{ "Accuracy": 40.07, "Time": [ 37.030246165562424, 6.458278214608424, 8187.537979070097 ], "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": 4.609743118286133, "val_loss": 4.5591840744018555, "acc": 1.72, "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, 0.006666621658951044, 0.02238229662179947, 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, 0.2469635158777237, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.015089151449501514, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.014285671524703503, 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, 0.05759157985448837, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "time": 40.26501396112144, "param": null }, { "epoch": 1, "train_loss": 4.330970764160156, "val_loss": 4.23616361618042, "acc": 4.84, "f1": [ 0.0, 0.03703698143362999, 0.017391279339790344, 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, 0.0990653932094574, 0.058951955288648605, 0.0, 0.0, 0.0, 0.0, 0.0, 0.052318647503852844, 0.0, 0.0, 0.017241353169083595, 0.0, 0.0, 0.046296242624521255, 0.0, 0.046511583030223846, 0.05357140302658081, 0.0, 0.0, 0.0, 0.0, 0.019047604873776436, 0.03693929314613342, 0.06746029108762741, 0.017543835565447807, 0.0, 0.0, 0.0, 0.0, 0.13079014420509338, 0.0, 0.0, 0.12631577253341675, 0.19534875452518463, 0.0, 0.0, 0.0, 0.0918835923075676, 0.0, 0.0, 0.11214946955442429, 0.0, 0.05228752642869949, 0.0, 0.04225347191095352, 0.0, 0.0, 0.04506062716245651, 0.0, 0.08316005021333694, 0.04912276193499565, 0.0, 0.013244986534118652, 0.16666662693023682, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.07795368880033493, 0.0, 0.04585985094308853, 0.0, 0.0, 0.0, 0.08441553264856339, 0.0, 0.0, 0.03389827162027359, 0.0, 0.0, 0.0, 0.0 ], "time": 40.059635606594384, "param": null }, { "epoch": 2, "train_loss": 3.9930405616760254, "val_loss": 4.019385814666748, "acc": 7.61, "f1": [ 0.10526309162378311, 0.16279064118862152, 0.0, 0.0, 0.08914725482463837, 0.012345629744231701, 0.04444439709186554, 0.057507943361997604, 0.046822696924209595, 0.03389827162027359, 0.0, 0.0, 0.0, 0.0, 0.055299486964941025, 0.0, 0.03669722378253937, 0.13407814502716064, 0.0, 0.013793058693408966, 0.16915416717529297, 0.09183669090270996, 0.0, 0.20909084379673004, 0.09615378081798553, 0.017241353169083595, 0.0, 0.03773580119013786, 0.0, 0.0, 0.2268906980752945, 0.04166661575436592, 0.0, 0.03496500849723816, 0.0, 0.0, 0.09999993443489075, 0.0, 0.019801972433924675, 0.0, 0.0, 0.16525420546531677, 0.0, 0.09415581822395325, 0.0, 0.0, 0.0, 0.04580147936940193, 0.0, 0.06896547973155975, 0.0, 0.03448270633816719, 0.3532109260559082, 0.052173878997564316, 0.017241353169083595, 0.0, 0.026086905971169472, 0.07100585103034973, 0.02112671360373497, 0.017699090763926506, 0.22222214937210083, 0.14742012321949005, 0.04999995976686478, 0.0, 0.06516288965940475, 0.0, 0.0, 0.06849309802055359, 0.13310576975345612, 0.11347512155771255, 0.09352511167526245, 0.16304342448711395, 0.054054003208875656, 0.17194563150405884, 0.0, 0.04733722656965256, 0.07777772098779678, 0.0, 0.0, 0.0, 0.04687495157122612, 0.06224062666296959, 0.13496926426887512, 0.13075058162212372, 0.0, 0.04761900380253792, 0.12876710295677185, 0.0, 0.014814772643148899, 0.09379308670759201, 0.0, 0.039603907614946365, 0.0, 0.0, 0.0747125968337059, 0.018867909908294678, 0.03550290688872337, 0.0, 0.0, 0.0 ], "time": 40.14592298492789, "param": null }, { "epoch": 3, "train_loss": 3.8047327995300293, "val_loss": 3.8397743701934814, "acc": 10.48, "f1": [ 0.13270136713981628, 0.16923069953918457, 0.015037554316222668, 0.0, 0.06113531440496445, 0.08026749640703201, 0.031745996326208115, 0.01960783451795578, 0.0504201278090477, 0.0, 0.0, 0.0, 0.08955217897891998, 0.06060601398348808, 0.04255314916372299, 0.06557370722293854, 0.0, 0.22935770452022552, 0.0, 0.0, 0.20312494039535522, 0.11564622819423676, 0.11382109671831131, 0.1938774734735489, 0.25438591837882996, 0.0, 0.0, 0.053491804748773575, 0.11347512155771255, 0.08588951081037521, 0.11764699220657349, 0.04363631829619408, 0.025477658957242966, 0.0943952351808548, 0.0, 0.02499994821846485, 0.07518791407346725, 0.05925920605659485, 0.057507943361997604, 0.06060601398348808, 0.0, 0.4129031002521515, 0.03571426123380661, 0.0970463827252388, 0.0, 0.0, 0.0, 0.22222213447093964, 0.12857137620449066, 0.06956518441438675, 0.0, 0.03690032288432121, 0.3674418032169342, 0.1194029375910759, 0.017241353169083595, 0.011764654889702797, 0.06993001699447632, 0.019230758771300316, 0.0, 0.03508768975734711, 0.35435429215431213, 0.15706801414489746, 0.10322573781013489, 0.075614333152771, 0.022346315905451775, 0.0, 0.0, 0.09090904891490936, 0.1499999463558197, 0.07207201421260834, 0.0, 0.3184712827205658, 0.05586586520075798, 0.22881349921226501, 0.0, 0.05633797496557236, 0.14317668974399567, 0.0, 0.01851850003004074, 0.0, 0.0, 0.05504581704735756, 0.2592592239379883, 0.015999965369701385, 0.0, 0.14606736600399017, 0.2758619785308838, 0.011904710903763771, 0.0, 0.1292516440153122, 0.0, 0.1395348161458969, 0.09160298854112625, 0.0639999583363533, 0.04580147936940193, 0.25384610891342163, 0.05982900783419609, 0.08754202723503113, 0.030769191682338715, 0.0 ], "time": 40.69063793402165, "param": null }, { "epoch": 4, "train_loss": 3.715641498565674, "val_loss": 3.672389030456543, "acc": 13.91, "f1": [ 0.17877088487148285, 0.2236841470003128, 0.04411759972572327, 0.20792071521282196, 0.018348604440689087, 0.06849312037229538, 0.15819202363491058, 0.0504201278090477, 0.060377299785614014, 0.07518791407346725, 0.0, 0.0, 0.08633087575435638, 0.09448812901973724, 0.017699090763926506, 0.05732480064034462, 0.017093989998102188, 0.26771649718284607, 0.0, 0.05633797496557236, 0.30172407627105713, 0.14285707473754883, 0.10714280605316162, 0.2942778468132019, 0.40160635113716125, 0.019230758771300316, 0.0, 0.0, 0.21705420315265656, 0.03636360913515091, 0.13157887756824493, 0.08607590943574905, 0.09356718510389328, 0.16080397367477417, 0.018691571429371834, 0.08196718990802765, 0.11042939126491547, 0.10810807347297668, 0.066985584795475, 0.0, 0.0, 0.43678146600723267, 0.035928089171648026, 0.12499997019767761, 0.0, 0.016666635870933533, 0.018348604440689087, 0.29245272278785706, 0.1604277491569519, 0.15757569670677185, 0.019230758771300316, 0.07843132317066193, 0.4514106214046478, 0.23376615345478058, 0.12918657064437866, 0.012903177179396152, 0.12917591631412506, 0.09917350858449936, 0.09128624200820923, 0.03252029046416283, 0.5106381177902222, 0.1754385381937027, 0.2061854749917984, 0.05454542860388756, 0.016806693747639656, 0.0, 0.0, 0.02857138216495514, 0.3659305274486542, 0.06993001699447632, 0.09090902656316757, 0.36431220173835754, 0.04838705435395241, 0.2932329773902893, 0.0, 0.31081071496009827, 0.213483065366745, 0.0, 0.018867909908294678, 0.15584410727024078, 0.0, 0.0, 0.16783210635185242, 0.10769224911928177, 0.0, 0.21897804737091064, 0.20134222507476807, 0.04838705435395241, 0.015872981399297714, 0.1818181276321411, 0.0, 0.20408156514167786, 0.06944438815116882, 0.04687495157122612, 0.1673639565706253, 0.3675675094127655, 0.1357465535402298, 0.13483142852783203, 0.05693944916129112, 0.0 ], "time": 40.7034569690004, "param": null }, { "epoch": 5, "train_loss": 3.4440083503723145, "val_loss": 3.533372402191162, "acc": 16.73, "f1": [ 0.2611939311027527, 0.14705875515937805, 0.0303029902279377, 0.05673753470182419, 0.0, 0.03508768975734711, 0.1361255943775177, 0.1333332657814026, 0.09302320331335068, 0.18723398447036743, 0.0, 0.015503838658332825, 0.1655171811580658, 0.04687495157122612, 0.0, 0.0869564637541771, 0.10212759673595428, 0.25185176730155945, 0.0, 0.0, 0.30350184440612793, 0.20459285378456116, 0.12949636578559875, 0.23703694343566895, 0.37004393339157104, 0.018181798979640007, 0.0, 0.031745996326208115, 0.1854303926229477, 0.15652167797088623, 0.28193822503089905, 0.08648642897605896, 0.11428564786911011, 0.19827580451965332, 0.018691571429371834, 0.0, 0.16740082204341888, 0.13245026767253876, 0.09999994933605194, 0.08759118616580963, 0.13749992847442627, 0.3755101263523102, 0.09774430096149445, 0.1403508186340332, 0.0, 0.0, 0.018867909908294678, 0.2954544425010681, 0.23529404401779175, 0.28260859847068787, 0.014084463939070702, 0.07352935522794724, 0.37259095907211304, 0.39130428433418274, 0.15999992191791534, 0.01612899824976921, 0.12972965836524963, 0.10650881379842758, 0.1457725465297699, 0.12244893610477448, 0.590908944606781, 0.2248995453119278, 0.05172409862279892, 0.1843971163034439, 0.05660371854901314, 0.0, 0.0, 0.2248995453119278, 0.5230767726898193, 0.15116271376609802, 0.019047604873776436, 0.32835808396339417, 0.0631578341126442, 0.2430938482284546, 0.10977698117494583, 0.3684209883213043, 0.2924281656742096, 0.0, 0.07947013527154922, 0.08888883143663406, 0.014184352941811085, 0.06034477427601814, 0.30597007274627686, 0.018867909908294678, 0.01785712130367756, 0.18749991059303284, 0.24675318598747253, 0.019230758771300316, 0.08938541263341904, 0.19907401502132416, 0.0773480087518692, 0.22364212572574615, 0.1538461148738861, 0.059113241732120514, 0.24999991059303284, 0.4145076870918274, 0.13173647224903107, 0.10110580921173096, 0.09433958679437637, 0.13422814011573792 ], "time": 40.182695993222296, "param": null }, { "epoch": 6, "train_loss": 3.312683582305908, "val_loss": 3.356555461883545, "acc": 20.42, "f1": [ 0.3139533996582031, 0.3185184597969055, 0.0504201278090477, 0.09937881678342819, 0.07446803152561188, 0.07361957430839539, 0.15999993681907654, 0.13559316098690033, 0.12195117771625519, 0.2513660192489624, 0.0, 0.054054003208875656, 0.15789468586444855, 0.12096769362688065, 0.06578941643238068, 0.08536579459905624, 0.11555548757314682, 0.3124999701976776, 0.19999992847442627, 0.1103447824716568, 0.3804876506328583, 0.269360214471817, 0.17142851650714874, 0.324607253074646, 0.4299064874649048, 0.11851847171783447, 0.0, 0.07407402247190475, 0.2645913362503052, 0.13533830642700195, 0.2596490681171417, 0.1290322244167328, 0.08695648610591888, 0.24242419004440308, 0.1142856702208519, 0.06944438815116882, 0.12676051259040833, 0.208791121840477, 0.06611566245555878, 0.13664589822292328, 0.16107375919818878, 0.43781083822250366, 0.1226414367556572, 0.175572469830513, 0.0, 0.04705876484513283, 0.1379309743642807, 0.3583814203739166, 0.2755904495716095, 0.280373752117157, 0.05882347375154495, 0.1052631139755249, 0.5324230790138245, 0.31355923414230347, 0.18930037319660187, 0.03703698515892029, 0.22382664680480957, 0.18705029785633087, 0.22672058641910553, 0.054054029285907745, 0.600858211517334, 0.2344321608543396, 0.09448814392089844, 0.21090902388095856, 0.019230758771300316, 0.03278684988617897, 0.05780341476202011, 0.299465149641037, 0.5283017754554749, 0.30285707116127014, 0.01960783451795578, 0.5235601663589478, 0.04790413752198219, 0.2147650271654129, 0.08294925093650818, 0.42727261781692505, 0.3037974238395691, 0.017093989998102188, 0.03508768975734711, 0.07407400757074356, 0.07048451155424118, 0.0451127365231514, 0.36585360765457153, 0.11688306927680969, 0.1142856702208519, 0.27826082706451416, 0.3022221326828003, 0.13725486397743225, 0.0, 0.18749992549419403, 0.11111105233430862, 0.31088075041770935, 0.0813007652759552, 0.11111105233430862, 0.27485373616218567, 0.38918909430503845, 0.17204295098781586, 0.14814810454845428, 0.10429443418979645, 0.22485199570655823 ], "time": 39.98255183082074, "param": null }, { "epoch": 7, "train_loss": 3.225322961807251, "val_loss": 3.2438743114471436, "acc": 21.97, "f1": [ 0.39805811643600464, 0.31818169355392456, 0.19565211236476898, 0.17252391576766968, 0.1278194934129715, 0.177285298705101, 0.1682242453098297, 0.2333332598209381, 0.14432986080646515, 0.28758159279823303, 0.015267136506736279, 0.03199996426701546, 0.2583332359790802, 0.14893612265586853, 0.0886075422167778, 0.1282050609588623, 0.17460310459136963, 0.34999993443489075, 0.22522515058517456, 0.12080531567335129, 0.41284388303756714, 0.3285022974014282, 0.17886172235012054, 0.3999998867511749, 0.2399999350309372, 0.07633582502603531, 0.08938541263341904, 0.1209964007139206, 0.3764704465866089, 0.16666659712791443, 0.31443294882774353, 0.15909084677696228, 0.15469607710838318, 0.22478382289409637, 0.14222215116024017, 0.1759999543428421, 0.1945524662733078, 0.2025315761566162, 0.1219511553645134, 0.10416660457849503, 0.09756092727184296, 0.4413144290447235, 0.20118334889411926, 0.1826922595500946, 0.046511583030223846, 0.09356718510389328, 0.14736837148666382, 0.2769230008125305, 0.28571417927742004, 0.23776215314865112, 0.0, 0.08376957476139069, 0.5291827917098999, 0.404958575963974, 0.32558128237724304, 0.031745996326208115, 0.29032251238822937, 0.19318175315856934, 0.2529643774032593, 0.1550387144088745, 0.6511626243591309, 0.34343424439430237, 0.0, 0.20809243619441986, 0.10280367732048035, 0.0, 0.13061219453811646, 0.2276422381401062, 0.5856351852416992, 0.41379299759864807, 0.28767114877700806, 0.3974357545375824, 0.07499993592500687, 0.052631545811891556, 0.11695900559425354, 0.43930622935295105, 0.46456682682037354, 0.05128201097249985, 0.07575751841068268, 0.13725486397743225, 0.08984372019767761, 0.11464963108301163, 0.37746474146842957, 0.03333330154418945, 0.0666666254401207, 0.3703702688217163, 0.2954544723033905, 0.15217386186122894, 0.05228752642869949, 0.21904754638671875, 0.0, 0.31275710463523865, 0.06837603449821472, 0.07462681084871292, 0.30303022265434265, 0.3111110031604767, 0.19354835152626038, 0.1758241057395935, 0.018691571429371834, 0.21399171650409698 ], "time": 39.54204201884568, "param": null }, { "epoch": 8, "train_loss": 2.9206206798553467, "val_loss": 3.1847050189971924, "acc": 24.26, "f1": [ 0.4174756109714508, 0.3636362552642822, 0.14173223078250885, 0.0745341032743454, 0.05882347747683525, 0.23529405891895294, 0.20895515382289886, 0.25210076570510864, 0.2333332598209381, 0.2704401910305023, 0.10084028542041779, 0.059999942779541016, 0.1940297782421112, 0.17241372168064117, 0.1282050758600235, 0.19323663413524628, 0.24186037480831146, 0.36123335361480713, 0.24083760380744934, 0.119999960064888, 0.37305691838264465, 0.3433241546154022, 0.2531644403934479, 0.4023667275905609, 0.395759642124176, 0.06837603449821472, 0.018181798979640007, 0.16058388352394104, 0.31538453698158264, 0.17931029200553894, 0.3025209605693817, 0.23321551084518433, 0.15384608507156372, 0.18439710140228271, 0.17560969293117523, 0.09900984168052673, 0.208791121840477, 0.1857142299413681, 0.10849906504154205, 0.04958673566579819, 0.21951214969158173, 0.45814967155456543, 0.12345672398805618, 0.28688517212867737, 0.17204295098781586, 0.10169485956430435, 0.17857135832309723, 0.3356642425060272, 0.3225805461406708, 0.34101372957229614, 0.03389827162027359, 0.12121205031871796, 0.5378149747848511, 0.368663489818573, 0.31999990344047546, 0.08264456689357758, 0.331707239151001, 0.20809243619441986, 0.3232322335243225, 0.10457510501146317, 0.6341462135314941, 0.20634911954402924, 0.18823520839214325, 0.3121950626373291, 0.04799995943903923, 0.0491802878677845, 0.10759488493204117, 0.29107969999313354, 0.5918366312980652, 0.35608306527137756, 0.2649005651473999, 0.5221238136291504, 0.09333327412605286, 0.03478258103132248, 0.06349202245473862, 0.43843841552734375, 0.48031488060951233, 0.0336134098470211, 0.12631572782993317, 0.17708326876163483, 0.04799995943903923, 0.13157890737056732, 0.4432988464832306, 0.1932772397994995, 0.05454542860388756, 0.33976826071739197, 0.2913385033607483, 0.16260157525539398, 0.043165422976017, 0.2736841142177582, 0.10909084975719452, 0.3351350426673889, 0.17910441756248474, 0.08196717500686646, 0.3816792964935303, 0.3926379084587097, 0.20512813329696655, 0.21857917308807373, 0.09333327412605286, 0.16107375919818878 ], "time": 39.76809782907367, "param": null }, { "epoch": 9, "train_loss": 2.7407209873199463, "val_loss": 3.105027198791504, "acc": 25.86, "f1": [ 0.4777776598930359, 0.4072396755218506, 0.19696961343288422, 0.12643671035766602, 0.1494252234697342, 0.21551716327667236, 0.1360543668270111, 0.15999993681907654, 0.2435423731803894, 0.29940110445022583, 0.05607474222779274, 0.13991764187812805, 0.2127659022808075, 0.20125779509544373, 0.15555550158023834, 0.09090903401374817, 0.27419349551200867, 0.4242422580718994, 0.2521738111972809, 0.22222214937210083, 0.43930622935295105, 0.4177214503288269, 0.21538454294204712, 0.42253515124320984, 0.4415583610534668, 0.21428564190864563, 0.08333329111337662, 0.18518514931201935, 0.3315507173538208, 0.210526242852211, 0.2710472047328949, 0.1985815018415451, 0.212290421128273, 0.25999993085861206, 0.12738847732543945, 0.18749994039535522, 0.19444438815116882, 0.16304342448711395, 0.1467180997133255, 0.12765952944755554, 0.22857138514518738, 0.4975123405456543, 0.16666659712791443, 0.2101910561323166, 0.10650881379842758, 0.03252029046416283, 0.1970442682504654, 0.3414633274078369, 0.37668150663375854, 0.4210525453090668, 0.019047604873776436, 0.12499994039535522, 0.5446807742118835, 0.37885454297065735, 0.3555554449558258, 0.0672268345952034, 0.32061058282852173, 0.16901402175426483, 0.34782594442367554, 0.1951218843460083, 0.6297871470451355, 0.3647797703742981, 0.34254133701324463, 0.3091786503791809, 0.10126575827598572, 0.17910441756248474, 0.03669722378253937, 0.22222214937210083, 0.580392062664032, 0.2977777421474457, 0.24161066114902496, 0.41148313879966736, 0.09374993294477463, 0.19095470011234283, 0.13872826099395752, 0.4999999403953552, 0.5170730352401733, 0.11445778608322144, 0.08403357863426208, 0.15864019095897675, 0.0, 0.11320748925209045, 0.4727271497249603, 0.14184391498565674, 0.07017537951469421, 0.36501890420913696, 0.3076922297477722, 0.20155030488967896, 0.07185622304677963, 0.2570280432701111, 0.24475516378879547, 0.4210525155067444, 0.14084501564502716, 0.03252029046416283, 0.45263150334358215, 0.3703702688217163, 0.18181809782981873, 0.2659573554992676, 