755373954773, 0.425531804561615, 0.6185566186904907, 0.31428563594818115, 0.31304338574409485, 0.18905465304851532, 0.26395928859710693, 0.2456139326095581, 0.5145629644393921, 0.6153844594955444, 0.43564343452453613, 0.30270257592201233, 0.37558677792549133, 0.5089284181594849, 0.6139533519744873, 0.4792625606060028, 0.11764700710773468, 0.5094338655471802, 0.39784935116767883, 0.48936155438423157, 0.336633563041687, 0.7239817380905151, 0.5445024967193604, 0.4857141971588135, 0.40677958726882935, 0.21874994039535522, 0.2127658873796463, 0.28971952199935913, 0.345177561044693, 0.6831682324409485, 0.590908944606781, 0.3999998867511749, 0.5610858201980591, 0.13084106147289276, 0.3568074107170105, 0.22222216427326202, 0.6601940989494324, 0.6981130838394165, 0.208791121840477, 0.251428484916687, 0.3617020547389984, 0.19444438815116882, 0.3076922297477722, 0.704761803150177, 0.3253587782382965, 0.21568621695041656, 0.5089284181594849, 0.47398826479911804, 0.43243229389190674, 0.24210518598556519, 0.403755784034729, 0.3240739703178406, 0.5283017754554749, 0.23589736223220825, 0.24539868533611298, 0.6759257912635803, 0.4949493706226349, 0.36815908551216125, 0.32804223895072937, 0.27428561449050903, 0.3625729978084564 ], "time": 39.24158129654825, "param": null }, { "epoch": 180, "train_loss": 0.0038837508764117956, "val_loss": 2.7201220989227295, "acc": 40.14, "f1": [ 0.6562498807907104, 0.5076140761375427, 0.30630621314048767, 0.2751321792602539, 0.3119265139102936, 0.33480167388916016, 0.4019606411457062, 0.37696322798728943, 0.4102562665939331, 0.5049503445625305, 0.25301194190979004, 0.29268282651901245, 0.3654821515083313, 0.31632643938064575, 0.3147207200527191, 0.3523315489292145, 0.4646463394165039, 0.5806450843811035, 0.33502528071403503, 0.299465149641037, 0.7064675688743591, 0.5412842631340027, 0.3953487277030945, 0.5277776718139648, 0.639269232749939, 0.2433861643075943, 0.33720916509628296, 0.23041465878486633, 0.609625518321991, 0.3837208151817322, 0.4607841968536377, 0.38541653752326965, 0.3131312429904938, 0.40404030680656433, 0.29126206040382385, 0.20909084379673004, 0.3959389626979828, 0.2378377616405487, 0.19801974296569824, 0.5612244009971619, 0.41269823908805847, 0.6091369390487671, 0.31627896428108215, 0.3111110329627991, 0.17840369045734406, 0.2617800235748291, 0.2424241602420807, 0.5170730352401733, 0.6103284358978271, 0.45544540882110596, 0.29508185386657715, 0.38974347710609436, 0.5021644234657288, 0.6175113916397095, 0.49999988079071045, 0.11042939126491547, 0.5217390656471252, 0.39548009634017944, 0.4756755530834198, 0.32352936267852783, 0.7272725701332092, 0.5543476939201355, 0.4878047704696655, 0.4021162986755371, 0.22680403292179108, 0.21874994039535522, 0.28440356254577637, 0.3399999141693115, 0.6862744092941284, 0.5981307029724121, 0.4075828194618225, 0.5727698802947998, 0.1339712291955948, 0.3568074107170105, 0.22680403292179108, 0.6538460850715637, 0.704761803150177, 0.20833326876163483, 0.23913034796714783, 0.35483860969543457, 0.18957340717315674, 0.3122362196445465, 0.7115383744239807, 0.31884050369262695, 0.23157887160778046, 0.5327101349830627, 0.4699452221393585, 0.4292236268520355, 0.22916659712791443, 0.4090907871723175, 0.31390124559402466, 0.5352111458778381, 0.2371133416891098, 0.23595495522022247, 0.6822428703308105, 0.4976075291633606, 0.3510637581348419, 0.331707239151001, 0.26315781474113464, 0.3529410660266876 ], "time": 39.30390094872564, "param": null }, { "epoch": 181, "train_loss": 0.003728605108335614, "val_loss": 2.8734962940216064, "acc": 40.08, "f1": [ 0.649484395980835, 0.4975123405456543, 0.3318384885787964, 0.2622949779033661, 0.3084111213684082, 0.33027511835098267, 0.40191373229026794, 0.38674020767211914, 0.3999998867511749, 0.5123152136802673, 0.251428484916687, 0.28571417927742004, 0.35748788714408875, 0.30999991297721863, 0.3076922297477722, 0.34482747316360474, 0.44444435834884644, 0.5740739107131958, 0.33502528071403503, 0.29508185386657715, 0.7099998593330383, 0.5221238136291504, 0.40677958726882935, 0.5402842164039612, 0.6396394968032837, 0.25668442249298096, 0.35359105467796326, 0.2243901938199997, 0.6187844276428223, 0.38150280714035034, 0.4585364758968353, 0.36815908551216125, 0.3168315887451172, 0.4081631302833557, 0.30150744318962097, 0.22222214937210083, 0.40394076704978943, 0.2446807622909546, 0.19626161456108093, 0.5555554032325745, 0.42162150144577026, 0.602040708065033, 0.3041473925113678, 0.3148147463798523, 0.1869158148765564, 0.2524271011352539, 0.2485205978155136, 0.5199998617172241, 0.6161136031150818, 0.44221094250679016, 0.29508185386657715, 0.3699999153614044, 0.4978164732456207, 0.6203702688217163, 0.4905658960342407, 0.11464963108301163, 0.5118482112884521, 0.39548009634017944, 0.4731181561946869, 0.3069306015968323, 0.7247704863548279, 0.559139609336853, 0.4811319410800934, 0.38918909430503845, 0.22222213447093964, 0.2099446803331375, 0.3024389147758484, 0.3417084515094757, 0.6889951229095459, 0.6018517017364502, 0.4190475046634674, 0.5607475638389587, 0.1256038099527359, 0.35616424679756165, 0.21782170236110687, 0.666666567325592, 0.6981130838394165, 0.22222214937210083, 0.2430938482284546, 0.3510637581348419, 0.1891890913248062, 0.29508188366889954, 0.7184464335441589, 0.3168315887451172, 0.23529404401779175, 0.5209301114082336, 0.4772725999355316, 0.42290738224983215, 0.2340424805879593, 0.41071420907974243, 0.3196346163749695, 0.5258214473724365, 0.24083760380744934, 0.2430938482284546, 0.6794257164001465, 0.4878047704696655, 0.35416656732559204, 0.326315701007843, 0.2795697748661041, 0.3793102502822876 ], "time": 39.17127161938697, "param": null }, { "epoch": 182, "train_loss": 0.003598785260692239, "val_loss": 2.7933061122894287, "acc": 40.09, "f1": [ 0.6596857309341431, 0.5120771527290344, 0.3228698670864105, 0.2807016372680664, 0.30357134342193604, 0.3470318615436554, 0.41414129734039307, 0.3874344527721405, 0.3979056477546692, 0.5048542022705078, 0.23391805589199066, 0.28048771619796753, 0.35121941566467285, 0.3147207200527191, 0.3179486393928528, 0.33497530221939087, 0.43999987840652466, 0.5714284777641296, 0.3350784480571747, 0.2886596620082855, 0.7128711342811584, 0.5291478633880615, 0.39778995513916016, 0.5418717861175537, 0.639269232749939, 0.24580998718738556, 0.3387977182865143, 0.22857137024402618, 0.6129031181335449, 0.3999998867511749, 0.45918354392051697, 0.38341957330703735, 0.3147207200527191, 0.4020099639892578, 0.30999991297721863, 0.2105262577533722, 0.4021162986755371, 0.24598921835422516, 0.20289847254753113, 0.561576247215271, 0.43678146600723267, 0.6099998950958252, 0.309859037399292, 0.3228698670864105, 0.19047613441944122, 0.2424241602420807, 0.27118635177612305, 0.5167463421821594, 0.5990782380104065, 0.44559577107429504, 0.2888887822628021, 0.38974347710609436, 0.5022025108337402, 0.6197181344032288, 0.4748857021331787, 0.11764698475599289, 0.5118482112884521, 0.3885713219642639, 0.4756755530834198, 0.3091786503791809, 0.7155961990356445, 0.5502644181251526, 0.47222211956977844, 0.4044942855834961, 0.2061854749917984, 0.19565211236476898, 0.29787224531173706, 0.3529410660266876, 0.6796115040779114, 0.6074764728546143, 0.3999998867511749, 0.579439103603363, 0.14150936901569366, 0.3594468832015991, 0.23280414938926697, 0.666666567325592, 0.6985644102096558, 0.21714277565479279, 0.23655906319618225, 0.35051536560058594, 0.1869158148765564, 0.30830031633377075, 0.7014216780662537, 0.3152708411216736, 0.2211054563522339, 0.5384615063667297, 0.4685713052749634, 0.42201822996139526, 0.23529404401779175, 0.4018263518810272, 0.33035704493522644, 0.5283017754554749, 0.23958325386047363, 0.23255808651447296, 0.6756755113601685, 0.488262802362442, 0.34920626878738403, 0.3384614586830139, 0.25945934653282166, 0.3841806650161743 ], "time": 39.16404598206282, "param": null }, { "epoch": 183, "train_loss": 0.003555264323949814, "val_loss": 2.8694276809692383, "acc": 40.1, "f1": [ 0.6701569557189941, 0.5098037719726562, 0.31428563594818115, 0.26666656136512756, 0.30275216698646545, 0.32888880372047424, 0.42051267623901367, 0.39784935116767883, 0.39195966720581055, 0.5048542022705078, 0.251428484916687, 0.2807016372680664, 0.35294109582901, 0.3147207200527191, 0.326315701007843, 0.3398057222366333, 0.4466018080711365, 0.5727270841598511, 0.3555554449558258, 0.29629620909690857, 0.7179486155509949, 0.5281383991241455, 0.38502663373947144, 0.5277776718139648, 0.6367712020874023, 0.2404370754957199, 0.3542855978012085, 0.21782170236110687, 0.6082472205162048, 0.3771427571773529, 0.46999987959861755, 0.3794870972633362, 0.31632643938064575, 0.40206170082092285, 0.29629620909690857, 0.22119809687137604, 0.3979056477546692, 0.2553190290927887, 0.18604646623134613, 0.5685278177261353, 0.40609124302864075, 0.6069650650024414, 0.29906532168388367, 0.3286384046077728, 0.20289847254753113, 0.24489787220954895, 0.2824857831001282, 0.5192306637763977, 0.5963301062583923, 0.44554442167282104, 0.28571420907974243, 0.3980098366737366, 0.49999988079071045, 0.6161136031150818, 0.48401811718940735, 0.1162789985537529, 0.5188678503036499, 0.39548009634017944, 0.46739116311073303, 0.31428563594818115, 0.7214610576629639, 0.5445024967193604, 0.47846877574920654, 0.38674020767211914, 0.21568621695041656, 0.2061854749917984, 0.2938387989997864, 0.3440859317779541, 0.6829267144203186, 0.5925924181938171, 0.4056602716445923, 0.5700933337211609, 0.1194029152393341, 0.36607131361961365, 0.2244897186756134, 0.6766167879104614, 0.6952379941940308, 0.2173912227153778, 0.2444443702697754, 0.3387977182865143, 0.19417467713356018, 0.3039999008178711, 0.7184464335441589, 0.32160791754722595, 0.22105254232883453, 0.5302324295043945, 0.4712642431259155, 0.4260868728160858, 0.23958325386047363, 0.40540531277656555, 0.3167419731616974, 0.5327101349830627, 0.2513660192489624, 0.23391805589199066, 0.6697673201560974, 0.49261072278022766, 0.3369564116001129, 0.3265305161476135, 0.25668442249298096, 0.3636362552642822 ], "time": 38.232391758821905, "param": null }, { "epoch": 184, "train_loss": 0.005849273409694433, "val_loss": 2.743499755859375, "acc": 40.13, "f1": [ 0.6772485375404358, 0.5074625611305237, 0.3167419731616974, 0.2727271616458893, 0.31627896428108215, 0.33179715275764465, 0.40609124302864075, 0.39153432846069336, 0.4162435233592987, 0.4951455295085907, 0.24137921631336212, 0.2906976044178009, 0.35820886492729187, 0.3147207200527191, 0.32291656732559204, 0.3365383446216583, 0.4519229531288147, 0.5860464572906494, 0.345177561044693, 0.29787227511405945, 0.7058822512626648, 0.5405403971672058, 0.39106133580207825, 0.5454544425010681, 0.6396394968032837, 0.23595495522022247, 0.36065563559532166, 0.2403845638036728, 0.6063828468322754, 0.3820223808288574, 0.46999987959861755, 0.38144323229789734, 0.3141360282897949, 0.39583319425582886, 0.29292917251586914, 0.21596238017082214, 0.3979056477546692, 0.251308798789978, 0.18867918848991394, 0.5685278177261353, 0.4198893904685974, 0.5940592885017395, 0.30630621314048767, 0.3363635540008545, 0.1835748255252838, 0.25396814942359924, 0.2643677294254303, 0.5024629235267639, 0.5999999046325684, 0.4585364758968353, 0.27777770161628723, 0.390243798494339, 0.5108224153518677, 0.6190475225448608, 0.5023254752159119, 0.11249993741512299, 0.5217390656471252, 0.4044942855834961, 0.46486473083496094, 0.3179486393928528, 0.7214610576629639, 0.5473682880401611, 0.49019595980644226, 0.39778995513916016, 0.2176164984703064, 0.20689648389816284, 0.29126206040382385, 0.34554967284202576, 0.6826921701431274, 0.590908944606781, 0.415094256401062, 0.5700481534004211, 0.12844030559062958, 0.3568074107170105, 0.2244897186756134, 0.657142698764801, 0.6948355436325073, 0.2116401493549347, 0.24580998718738556, 0.3617020547389984, 0.19444438815116882, 0.304526686668396, 0.7135677337646484, 0.3267325758934021, 0.1989527940750122, 0.5188678503036499, 0.4685713052749634, 0.3999999165534973, 0.23350247740745544, 0.40358731150627136, 0.31623923778533936, 0.5137613415718079, 0.24999991059303284, 0.2430938482284546, 0.6728971004486084, 0.49261072278022766, 0.3510637581348419, 0.3265305161476135, 0.26373615860939026, 0.3657141625881195 ], "time": 39.26337928045541, "param": null }, { "epoch": 185, "train_loss": 0.004086596891283989, "val_loss": 2.809527635574341, "acc": 40.15, "f1": [ 0.6598983407020569, 0.5098037719726562, 0.33179715275764465, 0.2888887822628021, 0.30697670578956604, 0.3364485204219818, 0.4179103374481201, 0.38709667325019836, 0.39583319425582886, 0.4927534759044647, 0.2528734505176544, 0.2923975884914398, 0.3636362850666046, 0.3184078335762024, 0.32432422041893005, 0.3285022974014282, 0.4509802758693695, 0.5714284777641296, 0.36158180236816406, 0.29166659712791443, 0.7208120226860046, 0.5258619785308838, 0.38502663373947144, 0.5454544425010681, 0.6513760089874268, 0.2340424805879593, 0.34254133701324463, 0.23584897816181183, 0.6178008913993835, 0.38888877630233765, 0.4607841968536377, 0.38190943002700806, 0.31155768036842346, 0.39378228783607483, 0.29896897077560425, 0.21296289563179016, 0.39999985694885254, 0.23913034796714783, 0.19047613441944122, 0.5641024112701416, 0.41269823908805847, 0.6030149459838867, 0.3041473925113678, 0.3196346163749695, 0.18090447783470154, 0.2473117560148239, 0.2569831311702728, 0.5073169469833374, 0.6046510338783264, 0.45226117968559265, 0.30270257592201233, 0.37681150436401367, 0.5147678852081299, 0.6132074594497681, 0.492890864610672, 0.12578611075878143, 0.5192306637763977, 0.3820223808288574, 0.4565216302871704, 0.32352936267852783, 0.7214610576629639, 0.5473682880401611, 0.4878047704696655, 0.39325833320617676, 0.2258063703775406, 0.20833326876163483, 0.3047617971897125, 0.3399999141693115, 0.6893202662467957, 0.5963301062583923, 0.415094256401062, 0.5648146867752075, 0.12093015760183334, 0.35748788714408875, 0.2404370754957199, 0.6666665077209473, 0.6915886998176575, 0.2065216600894928, 0.2485874742269516, 0.36649200320243835, 0.1891890913248062, 0.29875513911247253, 0.7093595266342163, 0.32195112109184265, 0.2173912227153778, 0.5302324295043945, 0.4712642431259155, 0.42982450127601624, 0.2256409376859665, 0.3999998867511749, 0.31858399510383606, 0.5277776718139648, 0.24210518598556519, 0.23076915740966797, 0.666666567325592, 0.4976075291633606, 0.3386242389678955, 0.3195875287055969, 0.2702701687812805, 0.3657141625881195 ], "time": 38.45232723746449, "param": null }, { "epoch": 186, "train_loss": 0.004373560193926096, "val_loss": 2.935523748397827, "acc": 40.16, "f1": [ 0.6701029539108276, 0.5221673846244812, 0.3240739703178406, 0.2842104732990265, 0.3049326539039612, 0.33802807331085205, 0.41884803771972656, 0.3794870972633362, 0.4154588282108307, 0.5096152424812317, 0.23529404401779175, 0.283950537443161, 0.34615373611450195, 0.3147207200527191, 0.3265305161476135, 0.3365383446216583, 0.4577113389968872, 0.5741626024246216, 0.3440859317779541, 0.3043477535247803, 0.7164177894592285, 0.5258619785308838, 0.38918909430503845, 0.5402842164039612, 0.6396394968032837, 0.24489787220954895, 0.3409090042114258, 0.2176164984703064, 0.5937498807907104, 0.3882351815700531, 0.45631060004234314, 0.37305691838264465, 0.32124343514442444, 0.3861384987831116, 0.28272244334220886, 0.21198150515556335, 0.40206170082092285, 0.2694299519062042, 0.19230762124061584, 0.5555554032325745, 0.4111110270023346, 0.6185566186904907, 0.3013697862625122, 0.31884050369262695, 0.1844659447669983, 0.24598921835422516, 0.27472516894340515, 0.5145629644393921, 0.6124400496482849, 0.43999987840652466, 0.2888887822628021, 0.39603951573371887, 0.5043476819992065, 0.6255922317504883, 0.4976075291633606, 0.12121205776929855, 0.5213268995285034, 0.38636353611946106, 0.46739116311073303, 0.3203882575035095, 0.7247704863548279, 0.5473682880401611, 0.4811319410800934, 0.4043714702129364, 0.21428564190864563, 0.2094240039587021, 0.3024389147758484, 0.3465345501899719, 0.6796115040779114, 0.5936071872711182, 0.4186045527458191, 0.5714284181594849, 0.1256038099527359, 0.34905651211738586, 0.21782170236110687, 0.6698563694953918, 0.6915886998176575, 0.22459883987903595, 0.24719089269638062, 0.35978829860687256, 0.2095237374305725, 0.30769219994544983, 0.7290639281272888, 0.31999990344047546, 0.23350247740745544, 0.5164318084716797, 0.46242761611938477, 0.4135020077228546, 0.2211054563522339, 0.415094256401062, 0.3111110329627991, 0.5283017754554749, 0.24598921835422516, 0.23463678359985352, 0.6698111891746521, 0.4878047704696655, 0.34554967284202576, 0.32291656732559204, 0.27472516894340515, 0.3678159713745117 ], "time": 39.27787515800446, "param": null }, { "epoch": 187, "train_loss": 0.003842724487185478, "val_loss": 2.802406072616577, "acc": 40.3, "f1": [ 0.6461536884307861, 0.5170730352401733, 0.3152708411216736, 0.2780747711658478, 0.31730762124061584, 0.3376622498035431, 0.40999990701675415, 0.38341957330703735, 0.4059404730796814, 0.4903845191001892, 