0.08235287666320801, 0.13445372879505157 ], "time": 39.56862204987556, "param": null }, { "epoch": 10, "train_loss": 2.68733286857605, "val_loss": 3.036461591720581, "acc": 28.58, "f1": [ 0.5071768760681152, 0.3720929026603699, 0.09836061298847198, 0.1694914698600769, 0.11764699220657349, 0.22508031129837036, 0.2812499403953552, 0.306122362613678, 0.23428566753864288, 0.372548907995224, 0.10738249123096466, 0.06201545521616936, 0.26341456174850464, 0.2488037496805191, 0.12048187851905823, 0.17355364561080933, 0.28571417927742004, 0.43749991059303284, 0.25101208686828613, 0.19827578961849213, 0.5376343131065369, 0.44599294662475586, 0.28260859847068787, 0.34042543172836304, 0.5756096839904785, 0.14754094183444977, 0.11864402145147324, 0.19767434895038605, 0.3699999153614044, 0.239520862698555, 0.31372544169425964, 0.2424241453409195, 0.25396814942359924, 0.16901402175426483, 0.20209051668643951, 0.1379309743642807, 0.22972965240478516, 0.23414628207683563, 0.21917803585529327, 0.26666659116744995, 0.2643677294254303, 0.4259926974773407, 0.1576354056596756, 0.23423415422439575, 0.1307188868522644, 0.08333327621221542, 0.16666659712791443, 0.38271594047546387, 0.39130425453186035, 0.36082467436790466, 0.06896547973155975, 0.21118006110191345, 0.5483869910240173, 0.38888877630233765, 0.4137929677963257, 0.06999994069337845, 0.3440859317779541, 0.21700873970985413, 0.28368785977363586, 0.2116401493549347, 0.6550217270851135, 0.29007622599601746, 0.3842363655567169, 0.279411643743515, 0.1846153289079666, 0.06837603449821472, 0.13698624074459076, 0.28742504119873047, 0.6698563694953918, 0.47389549016952515, 0.36559128761291504, 0.4567900002002716, 0.11353705823421478, 0.3060108423233032, 0.1548386514186859, 0.5537188649177551, 0.5529952645301819, 0.16901402175426483, 0.20111726224422455, 0.2422359436750412, 0.09411758184432983, 0.09302320331335068, 0.5645159482955933, 0.2348177433013916, 0.11976040154695511, 0.36236923933029175, 0.36065563559532166, 0.26881712675094604, 0.031249960884451866, 0.22093015909194946, 0.2641508877277374, 0.41840997338294983, 0.16417904198169708, 0.16589856147766113, 0.5465114712715149, 0.40191373229026794, 0.26890748739242554, 0.22033892571926117, 0.0804019421339035, 0.30051806569099426 ], "time": 39.817869641818106, "param": null }, { "epoch": 11, "train_loss": 2.4296629428863525, "val_loss": 2.8187291622161865, "acc": 28.83, "f1": [ 0.4698793888092041, 0.3656715452671051, 0.22413785755634308, 0.017543835565447807, 0.07462681084871292, 0.2330826371908188, 0.23225797712802887, 0.2944161295890808, 0.29197075963020325, 0.39548009634017944, 0.1379309743642807, 0.19999994337558746, 0.2403845638036728, 0.26315781474113464, 0.16714692115783691, 0.12834219634532928, 0.35897424817085266, 0.4609052240848541, 0.27615058422088623, 0.2127659022808075, 0.494381844997406, 0.42857134342193604, 0.20312494039535522, 0.4242422580718994, 0.5538460612297058, 0.15151509642601013, 0.09655166417360306, 0.13414627313613892, 0.34013596177101135, 0.2753622233867645, 0.32191771268844604, 0.22834637761116028, 0.25316447019577026, 0.33064505457878113, 0.1081080511212349, 0.1333332657814026, 0.23188398778438568, 0.21621613204479218, 0.17834390699863434, 0.280898779630661, 0.23391805589199066, 0.46616533398628235, 0.19999992847442627, 0.21459220349788666, 0.11382109671831131, 0.07692302018404007, 0.22784802317619324, 0.3483870029449463, 0.4065040051937103, 0.3354036211967468, 0.019047604873776436, 0.127999946475029, 0.5876776576042175, 0.4812833070755005, 0.4453440308570862, 0.03738315775990486, 0.3743841052055359, 0.32298123836517334, 0.31304338574409485, 0.24999994039535522, 0.6596857309341431, 0.34523800015449524, 0.3804876506328583, 0.29864245653152466, 0.09266403317451477, 0.18867918848991394, 0.15584410727024078, 0.2983424663543701, 0.6813185214996338, 0.4696355164051056, 0.34224584698677063, 0.4945053458213806, 0.08205122500658035, 0.28971952199935913, 0.17142851650714874, 0.5380709171295166, 0.542713463306427, 0.11111105233430862, 0.1194029375910759, 0.25668442249298096, 0.1385541707277298, 0.10204074531793594, 0.5619833469390869, 0.2707422971725464, 0.12738847732543945, 0.42448970675468445, 0.3495144844055176, 0.3144652843475342, 0.10126576572656631, 0.31050220131874084, 0.21126753091812134, 0.4056602716445923, 0.12857137620449066, 0.17073164880275726, 0.5247523188591003, 0.40975597500801086, 0.22352932393550873, 0.25342458486557007, 0.1194029152393341, 0.29437223076820374 ], "time": 40.01520282588899, "param": null }, { "epoch": 12, "train_loss": 2.2822043895721436, "val_loss": 2.899603843688965, "acc": 29.5, "f1": [ 0.5464479923248291, 0.3657141625881195, 0.08620686084032059, 0.1142856702208519, 0.11881181597709656, 0.26966285705566406, 0.2584269046783447, 0.3169810175895691, 0.22352932393550873, 0.4315788447856903, 0.1629629135131836, 0.24489788711071014, 0.2938774824142456, 0.1916166990995407, 0.1509433388710022, 0.17454540729522705, 0.3034482002258301, 0.47257372736930847, 0.35532984137535095, 0.19243980944156647, 0.5182185173034668, 0.49402377009391785, 0.30270257592201233, 0.5081079602241516, 0.5043476819992065, 0.2456139326095581, 0.17391297221183777, 0.1712706834077835, 0.423912912607193, 0.27118635177612305, 0.31249991059303284, 0.2547769844532013, 0.22330091893672943, 0.29319363832473755, 0.13888882100582123, 0.14864858984947205, 0.3186812400817871, 0.22691290080547333, 0.16455689072608948, 0.3503648638725281, 0.29508185386657715, 0.5081965923309326, 0.19672125577926636, 0.3068180978298187, 0.14634139835834503, 0.15909084677696228, 0.17187494039535522, 0.3649634122848511, 0.31400957703590393, 0.3186812400817871, 0.05517236515879631, 0.3121950626373291, 0.558139443397522, 0.44347813725471497, 0.4108106791973114, 0.025157181546092033, 0.37499991059303284, 0.21621613204479218, 0.36180898547172546, 0.27102795243263245, 0.6242773532867432, 0.3776223063468933, 0.25352105498313904, 0.25233638286590576, 0.123287633061409, 0.12765952944755554, 0.1509433388710022, 0.2843136191368103, 0.6403507590293884, 0.4670657217502594, 0.37130793929100037, 0.526829183101654, 0.09523803740739822, 0.3408070504665375, 0.16589856147766113, 0.47236168384552, 0.6363635063171387, 0.16901402175426483, 0.15549592673778534, 0.11111106723546982, 0.08219172805547714, 0.19459453225135803, 0.5487803816795349, 0.3208555281162262, 0.16267937421798706, 0.376623272895813, 0.34509798884391785, 0.3592813014984131, 0.06249995529651642, 0.3025209605693817, 0.20359273254871368, 0.34504786133766174, 0.10852707922458649, 0.20087330043315887, 0.49999988079071045, 0.44651150703430176, 0.2999999225139618, 0.21118007600307465, 0.03603601083159447, 0.17460310459136963 ], "time": 40.000957790762186, "param": null }, { "epoch": 13, "train_loss": 2.1474556922912598, "val_loss": 2.9044790267944336, "acc": 30.39, "f1": [ 0.4999998211860657, 0.4020099639892578, 0.24390234053134918, 0.08771926164627075, 0.1551019698381424, 0.2403845638036728, 0.24050623178482056, 0.30939218401908875, 0.30075180530548096, 0.390243798494339, 0.15730330348014832, 0.12162157148122787, 0.2933332622051239, 0.25870639085769653, 0.1379309892654419, 0.20618551969528198, 0.34177201986312866, 0.45128190517425537, 0.26027390360832214, 0.1931033730506897, 0.5280897617340088, 0.48913031816482544, 0.30392149090766907, 0.48803818225860596, 0.5656563639640808, 0.19875767827033997, 0.18045106530189514, 0.23622041940689087, 0.3617020547389984, 0.26845628023147583, 0.35398226976394653, 0.28402355313301086, 0.27777770161628723, 0.3459458649158478, 0.25510191917419434, 0.16993455588817596, 0.2482757866382599, 0.2347417026758194, 0.16999994218349457, 0.3555554449558258, 0.2775118350982666, 0.5895952582359314, 0.21495321393013, 0.3071671426296234, 0.1103447675704956, 0.16993455588817596, 0.10071936994791031, 0.3731342554092407, 0.44827574491500854, 0.36809808015823364, 0.10843367874622345, 0.24242417514324188, 0.4999998211860657, 0.42452818155288696, 0.4186045527458191, 0.09448812901973724, 0.38571423292160034, 0.2807016372680664, 0.3899998664855957, 0.2949307858943939, 0.6631014943122864, 0.45320188999176025, 0.43333321809768677, 0.29032251238822937, 0.19178074598312378, 0.1499999463558197, 0.18604643642902374, 0.2909089922904968, 0.622641384601593, 0.4866918921470642, 0.3134327232837677, 0.5076140761375427, 0.1255604773759842, 0.30337071418762207, 0.2046510875225067, 0.5281383991241455, 0.555065929889679, 0.1494252234697342, 0.14893610775470734, 0.23364479839801788, 0.11347512155771255, 0.22222216427326202, 0.5348836779594421, 0.2714284658432007, 0.09523802250623703, 0.40138399600982666, 0.35978829860687256, 0.3352600038051605, 0.09356718510389328, 0.24657529592514038, 0.22009563446044922, 0.31428566575050354, 0.14925366640090942, 0.18518511950969696, 0.5628139972686768, 0.4108526110649109, 0.22485199570655823, 0.2898550033569336, 0.09795912355184555, 0.2592591345310211 ], "time": 39.80300543550402, "param": null }, { "epoch": 14, "train_loss": 2.236851215362549, "val_loss": 2.8133511543273926, "acc": 30.54, "f1": [ 0.5809127688407898, 0.36909863352775574, 0.22058817744255066, 0.20454540848731995, 0.17064841091632843, 0.24472565948963165, 0.2976189851760864, 0.2721087336540222, 0.3522011637687683, 0.39999985694885254, 0.15950913727283478, 0.24999991059303284, 0.30674833059310913, 0.1629629135131836, 0.2234041839838028, 0.16107375919818878, 0.34722214937210083, 0.4811319410800934, 0.2775799632072449, 0.22413785755634308, 0.48275846242904663, 0.3943660855293274, 0.28999990224838257, 0.4262293577194214, 0.47619038820266724, 0.2065216600894928, 0.17886172235012054, 0.20231211185455322, 0.44559577107429504, 0.24999988079071045, 0.341666579246521, 0.2672064006328583, 0.2753622531890869, 0.3756905198097229, 0.23364479839801788, 0.14062495529651642, 0.2685184180736542, 0.17187494039535522, 0.12162157148122787, 0.2748090922832489, 0.23529402911663055, 0.5089284181594849, 0.23076915740966797, 0.32061058282852173, 0.14689259231090546, 0.10144922137260437, 0.26993855834007263, 0.4190475046634674, 0.4366196393966675, 0.40217384696006775, 0.10483863949775696, 0.262857049703598, 0.5619833469390869, 0.4191616177558899, 0.45454534888267517, 0.08580853790044785, 0.415094256401062, 0.2529643774032593, 0.367346853017807, 0.24742262065410614, 0.6432158946990967, 0.46835434436798096, 0.30857133865356445, 0.2962961792945862, 0.07246371358633041, 0.2208588421344757, 0.09929072856903076, 0.24509796500205994, 0.6289306282997131, 0.44210517406463623, 0.3666665554046631, 0.4827585220336914, 0.13223135471343994, 0.271523118019104, 0.13580238819122314, 0.5906734466552734, 0.5936071872711182, 0.17910440266132355, 0.14545448124408722, 0.3117869794368744, 0.08391603082418442, 0.1368420422077179, 0.5771142840385437, 0.19259251654148102, 0.15748025476932526, 0.35294109582901, 0.3024389147758484, 0.35064926743507385, 0.13872826099395752, 0.34024888277053833, 0.2616821527481079, 0.3999998867511749, 0.23602473735809326, 0.1706160604953766, 0.5209301114082336, 0.39378228783607483, 0.3076922297477722, 0.2953019142150879, 0.14285708963871002, 0.2091502547264099 ], "time": 39.96219939831644, "param": null }, { "epoch": 15, "train_loss": 1.7933934926986694, "val_loss": 2.8649513721466064, "acc": 32.8, "f1": [ 0.5562912225723267, 0.35714274644851685, 0.280898779630661, 0.19753079116344452, 0.21782170236110687, 0.3166666030883789, 0.3629031479358673, 0.32804223895072937, 0.33333322405815125, 0.4179103374481201, 0.13173647224903107, 0.2248995453119278, 0.38914018869400024, 0.25210076570510864, 0.20765019953250885, 0.2147650271654129, 0.34224584698677063, 0.40490788221359253, 0.2758620083332062, 0.22772268950939178, 0.5989303588867188, 0.5054942965507507, 0.34782594442367554, 0.5271965861320496, 0.6031745076179504, 0.22929932177066803, 0.2576685845851898, 0.185653954744339, 0.474226713180542, 0.29197070002555847, 0.4085105359554291, 0.25906726717948914, 0.2660549581050873, 0.39301300048828125, 0.20155030488967896, 0.03448272496461868, 0.31279608607292175, 0.23696675896644592, 0.14634139835834503, 0.434782475233078, 0.31538453698158264, 0.6091952323913574, 0.22950810194015503, 0.30522075295448303, 0.18032780289649963, 0.1694914698600769, 0.22360241413116455, 0.4146340489387512, 0.5217390656471252, 0.39810416102409363, 0.12738847732543945, 0.35071080923080444, 0.5565216541290283, 0.5579397678375244, 0.40796008706092834, 0.0780487209558487, 0.46551719307899475, 0.28085100650787354, 0.38461530208587646, 0.21978014707565308, 0.6910993456840515, 0.5084744095802307, 0.2909089922904968, 0.2796609401702881, 0.1391940712928772, 0.16374263167381287, 0.1916166990995407, 0.27380943298339844, 0.6276593804359436, 0.5229355692863464, 0.3876922130584717, 0.5348835587501526, 0.13270136713981628, 0.42156851291656494, 0.19607838988304138, 0.5882351994514465, 0.5700481534004211, 0.1307188868522644, 0.18181811273097992, 0.2786068916320801, 0.12931029498577118, 0.2142856866121292, 0.5911328792572021, 0.28947362303733826, 0.12422355264425278, 0.4245808720588684, 0.3853210210800171, 0.28059694170951843, 0.18604643642902374, 0.28749987483024597, 0.2656249403953552, 0.4408600926399231, 0.07812494784593582, 0.1764705330133438, 0.5989846587181091, 0.4358973503112793, 0.2485874742269516, 0.3047617971897125, 0.08391603082418442, 0.28571417927742004 ], "time": 39.78684983495623, "param": null }, { "epoch": 16, "train_loss": 1.6292140483856201, "val_loss": 3.2274301052093506, "acc": 32.3, "f1": [ 0.6327682137489319, 0.43298953771591187, 0.16867463290691376, 0.18749994039535522, 0.16379304230213165, 0.2758620083332062, 0.3267325758934021, 0.30107519030570984, 0.2677823603153229, 0.4302324652671814, 0.22916659712791443, 0.1641024947166443, 0.3171805441379547, 0.24615375697612762, 0.23036640882492065, 0.20430098474025726, 0.29629620909690857, 0.5314008593559265, 0.309859037399292, 0.20547938346862793, 0.4730289578437805, 0.42570269107818604, 0.30097079277038574, 0.5549736618995667, 0.6481480002403259, 0.309859037399292, 0.2347417026758194, 0.22727267444133759, 0.46428558230400085, 0.33962252736091614, 0.3675212860107422, 0.31764698028564453, 0.2576685845851898, 0.3591548204421997, 0.24836592376232147, 0.21374039351940155, 0.29189181327819824, 0.2649571895599365, 0.10322573781013489, 0.3402777314186096, 0.32467523217201233, 0.5436891913414001, 0.14473678171634674, 0.2574256360530853, 0.16184966266155243, 0.18505331873893738, 0.22797919809818268, 0.462584912776947, 0.43720918893814087, 0.4269661605358124, 0.08759118616580963, 0.2944784462451935, 0.5090908408164978, 0.4302324652671814, 0.3636362850666046, 0.06299208104610443, 0.48205116391181946, 0.2176869958639145, 0.3899998664855957, 0.3228698670864105, 0.7717389464378357, 0.44670039415359497, 0.4019606411457062, 0.3421051502227783, 0.15310998260974884, 0.1307188868522644, 0.2121211439371109, 0.36633655428886414, 0.6857141852378845, 0.5549736618995667, 0.29197070002555847, 0.619999885559082, 0.09090902656316757, 0.30952370166778564, 0.20430098474025726, 0.543352484703064, 0.629441499710083, 0.17834389209747314, 0.14096909761428833, 0.19444438815116882, 0.10526309907436371, 0.21678318083286285, 0.5901637673377991, 0.3076922297477722, 0.1630900651216507, 0.403755784034729, 0.32624104619026184, 0.29702964425086975, 0.19548864662647247, 0.28571420907974243, 0.21602784097194672, 0.40485823154449463, 0.2456139624118805, 0.19047611951828003, 0.4999999403953552, 0.4200912117958069, 0.2513660192489624, 0.2347417026758194, 0.09655166417360306, 0.3135133981704712 ], "time": 39.806532718241215, "param": null }, { "epoch": 17, "train_loss": 1.4847822189331055, "val_loss": 3.157850980758667, "acc": 31.16, "f1": [ 0.5825241804122925, 0.389891654253006, 0.21111102402210236, 0.22325573861598969, 0.1818181276321411, 0.25384610891342163, 0.3076922297477722, 0.27338120341300964, 0.34848475456237793, 0.4183672070503235, 0.16733060777187347, 0.20895515382289886, 0.3367346227169037, 0.23684203624725342, 0.17021270096302032, 0.18713442981243134, 0.2976189851760864, 0.48936155438423157, 0.2968197166919708, 0.26845628023147583, 0.552941083908081, 0.36180898547172546, 0.26666656136512756, 0.4615383446216583, 0.5161289572715759, 0.22137397527694702, 0.21538454294204712, 0.12087904661893845, 0.42780739068984985, 0.30769217014312744, 0.32051271200180054, 0.3186812400817871, 0.22641503810882568, 0.2793295085430145, 0.21965309977531433, 0.15165871381759644, 0.3157894015312195, 0.22119809687137604, 0.18811874091625214, 0.4242422878742218, 0.25954189896583557, 0.5894736051559448, 0.2347417026758194, 0.2025315761566162, 0.12060294300317764, 0.17171710729599, 0.20087330043315887, 0.4501844048500061, 0.45398759841918945, 0.37777766585350037, 0.11049716919660568, 0.3502824008464813, 0.47619032859802246, 0.45833322405815125, 0.45348823070526123, 0.05228752642869949, 0.42471033334732056, 0.2953585684299469, 0.31081071496009827, 0.2976743280887604, 0.6227105259895325, 0.4315788447856903, 0.28758159279823303, 0.3228698670864105, 0.1387282758951187, 0.17431186139583588, 0.18421046435832977, 0.2648082971572876, 0.5887848734855652, 0.5420559644699097, 0.4585364758968353, 0.5199998617172241, 0.1395348161458969, 0.3765689730644226, 0.19178074598312378, 0.5863873362541199, 0.5333332419395447, 0.1624649465084076, 0.1360543668270111, 0.2933332622051239, 0.18181811273097992, 0.20224712789058685, 0.5204460024833679, 0.30487796664237976, 0.11956514418125153, 0.35135123133659363, 0.3456788659095764, 0.33333322405815125, 0.09937881678342819, 0.30331745743751526, 0.2909090518951416, 0.4320986270904541, 0.06611566245555878, 0.1836734265089035, 0.6222221255302429, 0.4043714702129364, 0.3070864975452423, 0.3084576427936554, 0.0805368572473526, 0.19867542386054993 ], "time": 40.161005700938404, "param": null }, { "epoch": 18, "train_loss": 1.3658584356307983, "val_loss": 3.1111834049224854, "acc": 31.99, "f1": [ 0.64327472448349, 0.3899998664855957, 0.21111102402210236, 0.21839071810245514, 