0.23255808651447296, 0.2976189851760864, 0.36180898547172546, 0.3131312429904938, 0.32804223895072937, 0.35416656732559204, 0.4545453190803528, 0.5700933337211609, 0.3402060866355896, 0.29629620909690857, 0.7099998593330383, 0.5357142090797424, 0.3957218527793884, 0.5327101349830627, 0.6451612114906311, 0.24870456755161285, 0.3444443643093109, 0.23115570843219757, 0.6229507327079773, 0.3793102502822876, 0.45631060004234314, 0.37499991059303284, 0.32820504903793335, 0.39999985694885254, 0.30769219994544983, 0.2262442708015442, 0.39378228783607483, 0.26041656732559204, 0.19534875452518463, 0.5643563270568848, 0.43715834617614746, 0.6099998950958252, 0.31050220131874084, 0.321428507566452, 0.19323663413524628, 0.2580644488334656, 0.27428561449050903, 0.5145629644393921, 0.5963301062583923, 0.4585364758968353, 0.3016759157180786, 0.3980098366737366, 0.5089284181594849, 0.6168223023414612, 0.4905658960342407, 0.11249993741512299, 0.5142855644226074, 0.39106133580207825, 0.46808499097824097, 0.32075464725494385, 0.7272725701332092, 0.5502644181251526, 0.4878047704696655, 0.39548009634017944, 0.22459883987903595, 0.2176164984703064, 0.30150744318962097, 0.3350784480571747, 0.696078360080719, 0.5936071872711182, 0.3999998867511749, 0.5714284777641296, 0.12612608075141907, 0.3594468832015991, 0.23529404401779175, 0.6634145379066467, 0.6919430494308472, 0.22099439799785614, 0.2378377616405487, 0.36649200320243835, 0.19266046583652496, 0.30522075295448303, 0.7115383744239807, 0.3152708411216736, 0.21390368044376373, 0.5225224494934082, 0.47398826479911804, 0.43243229389190674, 0.23157887160778046, 0.4052862524986267, 0.3217390477657318, 0.5225224494934082, 0.23958325386047363, 0.24539868533611298, 0.6764704585075378, 0.49261072278022766, 0.36269423365592957, 0.3285022974014282, 0.2681563198566437, 0.3699420988559723 ], "time": 38.26377976126969, "param": null }, { "epoch": 188, "train_loss": 0.0036430261097848415, "val_loss": 2.781892776489258, "acc": 40.16, "f1": [ 0.6734693050384521, 0.4950493574142456, 0.3267325758934021, 0.2673795819282532, 0.30275216698646545, 0.34123215079307556, 0.4226802885532379, 0.3809523284435272, 0.3917524814605713, 0.49999988079071045, 0.23728805780410767, 0.2873562276363373, 0.3495144844055176, 0.30541861057281494, 0.32978713512420654, 0.3348836302757263, 0.4411763548851013, 0.5550238490104675, 0.3440859317779541, 0.3050846457481384, 0.7244896292686462, 0.5357142090797424, 0.3809523284435272, 0.5233643651008606, 0.6396394968032837, 0.2553190290927887, 0.3444443643093109, 0.22772268950939178, 0.609625518321991, 0.3837208151817322, 0.46999987959861755, 0.38341957330703735, 0.3152708411216736, 0.38775497674942017, 0.28571420907974243, 0.22325573861598969, 0.38974347710609436, 0.2713567018508911, 0.1935483068227768, 0.5714284181594849, 0.4210525155067444, 0.6153844594955444, 0.31067952513694763, 0.3272726535797119, 0.18719203770160675, 0.2526314854621887, 0.2643677294254303, 0.5217390656471252, 0.6132074594497681, 0.4599998891353607, 0.280898779630661, 0.3842363655567169, 0.517857015132904, 0.6310677528381348, 0.492890864610672, 0.11764698475599289, 0.5242717266082764, 0.40641695261001587, 0.4756755530834198, 0.31428563594818115, 0.7214610576629639, 0.5445024967193604, 0.47393354773521423, 0.39778995513916016, 0.21649475395679474, 0.2116401493549347, 0.2938387989997864, 0.3523315489292145, 0.6926827430725098, 0.5990782380104065, 0.415094256401062, 0.5781989693641663, 0.13145533204078674, 0.33816415071487427, 0.21999992430210114, 0.6764704585075378, 0.6952379941940308, 0.20765019953250885, 0.2444443702697754, 0.35897424817085266, 0.18867918848991394, 0.30278873443603516, 0.7149757146835327, 0.3152708411216736, 0.24615377187728882, 0.5302324295043945, 0.45810040831565857, 0.42477864027023315, 0.23232315480709076, 0.4036695957183838, 0.32034626603126526, 0.5308055877685547, 0.24870456755161285, 0.2485205978155136, 0.6604650020599365, 0.49756085872650146, 0.35416656732559204, 0.3299999237060547, 0.26519328355789185, 0.3636362552642822 ], "time": 39.23125304095447, "param": null }, { "epoch": 189, "train_loss": 0.0037620316725224257, "val_loss": 2.6222996711730957, "acc": 40.14, "f1": [ 0.6632652282714844, 0.49999988079071045, 0.3084111213684082, 0.24580998718738556, 0.31279608607292175, 0.34389129281044006, 0.4183672070503235, 0.38341957330703735, 0.42051267623901367, 0.492890864610672, 0.23391805589199066, 0.28415289521217346, 0.3428570628166199, 0.3131312429904938, 0.3316061198711395, 0.3414633274078369, 0.4236452281475067, 0.579439103603363, 0.3529410660266876, 0.30107519030570984, 0.7058822512626648, 0.5405403971672058, 0.3841806650161743, 0.5410627126693726, 0.6311109066009521, 0.2446807622909546, 0.35359105467796326, 0.24390237033367157, 0.6162160634994507, 0.3885713219642639, 0.45685264468193054, 0.36649200320243835, 0.3147207200527191, 0.4123710095882416, 0.2944161295890808, 0.24390237033367157, 0.3979056477546692, 0.2727271616458893, 0.19417467713356018, 0.5699480772018433, 0.4183672070503235, 0.6039602756500244, 0.3084111213684082, 0.33333322405815125, 0.1844659447669983, 0.2526314854621887, 0.2424241602420807, 0.5096152424812317, 0.587719202041626, 0.44554442167282104, 0.280898779630661, 0.3940885663032532, 0.5108224153518677, 0.6341462135314941, 0.4711109697818756, 0.11764698475599289, 0.5167463421821594, 0.4088396728038788, 0.47619032859802246, 0.31632643938064575, 0.7214610576629639, 0.5531913042068481, 0.47222211956977844, 0.38674020767211914, 0.22222213447093964, 0.210526242852211, 0.2870812714099884, 0.35416656732559204, 0.6764704585075378, 0.5919281840324402, 0.4075828194618225, 0.5765764713287354, 0.12745091319084167, 0.3540668785572052, 0.2167486995458603, 0.6509432196617126, 0.6952379941940308, 0.22916659712791443, 0.24580998718738556, 0.34972667694091797, 0.18867918848991394, 0.29803910851478577, 0.7128711342811584, 0.31884050369262695, 0.2121211439371109, 0.5242717266082764, 0.45238080620765686, 0.41379299759864807, 0.2371133416891098, 0.41666656732559204, 0.3287670314311981, 0.5233643651008606, 0.24083760380744934, 0.22727267444133759, 0.6886791586875916, 0.4878047704696655, 0.35602086782455444, 0.3248729705810547, 0.27428561449050903, 0.38888877630233765 ], "time": 39.18865329120308, "param": null }, { "epoch": 190, "train_loss": 0.005830402486026287, "val_loss": 2.6962506771087646, "acc": 39.99, "f1": [ 0.6528496146202087, 0.5098037719726562, 0.33333322405815125, 0.25730982422828674, 0.2972972095012665, 0.33027511835098267, 0.3999998867511749, 0.3794870972633362, 0.40206170082092285, 0.5023695826530457, 0.22619038820266724, 0.27380943298339844, 0.3428570628166199, 0.31632643938064575, 0.31632643938064575, 0.3517586886882782, 0.4365480840206146, 0.5663716197013855, 0.33684200048446655, 0.29885047674179077, 0.7263681292533875, 0.5412842631340027, 0.39130425453186035, 0.5454544425010681, 0.6454544067382812, 0.23655906319618225, 0.3440859317779541, 0.22321420907974243, 0.6263735294342041, 0.37426888942718506, 0.46153831481933594, 0.3636362552642822, 0.3184078335762024, 0.40404030680656433, 0.2901553809642792, 0.2262442708015442, 0.39378228783607483, 0.23280414938926697, 0.1935483068227768, 0.5595853924751282, 0.43333321809768677, 0.6161615252494812, 0.3022221326828003, 0.3271027207374573, 0.18811874091625214, 0.251308798789978, 0.25730982422828674, 0.5120771527290344, 0.6124400496482849, 0.44444435834884644, 0.28571417927742004, 0.37999987602233887, 0.5132741928100586, 0.6197181344032288, 0.492890864610672, 0.11180117726325989, 0.5170730352401733, 0.39106133580207825, 0.4725273549556732, 0.3203882575035095, 0.7214610576629639, 0.5531913042068481, 0.47222211956977844, 0.39106133580207825, 0.21538454294204712, 0.20765019953250885, 0.29951682686805725, 0.3399999141693115, 0.6862744092941284, 0.5972849726676941, 0.41666656732559204, 0.5674417018890381, 0.13698625564575195, 0.3482586145401001, 0.21568621695041656, 0.6635069251060486, 0.6896550059318542, 0.22916659712791443, 0.24175815284252167, 0.35675665736198425, 0.20175431668758392, 0.304526686668396, 0.7115383744239807, 0.31372541189193726, 0.20833326876163483, 0.5277776718139648, 0.47674402594566345, 0.4085105359554291, 0.2340424805879593, 0.4090907871723175, 0.31623923778533936, 0.5229355692863464, 0.251308798789978, 0.23809516429901123, 0.6698563694953918, 0.4854367673397064, 0.36082467436790466, 0.32124343514442444, 0.27118635177612305, 0.38674020767211914 ], "time": 39.31188508309424, "param": null }, { "epoch": 191, "train_loss": 0.00362452887929976, "val_loss": 2.8760409355163574, "acc": 40.23, "f1": [ 0.6701569557189941, 0.5048542022705078, 0.3091786503791809, 0.28260859847068787, 0.3168315887451172, 0.3364485204219818, 0.41666656732559204, 0.3979056477546692, 0.4041449725627899, 0.4857141971588135, 0.262857049703598, 0.28402355313301086, 0.3699999153614044, 0.3147207200527191, 0.32989683747291565, 0.3482586145401001, 0.4507041275501251, 0.5791853666305542, 0.34920626878738403, 0.28415289521217346, 0.7244896292686462, 0.5281383991241455, 0.38461530208587646, 0.5377357006072998, 0.6396394968032837, 0.24210518598556519, 0.3411763310432434, 0.21874994039535522, 0.6263735294342041, 0.38596484065055847, 0.45544540882110596, 0.37305691838264465, 0.3265305161476135, 0.3917524814605713, 0.30392149090766907, 0.23008842766284943, 0.39378228783607483, 0.25668442249298096, 0.19138747453689575, 0.5555554032325745, 0.41269823908805847, 0.6138612627983093, 0.30697670578956604, 0.321428507566452, 0.19801974296569824, 0.24615377187728882, 0.27428561449050903, 0.5242717266082764, 0.6063346862792969, 0.4509802758693695, 0.3060108423233032, 0.3846152722835541, 0.5045044422149658, 0.6341462135314941, 0.48598119616508484, 0.11834313720464706, 0.5221673846244812, 0.4111110270023346, 0.4705881178379059, 0.331707239151001, 0.7281104326248169, 0.5445024967193604, 0.4744184911251068, 0.3977271616458893, 0.22222213447093964, 0.19251330196857452, 0.2976743280887604, 0.34343424439430237, 0.6764704585075378, 0.5714285373687744, 0.4093022048473358, 0.5688071846961975, 0.12621353566646576, 0.36448585987091064, 0.22222216427326202, 0.6603772640228271, 0.6666665077209473, 0.228260800242424, 0.23463678359985352, 0.35483860969543457, 0.19178074598312378, 0.29875513911247253, 0.7164177894592285, 0.3121950626373291, 0.2072538137435913, 0.5277776718139648, 0.4588233530521393, 0.4210525453090668, 0.239999920129776, 0.4036695957183838, 0.3231440484523773, 0.5296802520751953, 0.23834188282489777, 0.25157222151756287, 0.6930691599845886, 0.48803818225860596, 0.36559128761291504, 0.33333322405815125, 0.26455017924308777, 0.36904752254486084 ], "time": 37.75886773876846, "param": null }, { "epoch": 192, "train_loss": 0.0038921446539461613, "val_loss": 2.930506467819214, "acc": 40.14, "f1": [ 0.6735749840736389, 0.5123152136802673, 0.31627896428108215, 0.24598921835422516, 0.30555546283721924, 0.33333325386047363, 0.3959389626979828, 0.38144323229789734, 0.4081631302833557, 0.5098037719726562, 0.23529404401779175, 0.28571417927742004, 0.3599999248981476, 0.3179486393928528, 0.3147207200527191, 0.3398057222366333, 0.4410255253314972, 0.5585584044456482, 0.33684200048446655, 0.29629620909690857, 0.7142855525016785, 0.5327510237693787, 0.3894736170768738, 0.5277776718139648, 0.6454544067382812, 