0.19841262698173523, 0.3088802397251129, 0.3157894015312195, 0.2976189851760864, 0.2999999225139618, 0.4301074147224426, 0.14285707473754883, 0.18269222974777222, 0.2784809172153473, 0.24999991059303284, 0.228571355342865, 0.18320603668689728, 0.33684200048446655, 0.44537800550460815, 0.3417084515094757, 0.2694299519062042, 0.5161288380622864, 0.4069766402244568, 0.2758619785308838, 0.511627733707428, 0.5833332538604736, 0.26415085792541504, 0.22641503810882568, 0.1940297931432724, 0.4685713052749634, 0.23076915740966797, 0.3487178385257721, 0.2647058069705963, 0.29059821367263794, 0.34666651487350464, 0.2049860805273056, 0.18604646623134613, 0.3414633274078369, 0.1675977110862732, 0.21719448268413544, 0.41884803771972656, 0.34224584698677063, 0.6046509742736816, 0.2598424553871155, 0.23696675896644592, 0.16363631188869476, 0.180851012468338, 0.18045106530189514, 0.45887434482574463, 0.48214277625083923, 0.436893105506897, 0.08139529079198837, 0.27884605526924133, 0.5286343097686768, 0.49214646220207214, 0.40490788221359253, 0.0980391651391983, 0.4574466943740845, 0.2983424663543701, 0.39130425453186035, 0.21714277565479279, 0.7149319648742676, 0.48132768273353577, 0.37894728779792786, 0.3398057222366333, 0.10588229447603226, 0.1747572273015976, 0.2244897186756134, 0.2906976044178009, 0.6666665077209473, 0.5888323187828064, 0.4310343861579895, 0.5445024967193604, 0.12448127567768097, 0.27329182624816895, 0.18309852480888367, 0.543352484703064, 0.5465114712715149, 0.19191910326480865, 0.15062755346298218, 0.24203814566135406, 0.1162789985537529, 0.21093745529651642, 0.6278025507926941, 0.27472516894340515, 0.188888818025589, 0.41346144676208496, 0.34013596177101135, 0.36458322405815125, 0.16143491864204407, 0.269360214471817, 0.22330091893672943, 0.4502616822719574, 0.210526242852211, 0.15819202363491058, 0.572916567325592, 0.4299998879432678, 0.18292675912380219, 0.30769217014312744, 0.03252029046416283, 0.28571420907974243 ], "time": 39.87014047149569, "param": null }, { "epoch": 19, "train_loss": 1.2053872346878052, "val_loss": 3.5677952766418457, "acc": 31.61, "f1": [ 0.5897434949874878, 0.3946187198162079, 0.1882951557636261, 0.14285708963871002, 0.15498147904872894, 0.26751580834388733, 0.2928869426250458, 0.32222211360931396, 0.3032785952091217, 0.4221104085445404, 0.22797919809818268, 0.1650484949350357, 0.239436537027359, 0.21649475395679474, 0.210526242852211, 0.22797919809818268, 0.3441859781742096, 0.445652037858963, 0.2531644403934479, 0.265060156583786, 0.5818180441856384, 0.47499990463256836, 0.2999999225139618, 0.5445543527603149, 0.5025123953819275, 0.21468918025493622, 0.2176869958639145, 0.2288556545972824, 0.4927534759044647, 0.28193822503089905, 0.32388654351234436, 0.272108793258667, 0.2659573554992676, 0.3398691415786743, 0.2543351650238037, 0.19905206561088562, 0.32291656732559204, 0.21596238017082214, 0.17391297221183777, 0.3535352647304535, 0.3157894015312195, 0.5064376592636108, 0.25668442249298096, 0.2824857831001282, 0.21904754638671875, 0.1414140909910202, 0.21167877316474915, 0.43749985098838806, 0.4615383744239807, 0.3636362850666046, 0.1494252234697342, 0.32075464725494385, 0.5887095332145691, 0.4914284646511078, 0.42201822996139526, 0.07042248547077179, 0.44444429874420166, 0.3141360282897949, 0.3820223808288574, 0.2702701687812805, 0.6775954961776733, 0.4069766402244568, 0.3195265531539917, 0.3096233606338501, 0.15929198265075684, 0.13157887756824493, 0.18905465304851532, 0.29032251238822937, 0.5942855477333069, 0.5217390656471252, 0.3553008437156677, 0.5487803816795349, 0.1647058129310608, 0.37647050619125366, 0.17813760042190552, 0.5698322653770447, 0.5517240166664124, 0.11976040154695511, 0.12162157148122787, 0.31168824434280396, 0.17760612070560455, 0.21463409066200256, 0.5933012366294861, 0.28571417927742004, 0.11111106723546982, 0.4095236659049988, 0.3119265139102936, 0.31535258889198303, 0.17021268606185913, 0.23175960779190063, 0.23188398778438568, 0.5084744095802307, 0.123287633061409, 0.16666659712791443, 0.5384613871574402, 0.3648647665977478, 0.2634729743003845, 0.3041473925113678, 0.10752681642770767, 0.21428565680980682 ], "time": 39.69157584849745, "param": null }, { "epoch": 20, "train_loss": 1.2812352180480957, "val_loss": 3.5407683849334717, "acc": 31.91, "f1": [ 0.5829595327377319, 0.46082934737205505, 0.20382159948349, 0.16901402175426483, 0.13541659712791443, 0.26548662781715393, 0.34254133701324463, 0.27814561128616333, 0.35820886492729187, 0.38497641682624817, 0.19243980944156647, 0.16901402175426483, 0.3113206624984741, 0.2564101815223694, 0.2636362612247467, 0.21145367622375488, 0.30456843972206116, 0.4788731336593628, 0.3265305161476135, 0.1855669468641281, 0.5680471658706665, 0.4299064576625824, 0.2795697748661041, 0.48309168219566345, 0.5645932555198669, 0.21621616184711456, 0.21333324909210205, 0.22222216427326202, 0.45595842599868774, 0.3068180978298187, 0.38666656613349915, 0.30522075295448303, 0.23913034796714783, 0.3414633274078369, 0.18497103452682495, 0.16589856147766113, 0.24742262065410614, 0.17391300201416016, 0.07299264520406723, 0.35064926743507385, 0.33333325386047363, 0.5833332538604736, 0.24277448654174805, 0.236453115940094, 0.16161610186100006, 0.14689259231090546, 0.1940927654504776, 0.46999987959861755, 0.5034964680671692, 0.3984673321247101, 0.11510787159204483, 0.28571420907974243, 0.5257730484008789, 0.5652172565460205, 0.3758388161659241, 0.10271897912025452, 0.434782475233078, 0.304526686668396, 0.3617020547389984, 0.2890172600746155, 0.6419751644134521, 0.43428558111190796, 0.36470577120780945, 0.32558128237724304, 0.15384609997272491, 0.21839071810245514, 0.2061854749917984, 0.30630621314048767, 0.6082472205162048, 0.4873095452785492, 0.39130425453186035, 0.4814814031124115, 0.0925266370177269, 0.3157894015312195, 0.17821775376796722, 0.5824174284934998, 0.602040708065033, 0.15730330348014832, 0.19587622582912445, 0.3251230716705322, 0.1357465535402298, 0.22459883987903595, 0.637362539768219, 0.3559320867061615, 0.22485199570655823, 0.45161280035972595, 0.38888880610466003, 0.34745752811431885, 0.20202013850212097, 0.2716980576515198, 0.2751321792602539, 0.4299064576625824, 0.16853927075862885, 0.17616572976112366, 0.5101213455200195, 0.4469272196292877, 0.2995593845844269, 0.25510191917419434, 0.14583328366279602, 0.28025469183921814 ], "time": 39.90300998929888, "param": null }, { "epoch": 21, "train_loss": 0.9713177680969238, "val_loss": 3.3629729747772217, "acc": 31.84, "f1": [ 0.6117644906044006, 0.37696322798728943, 0.20553353428840637, 0.18713442981243134, 0.2797926664352417, 0.24186037480831146, 0.278787761926651, 0.32222211360931396, 0.29931965470314026, 0.35748788714408875, 0.15789467096328735, 0.19323663413524628, 0.29059821367263794, 0.23853203654289246, 0.25316447019577026, 0.22360241413116455, 0.3113206624984741, 0.47953203320503235, 0.2660943269729614, 0.2681563198566437, 0.5333331823348999, 0.4485980272293091, 0.2780747711658478, 0.4788731336593628, 0.5333331823348999, 0.21576756238937378, 0.19540224969387054, 0.21221861243247986, 0.39130428433418274, 0.34523800015449524, 0.3316582143306732, 0.20779214799404144, 0.26728102564811707, 0.27551010251045227, 0.19480513036251068, 0.04615379497408867, 0.3260868787765503, 0.24107137322425842, 0.19191910326480865, 0.4180789887905121, 0.35398221015930176, 0.5373133420944214, 0.3068180978298187, 0.23312875628471375, 0.14371250569820404, 0.13281244039535522, 0.21978014707565308, 0.5445543527603149, 0.48837196826934814, 0.4041449725627899, 0.15662643313407898, 0.28318578004837036, 0.45398759841918945, 0.4469272196292877, 0.42727261781692505, 0.14649678766727448, 0.5081079602241516, 0.3627450466156006, 0.24427472054958344, 0.31999990344047546, 0.7184464335441589, 0.4494381248950958, 0.3703702688217163, 0.2929935157299042, 0.1764705330133438, 0.18784524500370026, 0.15827332437038422, 0.23853203654289246, 0.6139533519744873, 0.5764191746711731, 0.43093910813331604, 0.6051281094551086, 0.11956514418125153, 0.35135123133659363, 0.18947362899780273, 0.5977010130882263, 0.5842695236206055, 0.19591830670833588, 0.1818181276321411, 0.2941175401210785, 0.12612608075141907, 0.25510191917419434, 0.5700933337211609, 0.27705615758895874, 0.1752987504005432, 0.3636362850666046, 0.33179715275764465, 0.29959505796432495, 0.19101116061210632, 0.29166656732559204, 0.2580644488334656, 0.3456788957118988, 0.21874994039535522, 0.21649475395679474, 0.5470084547996521, 0.43575406074523926, 0.29864245653152466, 0.29629620909690857, 0.1290322095155716, 0.26415085792541504 ], "time": 40.03042501490563, "param": null }, { "epoch": 22, "train_loss": 0.9401707053184509, "val_loss": 3.73488712310791, "acc": 32.61, "f1": [ 0.630251944065094, 0.3703702688217163, 0.2898550033569336, 0.20430098474025726, 0.15999993681907654, 0.2477063536643982, 0.3084576427936554, 0.3592813014984131, 0.326315701007843, 0.42780739068984985, 0.15999993681907654, 0.15300540626049042, 0.3431371748447418, 0.20408158004283905, 0.20645155012607574, 0.2097901701927185, 0.31788066029548645, 0.47773265838623047, 0.3253587782382965, 0.2871793806552887, 0.6074764728546143, 0.4867255389690399, 0.2682925760746002, 0.5049503445625305, 0.577777624130249, 0.1799999475479126, 0.26666659116744995, 0.20149248838424683, 0.45544540882110596, 0.28571420907974243, 0.33333322405815125, 0.24999991059303284, 0.20312494039535522, 0.3131312429904938, 0.24528293311595917, 0.10191076993942261, 0.28723397850990295, 0.2692306935787201, 0.23030297458171844, 0.44642844796180725, 0.3268481194972992, 0.5617976188659668, 0.23966935276985168, 0.23529404401779175, 0.184738889336586, 0.15322573482990265, 0.2944161295890808, 0.5088756084442139, 0.487499862909317, 0.39999985694885254, 0.16744180023670197, 0.27472516894340515, 0.5588234066963196, 0.44067782163619995, 0.41666656732559204, 0.14583328366279602, 0.491227924823761, 0.31901830434799194, 0.3414633274078369, 0.323809415102005, 0.7099998593330383, 0.43902432918548584, 0.4338623583316803, 0.36464083194732666, 0.18410035967826843, 0.15740735828876495, 0.20930226147174835, 0.27428561449050903, 0.6603772640228271, 0.5435895919799805, 0.40476179122924805, 0.5599998831748962, 0.12669678032398224, 0.3628690838813782, 0.2105262577533722, 0.556212842464447, 0.44137921929359436, 0.16149060428142548, 0.1219511553645134, 0.26540276408195496, 0.13475172221660614, 0.3090128004550934, 0.579710066318512, 0.360248327255249, 0.17560969293117523, 0.43027880787849426, 0.4111110270023346, 0.3981480300426483, 0.21118006110191345, 0.3084111213684082, 0.23899364471435547, 0.4072396755218506, 0.14705875515937805, 0.2550334632396698, 0.5212765336036682, 0.3882351815700531, 0.29885047674179077, 0.33333322405815125, 0.13541659712791443, 0.24324317276477814 ], "time": 40.11044583003968, "param": null }, { "epoch": 23, "train_loss": 0.7563126087188721, "val_loss": 3.6659743785858154, "acc": 31.58, "f1": [ 0.6220094561576843, 0.3999999165534973, 0.19913412630558014, 0.1799999475479126, 0.1545064002275467, 0.3370785713195801, 0.29906532168388367, 0.29437223076820374, 0.28571420907974243, 0.38888880610466003, 0.21568621695041656, 0.24083760380744934, 0.2962961792945862, 0.27102795243263245, 0.24669595062732697, 0.1333332657814026, 0.33333319425582886, 0.4150942265987396, 0.3076922297477722, 0.2594141364097595, 0.5769229531288147, 0.4313724637031555, 0.280373752117157, 0.4331209361553192, 0.49999985098838806, 0.2347417026758194, 0.228571355342865, 0.17105256021022797, 0.4508668780326843, 0.31284910440444946, 0.3316061198711395, 0.3317534327507019, 0.3018867075443268, 0.3295453190803528, 0.21111102402210236, 0.17085421085357666, 0.3417084515094757, 0.2072538137435913, 0.20353974401950836, 0.425531804561615, 0.2999999523162842, 0.45210719108581543, 0.20091316103935242, 0.2812499403953552, 0.1657457947731018, 0.12999993562698364, 0.2117646485567093, 0.4814813435077667, 0.47808754444122314, 0.35416656732559204, 0.15942023694515228, 0.30107519030570984, 0.5688887238502502, 0.4352940320968628, 0.35643553733825684, 0.1327800303697586, 0.47619032859802246, 0.29107969999313354, 0.34042543172836304, 0.21118006110191345, 0.6637929677963257, 0.47953203320503235, 0.43781083822250366, 0.3287670612335205, 0.1257142275571823, 0.15662643313407898, 0.19095470011234283, 0.3206750154495239, 0.6236557960510254, 0.5054942965507507, 0.41666656732559204, 0.5844747424125671, 0.10928954929113388, 0.24675315618515015, 0.16080394387245178, 0.5568180084228516, 0.5847951769828796, 0.15151509642601013, 0.2097901701927185, 0.24870456755161285, 0.1052631139755249, 0.23728805780410767, 0.5254236459732056, 0.3272726535797119, 0.19095470011234283, 0.4180789887905121, 0.36018943786621094, 0.33928561210632324, 0.19689112901687622, 0.2834644913673401, 0.2583731412887573, 0.45283007621765137, 0.20657269656658173, 0.19095470011234283, 0.5185183882713318, 0.3794870972633362, 0.2617800235748291, 0.2909089922904968, 0.11764698475599289, 0.3025209605693817 ], "time": 39.417898738756776, "param": null }, { "epoch": 24, "train_loss": 0.7049874663352966, "val_loss": 3.9531776905059814, "acc": 29.98, "f1": [ 0.6210044622421265, 0.3708608150482178, 0.24175815284252167, 0.19672125577926636, 0.194871723651886, 0.22421517968177795, 0.2653060257434845, 0.30303022265434265, 0.30303019285202026, 0.3185184597969055, 0.19827578961849213, 0.19323663413524628, 0.26027390360832214, 0.15873010456562042, 0.22772268950939178, 0.19004517793655396, 0.36046499013900757, 0.40490788221359253, 0.3232322335243225, 0.23318377137184143, 0.5789472460746765, 0.4333331882953644, 0.2909089922904968, 0.4549761712551117, 0.42771080136299133, 0.11111107468605042, 0.19867542386054993, 0.18726585805416107, 0.3881855607032776, 0.3179486393928528, 0.41249990463256836, 0.26086950302124023, 0.2572613060474396, 0.282828152179718, 0.2065216600894928, 0.1445782482624054, 0.2583332359790802, 0.19259251654148102, 0.14166660606861115, 0.3289472758769989, 0.28235286474227905, 0.5748501420021057, 0.21333324909210205, 0.30046939849853516, 0.17358486354351044, 0.11555548757314682, 0.21834053099155426, 0.4852069914340973, 0.40298497676849365, 0.35398221015930176, 0.12145744264125824, 0.19480513036251068, 0.5027931928634644, 0.4603772759437561, 0.362499862909317, 0.1272084265947342, 0.4102562963962555, 0.28187909722328186, 0.3597121238708496, 0.3228345811367035, 0.6808509230613708, 0.3521125614643097, 0.390243798494339, 0.34013596177101135, 0.13861380517482758, 0.13445371389389038, 0.15853650867938995, 0.2955974340438843, 0.583690881729126, 0.5418717861175537, 0.1951218694448471, 0.530465841293335, 0.08376957476139069, 0.3687499165534973, 0.18867918848991394, 0.5521470904350281, 0.6073297262191772, 0.1414140909910202, 0.08536579459905624, 0.22772268950939178, 0.11214946955442429, 0.24516120553016663, 0.612716555595398, 0.31441038846969604, 0.1896551102399826, 0.4021162986755371, 0.3647797703742981, 0.28415289521217346, 0.11834313720464706, 0.30769217014312744, 0.13888882100582123, 0.3794870972633362, 0.14583328366279602, 0.16666661202907562, 0.47183096408843994, 0.4311376214027405, 0.23030294477939606, 0.2948717176914215, 0.14574894309043884, 0.25906726717948914 ], "time": 40.150627398863435, "param": null }, { "epoch": 25, "train_loss": 0.5795670747756958, "val_loss": 4.128175735473633, "acc": 32.88, "f1": [ 0.6098653674125671, 0.4545453190803528, 0.2181817591190338, 0.19379839301109314, 0.20863303542137146, 0.2512076497077942, 0.31623923778533936, 0.3389829397201538, 0.3499998450279236, 0.45833322405815125, 0.19607838988304138, 0.1932772397994995, 0.23448269069194794, 0.2444443702697754, 0.23041465878486633, 0.2406638264656067, 0.2948717176914215, 0.4577113389968872, 0.2279411107301712, 0.21138204634189606, 0.5728154182434082, 0.3974357545375824, 0.2660943269729614, 0.4980236291885376, 0.5322579741477966, 0.21118006110191345, 0.21590900421142578, 0.09395967423915863, 0.39778995513916016, 0.3428570628166199, 0.351144939661026, 0.26315781474113464, 0.3090128004550934, 0.33684200048446655, 0.2621358335018158, 0.10126575827598572, 0.283950537443161, 0.23076915740966797, 0.21890540421009064, 0.368663489818573, 0.3495144844055176, 0.5502644181251526, 0.154929518699646, 0.28402355313301086, 0.1333332657814026, 0.17171710729599, 0.1835748255252838, 0.529999852180481, 0.47210294008255005, 0.4159998893737793, 0.1459226906299591, 0.2251655012369156, 0.49729716777801514, 0.5499998927116394, 0.43216070532798767, 0.11522628366947174, 0.47572803497314453, 0.3778800964355469, 0.40789464116096497, 0.33050838112831116, 0.684491753578186, 0.42682915925979614, 0.3441859781742096, 0.32231393456459045, 0.15028895437717438, 0.2054053246974945, 0.20359273254871368, 0.2879999279975891, 0.6391751170158386, 0.5358850359916687, 0.3299999237060547, 0.5833332538604736, 0.14117640256881714, 0.37614670395851135, 0.10457510501146317, 0.5621620416641235, 0.5980390906333923, 0.18930034339427948, 0.16438350081443787, 0.26415085792541504, 0.145695298910141, 0.2597401440143585, 0.631578803062439, 0.3905324339866638, 0.2434781938791275, 0.43575406074523926, 0.35365843772888184, 0.3686273694038391, 0.1768706887960434, 0.3147207200527191, 0.2519083321094513, 0.4132230579853058, 0.1717790812253952, 0.17857135832309723, 0.5809522867202759, 0.4257424473762512, 0.2888887822628021, 0.27472516894340515, 0.19841262698173523, 0.3861384987831116 ], "time": 40.03216083999723, "param": null }, { "epoch": 26, "train_loss": 0.5910465121269226, "val_loss": 3.9230029582977295, "acc": 32.51, "f1": [ 0.696517288684845, 0.42372873425483704, 0.2653060257434845, 0.16867463290691376, 0.2488037496805191, 0.24875615537166595, 0.2782607972621918, 0.26666656136512756, 0.32941165566444397, 0.40999990701675415, 0.16935478150844574, 0.17241372168064117, 0.3398057222366333, 0.22972965240478516, 0.2105262279510498, 0.22222216427326202, 0.34177201986312866, 0.4729062616825104, 