0.23280414938926697, 0.33720916509628296, 0.2234041839838028, 0.5979380011558533, 0.3905324339866638, 0.46534639596939087, 0.3723403513431549, 0.3168315887451172, 0.4041449725627899, 0.2842104732990265, 0.2202642410993576, 0.4020099639892578, 0.24999991059303284, 0.18999992311000824, 0.5685278177261353, 0.4090908467769623, 0.6091369390487671, 0.3148147463798523, 0.33492809534072876, 0.19095470011234283, 0.2513660192489624, 0.27428561449050903, 0.5120771527290344, 0.6206895112991333, 0.4688993990421295, 0.31249991059303284, 0.3980098366737366, 0.5110130310058594, 0.6315788626670837, 0.488262802362442, 0.10909084975719452, 0.5145629644393921, 0.39778995513916016, 0.4808742105960846, 0.3301886022090912, 0.7214610576629639, 0.5531913042068481, 0.47004595398902893, 0.39778995513916016, 0.21319790184497833, 0.21621613204479218, 0.30331745743751526, 0.33502528071403503, 0.6730768084526062, 0.6046510338783264, 0.41474640369415283, 0.5660375952720642, 0.1282050758600235, 0.36111101508140564, 0.23232315480709076, 0.6802029013633728, 0.6854459643363953, 0.23280414938926697, 0.23728805780410767, 0.34554967284202576, 0.1866665780544281, 0.2999999523162842, 0.7115383744239807, 0.3168315887451172, 0.23469379544258118, 0.5277776718139648, 0.48314592242240906, 0.4266665577888489, 0.22916659712791443, 0.4077668786048889, 0.31168824434280396, 0.5185183882713318, 0.24083760380744934, 0.2470587193965912, 0.6760562062263489, 0.49261072278022766, 0.35532984137535095, 0.3316582143306732, 0.2702701687812805, 0.37288129329681396 ], "time": 39.261747596785426, "param": null }, { "epoch": 193, "train_loss": 0.003689093515276909, "val_loss": 2.7965030670166016, "acc": 40.09, "f1": [ 0.6632652282714844, 0.5024153590202332, 0.32352936267852783, 0.27428561449050903, 0.3152708411216736, 0.3348415493965149, 0.40999990701675415, 0.38541653752326965, 0.4020099639892578, 0.5023695826530457, 0.22988496720790863, 0.28235283493995667, 0.35532984137535095, 0.3147207200527191, 0.32291656732559204, 0.32558128237724304, 0.43216070532798767, 0.5779815316200256, 0.3316061198711395, 0.28260859847068787, 0.7208120226860046, 0.5286343097686768, 0.3934425115585327, 0.5428570508956909, 0.6425337791442871, 0.251428484916687, 0.3389829397201538, 0.22999992966651917, 0.609625518321991, 0.37499991059303284, 0.4630540609359741, 0.36815908551216125, 0.30999991297721863, 0.38775497674942017, 0.29629620909690857, 0.22935770452022552, 0.4042551815509796, 0.25274714827537537, 0.19801974296569824, 0.5699480772018433, 0.41935470700263977, 0.5999999046325684, 0.30046939849853516, 0.33333322405815125, 0.18274106085300446, 0.2536584436893463, 0.2528734505176544, 0.5192306637763977, 0.6132074594497681, 0.46376800537109375, 0.29189181327819824, 0.37735840678215027, 0.49999988079071045, 0.6310677528381348, 0.4905658960342407, 0.11464963108301163, 0.5167463421821594, 0.39548009634017944, 0.46808499097824097, 0.3271027207374573, 0.718893826007843, 0.5473682880401611, 0.4657532870769501, 0.3934425115585327, 0.22222213447093964, 0.2173912227153778, 0.28846150636672974, 0.34374991059303284, 0.6829267144203186, 0.6074764728546143, 0.4112148582935333, 0.5674417018890381, 0.13100433349609375, 0.3669723868370056, 0.21782170236110687, 0.6699506640434265, 0.6919430494308472, 0.21505369246006012, 0.24999991059303284, 0.36458322405815125, 0.19534875452518463, 0.3039999008178711, 0.7184464335441589, 0.3184078335762024, 0.23834188282489777, 0.5233643651008606, 0.46242761611938477, 0.42982450127601624, 0.23232315480709076, 0.3926939368247986, 0.31999990344047546, 0.5233643651008606, 0.24489787220954895, 0.23728805780410767, 0.6666665077209473, 0.49261072278022766, 0.33684200048446655, 0.3203882575035095, 0.2681563198566437, 0.3657141625881195 ], "time": 38.56147252488881, "param": null }, { "epoch": 194, "train_loss": 0.005344809964299202, "val_loss": 2.9975786209106445, "acc": 40.21, "f1": [ 0.6530610918998718, 0.5049503445625305, 0.3203882575035095, 0.28272244334220886, 0.3121950626373291, 0.3394494354724884, 0.41414129734039307, 0.38578668236732483, 0.4102562665939331, 0.488262802362442, 0.2366863340139389, 0.278787761926651, 0.3654821515083313, 0.32160791754722595, 0.3141360282897949, 0.32558128237724304, 0.46601933240890503, 0.563380241394043, 0.3419688045978546, 0.28723397850990295, 0.7064675688743591, 0.5213673710823059, 0.4090908467769623, 0.5428570508956909, 0.6484017372131348, 0.24742262065410614, 0.3463686406612396, 0.2376236915588379, 0.613756537437439, 0.3905324339866638, 0.45320188999176025, 0.36649200320243835, 0.31999990344047546, 0.3917524814605713, 0.28571420907974243, 0.2264150083065033, 0.3959389626979828, 0.2727271616458893, 0.19801974296569824, 0.5641024112701416, 0.4248703718185425, 0.6009851098060608, 0.3133639991283417, 0.3271027207374573, 0.20487797260284424, 0.24870456755161285, 0.2658958435058594, 0.5196077227592468, 0.5982142090797424, 0.43781083822250366, 0.29508185386657715, 0.38647329807281494, 0.5022420287132263, 0.622641384601593, 0.4748857021331787, 0.11180117726325989, 0.5242717266082764, 0.3999998867511749, 0.4756755530834198, 0.32195112109184265, 0.7214610576629639, 0.5531913042068481, 0.4694834351539612, 0.4046241343021393, 0.21649475395679474, 0.2021275758743286, 0.31155768036842346, 0.3419688045978546, 0.6862744092941284, 0.590908944606781, 0.40579700469970703, 0.5700933337211609, 0.12440184503793716, 0.3587442934513092, 0.23157887160778046, 0.6570047736167908, 0.6886791586875916, 0.21978014707565308, 0.23529404401779175, 0.35675665736198425, 0.19004517793655396, 0.3089430034160614, 0.7184464335441589, 0.32195112109184265, 0.20895515382289886, 0.5238093733787537, 0.4799998700618744, 0.42857131361961365, 0.23469379544258118, 0.403755784034729, 0.33035704493522644, 0.5090908408164978, 0.253807008266449, 0.24539868533611298, 0.6796115040779114, 0.4903845191001892, 0.35978829860687256, 0.3300969898700714, 0.2622949779033661, 0.38674020767211914 ], "time": 39.338939438574016, "param": null }, { "epoch": 195, "train_loss": 0.00386658008210361, "val_loss": 2.7984001636505127, "acc": 40.11, "f1": [ 0.6598983407020569, 0.5071768760681152, 0.3179486393928528, 0.2588233947753906, 0.30555546283721924, 0.34101372957229614, 0.39805811643600464, 0.3838382363319397, 0.40609124302864075, 0.49999988079071045, 0.21428564190864563, 0.2807016372680664, 0.34449753165245056, 0.30456843972206116, 0.33333325386047363, 0.32258057594299316, 0.4343433380126953, 0.5610858201980591, 0.34042540192604065, 0.29189181327819824, 0.7156862020492554, 0.5244443416595459, 0.3999999165534973, 0.5308055877685547, 0.6543776988983154, 0.2433861643075943, 0.3260868787765503, 0.21999992430210114, 0.6162160634994507, 0.3793102502822876, 0.467661589384079, 0.3699999153614044, 0.31632643938064575, 0.39583319425582886, 0.306122362613678, 0.22935770452022552, 0.39795905351638794, 0.26666656136512756, 0.1951218843460083, 0.5641024112701416, 0.4293783903121948, 0.619289219379425, 0.30621999502182007, 0.3253587782382965, 0.18274106085300446, 0.24875615537166595, 0.2470587193965912, 0.5120771527290344, 0.6046510338783264, 0.45595842599868774, 0.30107519030570984, 0.3823528587818146, 0.5132741928100586, 0.6063346862792969, 0.4792625606060028, 0.11612897366285324, 0.5142855644226074, 0.38461530208587646, 0.4812833070755005, 0.30999991297721863, 0.7214610576629639, 0.559139609336853, 0.46788978576660156, 0.39130425453186035, 0.21874994039535522, 0.22459883987903595, 0.2898550033569336, 0.37158459424972534, 0.696078360080719, 0.6074764728546143, 0.4205606281757355, 0.5607475638389587, 0.13131305575370789, 0.3465345501899719, 0.21782170236110687, 0.663461446762085, 0.6822428703308105, 0.21978014707565308, 0.24137921631336212, 0.36559128761291504, 0.1843317300081253, 0.3146066665649414, 0.7219511270523071, 0.31730762124061584, 0.2403845638036728, 0.5229355692863464, 0.4561401903629303, 0.4120170772075653, 0.23469379544258118, 0.4036695957183838, 0.3175964951515198, 0.525345504283905, 0.24999991059303284, 0.24137921631336212, 0.6796115040779114, 0.49019595980644226, 0.35897424817085266, 0.32160791754722595, 0.2696628272533417, 0.3841806650161743 ], "time": 39.46271382179111, "param": null }, { "epoch": 196, "train_loss": 0.0038088602013885975, "val_loss": 3.1165521144866943, "acc": 40.04, "f1": [ 0.6666665077209473, 0.5208331942558289, 0.3113206624984741, 0.282828152179718, 0.29824554920196533, 0.3364485204219818, 0.40796008706092834, 0.38502663373947144, 0.4123710095882416, 0.4834122061729431, 0.2208588421344757, 0.28402355313301086, 0.3654821515083313, 0.32160791754722595, 0.31249991059303284, 0.31730762124061584, 0.43999987840652466, 0.5631066560745239, 0.3516482412815094, 0.2783504128456116, 0.7029701471328735, 0.5429863333702087, 0.3934425115585327, 0.5377357006072998, 0.6425337791442871, 0.24719089269638062, 0.3516482412815094, 0.2243901938199997, 0.6105261445045471, 0.3841806650161743, 0.45631060004234314, 0.3743841052055359, 0.31632643938064575, 0.39583319425582886, 0.28571420907974243, 0.2264150083065033, 0.39999985694885254, 0.28712859749794006, 0.18779337406158447, 0.5435895919799805, 0.4123710095882416, 0.5999999046325684, 0.29906532168388367, 0.3364485204219818, 0.1855669468641281, 0.25125616788864136, 0.2485205978155136, 0.5170730352401733, 0.6008967757225037, 0.45320188999176025, 0.2983424663543701, 0.3846152722835541, 0.5064376592636108, 0.6197181344032288, 0.492890864610672, 0.12422355264425278, 0.5192306637763977, 0.38674020767211914, 0.4659089744091034, 0.3147207200527191, 0.7123286128044128, 0.5502644181251526, 0.4834122061729431, 0.38502663373947144, 0.2099999338388443, 0.20765019953250885, 0.3196346163749695, 0.336633563041687, 0.6766167879104614, 0.5829595327377319, 0.41314542293548584, 0.562211811542511, 0.12682920694351196, 0.3474177420139313, 0.22797919809818268, 0.6699506640434265, 0.6886791586875916, 0.2127658873796463, 0.2333332598209381, 0.34920626878738403, 0.19266046583652496, 0.3037974238395691, 0.7219511270523071, 0.32195112109184265, 0.210526242852211, 0.5410627126693726, 0.4606740176677704, 0.4206008017063141, 0.23350247740745544, 0.3999998867511749, 0.32599109411239624, 0.5384615063667297, 0.23958325386047363, 0.2528734505176544, 0.672810971736908, 0.4951455295085907, 0.34920626878738403, 0.3399999141693115, 0.26519328355789185, 0.3798881769180298 ], "time": 39.595922131091356, "param": null }, { "epoch": 197, "train_loss": 0.003821857739239931, "val_loss": 2.877858877182007, "acc": 39.99, "f1": [ 0.6596857309341431, 0.5070421695709229, 0.30769219994544983, 0.2702701687812805, 0.3049326539039612, 0.33333325386047363, 0.40206170082092285, 0.38541653752326965, 0.4059404730796814, 0.488262802362442, 0.22619038820266724, 0.29213473200798035, 0.3692306876182556, 0.31632643938064575, 0.3315507173538208, 0.3285022974014282, 0.44670039415359497, 0.5560973882675171, 0.3575417995452881, 0.30051806569099426, 0.7070705890655518, 0.5083332657814026, 0.39130425453186035, 0.5358850359916687, 0.6425337791442871, 0.23913034796714783, 0.3516482412815094, 0.239999920129776, 0.6270268559455872, 0.37777766585350037, 0.4476189613342285, 0.36842095851898193, 0.3084576427936554, 0.38775497674942017, 0.2959182858467102, 0.22222214937210083, 0.4019606411457062, 0.24999991059303284, 0.19999992847442627, 0.5482232570648193, 