0.27173903584480286, 0.2378377616405487, 0.609625518321991, 0.42639580368995667, 0.30120471119880676, 0.45814967155456543, 0.5092591643333435, 0.1704544872045517, 0.3043477535247803, 0.1818181276321411, 0.4623654782772064, 0.25954192876815796, 0.4056602716445923, 0.2333332598209381, 0.22314044833183289, 0.3148147463798523, 0.26666659116744995, 0.17857135832309723, 0.2656249403953552, 0.23076915740966797, 0.20430098474025726, 0.39560428261756897, 0.3563217520713806, 0.603550136089325, 0.27814561128616333, 0.2937852144241333, 0.05524856224656105, 0.15261036157608032, 0.22093015909194946, 0.4725273549556732, 0.45238080620765686, 0.40485823154449463, 0.17627111077308655, 0.27272719144821167, 0.522612988948822, 0.5283017754554749, 0.37668150663375854, 0.06097555160522461, 0.3874998986721039, 0.3435581922531128, 0.38709667325019836, 0.32539674639701843, 0.6602869629859924, 0.4550897181034088, 0.43243229389190674, 0.31531521677970886, 0.1619046926498413, 0.19811314344406128, 0.21686740219593048, 0.3161093592643738, 0.633165717124939, 0.4947367310523987, 0.30303019285202026, 0.5352111458778381, 0.15315312147140503, 0.33606547117233276, 0.18461531400680542, 0.5798815488815308, 0.5785122513771057, 0.14728675782680511, 0.17105256021022797, 0.2647058069705963, 0.21951211988925934, 0.210526242852211, 0.5726494193077087, 0.2754489779472351, 0.18269222974777222, 0.4382021129131317, 0.36514514684677124, 0.3018867075443268, 0.22325573861598969, 0.25352105498313904, 0.2901553809642792, 0.3936169147491455, 0.27102795243263245, 0.18292675912380219, 0.6063828468322754, 0.4485980272293091, 0.3592231869697571, 0.31147530674934387, 0.1775147169828415, 0.21874994039535522 ], "time": 39.71610039938241, "param": null }, { "epoch": 27, "train_loss": 0.5385743379592896, "val_loss": 4.076298713684082, "acc": 31.74, "f1": [ 0.6509432196617126, 0.46242761611938477, 0.30208322405815125, 0.23529402911663055, 0.2061854749917984, 0.20289847254753113, 0.33976826071739197, 0.29464277625083923, 0.372548907995224, 0.3615383505821228, 0.13714279234409332, 0.17757000029087067, 0.28712859749794006, 0.16666661202907562, 0.2312137931585312, 0.21834053099155426, 0.3068782389163971, 0.4413144290447235, 0.25157222151756287, 0.1764705330133438, 0.5544553399085999, 0.45918354392051697, 0.3069306015968323, 0.48587560653686523, 0.5608464479446411, 0.21978014707565308, 0.22346359491348267, 0.19999995827674866, 0.45405393838882446, 0.30392149090766907, 0.3287670612335205, 0.2844826877117157, 0.20720712840557098, 0.27380943298339844, 0.25870639085769653, 0.1844659447669983, 0.3018867075443268, 0.2181817591190338, 0.15238089859485626, 0.4096384644508362, 0.3431371748447418, 0.5685278177261353, 0.23255807161331177, 0.25396817922592163, 0.15126045048236847, 0.15652167797088623, 0.2131146788597107, 0.47474732995033264, 0.5320196151733398, 0.3950616121292114, 0.15706801414489746, 0.1898733526468277, 0.48275846242904663, 0.4577113389968872, 0.4219408333301544, 0.11926598846912384, 0.53987717628479, 0.327868789434433, 0.41975298523902893, 0.30366483330726624, 0.7035174369812012, 0.47236168384552, 0.4090908467769623, 0.28464412689208984, 0.1525423228740692, 0.20945939421653748, 0.19491519033908844, 0.3076922297477722, 0.5660375952720642, 0.5023254752159119, 0.3295453190803528, 0.5930231213569641, 0.09944745898246765, 0.17187494039535522, 0.2256409376859665, 0.5895952582359314, 0.5887848734855652, 0.16267937421798706, 0.19736838340759277, 0.27551010251045227, 0.18947362899780273, 0.18604643642902374, 0.5567008852958679, 0.27380943298339844, 0.2054053246974945, 0.43749991059303284, 0.3923443853855133, 0.2829267382621765, 0.10588229447603226, 0.291139155626297, 0.3069306015968323, 0.48453593254089355, 0.25233638286590576, 0.18487389385700226, 0.5109488368034363, 0.4204544126987457, 0.2955664098262787, 0.2731276750564575, 0.12711858749389648, 0.21463409066200256 ], "time": 39.50515612959862, "param": null }, { "epoch": 28, "train_loss": 0.4977506101131439, "val_loss": 3.8166940212249756, "acc": 31.71, "f1": [ 0.6210044622421265, 0.4154588282108307, 0.21111102402210236, 0.12639400362968445, 0.16733060777187347, 0.3316582143306732, 0.2589927613735199, 0.33333322405815125, 0.290502667427063, 0.43575406074523926, 0.2117646485567093, 0.08888883143663406, 0.32835814356803894, 0.22707417607307434, 0.23346298933029175, 0.21556879580020905, 0.3661970794200897, 0.4398338794708252, 0.27083322405815125, 0.25101208686828613, 0.550898015499115, 0.4711109697818756, 0.35714277625083923, 0.49999988079071045, 0.5268816351890564, 0.18947362899780273, 0.21301770210266113, 0.16877631843090057, 0.487499862909317, 0.23255808651447296, 0.3861384987831116, 0.2620086967945099, 0.2048516869544983, 0.28571420907974243, 0.216666579246521, 0.15686267614364624, 0.30337071418762207, 0.18897631764411926, 0.1647058129310608, 0.38766512274742126, 0.3670884966850281, 0.5847951769828796, 0.19469019770622253, 0.2528734505176544, 0.1461186707019806, 0.11206889152526855, 0.33333322405815125, 0.4999999403953552, 0.46445485949516296, 0.46288198232650757, 0.14414407312870026, 0.2274509072303772, 0.5418717861175537, 0.4615383446216583, 0.42857128381729126, 0.12499994039535522, 0.43564343452453613, 0.324607253074646, 0.415094256401062, 0.32835814356803894, 0.7499997615814209, 0.4999998211860657, 0.4204544126987457, 0.3317534327507019, 0.17322826385498047, 0.1899440735578537, 0.17435890436172485, 0.23414628207683563, 0.6565654873847961, 0.552941083908081, 0.40217384696006775, 0.49664416909217834, 0.13846150040626526, 0.2727271616458893, 0.19417467713356018, 0.5194803476333618, 0.5810053944587708, 0.20909084379673004, 0.1531914472579956, 0.21111102402210236, 0.19157081842422485, 0.25104594230651855, 0.5837318897247314, 0.3568463623523712, 0.2048192024230957, 0.3529410660266876, 0.37288129329681396, 0.29166656732559204, 0.2014387845993042, 0.212290421128273, 0.2706766128540039, 0.42857128381729126, 0.19108274579048157, 0.17391297221183777, 0.5795453190803528, 0.372548907995224, 0.3211008310317993, 0.32820504903793335, 0.14689259231090546, 0.32183900475502014 ], "time": 40.08882975857705, "param": null }, { "epoch": 29, "train_loss": 0.5292952060699463, "val_loss": 4.493646621704102, "acc": 31.02, "f1": [ 0.522612988948822, 0.41666656732559204, 0.23255807161331177, 0.15730330348014832, 0.20869559049606323, 0.2624998986721039, 0.23478256165981293, 0.34736835956573486, 0.32579174637794495, 0.403755784034729, 0.1485147923231125, 0.21428564190864563, 0.30418241024017334, 0.20645155012607574, 0.13235288858413696, 0.2314814031124115, 0.29813653230667114, 0.4433496594429016, 0.2251655012369156, 0.2181817591190338, 0.5779815316200256, 0.4496123194694519, 0.30769217014312744, 0.49107134342193604, 0.6030149459838867, 0.20858889818191528, 0.24999994039535522, 0.13270136713981628, 0.43999987840652466, 0.3026314675807953, 0.3983050286769867, 0.27118635177612305, 0.26455017924308777, 0.2716048061847687, 0.2547169029712677, 0.15053758025169373, 0.28688517212867737, 0.15217386186122894, 0.18604643642902374, 0.3999998867511749, 0.3599999248981476, 0.5217390656471252, 0.24083760380744934, 0.27893170714378357, 0.10362687706947327, 0.176470547914505, 0.23958325386047363, 0.45859864354133606, 0.46728962659835815, 0.345177561044693, 0.1554403454065323, 0.21897803246974945, 0.5689654350280762, 0.39779001474380493, 0.3827749788761139, 0.08571422845125198, 0.429447740316391, 0.28415289521217346, 0.40764322876930237, 0.31468522548675537, 0.49999991059303284, 0.4221104085445404, 0.2588233947753906, 0.32183900475502014, 0.13504819571971893, 0.10666660219430923, 0.20312494039535522, 0.2525251507759094, 0.6596857309341431, 0.5312498211860657, 0.42982450127601624, 0.36879420280456543, 0.13541659712791443, 0.37499991059303284, 0.1971830278635025, 0.5497074723243713, 0.5999999046325684, 0.15853650867938995, 0.16239310801029205, 0.1916166990995407, 0.12322267889976501, 0.24161066114902496, 0.3880595862865448, 0.21951214969158173, 0.22950810194015503, 0.4255318343639374, 0.4159998893737793, 0.37804868817329407, 0.14218004047870636, 0.2793295085430145, 0.2345678210258484, 0.46511611342430115, 0.21978014707565308, 0.2559240758419037, 0.5217390656471252, 0.4387753903865814, 0.3047617971897125, 0.2999999225139618, 0.17021270096302032, 0.220779150724411 ], "time": 40.221320445649326, "param": null }, { "epoch": 30, "train_loss": 0.423822283744812, "val_loss": 4.299218654632568, "acc": 32.36, "f1": [ 0.5429863333702087, 0.2762430012226105, 0.1866666078567505, 0.17391297221183777, 0.16842098534107208, 0.2870812714099884, 0.3301886022090912, 0.3510637581348419, 0.28767114877700806, 0.3636362850666046, 0.16513754427433014, 0.18292675912380219, 0.24999989569187164, 0.19999994337558746, 0.22137397527694702, 0.2514968812465668, 0.35748788714408875, 0.45810040831565857, 0.263513445854187, 0.22660093009471893, 0.5730992555618286, 0.49746179580688477, 0.32748526334762573, 0.4999998211860657, 0.5564514994621277, 0.2426777482032776, 0.20091316103935242, 0.20074345171451569, 0.3977271616458893, 0.2624998986721039, 0.3841806650161743, 0.26190465688705444, 0.1951218843460083, 0.37668150663375854, 0.2959182858467102, 0.1759258508682251, 0.25373128056526184, 0.1576354056596756, 0.1548386514186859, 0.35215941071510315, 0.3406112492084503, 0.528846025466919, 0.21999992430210114, 0.3398691415786743, 0.14049580693244934, 0.16867463290691376, 0.21965309977531433, 0.49777767062187195, 0.44444429874420166, 0.3147207200527191, 0.15310998260974884, 0.2558138370513916, 0.5418717861175537, 0.4824119210243225, 0.40624988079071045, 0.15217386186122894, 0.48205116391181946, 0.2612611949443817, 0.36529669165611267, 0.3428570628166199, 0.6877826452255249, 0.44571414589881897, 0.40740731358528137, 0.3211677670478821, 0.1648350954055786, 0.2569831311702728, 0.20657269656658173, 0.2105262577533722, 0.6666665077209473, 0.4710423946380615, 0.42241373658180237, 0.5641024112701416, 0.1576354056596756, 0.3362830877304077, 0.23728807270526886, 0.5312498807907104, 0.5197739005088806, 0.17964066565036774, 0.13432830572128296, 0.24999991059303284, 0.1656804084777832, 0.32911381125450134, 0.6299998760223389, 0.32635971903800964, 0.1777777075767517, 0.4192138612270355, 0.419999897480011, 0.364531934261322, 0.13725484907627106, 0.31067952513694763, 0.22680403292179108, 0.47398826479911804, 0.20125779509544373, 0.1717790812253952, 0.5800864696502686, 0.4607841968536377, 0.26315778493881226, 0.28571417927742004, 0.16279064118862152, 0.29508185386657715 ], "time": 39.675413587130606, "param": null }, { "epoch": 31, "train_loss": 0.40112900733947754, "val_loss": 4.514486789703369, "acc": 33.3, "f1": [ 0.5860464572906494, 0.4122805893421173, 0.22222213447093964, 0.19251330196857452, 0.20155030488967896, 0.3282441794872284, 0.34513264894485474, 0.27102795243263245, 0.4114284813404083, 0.43708598613739014, 0.21319790184497833, 0.26728102564811707, 0.38636353611946106, 0.20512813329696655, 0.210526242852211, 0.2436547577381134, 0.3370785713195801, 0.4980236291885376, 0.3285022974014282, 0.2233501821756363, 0.6564101576805115, 0.4607328474521637, 0.29787224531173706, 0.5405403971672058, 0.5560536980628967, 0.19780214130878448, 0.18723398447036743, 0.24175815284252167, 0.48453593254089355, 0.2264150232076645, 0.3411763310432434, 0.30303019285202026, 0.24630534648895264, 0.3195265531539917, 0.2543858587741852, 0.15686267614364624, 0.3625729978084564, 0.23923437297344208, 0.17492705583572388, 0.3647797703742981, 0.3557691276073456, 0.596684992313385, 0.263374388217926, 0.28999990224838257, 0.14285708963871002, 0.2061854749917984, 0.16993455588817596, 0.47846877574920654, 0.486772358417511, 0.39999985694885254, 0.18978095054626465, 0.22222216427326202, 0.534031331539154, 0.53465336561203, 0.44444432854652405, 0.10377352684736252, 0.4550897181034088, 0.3133639991283417, 0.3975153863430023, 0.26573416590690613, 0.7794870138168335, 0.4204544126987457, 0.425531804561615, 0.31390124559402466, 0.16901403665542603, 0.24186037480831146, 0.1722487509250641, 0.23809516429901123, 0.6735749840736389, 0.5217390656471252, 0.36842095851898193, 0.5573769211769104, 0.15957440435886383, 0.3209875524044037, 0.19004517793655396, 0.5714284777641296, 0.5714284181594849, 0.1885245442390442, 0.15300540626049042, 0.2934781610965729, 0.16666659712791443, 0.31764698028564453, 0.6097559928894043, 0.37499991059303284, 0.17021268606185913, 0.40624991059303284, 0.3957218527793884, 0.3707864284515381, 0.17647051811218262, 0.34482747316360474, 0.31279608607292175, 0.4401912987232208, 0.15277770161628723, 0.16149060428142548, 0.5918366312980652, 0.43349742889404297, 0.2955664098262787, 0.3141360282897949, 0.1395348161458969, 0.3285022974014282 ], "time": 39.49554353766143, "param": null }, { "epoch": 32, "train_loss": 0.41789352893829346, "val_loss": 4.553891658782959, "acc": 31.2, "f1": [ 0.6037734746932983, 0.367346853017807, 0.22831043601036072, 0.15068486332893372, 0.194871723651886, 0.28272244334220886, 0.36529669165611267, 0.24761897325515747, 0.34265726804733276, 0.46231144666671753, 0.2054053246974945, 0.15789468586444855, 0.3101603388786316, 0.1818181276321411, 0.22399993240833282, 0.2674417495727539, 0.2566370666027069, 0.39520949125289917, 0.2783504128456116, 0.22471901774406433, 0.5934064984321594, 0.5263157486915588, 0.28048771619796753, 0.4615383446216583, 0.5277776718139648, 0.22099439799785614, 0.20814472436904907, 0.17073164880275726, 0.4914284646511078, 0.25906726717948914, 0.3352600038051605, 0.26027390360832214, 0.24999992549419403, 0.30999991297721863, 0.29189181327819824, 0.16766461730003357, 0.3116881847381592, 0.2105262726545334, 0.1921396702528, 0.40579700469970703, 0.364531934261322, 0.5638296604156494, 0.21951214969158173, 0.30851057171821594, 0.18691585958003998, 0.1261829137802124, 0.24390234053134918, 0.4615383744239807, 0.4999999403953552, 0.3720929026603699, 0.17424236238002777, 0.1898733526468277, 0.4942527115345001, 0.47826072573661804, 0.41739121079444885, 0.06289302557706833, 0.47222211956977844, 0.336633563041687, 0.28358200192451477, 0.27380943298339844, 0.6483515501022339, 0.4912279546260834, 0.44221094250679016, 0.3373492956161499, 0.14358967542648315, 0.15602830052375793, 0.19762840867042542, 0.2767294645309448, 0.649484395980835, 0.5149698853492737, 0.3800903856754303, 0.47297289967536926, 0.077922023832798, 0.20382159948349, 0.19999994337558746, 0.5249998569488525, 0.5628740787506104, 0.1546391248703003, 0.16786567866802216, 0.2099999338388443, 0.15873010456562042, 0.24870456755161285, 0.6387433409690857, 0.31475403904914856, 0.19548864662647247, 0.3756905198097229, 0.3577980697154999, 0.3419688045978546, 0.1327800303697586, 0.34615373611450195, 0.2127658873796463, 0.43956032395362854, 0.1818181276321411, 0.1499999463558197, 0.5824174284934998, 0.3823528587818146, 0.331707239151001, 0.29824554920196533, 0.14364632964134216, 0.24512529373168945 ], "time": 39.660073183476925, "param": null }, { "epoch": 33, "train_loss": 0.40609657764434814, "val_loss": 4.554015636444092, "acc": 31.93, "f1": [ 0.6428569555282593, 0.43555545806884766, 0.2694299519062042, 0.12121205776929855, 0.18957340717315674, 0.2389935851097107, 0.28723397850990295, 0.28235283493995667, 0.3535352647304535, 0.3899998664855957, 0.13471496105194092, 0.19811314344406128, 0.3058822751045227, 0.2167486995458603, 0.2243901938199997, 0.2048192024230957, 0.2754489779472351, 0.48387083411216736, 0.2949639558792114, 0.1898733526468277, 0.6666664481163025, 0.531745970249176, 0.23863628506660461, 0.48888877034187317, 0.6153845191001892, 0.17391297221183777, 0.17358486354351044, 0.15873010456562042, 0.4946235418319702, 0.281406968832016, 0.3744291365146637, 0.24528293311595917, 0.28571417927742004, 0.33913031220436096, 0.27118635177612305, 0.10738249123096466, 0.3034482002258301, 0.21789877116680145, 0.15859025716781616, 0.3688523471355438, 0.3272726535797119, 0.6195651292800903, 0.24580998718738556, 0.2545453608036041, 0.12643671035766602, 0.2061854749917984, 0.21505369246006012, 0.48598119616508484, 0.4413144290447235, 0.4050632119178772, 0.10169485956430435, 0.21951214969158173, 0.4861876964569092, 0.501818060874939, 0.38626599311828613, 0.11643831431865692, 0.43749991059303284, 0.29268282651901245, 0.3999999463558197, 0.32812491059303284, 0.6931816935539246, 0.3981480300426483, 0.47398826479911804, 0.33333322405815125, 0.18848159909248352, 0.19230762124061584, 0.1885245442390442, 0.25906726717948914, 0.6666665077209473, 0.47899147868156433, 0.299999862909317, 0.4028775990009308, 0.13698625564575195, 0.3722943067550659, 0.1773398518562317, 0.5824174284934998, 0.6063828468322754, 0.1885245442390442, 0.11822652816772461, 0.23963125050067902, 0.1368420422077179, 0.26666659116744995, 0.6445496082305908, 0.3370785415172577, 0.12765952944755554, 0.45643141865730286, 0.3529410660266876, 0.3319500982761383, 0.12371128052473068, 0.27102795243263245, 0.24242417514324188, 0.4102562665939331, 0.2297871857881546, 0.17840369045734406, 0.5595237016677856, 0.4623654782772064, 0.24657529592514038, 0.28099164366722107, 0.1641024947166443, 0.28220847249031067 ], "time": 39.75659689120948, "param": null }, { "epoch": 34, "train_loss": 0.331340491771698, "val_loss": 4.424614906311035, "acc": 32.01, "f1": [ 0.5945944786071777, 0.413043349981308, 0.2244897186756134, 0.1768706887960434, 0.23923437297344208, 0.27678564190864563, 0.32989683747291565, 0.33333322405815125, 0.34883710741996765, 0.4431816637516022, 0.1499999612569809, 0.18749994039535522, 0.2541435658931732, 0.19631893932819366, 0.23312875628471375, 0.22556383907794952, 0.3625729978084564, 0.4698793888092041, 0.20138882100582123, 0.2929935157299042, 0.633165717124939, 0.5192306637763977, 0.28846150636672974, 0.48936155438423157, 0.5929647088050842, 0.17391297221183777, 0.2147650271654129, 0.16243648529052734, 0.4607328474521637, 0.2824857831001282, 0.32748526334762573, 0.3111110329627991, 0.23469379544258118, 