0.4148934781551361, 0.6060605049133301, 0.31050220131874084, 0.3133639991283417, 0.18274106085300446, 0.23958325386047363, 0.2584269046783447, 0.5024153590202332, 0.6018517017364502, 0.4630540609359741, 0.29508185386657715, 0.3899998664855957, 0.50862056016922, 0.6285713315010071, 0.4907405972480774, 0.1226993277668953, 0.5217390656471252, 0.3885713219642639, 0.46486473083496094, 0.31730762124061584, 0.722222089767456, 0.5513511896133423, 0.48039206862449646, 0.38888877630233765, 0.2233501821756363, 0.22459883987903595, 0.30331745743751526, 0.34920626878738403, 0.6865670084953308, 0.5882351398468018, 0.38834938406944275, 0.579710066318512, 0.1142856553196907, 0.3594468832015991, 0.2233501821756363, 0.6602869629859924, 0.6981130838394165, 0.22459883987903595, 0.24580998718738556, 0.3586955666542053, 0.1971830278635025, 0.31355923414230347, 0.7192116975784302, 0.3316582143306732, 0.208791121840477, 0.5137613415718079, 0.4632767140865326, 0.41666656732559204, 0.23469379544258118, 0.4075828194618225, 0.31441038846969604, 0.5402842164039612, 0.23958325386047363, 0.239999920129776, 0.6760562062263489, 0.4903845191001892, 0.33684200048446655, 0.32989683747291565, 0.25945934653282166, 0.3699420988559723 ], "time": 39.767335437238216, "param": null }, { "epoch": 198, "train_loss": 0.003606109879910946, "val_loss": 2.7628612518310547, "acc": 40.19, "f1": [ 0.6666665077209473, 0.5048542022705078, 0.32258057594299316, 0.28272244334220886, 0.31775689125061035, 0.33802807331085205, 0.4102562665939331, 0.38709667325019836, 0.38775497674942017, 0.5118482112884521, 0.2485205978155136, 0.2890172600746155, 0.3599999248981476, 0.3147207200527191, 0.32989683747291565, 0.3211008310317993, 0.4499998688697815, 0.5767440795898438, 0.3575417995452881, 0.2736841142177582, 0.7282050251960754, 0.5194804668426514, 0.3809523284435272, 0.5454544425010681, 0.6396394968032837, 0.25274714827537537, 0.3502824008464813, 0.2347417026758194, 0.6145831942558289, 0.3841806650161743, 0.4577113389968872, 0.3699999153614044, 0.32160791754722595, 0.3899998664855957, 0.29166659712791443, 0.2062779664993286, 0.4019606411457062, 0.26315781474113464, 0.19444438815116882, 0.5502644181251526, 0.4248703718185425, 0.5970147848129272, 0.30621999502182007, 0.31818172335624695, 0.19791658222675323, 0.24999991059303284, 0.262857049703598, 0.5099998712539673, 0.6161136031150818, 0.45544540882110596, 0.30270257592201233, 0.38497641682624817, 0.5021644234657288, 0.6197181344032288, 0.492890864610672, 0.12121205776929855, 0.5070421695709229, 0.3885713219642639, 0.4615383446216583, 0.31730762124061584, 0.7214610576629639, 0.5561496019363403, 0.4857141971588135, 0.3934425115585327, 0.22950810194015503, 0.20765019953250885, 0.3069306015968323, 0.35897424817085266, 0.6635069251060486, 0.6018517017364502, 0.4170615077018738, 0.5714284181594849, 0.12871280312538147, 0.3677128851413727, 0.2244897186756134, 0.6699027419090271, 0.6952379941940308, 0.2234041839838028, 0.23595495522022247, 0.35978829860687256, 0.2018347978591919, 0.3096233606338501, 0.7184464335441589, 0.31372541189193726, 0.21319790184497833, 0.5326631665229797, 0.4678361415863037, 0.41739121079444885, 0.23834188282489777, 0.3999998867511749, 0.31531521677970886, 0.5205478072166443, 0.24210518598556519, 0.2312137931585312, 0.6729856729507446, 0.4927534759044647, 0.34554967284202576, 0.326315701007843, 0.27472516894340515, 0.3771427571773529 ], "time": 39.04450930748135, "param": null }, { "epoch": 199, "train_loss": 0.005376559216529131, "val_loss": 2.7138724327087402, "acc": 40.01, "f1": [ 0.6596857309341431, 0.5199998617172241, 0.3203882575035095, 0.2780747711658478, 0.2976743280887604, 0.33027511835098267, 0.4120602011680603, 0.37894728779792786, 0.3939392864704132, 0.4927534759044647, 0.24418595433235168, 0.30409345030784607, 0.35820886492729187, 0.30999991297721863, 0.3152172863483429, 0.3402060866355896, 0.4299998879432678, 0.5754715800285339, 0.34224584698677063, 0.29787227511405945, 0.7244896292686462, 0.5363634824752808, 0.38502663373947144, 0.5436891913414001, 0.6425337791442871, 0.23529404401779175, 0.3369564116001129, 0.23655906319618225, 0.6162160634994507, 0.38596484065055847, 0.4585364758968353, 0.38775497674942017, 0.324607253074646, 0.38578668236732483, 0.2941175699234009, 0.21904754638671875, 0.4042551815509796, 0.2783504128456116, 0.19642849266529083, 0.5555554032325745, 0.413043349981308, 0.5951218605041504, 0.31050220131874084, 0.322274774312973, 0.17435890436172485, 0.2424241602420807, 0.251428484916687, 0.5170730352401733, 0.5955554842948914, 0.44444435834884644, 0.2793295085430145, 0.37864065170288086, 0.5110130310058594, 0.6315788626670837, 0.48598119616508484, 0.11049716919660568, 0.5320196151733398, 0.3885713219642639, 0.4731181561946869, 0.30541861057281494, 0.7247704863548279, 0.5405403971672058, 0.46788978576660156, 0.38541653752326965, 0.21390368044376373, 0.2333332598209381, 0.292035311460495, 0.35978829860687256, 0.6956520080566406, 0.5855854153633118, 0.403755784034729, 0.5714284777641296, 0.11926598846912384, 0.34123215079307556, 0.2167486995458603, 0.6732671856880188, 0.7014216780662537, 0.21857915818691254, 0.2430938482284546, 0.3523315489292145, 0.19905206561088562, 0.2992125153541565, 0.7115383744239807, 0.3152708411216736, 0.2244897186756134, 0.5358850359916687, 0.4632767140865326, 0.41379299759864807, 0.22680403292179108, 0.4125559628009796, 0.31896543502807617, 0.5258214473724365, 0.24210518598556519, 0.2424241602420807, 0.6698111891746521, 0.48803818225860596, 0.36082467436790466, 0.3267325758934021, 0.26519328355789185, 0.3820223808288574 ], "time": 39.14794017095119, "param": null } ] }