0.286666601896286, 0.24742262065410614, 0.14130428433418274, 0.3267325758934021, 0.10958898812532425, 0.15730330348014832, 0.447368323802948, 0.32888880372047424, 0.5396823883056641, 0.2566370666027069, 0.29523801803588867, 0.12182734906673431, 0.17073164880275726, 0.22598862648010254, 0.5113635063171387, 0.3714284598827362, 0.2937852144241333, 0.11976040154695511, 0.27874556183815, 0.5454544425010681, 0.5066665410995483, 0.4145076870918274, 0.1302681565284729, 0.43956032395362854, 0.28806576132774353, 0.3953487277030945, 0.3448275029659271, 0.6886791586875916, 0.4179103374481201, 0.4018690288066864, 0.3436122238636017, 0.09230764210224152, 0.15517236292362213, 0.1704544872045517, 0.2705313265323639, 0.6321837902069092, 0.522612988948822, 0.3666665554046631, 0.5083332657814026, 0.12158050388097763, 0.3265305459499359, 0.1916666179895401, 0.5240640044212341, 0.6010361909866333, 0.17112290859222412, 0.1612902730703354, 0.2366863340139389, 0.14678892493247986, 0.268292635679245, 0.6090908050537109, 0.3636362552642822, 0.1485147923231125, 0.4230768084526062, 0.3419688045978546, 0.3348415493965149, 0.1971830278635025, 0.20289847254753113, 0.2555064857006073, 0.3688523471355438, 0.21989519894123077, 0.23863628506660461, 0.613496720790863, 0.4347825050354004, 0.29213473200798035, 0.33333325386047363, 0.14285708963871002, 0.3032257556915283 ], "time": 39.386619601398706, "param": null }, { "epoch": 35, "train_loss": 0.28999102115631104, "val_loss": 4.303669452667236, "acc": 33.19, "f1": [ 0.622641384601593, 0.4608694612979889, 0.2424241602420807, 0.17948710918426514, 0.2096773386001587, 0.2620086967945099, 0.2999999225139618, 0.36158180236816406, 0.2999999523162842, 0.42342329025268555, 0.21399171650409698, 0.19801974296569824, 0.32258057594299316, 0.2424241602420807, 0.20320846140384674, 0.2264150232076645, 0.2710621953010559, 0.4607841968536377, 0.30270257592201233, 0.1857142299413681, 0.5742572546005249, 0.4734298884868622, 0.29714274406433105, 0.45637571811676025, 0.5286343097686768, 0.22499993443489075, 0.23611101508140564, 0.19095470011234283, 0.4745761454105377, 0.33918121457099915, 0.42342329025268555, 0.3575417995452881, 0.22966498136520386, 0.37563440203666687, 0.2941175401210785, 0.2404370754957199, 0.23204411566257477, 0.20740735530853271, 0.20833326876163483, 0.3692306876182556, 0.3523808717727661, 0.5513511896133423, 0.22321420907974243, 0.23529404401779175, 0.154929518699646, 0.24999991059303284, 0.18181811273097992, 0.5258214473724365, 0.5070421695709229, 0.36158180236816406, 0.14285707473754883, 0.24999992549419403, 0.49999988079071045, 0.49999988079071045, 0.46774181723594666, 0.14893612265586853, 0.4313724637031555, 0.2999999225139618, 0.3936169147491455, 0.2968749403953552, 0.6822428703308105, 0.41176462173461914, 0.452830046415329, 0.38626599311828613, 0.13861380517482758, 0.16915416717529297, 0.22346359491348267, 0.29665064811706543, 0.5952380299568176, 0.5688887238502502, 0.3157893717288971, 0.5481480360031128, 0.13065321743488312, 0.3168315887451172, 0.1818181276321411, 0.5389220714569092, 0.5870645046234131, 0.1452513188123703, 0.193548321723938, 0.2444443702697754, 0.1858406364917755, 0.34343424439430237, 0.5862067937850952, 0.33699625730514526, 0.2010049670934677, 0.3820223808288574, 0.35532984137535095, 0.3519999384880066, 0.1764705330133438, 0.27350419759750366, 0.23391805589199066, 0.47953203320503235, 0.1965317279100418, 0.15517236292362213, 0.5644170045852661, 0.43171796202659607, 0.2580644488334656, 0.2771083414554596, 0.12765952944755554, 0.2807016372680664 ], "time": 39.24862398020923, "param": null }, { "epoch": 36, "train_loss": 0.5167760848999023, "val_loss": 3.9766857624053955, "acc": 31.62, "f1": [ 0.5657369494438171, 0.4242422580718994, 0.1414140909910202, 0.17218534648418427, 0.22549012303352356, 0.21548815071582794, 0.27428561449050903, 0.28571417927742004, 0.24999994039535522, 0.45398759841918945, 0.1913042813539505, 0.19277101755142212, 0.3443707227706909, 0.22222216427326202, 0.16216209530830383, 0.18633535504341125, 0.30864188075065613, 0.45887434482574463, 0.2536872625350952, 0.23076915740966797, 0.5922329425811768, 0.4385963976383209, 0.28571420907974243, 0.4466018080711365, 0.5795453190803528, 0.19298237562179565, 0.22680403292179108, 0.24509796500205994, 0.4025973081588745, 0.26666659116744995, 0.39805811643600464, 0.18055549263954163, 0.2673266530036926, 0.2634729743003845, 0.24817509949207306, 0.1891891211271286, 0.34722214937210083, 0.20560741424560547, 0.14659680426120758, 0.35978829860687256, 0.261744886636734, 0.5454543828964233, 0.30303019285202026, 0.2714284658432007, 0.12021850794553757, 0.13636359572410583, 0.2288556545972824, 0.5021275877952576, 0.362499862909317, 0.33783775568008423, 0.1509433388710022, 0.25396814942359924, 0.5599998831748962, 0.43537402153015137, 0.3559320867061615, 0.07843131572008133, 0.4129031002521515, 0.35714277625083923, 0.34482747316360474, 0.31275710463523865, 0.6835441589355469, 0.3661970794200897, 0.40191373229026794, 0.346666544675827, 0.2037036269903183, 0.12941168248653412, 0.13245026767253876, 0.2895926535129547, 0.6666664481163025, 0.4604809880256653, 0.446808397769928, 0.49429649114608765, 0.1142856553196907, 0.289940744638443, 0.19323663413524628, 0.5395347476005554, 0.5953487157821655, 0.22499993443489075, 0.13740453124046326, 0.2528734505176544, 0.1758241057395935, 0.2797201871871948, 0.6200872659683228, 0.33593741059303284, 0.1683167666196823, 0.45833322405815125, 0.3861384987831116, 0.3290042281150818, 0.17857135832309723, 0.29813653230667114, 0.2408962845802307, 0.3402777314186096, 0.19138747453689575, 0.13513506948947906, 0.5786800384521484, 0.3953487277030945, 0.212290421128273, 0.30588221549987793, 0.12121205776929855, 0.269360214471817 ], "time": 39.42862839438021, "param": null }, { "epoch": 37, "train_loss": 0.3374370336532593, "val_loss": 4.195572376251221, "acc": 32.11, "f1": [ 0.6481480002403259, 0.43428558111190796, 0.19607838988304138, 0.1824103742837906, 0.18390797078609467, 0.32307684421539307, 0.30541861057281494, 0.27777770161628723, 0.3971630334854126, 0.358024537563324, 0.16666661202907562, 0.24844713509082794, 0.2745097279548645, 0.22988496720790863, 0.18749994039535522, 0.262857049703598, 0.3350784480571747, 0.36129021644592285, 0.24113468825817108, 0.228571355342865, 0.6126124858856201, 0.3771928548812866, 0.28272244334220886, 0.5080644488334656, 0.5307691097259521, 0.25210076570510864, 0.28220847249031067, 0.15310998260974884, 0.45128190517425537, 0.31645557284355164, 0.343283474445343, 0.17567561566829681, 0.2895926535129547, 0.29213473200798035, 0.2901553809642792, 0.15517236292362213, 0.291139155626297, 0.1891891211271286, 0.13259662687778473, 0.43708598613739014, 0.324607253074646, 0.5663716197013855, 0.2592591345310211, 0.28571417927742004, 0.12765952944755554, 0.1584157794713974, 0.24074065685272217, 0.4950493574142456, 0.3803679943084717, 0.3389829397201538, 0.13414627313613892, 0.30303019285202026, 0.4852069914340973, 0.5085909962654114, 0.3566878139972687, 0.09523802995681763, 0.45849794149398804, 0.38541653752326965, 0.4042551815509796, 0.3482586145401001, 0.6869564056396484, 0.43037962913513184, 0.48205116391181946, 0.36464083194732666, 0.08045971393585205, 0.21379303932189941, 0.20125779509544373, 0.2745096981525421, 0.5728154182434082, 0.5213673710823059, 0.43298953771591187, 0.47321414947509766, 0.10928954929113388, 0.2953585684299469, 0.14666661620140076, 0.5645932555198669, 0.5619046092033386, 0.1577286571264267, 0.13333328068256378, 0.2719297707080841, 0.10852707922458649, 0.2727271318435669, 0.6310158967971802, 0.29319363832473755, 0.22330091893672943, 0.4153004288673401, 0.3087247312068939, 0.3533833622932434, 0.12987005710601807, 0.2937852144241333, 0.2573528587818146, 0.3943660855293274, 0.1971830427646637, 0.1548386514186859, 0.5399999022483826, 0.40178558230400085, 0.2901553809642792, 0.306122362613678, 0.13452909886837006, 0.23076917231082916 ], "time": 39.50949517823756, "param": null }, { "epoch": 38, "train_loss": 0.30700892210006714, "val_loss": 4.454588890075684, "acc": 31.73, "f1": [ 0.6769229769706726, 0.41474640369415283, 0.2214764505624771, 0.1325300633907318, 0.15686267614364624, 0.23529402911663055, 0.29126206040382385, 0.32704389095306396, 0.3248729705810547, 0.4578312039375305, 0.16184966266155243, 0.21794864535331726, 0.28855711221694946, 0.2723403573036194, 0.26519328355789185, 0.2473117560148239, 0.3184078335762024, 0.5391303300857544, 0.31638407707214355, 0.19689112901687622, 0.6195651292800903, 0.44444432854652405, 0.24999991059303284, 0.5049503445625305, 0.5762709975242615, 0.20408158004283905, 0.24528293311595917, 0.23826707899570465, 0.5269460082054138, 0.3354036211967468, 0.33755266666412354, 0.2891565263271332, 0.27999988198280334, 0.239999920129776, 0.2941175401210785, 0.20091316103935242, 0.31506839394569397, 0.1990049034357071, 0.14285708963871002, 0.44651150703430176, 0.34920626878738403, 0.6145250201225281, 0.2572613060474396, 0.29864245653152466, 0.07741929590702057, 0.140350803732872, 0.21428564190864563, 0.49261072278022766, 0.41297927498817444, 0.32911381125450134, 0.12999993562698364, 0.25210076570510864, 0.5714284777641296, 0.5446008443832397, 0.40394076704978943, 0.10461533069610596, 0.3657141625881195, 0.30057793855667114, 0.41249990463256836, 0.26540276408195496, 0.6163520216941833, 0.4301074147224426, 0.4408600926399231, 0.33333322405815125, 0.16091948747634888, 0.17142851650714874, 0.11458326876163483, 0.21645015478134155, 0.6395347118377686, 0.5502644181251526, 0.4088887572288513, 0.494381844997406, 0.14074067771434784, 0.2147650271654129, 0.19591830670833588, 0.5856351852416992, 0.6161615252494812, 0.1650484949350357, 0.13636356592178345, 0.1499999314546585, 0.15591393411159515, 0.358024537563324, 0.6603772640228271, 0.3783782720565796, 0.20125779509544373, 0.42372873425483704, 0.3157893717288971, 0.3654821515083313, 0.11464963108301163, 0.2643677294254303, 0.25510191917419434, 0.4777776598930359, 0.18378373980522156, 0.18079093098640442, 0.5548385381698608, 0.37288129329681396, 0.23595495522022247, 0.29166656732559204, 0.16161610186100006, 0.22222216427326202 ], "time": 39.49385869316757, "param": null }, { "epoch": 39, "train_loss": 0.3136240839958191, "val_loss": 4.419307231903076, "acc": 32.11, "f1": [ 0.6442306041717529, 0.43181803822517395, 0.2446807622909546, 0.20304562151432037, 0.17948710918426514, 0.29213473200798035, 0.3598325252532959, 0.3478260338306427, 0.3517586886882782, 0.3710406422615051, 0.14545448124408722, 0.20276491343975067, 0.326315701007843, 0.17518241703510284, 0.19217076897621155, 0.1990949511528015, 0.31535258889198303, 0.3980098366737366, 0.19795216619968414, 0.1868131160736084, 0.6288658380508423, 0.3855420649051666, 0.2659573554992676, 0.510416567325592, 0.5868262648582458, 0.19178076088428497, 0.2470587193965912, 0.1775147169828415, 0.41984719038009644, 0.31818172335624695, 0.4339621663093567, 0.23529404401779175, 0.2488478720188141, 0.32031241059303284, 0.28782278299331665, 0.22099439799785614, 0.3013697564601898, 0.22614836692810059, 0.16455689072608948, 0.47953203320503235, 0.3295453190803528, 0.49777767062187195, 0.22018341720104218, 0.22222214937210083, 0.20202013850212097, 0.17040351033210754, 0.1548386514186859, 0.5155554413795471, 0.45685264468193054, 0.2096773386001587, 0.13496926426887512, 0.28444433212280273, 0.46835434436798096, 0.5492226481437683, 0.4343433380126953, 0.09090903401374817, 0.5164318084716797, 0.30541861057281494, 0.29850736260414124, 0.33333325386047363, 0.7046630382537842, 0.4249998927116394, 0.4343433380126953, 0.3459458649158478, 0.1789472997188568, 0.14746539294719696, 0.1414140909910202, 0.280373752117157, 0.6542055010795593, 0.5414363145828247, 0.518134593963623, 0.5168538093566895, 0.09815943986177444, 0.32183900475502014, 0.20960691571235657, 0.5731706023216248, 0.6030149459838867, 0.14598536491394043, 0.2018347978591919, 0.2596490681171417, 0.1336633265018463, 0.29714274406433105, 0.5989846587181091, 0.34306561946868896, 0.20571422576904297, 0.3599999248981476, 0.314606636762619, 0.28571420907974243, 0.16033749282360077, 0.30769219994544983, 0.27631568908691406, 0.4148934781551361, 0.15819202363491058, 0.24120594561100006, 0.5726494193077087, 0.4150942265987396, 0.3399999141693115, 0.28571417927742004, 0.14634141325950623, 0.34482747316360474 ], "time": 39.407598280347884, "param": null }, { "epoch": 40, "train_loss": 0.3594207465648651, "val_loss": 3.9937846660614014, "acc": 32.9, "f1": [ 0.6013070344924927, 0.3999999165534973, 0.25112098455429077, 0.18269222974777222, 0.1846153438091278, 0.2436974197626114, 0.29629623889923096, 0.31623923778533936, 0.33460068702697754, 0.4153004288673401, 0.10769226402044296, 0.20858889818191528, 0.3063828945159912, 0.23529404401779175, 0.20276491343975067, 0.2727271616458893, 0.27509286999702454, 0.3648647665977478, 0.2745097279548645, 0.19417467713356018, 0.6220094561576843, 0.4766353964805603, 0.3139533996582031, 0.4766837954521179, 0.5875704884529114, 0.2014387845993042, 0.2686566412448883, 0.13414627313613892, 0.522222101688385, 0.2762430012226105, 0.39153432846069336, 0.2488478720188141, 0.26993855834007263, 0.31088075041770935, 0.31390124559402466, 0.15624994039535522, 0.35955044627189636, 0.2243901938199997, 0.184738889336586, 0.425855427980423, 0.3566878139972687, 0.5434780716896057, 0.21602784097194672, 0.26666659116744995, 0.2037036269903183, 0.19209031760692596, 0.25112098455429077, 0.5189187526702881, 0.46829259395599365, 0.3435581922531128, 0.13333328068256378, 0.27999988198280334, 0.5610858201980591, 0.49773746728897095, 0.38392844796180725, 0.11392398923635483, 0.48756206035614014, 0.4044942855834961, 0.3195265531539917, 0.280898779630661, 0.6413041353225708, 0.44791656732559204, 0.4923075735569, 0.31627896428108215, 0.15384608507156372, 0.194871723651886, 0.14814810454845428, 0.2807016372680664, 0.6404492855072021, 0.4923075735569, 0.39301300048828125, 0.6067414879798889, 0.15165871381759644, 0.36065563559532166, 0.1858406364917755, 0.5963301062583923, 0.613065242767334, 0.13924044370651245, 0.22707417607307434, 0.2914571762084961, 0.14201176166534424, 0.3744291365146637, 0.6249998807907104, 0.33480167388916016, 0.21596238017082214, 0.48447185754776, 0.33064505457878113, 0.34920626878738403, 0.20720712840557098, 0.32081902027130127, 0.17610056698322296, 0.45555540919303894, 0.23157887160778046, 0.1307188868522644, 0.616278886795044, 0.41269823908805847, 0.23863628506660461, 0.27433618903160095, 0.10738249123096466, 0.291139155626297 ], "time": 39.12100068666041, "param": null }, { "epoch": 41, "train_loss": 0.3440244197845459, "val_loss": 3.968785524368286, "acc": 33.34, "f1": [ 0.6483515501022339, 0.4219408333301544, 0.19565211236476898, 0.1360543668270111, 0.20560741424560547, 0.32195112109184265, 0.32034626603126526, 0.2736841142177582, 0.284122496843338, 0.42162150144577026, 0.11111105233430862, 0.24598921835422516, 0.30824363231658936, 0.275229275226593, 0.21395343542099, 0.2065216600894928, 0.31428563594818115, 0.4279474914073944, 0.3111110329627991, 0.23204411566257477, 0.6299998760223389, 0.45161277055740356, 0.3350784480571747, 0.49999988079071045, 0.6054052114486694, 0.22471901774406433, 0.29473677277565, 0.2061854749917984, 0.5376343131065369, 0.32911381125450134, 0.37209296226501465, 0.26666659116744995, 0.321428507566452, 0.29268285632133484, 0.23204411566257477, 0.20209051668643951, 0.2690582275390625, 0.2601625323295593, 0.19047614932060242, 0.4574466943740845, 0.3111110329627991, 0.5977010130882263, 0.2165604531764984, 0.33333325386047363, 0.13333328068256378, 0.14736837148666382, 0.2653060257434845, 0.4672130346298218, 0.42647048830986023, 0.3657141625881195, 0.1758241057395935, 0.23529404401779175, 0.5048542022705078, 0.49999988079071045, 0.3794870972633362, 0.09150320291519165, 0.3984961211681366, 0.3111110329627991, 0.23529404401779175, 0.2956520915031433, 0.7333331108093262, 0.490322470664978, 0.4180789887905121, 0.3882351815700531, 0.2072538137435913, 0.24545449018478394, 0.19047611951828003, 0.280898779630661, 0.6344084739685059, 0.5546217560768127, 0.4507041275501251, 0.5573769211769104, 0.12162157148122787, 0.33333322405815125, 0.185653954744339, 0.5638296604156494, 0.5612244009971619, 0.13186806440353394, 0.22127652168273926, 0.21645015478134155, 0.18834073841571808, 0.3071160316467285, 0.6358972787857056, 0.3428570628166199, 0.23703695833683014, 0.4186045527458191, 0.35443025827407837, 0.3824700117111206, 0.15609751641750336, 0.3290042281150818, 0.21568621695041656, 0.42512065172195435, 0.2085307389497757, 0.21965309977531433, 0.5454544425010681, 0.4469272196292877, 0.18378373980522156, 0.32635971903800964, 0.1576354056596756, 0.3319500982761383 ], "time": 39.64266503881663, "param": null }, { "epoch": 42, "train_loss": 0.30848050117492676, "val_loss": 3.8466222286224365, "acc": 31.59, "f1": [ 0.6288658380508423, 0.36458322405815125, 0.19672125577926636, 0.20118334889411926, 0.1935483068227768, 0.2727271616458893, 0.24120594561100006, 0.31775689125061035, 0.346320241689682, 0.39631327986717224, 0.13749992847442627, 0.18652844429016113, 0.3402060866355896, 0.21359217166900635, 0.19596537947654724, 0.16326524317264557, 0.3131312429904938, 0.36144572496414185, 0.22222216427326202, 0.2774565517902374, 0.5701355934143066, 0.5380709171295166, 0.25116273760795593, 0.48275846242904663, 0.5742572546005249, 0.27322396636009216, 0.2564101815223694, 0.17948710918426514, 0.5608464479446411, 0.32369929552078247, 0.35359105467796326, 0.25157222151756287, 0.3144652843475342, 0.3445377051830292, 0.24324318766593933, 0.1869158148765564, 0.27428561449050903, 0.2204081267118454, 0.15789468586444855, 0.41176462173461914, 0.29787224531173706, 0.561576247215271, 0.2547169029712677, 0.27472516894340515, 0.11764699220657349, 0.1142856627702713, 0.19108274579048157, 0.4782607853412628, 0.4950493574142456, 0.32978713512420654, 0.1290321946144104, 0.23076915740966797, 0.5174128413200378, 0.45833322405815125, 0.38341957330703735, 0.0813007652759552, 0.4519229531288147, 0.2761903405189514, 0.309278279542923, 0.3121950626373291, 0.6335402131080627, 0.4787232577800751, 0.40191373229026794, 0.37575745582580566, 0.13407814502716064, 0.18421046435832977, 0.24489787220954895, 0.28965505957603455, 0.6043955087661743, 0.4939757287502289, 0.33466124534606934, 0.5454543828964233, 0.1162789985537529, 0.37125736474990845, 0.18285706639289856, 0.5813952684402466, 0.5863873362541199, 0.1325300633907318, 0.1766783893108368, 0.22857138514518738, 0.10465110093355179, 0.2922077178955078, 0.5363982915878296, 0.30449819564819336, 0.14953264594078064, 0.3797467350959778, 0.31788066029548645, 0.3422052562236786, 0.1777777373790741, 0.2938774824142456, 0.22545449435710907, 0.4322032928466797, 0.18749992549419403, 0.18072283267974854, 0.5446008443832397, 0.31205663084983826, 0.23076915740966797, 0.2721087336540222, 0.14606735110282898, 0.3842363655567169 ], "time": 39.10269345343113, "param": null }, { "epoch": 43, "train_loss": 0.28101667761802673, "val_loss": 4.200906276702881, "acc": 32.95, "f1": [ 0.6478871703147888, 0.44651150703430176, 0.2406638264656067, 0.1360543668270111, 0.17647051811218262, 0.23958325386047363, 0.3657141625881195, 0.35443025827407837, 0.3677128851413727, 0.43181803822517395, 0.1499999463558197, 0.18719203770160675, 0.28571417927742004, 0.2871793806552887, 0.20224712789058685, 0.2775118350982666, 0.37349388003349304, 0.4731181561946869, 0.30208322405815125, 0.27096763253211975, 0.666666567325592, 0.4782608151435852, 0.3351350426673889, 0.4919784665107727, 0.5875704884529114, 0.29473677277565, 0.1754385232925415, 0.154545396566391, 0.45398759841918945, 0.3068782389163971, 0.37885454297065735, 0.19277101755142212, 0.29245272278785706, 0.3827749788761139, 0.236453115940094, 0.12149526178836823, 0.2820512056350708, 0.20720712840557098, 0.13471496105194092, 0.47115376591682434, 0.3179915249347687, 0.5607475638389587, 0.23115570843219757, 0.24999991059303284, 0.1255604773759842, 0.15686269104480743, 0.2389935851097107, 0.5026176571846008, 0.4692735970020294, 0.3428570628166199, 0.2234041839838028, 0.2547769844532013, 0.5592415928840637, 0.49729716777801514, 0.390243798494339, 0.0983605906367302, 0.44198882579803467, 0.40206170082092285, 0.31932762265205383, 0.31451600790023804, 0.7019230127334595, 0.41095879673957825, 0.45714277029037476, 0.3950616121292114, 0.1142856702208519, 0.19672125577926636, 0.18421044945716858, 0.3185184597969055, 0.666666567325592, 0.4869564175605774, 0.38497641682624817, 0.5771142840385437, 0.11224482953548431, 0.33333322405815125, 0.23076915740966797, 0.5098037719726562, 0.5652172565460205, 0.13095231354236603, 0.18421044945716858, 0.2634729743003845, 0.143540620803833, 0.2736155688762665, 0.5921786427497864, 0.33684200048446655, 0.2243901938199997, 0.3975153863430023, 0.3068782389163971, 0.3885713219642639, 0.1181817501783371, 0.28571417927742004, 0.21459220349788666, 0.40394076704978943, 0.2613064646720886, 0.1546391248703003, 0.6190474629402161, 0.47747737169265747, 0.23602473735809326, 0.28685250878334045, 0.14012733101844788, 0.326315701007843 ], "time": 39.302055086009204, "param": null }, { "epoch": 44, "train_loss": 0.2761158049106598, "val_loss": 3.9814534187316895, "acc": 32.8, "f1": [ 0.6634145379066467, 0.4148934781551361, 0.1398600935935974, 0.193548321723938, 0.18749994039535522, 0.23529404401779175, 0.3444443643093109, 0.3523315489292145, 0.31147530674934387, 0.43636354804039, 0.17241372168064117, 0.1639343500137329, 0.2992125153541565, 0.23958325386047363, 0.20983602106571198, 0.2105262726545334, 0.39583319425582886, 0.41106709837913513, 0.2528734505176544, 0.22222214937210083, 0.6276593804359436, 0.5437787175178528, 0.3473052978515625, 0.47916653752326965, 0.6049381494522095, 0.22093015909194946, 0.25116273760795593, 0.09917350858449936, 0.4818180501461029, 0.3443707227706909, 0.39062491059303284, 0.23448269069194794, 0.29166656732559204, 0.37185919284820557, 0.26399993896484375, 0.13872826099395752, 0.2745096981525421, 0.19928821921348572, 0.18947362899780273, 0.44848471879959106, 0.292307585477829, 0.559139609336853, 0.2452106475830078, 0.3118278682231903, 0.1843317300081253, 0.1891891211271286, 0.22535204887390137, 0.5233643651008606, 0.45248857140541077, 0.3775099515914917, 0.18181809782981873, 0.277310848236084, 0.5137613415718079, 0.40740731358528137, 0.3703702986240387, 0.03225803002715111, 0.38399991393089294, 0.3636362552642822, 0.4431816637516022, 0.28272244334220886, 0.7253884673118591, 0.44578301906585693, 0.3566878139972687, 0.3468207120895386, 0.1656804084777832, 0.17525766789913177, 0.19305014610290527, 0.26190465688705444, 0.639269232749939, 0.4999999403953552, 0.40178558230400085, 0.5586591362953186, 0.0352940633893013, 0.24358965456485748, 0.23076917231082916, 0.5849055051803589, 0.590908944606781, 0.18421044945716858, 0.16091947257518768, 0.23376618325710297, 0.14778319001197815, 0.28220847249031067, 0.6294819116592407, 0.3314915895462036, 0.20833326876163483, 0.40206170082092285, 0.3376622200012207, 0.30468741059303284, 0.1990949511528015, 0.3304346799850464, 0.21839071810245514, 0.42931926250457764, 0.17431186139583588, 0.15789468586444855, 0.5837836861610413, 0.4413144290447235, 0.2624998986721039, 0.26315781474113464, 0.17171710729599, 0.3196346163749695 ], "time": 39.58961945679039, "param": null }, { "epoch": 45, "train_loss": 0.30959057807922363, "val_loss": 4.486398220062256, "acc": 30.65, "f1": [ 0.5569619536399841, 0.40322571992874146, 0.1777777075767517, 0.12987005710601807, 0.1073170155286789, 0.228260800242424, 0.3473052978515625, 0.3299999237060547, 0.2820512056350708, 0.37647050619125366, 0.2297871857881546, 0.19101116061210632, 0.17460310459136963, 0.22891558706760406, 0.2147650271654129, 0.20809243619441986, 0.22388054430484772, 0.4276728630065918, 0.24675315618515015, 0.23602473735809326, 0.6526314616203308, 0.4720495045185089, 0.29166656732559204, 0.38738730549812317, 0.4317459464073181, 0.1219511553645134, 0.279411643743515, 0.16513757407665253, 0.28187909722328186, 0.299465149641037, 0.2977098226547241, 0.26845628023147583, 0.21186435222625732, 0.358024537563324, 0.20289847254753113, 0.14705877006053925, 0.2895926535129547, 0.18633535504341125, 0.1694914698600769, 0.2933332324028015, 0.23703700304031372, 0.5296802520751953, 0.24113468825817108, 0.2937852144241333, 0.15028895437717438, 0.14705877006053925, 0.2564101815223694, 0.4537814259529114, 0.39705875515937805, 0.3478260338306427, 0.14473679661750793, 0.23076915740966797, 0.5164833664894104, 0.5116277933120728, 0.3609755337238312, 0.12182734906673431, 0.4579438269138336, 0.2971886694431305, 0.38961026072502136, 0.3157894015312195, 0.6696034073829651, 0.5232557058334351, 0.44194743037223816, 0.28363627195358276, 0.18269222974777222, 0.18390797078609467, 0.10687018185853958, 0.2456139624118805, 0.6329113245010376, 0.5021644234657288, 0.3057323694229126, 0.5252524614334106, 0.12222215533256531, 0.2797202467918396, 0.1818181276321411, 0.5585584044456482, 0.5445543527603149, 0.12975387275218964, 0.13114748895168304, 0.16915416717529297, 0.12182734906673431, 0.2470587193965912, 0.5812807083129883, 0.40677958726882935, 0.18478251993656158, 0.35897424817085266, 0.31081071496009827, 0.35616427659988403, 0.1360543668270111, 0.210526242852211, 0.26794248819351196, 0.4034333825111389, 0.16417904198169708, 0.18305081129074097, 0.6067414879798889, 0.3999998867511749, 0.3043477237224579, 0.2745096981525421, 0.15068486332893372, 0.33333325386047363 ], "time": 39.268090828321874, "param": null }, { "epoch": 46, "train_loss": 0.3219587206840515, "val_loss": 3.9635396003723145, "acc": 31.84, "f1": [ 0.669999897480011, 0.4248703718185425, 0.2488888055086136, 0.16774186491966248, 0.1704544872045517, 0.1619046926498413, 0.3666665554046631, 0.29940110445022583, 0.35714277625083923, 0.3710406422615051, 0.15384609997272491, 0.16666659712791443, 0.3487178385257721, 0.2793295085430145, 0.2598869204521179, 0.17808210849761963, 0.32298123836517334, 0.4411763548851013, 0.228260800242424, 0.25274714827537537, 0.5636362433433533, 0.42857128381729126, 0.23293164372444153, 0.5388599634170532, 0.5560973882675171, 0.23280414938926697, 0.23391805589199066, 0.20487797260284424, 0.47747737169265747, 0.278787761926651, 0.29677411913871765, 0.3295453190803528, 0.29074883460998535, 0.23021577298641205, 0.1717790812253952, 0.17241372168064117, 0.25165554881095886, 0.18181811273097992, 0.20242910087108612, 0.494381844997406, 0.3178293704986572, 0.574585497379303, 0.26190465688705444, 0.239999920129776, 0.15204672515392303, 0.1749999076128006, 0.24864855408668518, 0.45414838194847107, 0.4624998867511749, 0.34177201986312866, 0.1764705330133438, 0.26277363300323486, 0.44444435834884644, 0.4886876940727234, 0.33918121457099915, 0.12021850794553757, 0.45833322405815125, 0.2873562276363373, 0.3975902497768402, 0.2727271616458893, 0.6587300300598145, 0.4090907871723175, 0.438016414642334, 0.37575745582580566, 0.16853927075862885, 0.21989519894123077, 0.1647058129310608, 0.3024389147758484, 0.6387433409690857, 0.44239622354507446, 0.41095879673957825, 0.5339804887771606, 0.04504499211907387, 0.30107519030570984, 0.1758241057395935, 0.6458331942558289, 0.48920851945877075, 0.14634141325950623, 0.20105813443660736, 0.1818181276321411, 0.11971826106309891, 0.29850736260414124, 0.595959484577179, 0.32558128237724304, 0.2148759663105011, 0.47967469692230225, 0.251428484916687, 0.26160329580307007, 0.14364632964134216, 0.3387977182865143, 0.25339359045028687, 0.3771928548812866, 0.22891558706760406, 0.20462042093276978, 0.6091369390487671, 0.4154588282108307, 0.2782607972621918, 0.27380943298339844, 0.10404618829488754, 0.3049326539039612 ], "time": 39.11508312635124, "param": null }, { "epoch": 47, "train_loss": 0.36183133721351624, "val_loss": 4.087836265563965, "acc": 32.78, "f1": [ 0.6017698049545288, 0.37704911828041077, 0.19047613441944122, 0.1858406364917755, 0.23853203654289246, 0.239520862698555, 0.3299999237060547, 0.35359105467796326, 0.3676469624042511, 0.4195120930671692, 0.2042253017425537, 0.2021275758743286, 0.38862547278404236, 0.26136353611946106, 0.21839071810245514, 0.19108274579048157, 0.3041473925113678, 0.44943806529045105, 0.07575751841068268, 0.3084111213684082, 0.5858584046363831, 0.4505927860736847, 0.24390237033367157, 0.5333331823348999, 0.5019010901451111, 0.14285707473754883, 0.280898779630661, 0.14705877006053925, 0.4851484000682831, 0.32467523217201233, 0.4190475046634674, 0.3522725999355316, 0.2165604829788208, 0.30392149090766907, 0.2295081466436386, 0.1775147169828415, 0.29268282651901245, 0.193548321723938, 0.228571355342865, 0.42528724670410156, 0.35502949357032776, 0.5664739012718201, 0.22352932393550873, 0.21192045509815216, 0.12244893610477448, 0.15277770161628723, 0.22222216427326202, 0.44067782163619995, 0.4705880880355835, 0.37696322798728943, 0.1706160604953766, 0.3385826051235199, 0.4579438269138336, 0.5499998927116394, 0.3508770763874054, 0.08465602248907089, 0.4266665577888489, 0.33333322405815125, 0.4102562665939331, 0.348314493894577, 0.6948355436325073, 0.47222211956977844, 0.521008312702179, 0.28571420907974243, 0.15757569670677185, 0.21621613204479218, 0.18439710140228271, 0.21145367622375488, 0.6703295111656189, 0.48437491059303284, 0.35121941566467285, 0.5559844970703125, 0.09777770936489105, 0.3710406422615051, 0.17431186139583588, 0.5730992555618286, 0.5684208869934082, 0.17272719740867615, 0.14358967542648315, 0.22727267444133759, 0.12371128052473068, 0.21100911498069763, 0.6565654873847961, 0.3217390477657318, 0.1777777075767517, 0.390243798494339, 0.34883710741996765, 0.28248581290245056, 0.12949636578559875, 0.3066665530204773, 0.21524657309055328, 0.35051536560058594, 0.2386830598115921, 0.19999992847442627, 0.5702126026153564, 0.4688993990421295, 0.34599146246910095, 0.2976189851760864, 0.12716756761074066, 0.3445691764354706 ], "time": 39.26831164769828, "param": null }, { "epoch": 48, "train_loss": 0.23545879125595093, "val_loss": 4.156852722167969, "acc": 33.47, "f1": [ 0.642857015132904, 0.40677958726882935, 0.21951214969158173, 0.20731700956821442, 0.2312137931585312, 0.24580998718738556, 0.24999991059303284, 0.36633655428886414, 0.3499998450279236, 0.4271843731403351, 0.14285708963871002, 0.19736838340759277, 0.2933332622051239, 0.2488888055086136, 0.25125616788864136, 0.19999992847442627, 0.3196720480918884, 0.3999998867511749, 0.26666656136512756, 0.271493136882782, 0.6091369390487671, 0.5273630023002625, 0.27329182624816895, 0.5050503611564636, 0.6774192452430725, 0.24647878110408783, 0.2784809172153473, 0.10738249123096466, 0.4338623583316803, 0.2805754244327545, 0.3894736170768738, 0.2727271616458893, 0.25274714827537537, 0.28318578004837036, 0.22119809687137604, 0.20779213309288025, 0.292035311460495, 0.18749994039535522, 0.23280414938926697, 0.41212108731269836, 0.3211008310317993, 0.5795453190803528, 0.2374998927116394, 0.3111110329627991, 0.19047611951828003, 0.17391300201416016, 0.21333324909210205, 0.49484527111053467, 0.5263156890869141, 0.3557691276073456, 0.1361701488494873, 0.28571417927742004, 0.5688071846961975, 0.4816325008869171, 0.425531804561615, 0.13131305575370789, 0.42471033334732056, 0.263513445854187, 0.4090907871723175, 0.2699999213218689, 0.666666567325592, 0.492890864610672, 0.4549354910850525, 0.3478259742259979, 0.20338977873325348, 0.21333326399326324, 0.20382159948349, 0.22421517968177795, 0.6607141494750977, 0.46274495124816895, 0.3489931523799896, 0.524590015411377, 0.179775208234787, 0.3644443452358246, 0.22009563446044922, 0.5454543828964233, 0.5904760956764221, 0.12359543144702911, 0.21794864535331726, 0.26206886768341064, 0.16783210635185242, 0.2934781610965729, 0.6732671856880188, 0.36144572496414185, 0.2127658873796463, 0.35602086782455444, 0.3670884966850281, 0.4021162986755371, 0.16279064118862152, 0.3162054419517517, 0.23312875628471375, 0.4043714702129364, 0.20224712789058685, 0.1704544872045517, 0.579710066318512, 0.4242422580718994, 0.25961530208587646, 0.32160791754722595, 0.17877088487148285, 0.3619908392429352 ], "time": 39.46671353839338, "param": null }, { "epoch": 49, "train_loss": 0.27533817291259766, "val_loss": 3.879126787185669, "acc": 33.1, "f1": [ 0.61146479845047, 0.43979042768478394, 0.20320846140384674, 0.12422355264425278, 0.2025315761566162, 0.22857137024402618, 0.32214754819869995, 0.3827749788761139, 0.329317182302475, 0.39999985694885254, 0.16406241059303284, 0.1754385232925415, 0.2786068916320801, 0.2288556545972824, 0.20858889818191528, 0.20809243619441986, 0.28571417927742004, 0.44036686420440674, 0.2999999225139618, 0.2674417495727539, 0.6206895112991333, 0.5192306637763977, 0.32579174637794495, 0.4712642431259155, 0.5165561437606812, 0.18972326815128326, 0.24210518598556519, 0.19459453225135803, 0.47169798612594604, 0.30697670578956604, 0.39325833320617676, 0.23703694343566895, 0.2890172600746155, 0.3269230127334595, 0.2966100871562958, 0.20338977873325348, 0.29665064811706543, 0.1858406364917755, 0.20224712789058685, 0.4093022048473358, 0.3228698670864105, 0.5513511896133423, 0.2436974197626114, 0.27555546164512634, 0.18999992311000824, 0.19289332628250122, 0.2214764505624771, 0.4666665494441986, 0.4630540609359741, 0.3669723868370056, 0.15999993681907654, 0.29032251238822937, 0.5405403971672058, 0.5700933337211609, 0.4046241343021393, 0.09090902656316757, 0.3803679943084717, 0.33333325386047363, 0.38914018869400024, 0.2815532982349396, 0.6022303700447083, 0.4578312039375305, 0.5116277933120728, 0.3552630543708801, 0.22346359491348267, 0.13533830642700195, 0.18079088628292084, 0.31428563594818115, 0.6802029013633728, 0.5111110210418701, 0.4271843731403351, 0.4949493706226349, 0.1207546591758728, 0.31441038846969604, 0.20134222507476807, 0.5824174284934998, 0.5700481534004211, 0.08955218642950058, 0.15151509642601013, 0.2954544425010681, 0.15300540626049042, 0.2706766128540039, 0.6633662581443787, 0.33720916509628296, 0.1891890913248062, 0.44303786754608154, 0.34920623898506165, 0.3441859781742096, 0.18999992311000824, 0.33816415071487427, 0.2142856866121292, 0.4919784665107727, 0.2541435658931732, 0.16999994218349457, 0.6082947254180908, 0.44444435834884644, 0.26315781474113464, 0.309278279542923, 0.11764699220657349, 0.3351350426673889 ], "time": 39.40446434356272, "param": null }, { "epoch": 50, "train_loss": 0.2850113809108734, "val_loss": 4.106720447540283, "acc": 31.98, "f1": [ 0.6473986506462097, 0.3787877857685089, 0.2561982572078705, 0.13749992847442627, 0.22222216427326202, 0.21192045509815216, 0.35714274644851685, 0.3179486393928528, 0.31284910440444946, 0.3874344527721405, 0.16597503423690796, 0.20430098474025726, 0.33777767419815063, 0.2692306637763977, 0.212290421128273, 0.12857137620449066, 0.3383457660675049, 0.41474640369415283, 0.18579228222370148, 0.2403845638036728, 0.6216214895248413, 0.4629628360271454, 0.2941175699234009, 0.4744184911251068, 0.5614033937454224, 0.17105256021022797, 0.210526242852211, 0.19736838340759277, 0.5090908408164978, 0.34013596177101135, 0.31724128127098083, 0.2692306637763977, 0.24999991059303284, 0.3316582143306732, 0.2971886694431305, 0.19217076897621155, 0.2694299519062042, 0.21118006110191345, 0.17391297221183777, 0.4081631600856781, 0.31818172335624695, 0.5812807083129883, 0.24615377187728882, 0.26341456174850464, 0.1916166990995407, 0.13978487253189087, 0.2204081267118454, 0.5380114912986755, 0.5277776718139648, 0.2482757866382599, 0.1764705330133438, 0.3386242389678955, 0.5157893896102905, 0.5238093733787537, 0.44239622354507446, 0.1125827431678772, 0.45714274048805237, 0.3510637581348419, 0.39490434527397156, 0.2790696918964386, 0.6585364937782288, 0.3979056477546692, 0.37815114855766296, 0.37894728779792786, 0.1957446187734604, 0.1287878304719925, 0.15686269104480743, 0.2967032194137573, 0.6799998879432678, 0.45581385493278503, 0.31446537375450134, 0.3776223063468933, 0.10322573781013489, 0.2868216037750244, 0.18579228222370148, 0.5128204226493835, 0.46794867515563965, 0.20095685124397278, 0.2211054563522339, 0.2761903405189514, 0.17037031054496765, 0.30952370166778564, 0.6739128828048706, 0.31818172335624695, 0.1307188868522644, 0.42285704612731934, 0.38834938406944275, 0.3058103322982788, 0.2065216600894928, 0.3195265531539917, 0.26900574564933777, 0.4293783903121948, 0.23115570843219757, 0.15999993681907654, 0.4881354868412018, 0.45918354392051697, 0.29292917251586914, 0.2211054563522339, 0.15111105144023895, 0.20547938346862793 ], "time": 39.16284342575818, "param": null }, { "epoch": 51, "train_loss": 0.27197277545928955, "val_loss": 4.144035339355469, "acc": 30.59, "f1": [ 0.5535054206848145, 0.4176705777645111, 0.14285707473754883, 0.18348616361618042, 0.07352935522794724, 0.2761903405189514, 0.35714274644851685, 0.33962252736091614, 0.3469386696815491, 0.43850257992744446, 0.17391300201416016, 0.18181811273097992, 0.17721512913703918, 0.22666659951210022, 0.2208588421344757, 0.13333328068256378, 0.30232545733451843, 0.3945577144622803, 0.2649571895599365, 0.21399171650409698, 0.5679011344909668, 0.4499998986721039, 0.27777767181396484, 0.48275846242904663, 0.48034927248954773, 0.24096375703811646, 0.2923975884914398, 0.1395348161458969, 0.3483870029449463, 0.2553190290927887, 0.35748788714408875, 0.2584269046783447, 0.1571124941110611, 0.2999999225139618, 0.228260800242424, 0.1333332657814026, 0.20895513892173767, 0.17441853880882263, 0.1279069036245346, 0.4084506034851074, 0.32579174637794495, 0.5775399804115295, 0.21649475395679474, 0.2727271616458893, 0.10752681642770767, 0.10666660219430923, 0.2181817591190338, 0.49999988079071045, 0.5217390060424805, 0.3703702688217163, 0.17283941805362701, 0.29940110445022583, 0.5538460612297058, 0.5140186548233032, 0.23437494039535522, 0.10160423815250397, 0.35341355204582214, 0.30120471119880676, 0.3921567499637604, 0.2909089922904968, 0.6854837536811829, 0.45348823070526123, 0.4308941662311554, 0.23958325386047363, 0.09039541333913803, 0.1940297931432724, 0.15294109284877777, 0.1985471546649933, 0.6375544667243958, 0.5463413596153259, 0.27814561128616333, 0.5676854848861694, 0.10309270769357681, 0.3122362196445465, 0.17647051811218262, 0.5181816816329956, 0.5130433440208435, 0.19011402130126953, 0.12987005710601807, 0.21518981456756592, 0.12857137620449066, 0.16793887317180634, 0.6376810669898987, 0.30674833059310913, 0.10687018185853958, 0.42168664932250977, 0.3084576427936554, 0.38636353611946106, 0.17910441756248474, 0.2758619785308838, 0.18079088628292084, 0.4413144290447235, 0.24669595062732697, 0.15833325684070587, 0.6086955070495605, 0.4291844367980957, 0.25423723459243774, 0.306122362613678, 0.1407034695148468, 0.2702701687812805 ], "time": 39.21312091406435, "param": null }, { "epoch": 52, "train_loss": 0.2969980835914612, "val_loss": 3.9080300331115723, "acc": 33.14, "f1": [ 0.6436780691146851, 0.3682538866996765, 0.2399999350309372, 0.14847156405448914, 0.21198150515556335, 0.19999995827674866, 0.3289472758769989, 0.3436122238636017, 0.38216549158096313, 0.38918909430503845, 0.24413138628005981, 0.14606735110282898, 0.30999991297721863, 0.2705881595611572, 0.2514968812465668, 0.19689112901687622, 0.35365843772888184, 0.48958322405815125, 0.24528293311595917, 0.21468918025493622, 0.5833332538604736, 0.47430822253227234, 0.282828152179718, 0.5130433440208435, 0.5132741928100586, 0.2127659022808075, 0.2272726446390152, 0.14173223078250885, 0.4200912117958069, 0.3369564116001129, 0.38341957330703735, 0.23225797712802887, 0.29896897077560425, 0.3097344636917114, 0.2887699604034424, 0.15662643313407898, 0.28571420907974243, 0.1694914698600769, 0.17142851650714874, 0.4096384644508362, 0.2972972095012665, 0.5520831942558289, 0.26845628023147583, 0.20833326876163483, 0.1398600935935974, 0.15151509642601013, 0.2741115987300873, 0.4725273549556732, 0.491227924823761, 0.3775508999824524, 0.14147906005382538, 0.33050838112831116, 0.5632652044296265, 0.44776108860969543, 0.41666656732559204, 0.10666660219430923, 0.4180789887905121, 0.300884872674942, 0.40935659408569336, 0.2774565517902374, 0.6915886998176575, 0.48908287286758423, 0.44230756163597107, 0.30555546283721924, 0.24637670814990997, 0.14096909761428833, 0.13533830642700195, 0.2731276750564575, 0.6280191540718079, 0.5789473056793213, 0.4186045527458191, 0.5051902532577515, 0.08235287666320801, 0.3348836302757263, 0.1647058129310608, 0.5277776718139648, 0.5888323187828064, 0.21428564190864563, 0.18285706639289856, 0.206060528755188, 0.15950913727283478, 0.31055888533592224, 0.6399998664855957, 0.34977567195892334, 0.19417467713356018, 0.4210525155067444, 0.37668150663375854, 0.3228345811367035, 0.15116271376609802, 0.319248765707016, 0.2569831311702728, 0.419999897480011, 0.20118334889411926, 0.17105256021022797, 0.6330273747444153, 0.4538460373878479, 0.26666656136512756, 0.2909089922904968, 0.13714279234409332, 0.290502667427063 ], "time": 39.39421858172864, "param": null }, { "epoch": 53, "train_loss": 0.2755800485610962, "val_loss": 4.272198677062988, "acc": 32.49, "f1": [ 0.6666664481163025, 0.4090908467769623, 0.1792452037334442, 0.17346931993961334, 0.1647058129310608, 0.26548662781715393, 0.30388686060905457, 0.236453115940094, 0.33333325386047363, 0.42512065172195435, 0.194871723651886, 0.18497103452682495, 0.4299064576625824, 0.24528293311595917, 0.26666656136512756, 0.16935478150844574, 0.30952370166778564, 0.43636354804039, 0.28846150636672974, 0.2569831311702728, 0.6701569557189941, 0.4930231273174286, 0.24460424482822418, 0.5020919442176819, 0.5555554032325745, 0.239999920129776, 0.26190465688705444, 0.22459883987903595, 0.4634144902229309, 0.290502667427063, 0.4221104085445404, 0.21714277565479279, 0.27472516894340515, 0.34343424439430237, 0.2289561629295349, 0.19787980616092682, 0.32748526334762573, 0.22222214937210083, 0.2091502696275711, 0.4313724637031555, 0.32820504903793335, 0.6162160634994507, 0.21118006110191345, 0.32142847776412964, 0.19742482900619507, 0.1658536046743393, 0.25274714827537537, 0.45569607615470886, 0.4498268961906433, 0.3440859317779541, 0.14193542301654816, 0.34374991059303284, 0.5327101349830627, 0.5024629235267639, 0.3716813027858734, 0.1126759946346283, 0.4140968322753906, 0.3599999248981476, 0.36871495842933655, 0.2790696918964386, 0.7142855525016785, 0.467661589384079, 0.3699420988559723, 0.2676055133342743, 0.12087904661893845, 0.16161610186100006, 0.17857135832309723, 0.23611101508140564, 0.7031961679458618, 0.5550238490104675, 0.24050623178482056, 0.5157893896102905, 0.1481480747461319, 0.2762430012226105, 0.18478251993656158, 0.5714284777641296, 0.5695362091064453, 0.13513506948947906, 0.13559316098690033, 0.27173903584480286, 0.13492058217525482, 0.30769219994544983, 0.6923075318336487, 0.33777767419815063, 0.23350247740745544, 0.4075828194618225, 0.2643677294254303, 0.3743841052055359, 0.17721512913703918, 0.31012651324272156, 0.2072538137435913, 0.43153515458106995, 0.24761897325515747, 0.14893612265586853, 0.603351891040802, 0.36470577120780945, 0.23863628506660461, 0.29213473200798035, 0.11872139573097229, 0.3135133981704712 ], "time": 39.305057858116925, "param": null }, { "epoch": 54, "train_loss": 0.26095038652420044, "val_loss": 3.7702345848083496, "acc": 32.63, "f1": [ 0.6105261445045471, 0.45106372237205505, 0.28260862827301025, 0.1604277491569519, 0.1932772397994995, 0.2470587193965912, 0.3058822751045227, 0.2574256360530853, 0.3209875524044037, 0.4219408333301544, 0.11678826063871384, 0.2037036269903183, 0.34513264894485474, 0.17142851650714874, 0.2893615961074829, 0.2046510875225067, 0.2959640622138977, 0.4495411515235901, 0.18536579608917236, 0.1835748255252838, 0.6124400496482849, 0.4640882611274719, 0.24742262065410614, 0.4221104085445404, 0.5929647088050842, 0.20289847254753113, 0.24836595356464386, 0.13235288858413696, 0.5357141494750977, 0.31067952513694763, 0.36046499013900757, 0.324607253074646, 0.27118635177612305, 0.29951682686805725, 0.20338976383209229, 0.14207643270492554, 0.2972972095012665, 0.27329182624816895, 0.19745215773582458, 0.442952960729599, 0.3232322335243225, 0.5312498211860657, 0.2659573554992676, 0.2597401440143585, 0.16279064118862152, 0.12676051259040833, 0.24161066114902496, 0.4999998211860657, 0.48401811718940735, 0.35294109582901, 0.15384608507156372, 0.26415085792541504, 0.6103284358978271, 0.46511611342430115, 0.37885454297065735, 0.09859149903059006, 0.4606740176677704, 0.32835814356803894, 0.3503648638725281, 0.3771427571773529, 0.715083658695221, 0.45581385493278503, 0.4098359942436218, 0.358024537563324, 0.1194029152393341, 0.21804505586624146, 0.24175815284252167, 0.23728805780410767, 0.6909089088439941, 0.49090901017189026, 0.39357417821884155, 0.5061726570129395, 0.11180117726325989, 0.35897424817085266, 0.2244897186756134, 0.5595237016677856, 0.5849055051803589, 0.2256409376859665, 0.20111726224422455, 0.24749156832695007, 0.10256403684616089, 0.24999991059303284, 0.6209676265716553, 0.28571420907974243, 0.21590900421142578, 0.3764704465866089, 0.3399999141693115, 0.3508771061897278, 0.1309090554714203, 0.2965298891067505, 0.2723734676837921, 0.4886362552642822, 0.28358203172683716, 0.22459883987903595, 0.5446427464485168, 0.26984119415283203, 0.2872926890850067, 0.2525251507759094, 0.09448814392089844, 0.2959999144077301 ], "time": 39.33147276379168, "param": null }, { "epoch": 55, "train_loss": 0.2637993097305298, "val_loss": 4.32715368270874, "acc": 32.18, "f1": [ 0.704545259475708, 0.4019606411457062, 0.2547169029712677, 0.1103447824716568, 0.1333332657814026, 0.24137921631336212, 0.2941175401210785, 0.32941165566444397, 0.3435581922531128, 0.487499862909317, 0.20930226147174835, 0.2526314854621887, 0.3202613890171051, 0.23030294477939606, 0.2018347978591919, 0.228571355342865, 0.2597401440143585, 0.466666579246521, 0.27472516894340515, 0.2976189851760864, 0.6064514517784119, 0.39195966720581055, 0.29885047674179077, 0.5022025108337402, 0.5531913042068481, 0.20350870490074158, 0.20833326876163483, 0.17921142280101776, 0.46874985098838806, 0.22471901774406433, 0.3535352647304535, 0.27118635177612305, 0.25954189896583557, 0.29885047674179077, 0.30208322405815125, 0.18404902517795563, 0.32467523217201233, 0.13541659712791443, 0.140350803732872, 0.4411763548851013, 0.29787227511405945, 0.5612244009971619, 0.24870456755161285, 0.31325292587280273, 0.1322956681251526, 0.15686267614364624, 0.20359273254871368, 0.4662575423717499, 0.5023695826530457, 0.3694266378879547, 0.12941168248653412, 0.27649760246276855, 0.49999988079071045, 0.5312498211860657, 0.3859647810459137, 0.10600701719522476, 0.44444429874420166, 0.42857131361961365, 0.45263150334358215, 0.2741934657096863, 0.6363635063171387, 0.4275861084461212, 0.4615383744239807, 0.26244333386421204, 0.1764705330133438, 0.21111102402210236, 0.13580238819122314, 0.20512813329696655, 0.6608694195747375, 0.5677964687347412, 0.3783782720565796, 0.53465336561203, 0.10840104520320892, 0.32812491059303284, 0.14634141325950623, 0.579710066318512, 0.559139609336853, 0.16535425186157227, 0.1725887656211853, 0.20472434163093567, 0.10441760718822479, 0.27338123321533203, 0.6740330457687378, 0.35502949357032776, 0.211055189371109, 0.3578946590423584, 0.32748526334762573, 0.35454532504081726, 0.16161610186100006, 0.3523808717727661, 0.22485199570655823, 0.4550263583660126, 0.2643677294254303, 0.14814810454845428, 0.5766869187355042, 0.4112902283668518, 0.31067952513694763, 0.3440859317779541, 0.16149060428142548, 0.2722512185573578 ], "time": 39.39221932180226, "param": null }, { "epoch": 56, "train_loss": 0.1885150820016861, "val_loss": 3.9184155464172363, "acc": 31.98, "f1": [ 0.7100589871406555, 0.4347825050354004, 0.25210076570510864, 0.08196717500686646, 0.22413785755634308, 0.20960691571235657, 0.3402060866355896, 0.3046356737613678, 0.38709667325019836, 0.4021162986755371, 0.18181811273097992, 0.1641024947166443, 0.25961530208587646, 0.2694299519062042, 0.20645155012607574, 0.25157222151756287, 0.3670884966850281, 0.4481326937675476, 0.23225797712802887, 0.2887699604034424, 0.639593780040741, 0.44852933287620544, 0.24999989569187164, 0.4529913365840912, 0.5685278177261353, 0.26966285705566406, 0.256410151720047, 0.1909089982509613, 0.5074625611305237, 0.32051271200180054, 0.45918354392051697, 0.2751321792602539, 0.19801972806453705, 0.3121386468410492, 0.24050623178482056, 0.14736837148666382, 0.3361343741416931, 0.1789472997188568, 0.19999992847442627, 0.4195120930671692, 0.3152172863483429, 0.5940592885017395, 0.27551010251045227, 0.24113468825817108, 0.17241373658180237, 0.17049174010753632, 0.2173912227153778, 0.5046727657318115, 0.5497074723243713, 0.329670250415802, 0.09032251685857773, 0.2634729743003845, 0.5087717771530151, 0.445652037858963, 0.3555554449558258, 0.12999993562698364, 0.4044942855834961, 0.3493974804878235, 0.3798881769180298, 0.18957340717315674, 0.6698563694953918, 0.3943661153316498, 0.4324323236942291, 0.30303022265434265, 0.14285707473754883, 0.14814810454845428, 0.20765019953250885, 0.21463409066200256, 0.6999998688697815, 0.5855854153633118, 0.3253587782382965, 0.543859601020813, 0.09644666314125061, 0.2910446524620056, 0.23529404401779175, 0.5369126200675964, 0.5073169469833374, 0.11851847171783447, 0.17171710729599, 0.2165604531764984, 0.09183667600154877, 0.2769230008125305, 0.6666665077209473, 0.3318384885787964, 0.14189182221889496, 0.3402060866355896, 0.33962249755859375, 0.3711339235305786, 0.085470050573349, 0.31050220131874084, 0.238805890083313, 0.43333321809768677, 0.21782170236110687, 0.1509433388710022, 0.5948716402053833, 0.4511277675628662, 0.28272244334220886, 0.2658958435058594, 0.12727266550064087, 0.31034475564956665 ], "time": 39.44117976538837, "param": null }, { "epoch": 57, "train_loss": 0.2511760890483856, "val_loss": 3.887908458709717, "acc": 33.18, "f1": [ 0.697435736656189, 0.35602086782455444, 0.2116401493549347, 0.21428565680980682, 0.24299058318138123, 0.27555546164512634, 0.2956520915031433, 0.278787761926651, 0.3383083641529083, 0.4810125231742859, 0.1704544872045517, 0.14746539294719696, 0.28225794434547424, 0.21794864535331726, 0.2550334632396698, 0.228571355342865, 0.3510637581348419, 0.4565216302871704, 0.2330826371908188, 0.22627730667591095, 0.6178008913993835, 0.4605261981487274, 0.25730982422828674, 0.5073169469833374, 0.5398228764533997, 0.251308798789978, 0.24096375703811646, 0.12413787841796875, 0.45535701513290405, 0.2976189851760864, 0.3557691276073456, 0.2758619785308838, 0.3076922297477722, 0.28571420907974243, 0.29365071654319763, 0.19230763614177704, 0.3535352647304535, 0.20792071521282196, 0.1898733526468277, 0.4942527115345001, 0.2470587193965912, 0.6144576668739319, 0.2037036269903183, 0.24271836876869202, 0.18181809782981873, 0.1449274867773056, 0.21940921247005463, 0.47524741291999817, 0.44848471879959106, 0.3314284682273865, 0.1951218843460083, 0.2705881595611572, 0.5071768760681152, 0.553672194480896, 0.42352932691574097, 0.0967741310596466, 0.4183672070503235, 0.3565216362476349, 0.3945577144622803, 0.2954544425010681, 0.7184464335441589, 0.4799998700618744, 0.4255318343639374, 0.35051536560058594, 0.12857137620449066, 0.16853927075862885, 0.20264311134815216, 0.3636362850666046, 0.6822428703308105, 0.5361700654029846, 0.3592813014984131, 0.5490195155143738, 0.14130428433418274, 0.3408070504665375, 0.23809516429901123, 0.5238093733787537, 0.5714284777641296, 0.15217386186122894, 0.17105256021022797, 0.23580780625343323, 0.11764698475599289, 0.32599109411239624, 0.6249998807907104, 0.3249998986721039, 0.1762113720178604, 0.37777766585350037, 0.42857128381729126, 0.36718741059303284, 0.18269222974777222, 0.30036622285842896, 0.3025209605693817, 0.445652037858963, 0.18072283267974854, 0.2598869204521179, 0.5589519143104553, 0.46632111072540283, 0.32520318031311035, 0.27343741059303284, 0.14117640256881714, 0.31730762124061584 ], "time": 39.347551407292485, "param": null }, { "epoch": 58, "train_loss": 0.26959019899368286, "val_loss": 4.049530506134033, "acc": 32.93, "f1": [ 0.613065242767334, 0.4077668786048889, 0.19047611951828003, 0.1290322095155716, 0.2264150232076645, 0.2815532982349396, 0.39148926734924316, 0.31155768036842346, 0.31999990344047546, 0.4670657217502594, 0.1809954047203064, 0.1445782482624054, 0.33802807331085205, 0.19108274579048157, 0.3037973642349243, 0.18604643642902374, 0.32432422041893005, 0.4607328474521637, 0.26206886768341064, 0.22222216427326202, 0.5727698802947998, 0.4223601520061493, 0.25668442249298096, 0.5057469606399536, 0.6168223023414612, 0.26086950302124023, 0.19753079116344452, 0.1242937222123146, 0.5425531268119812, 0.3151514232158661, 0.323809415102005, 0.3170730471611023, 0.28025469183921814, 0.3037973642349243, 0.24210518598556519, 0.17435890436172485, 0.2972972095012665, 0.24691346287727356, 0.24034328758716583, 0.4214874804019928, 0.2954544425010681, 0.5698322653770447, 0.22924895584583282, 0.21794864535331726, 0.14130428433418274, 0.15662643313407898, 0.20588229596614838, 0.518134593963623, 0.48559659719467163, 0.3846152722835541, 0.1764705330133438, 0.3211008310317993, 0.5483869910240173, 0.49999988079071045, 0.3859647810459137, 0.13145533204078674, 0.504761815071106, 0.31627896428108215, 0.4269661605358124, 0.2886596620082855, 0.7123286128044128, 0.42857131361961365, 0.46632111072540283, 0.31284910440444946, 0.12727266550064087, 0.1900825798511505, 0.23744283616542816, 0.27884605526924133, 0.6930691599845886, 0.5499998927116394, 0.3315507173538208, 0.5641024112701416, 0.08490559458732605, 0.3184078335762024, 0.20610681176185608, 0.577777624130249, 0.5780345797538757, 0.20600852370262146, 0.15671634674072266, 0.24096375703811646, 0.15702472627162933, 0.29464277625083923, 0.6766167879104614, 0.3440859317779541, 0.19209031760692596, 0.4239630401134491, 0.3376622200012207, 0.3495144844055176, 0.140350803732872, 0.29951682686805725, 0.2347417026758194, 0.4186045527458191, 0.21505369246006012, 0.19540224969387054, 0.587155818939209, 0.4324323236942291, 0.25730982422828674, 0.34343424439430237, 0.11162783950567245, 0.3048326075077057 ], "time": 39.486162742599845, "param": null }, { "epoch": 59, "train_loss": 0.2637288570404053, "val_loss": 3.764007568359375, "acc": 32.87, "f1": [ 0.6903551816940308, 0.44578301906585693, 0.208791121840477, 0.15920390188694, 0.1834060400724411, 0.265060156583786, 0.31999990344047546, 0.29629620909690857, 0.2949639558792114, 0.4382021129131317, 0.17391295731067657, 0.1773398518562317, 0.2845187783241272, 0.19480513036251068, 0.21686740219593048, 0.19480513036251068, 0.2949307858943939, 0.49999988079071045, 0.21463409066200256, 0.26086950302124023, 0.6063346862792969, 0.4576270282268524, 0.2684563100337982, 0.4916200041770935, 0.5543476939201355, 0.24615377187728882, 0.2512076497077942, 0.1818181276321411, 0.4640882611274719, 0.33333319425582886, 0.36521732807159424, 0.24844713509082794, 0.29931965470314026, 0.3350784480571747, 0.21848732233047485, 0.15686267614364624, 0.39195966720581055, 0.19333328306674957, 0.19767434895038605, 0.47120407223701477, 0.30468741059303284, 0.5555554628372192, 0.2061854749917984, 0.2843136191368103, 0.16113737225532532, 0.14723920822143555, 0.20987647771835327, 0.4699452221393585, 0.5283017754554749, 0.37696322798728943, 0.15853650867938995, 0.27091625332832336, 0.5344826579093933, 0.5477177500724792, 0.34666651487350464, 0.07368415594100952, 0.4108106791973114, 0.36206886172294617, 0.30769219994544983, 0.28112441301345825, 0.7115383744239807, 0.4223601520061493, 0.4432988464832306, 0.3552630543708801, 0.13496926426887512, 0.25870639085769653, 0.2629106938838959, 0.27218925952911377, 0.6209676265716553, 0.558139443397522, 0.30864188075065613, 0.5549736618995667, 0.10181812942028046, 0.33333325386047363, 0.09999994188547134, 0.553672194480896, 0.5911328792572021, 0.1656804084777832, 0.17670676112174988, 0.25668442249298096, 0.09411758184432983, 0.3131312429904938, 0.6999998688697815, 0.42982450127601624, 0.13131305575370789, 0.37785011529922485, 0.35714274644851685, 0.31818172335624695, 0.16289585828781128, 0.29864245653152466, 0.23469379544258118, 0.4352940320968628, 0.2649571895599365, 0.17346931993961334, 0.5876287817955017, 0.47393354773521423, 0.2545453608036041, 0.3037973642349243, 0.1333332657814026, 0.33918121457099915 ], "time": 39.14941879827529, "param": null }, { "epoch": 60, "train_loss": 0.26791027188301086, "val_loss": 3.8837175369262695, "acc": 31.64, "f1": [ 0.666666567325592, 0.4018263518810272, 0.21830980479717255, 0.19004517793655396, 0.1916666179895401, 0.2424241602420807, 0.26038771867752075, 0.34449753165245056, 0.33333322405815125, 0.4135020077228546, 0.12499994039535522, 0.12738847732543945, 0.3170730471611023, 0.20833326876163483, 0.24999991059303284, 0.2376236915588379, 0.3202613890171051, 0.4226802885532379, 0.20535708963871002, 0.22680403292179108, 0.5925924777984619, 0.43523305654525757, 0.28235283493995667, 0.471999853849411, 0.5230768322944641, 0.20645155012607574, 0.2612611949443817, 0.13533830642700195, 0.43269219994544983, 0.26086944341659546, 0.4222221076488495, 0.2762430012226105, 0.2117646485567093, 0.3417084515094757, 0.23376615345478058, 0.18378373980522156, 0.30769219994544983, 0.22966498136520386, 0.1793721318244934, 0.46575334668159485, 0.3885713219642639, 0.525139570236206, 0.24418595433235168, 0.2485874742269516, 0.12244890630245209, 0.09615378081798553, 0.17333325743675232, 0.4886362552642822, 0.49999988079071045, 0.32941165566444397, 0.18481841683387756, 0.30107519030570984, 0.543352484703064, 0.5099998712539673, 0.3787877857685089, 0.06511621177196503, 0.40490788221359253, 0.2909089922904968, 0.3199998736381531, 0.2702701687812805, 0.7142854928970337, 0.4069766402244568, 0.39285701513290405, 0.33333325386047363, 0.1497325599193573, 0.12807877361774445, 0.23913034796714783, 0.30604973435401917, 0.6990289688110352, 0.5201792120933533, 0.37777766585350037, 0.559139609336853, 0.13872826099395752, 0.25870639085769653, 0.15111105144023895, 0.5595237016677856, 0.5439999103546143, 0.17123281955718994, 0.15300540626049042, 0.2415093332529068, 0.17821775376796722, 0.25675666332244873, 0.688171923160553, 0.3290042281150818, 0.16993455588817596, 0.41935470700263977, 0.3402060866355896, 0.31896543502807617, 0.1855669766664505, 0.32258057594299316, 0.20987647771835327, 0.4516127407550812, 0.14012733101844788, 0.1368420422077179, 0.5132074356079102, 0.4293783903121948, 0.2592591643333435, 0.22619038820266724, 0.12422355264425278, 0.29508185386657715 ], "time": 39.446198262274265, "param": null }, { "epoch": 61, "train_loss": 0.1930808126926422, "val_loss": 4.028224945068359, "acc": 32.56, "f1": [ 0.6826921701431274, 0.41666656732559204, 0.24844713509082794, 0.06711404025554657, 0.25396814942359924, 0.29665064811706543, 0.32599109411239624, 0.34374991059303284, 0.30107519030570984, 0.4861876964569092, 0.12698405981063843, 0.22988496720790863, 0.3195875287055969, 0.30303022265434265, 0.25095051527023315, 0.21965309977531433, 0.3013697564601898, 0.43636354804039, 0.13740453124046326, 0.22929932177066803, 0.6107783317565918, 0.4476189613342285, 0.3170730471611023, 0.47953203320503235, 0.6187844276428223, 0.17948710918426514, 0.22629962861537933, 0.1777777075767517, 0.5172412991523743, 0.3121950626373291, 0.40740731358528137, 0.31428563594818115, 0.2867382764816284, 0.275229275226593, 0.22325573861598969, 0.16326524317264557, 0.35675665736198425, 0.2010049670934677, 0.13978487253189087, 0.42162150144577026, 0.30303022265434265, 0.6309522390365601, 0.18987338244915009, 0.2694299519062042, 0.22222216427326202, 0.22522515058517456, 0.22598862648010254, 0.48648640513420105, 0.5420559644699097, 0.3463686406612396, 0.17230765521526337, 0.2760942280292511, 0.5225224494934082, 0.5210726857185364, 0.4550263583660126, 0.11363628506660461, 0.45976996421813965, 0.2603549063205719, 0.4200912117958069, 0.26086944341659546, 0.6834169626235962, 0.48913031816482544, 0.3936169147491455, 0.31055888533592224, 0.16304342448711395, 0.18439710140228271, 0.1717790812253952, 0.2783504128456116, 0.61146479845047, 0.528846025466919, 0.37614670395851135, 0.5267855525016785, 0.0869564563035965, 0.31249991059303284, 0.16666662693023682, 0.5888323187828064, 0.6236557960510254, 0.13333328068256378, 0.16580304503440857, 0.1818181276321411, 0.1219511553645134, 0.2870812714099884, 0.6598983407020569, 0.38775497674942017, 0.1965317279100418, 0.3934425115585327, 0.31944435834884644, 0.3738316595554352, 0.18032780289649963, 0.2790696918964386, 0.23469379544258118, 0.34999990463256836, 0.2488037496805191, 0.17821775376796722, 0.5490195155143738, 0.41249990463256836, 0.3025209605693817, 0.21590900421142578, 0.13888882100582123, 0.29787227511405945 ], "time": 39.24364591483027, "param": null }, { "epoch": 62, "train_loss": 0.2582404911518097, "val_loss": 4.304708480834961, "acc": 33.4, "f1": [ 0.612244725227356, 0.4191615581512451, 0.20689651370048523, 0.08450698852539062, 0.18848159909248352, 0.251082181930542, 0.3470318615436554, 0.33333322405815125, 0.367346853017807, 0.45161277055740356, 0.20689646899700165, 0.21782170236110687, 0.21874991059303284, 0.23376615345478058, 0.26315778493881226, 0.2322096824645996, 0.2622949779033661, 0.45405393838882446, 0.21596238017082214, 0.20077213644981384, 0.5917158722877502, 0.49350637197494507, 0.24390234053134918, 0.45132729411125183, 0.5608464479446411, 0.20875413715839386, 0.23272719979286194, 0.19298237562179565, 0.44725728034973145, 0.2999999523162842, 0.3758864104747772, 0.3248729705810547, 0.251308798789978, 0.33333322405815125, 0.2745096981525421, 0.2127658873796463, 0.33497530221939087, 0.24905653297901154, 0.12865489721298218, 0.45161277055740356, 0.2983424663543701, 0.6031745076179504, 0.18055549263954163, 0.319248765707016, 0.20645155012607574, 0.21556879580020905, 0.2702701687812805, 0.487046480178833, 0.5333332419395447, 0.36708852648735046, 0.15300540626049042, 0.3133639991283417, 0.49999988079071045, 0.48888877034187317, 0.4190475046634674, 0.14444437623023987, 0.4733726978302002, 0.3292180299758911, 0.4640882611274719, 0.30232545733451843, 0.7174886465072632, 0.45348823070526123, 0.4361701011657715, 0.3710406422615051, 0.23770485818386078, 0.15384609997272491, 0.1481480747461319, 0.3152172863483429, 0.6489360928535461, 0.5809522867202759, 0.4299998879432678, 0.5841582417488098, 0.15748025476932526, 0.32258057594299316, 0.2366863340139389, 0.547485888004303, 0.575916051864624, 0.18947362899780273, 0.14371250569820404, 0.24390237033367157, 0.1282050609588623, 0.256410151720047, 0.6511626243591309, 0.3678159713745117, 0.1945524662733078, 0.4265401363372803, 0.4198893904685974, 0.3720929026603699, 0.16049376130104065, 0.3106059730052948, 0.2898550033569336, 0.3487543761730194, 0.2399999350309372, 0.21374039351940155, 0.6424869298934937, 0.4578312039375305, 0.2869197428226471, 0.27924519777297974, 0.15517236292362213, 0.24657529592514038 ], "time": 39.45211791340262, "param": null }, { "epoch": 63, "train_loss": 0.18119822442531586, "val_loss": 4.021124362945557, "acc": 32.94, "f1": [ 0.6972475647926331, 0.3581080436706543, 0.18930034339427948, 0.1282050609588623, 0.2694299519062042, 0.2617800235748291, 0.3091786503791809, 0.31730762124061584, 0.3209875524044037, 0.41441428661346436, 0.1810344010591507, 0.23170723021030426, 0.24358965456485748, 0.21463409066200256, 0.22222214937210083, 0.22916659712791443, 0.30952370166778564, 0.4343433380126953, 0.217391237616539, 0.2206895798444748, 0.6338796615600586, 0.433459997177124, 0.34101372957229614, 0.4155843257904053, 0.5371899604797363, 0.2366863340139389, 0.24472565948963165, 0.08955218642950058, 0.4927534759044647, 0.2695651352405548, 0.4177776873111725, 0.34374991059303284, 0.23115570843219757, 0.3102039694786072, 0.24277448654174805, 0.1530611664056778, 0.3179486393928528, 0.1509433388710022, 0.1989527940750122, 0.4499998986721039, 0.29677411913871765, 0.49999988079071045, 0.262711763381958, 0.26190465688705444, 0.12578611075878143, 0.13259662687778473, 0.17931029200553894, 0.5024629235267639, 0.44221094250679016, 0.3575417995452881, 0.1509433388710022, 0.34554967284202576, 0.49999988079071045, 0.5652172565460205, 0.38356152176856995, 0.12389375269412994, 0.4530385434627533, 0.30392149090766907, 0.4623654782772064, 0.36871495842933655, 0.6888887882232666, 0.38150280714035034, 0.40540531277656555, 0.36206886172294617, 0.16981124877929688, 0.09523803740739822, 0.2244897186756134, 0.30107519030570984, 0.6528496146202087, 0.5116277933120728, 0.4308941662311554, 0.570175290107727, 0.07999993860721588, 0.34482747316360474, 0.21568621695041656, 0.4520547091960907, 0.5760868191719055, 0.1410255879163742, 0.20444436371326447, 0.18285706639289856, 0.20779213309288025, 0.2173912227153778, 0.5821594595909119, 0.28571420907974243, 0.20105813443660736, 0.3999999463558197, 0.37668150663375854, 0.37815114855766296, 0.14689259231090546, 0.36649200320243835, 0.25730982422828674, 0.3923443853855133, 0.2046510875225067, 0.1798941045999527, 0.589371919631958, 0.5197739005088806, 0.3307085633277893, 0.29473677277565, 0.11822652816772461, 0.4083768427371979 ], "time": 39.063839375041425, "param": null }, { "epoch": 64, "train_loss": 0.2022290825843811, "val_loss": 4.001746654510498, "acc": 33.68, "f1": [ 0.7446807622909546, 0.4210525155067444, 0.28571420907974243, 0.15737700462341309, 0.19999992847442627, 0.23580780625343323, 0.35071080923080444, 0.37735840678215027, 0.3648647665977478, 0.47398826479911804, 0.2127658873796463, 0.28742504119873047, 0.32432422041893005, 0.2622949779033661, 0.28571417927742004, 0.2477063536643982, 0.33720916509628296, 0.434782475233078, 0.3240739703178406, 0.2297871857881546, 0.6509432196617126, 0.44642844796180725, 0.29896897077560425, 0.4372468888759613, 0.5520831942558289, 0.24418595433235168, 0.2482757866382599, 0.11981560289859772, 0.4499998688697815, 0.3271027207374573, 0.3411763310432434, 0.2954544425010681, 0.2524271011352539, 0.31249991059303284, 0.3041473925113678, 0.19428564608097076, 0.3304346799850464, 0.2193547636270523, 0.16999994218349457, 0.4712642431259155, 0.2378377616405487, 0.579234778881073, 0.23703694343566895, 0.2695034444332123, 0.1735159158706665, 0.16101689636707306, 0.21686740219593048, 0.46231144666671753, 0.5297296643257141, 0.3653844892978668, 0.17959177494049072, 0.27436816692352295, 0.5220882296562195, 0.504132091999054, 0.3376622200012207, 0.0983605906367302, 0.3904760777950287, 0.30769217014312744, 0.40935659408569336, 0.2840908169746399, 0.6893202662467957, 0.47368407249450684, 0.43333321809768677, 0.3540668785572052, 0.17757000029087067, 0.15199993550777435, 0.1509433388710022, 0.30097079277038574, 0.5611509084701538, 0.4690264165401459, 0.3151514232158661, 0.5345621109008789, 0.08743163198232651, 0.36018943786621094, 0.20161284506320953, 0.5700933337211609, 0.5882351398468018, 0.20425525307655334, 0.1639343500137329, 0.27555546164512634, 0.18072283267974854, 0.19580411911010742, 0.6481480002403259, 0.362499862909317, 0.2025315761566162, 0.48039206862449646, 0.3999998867511749, 0.37563440203666687, 0.17567561566829681, 0.3942306339740753, 0.20320846140384674, 0.41935470700263977, 0.278026819229126, 0.1556885540485382, 0.5906734466552734, 0.4135337173938751, 0.3050846755504608, 0.32820504903793335, 0.1576354056596756, 0.3398057222366333 ], "time": 39.27210373338312, "param": null }, { "epoch": 65, "train_loss": 0.18704378604888916, "val_loss": 4.103457450866699, "acc": 32.58, "f1": [ 0.7035174369812012, 0.4578312039375305, 0.20242910087108612, 0.1717790812253952, 0.23300965130329132, 0.2457626312971115, 0.2583731412887573, 0.24999992549419403, 0.34615373611450195, 0.48167529702186584, 0.1864406168460846, 0.22999992966651917, 0.32748526334762573, 0.24083760380744934, 0.24203814566135406, 0.24844713509082794, 0.38993698358535767, 0.44559577107429504, 0.26900574564933777, 0.30303019285202026, 0.6206895112991333, 0.44444432854652405, 0.29931965470314026, 0.47761180996894836, 0.4972374439239502, 0.19383254647254944, 0.24285705387592316, 0.15789467096328735, 0.4401912987232208, 0.318471223115921, 0.4230768084526062, 0.3111110329627991, 0.23770485818386078, 0.27777770161628723, 0.18633535504341125, 0.20657269656658173, 0.32298123836517334, 0.22321420907974243, 0.21556879580020905, 0.4108106791973114, 0.23357658088207245, 0.5895952582359314, 0.24899591505527496, 0.2999999225139618, 0.1818181276321411, 0.15624994039535522, 0.18579228222370148, 0.43601882457733154, 0.35294109582901, 0.3609755337238312, 0.1635219305753708, 0.28971952199935913, 0.5181816816329956, 0.4957263767719269, 0.3037973642349243, 0.09090903401374817, 0.4836600124835968, 0.34101372957229614, 0.36633655428886414, 0.31775689125061035, 0.7024388909339905, 0.507771909236908, 0.45106372237205505, 0.3228698670864105, 0.10256402939558029, 0.1754385381937027, 0.19480513036251068, 0.26254817843437195, 0.631578803062439, 0.5277776718139648, 0.32704389095306396, 0.5073528289794922, 0.14705877006053925, 0.34626856446266174, 0.18390797078609467, 0.5560973882675171, 0.5655736327171326, 0.20312494039535522, 0.14084501564502716, 0.2929935157299042, 0.09374994784593582, 0.2765956223011017, 0.6379309296607971, 0.3421051502227783, 0.17741930484771729, 0.43555545806884766, 0.32291656732559204, 0.38327518105506897, 0.13235288858413696, 0.22891558706760406, 0.255638986825943, 0.4699452221393585, 0.1696968972682953, 0.12206566333770752, 0.6153844594955444, 0.38043469190597534, 0.25301194190979004, 0.31944435834884644, 0.1545064002275467, 0.2366863340139389 ], "time": 39.29183410014957, "param": null }, { "epoch": 66, "train_loss": 0.20443402230739594, "val_loss": 3.8291380405426025, "acc": 32.19, "f1": [ 0.6153844594955444, 0.38674020767211914, 0.20814472436904907, 0.193548321723938, 0.1877550482749939, 0.26262614130973816, 0.35675665736198425, 0.29702961444854736, 0.3617020547389984, 0.42857131361961365, 0.16243648529052734, 0.22784805297851562, 0.3516482412815094, 0.23728805780410767, 0.2117646485567093, 0.21978014707565308, 0.33333322405815125, 0.44621503353118896, 0.1768706887960434, 0.2264150083065033, 0.5869563817977905, 0.4607328474521637, 0.2798353135585785, 0.5443036556243896, 0.5454544425010681, 0.24137921631336212, 0.28358203172683716, 0.19266046583652496, 0.5108694434165955, 0.3373492956161499, 0.3636362850666046, 0.2576685845851898, 0.2553190290927887, 0.26315778493881226, 0.26297569274902344, 0.19417467713356018, 0.28688517212867737, 0.2255638688802719, 0.18181809782981873, 0.44067782163619995, 0.30270257592201233, 0.6086955070495605, 0.21343867480754852, 0.29523801803588867, 0.2115383893251419, 0.2288556545972824, 0.16113737225532532, 0.4919784665107727, 0.43956032395362854, 0.3736262619495392, 0.14173223078250885, 0.26666656136512756, 0.5499998927116394, 0.5566036701202393, 0.33548372983932495, 0.10894935578107834, 0.4025973081588745, 0.30120471119880676, 0.3489360511302948, 0.34101372957229614, 0.6701029539108276, 0.43037962913513184, 0.48484835028648376, 0.3487178385257721, 0.11347512155771255, 0.10071936994791031, 0.1694914698600769, 0.3131312429904938, 0.6878305077552795, 0.5757573843002319, 0.4324323236942291, 0.5555554032325745, 0.13872826099395752, 0.2832617461681366, 0.20289847254753113, 0.5228214263916016, 0.5957446098327637, 0.14096909761428833, 0.13333328068256378, 0.23232315480709076, 0.11678826063871384, 0.2955664098262787, 0.6272187829017639, 0.32978713512420654, 0.15789467096328735, 0.3786981403827667, 0.3627450466156006, 0.3269230127334595, 0.17230765521526337, 0.36714968085289, 0.21359217166900635, 0.2811791002750397, 0.14666660130023956, 0.2244897186756134, 0.5980390906333923, 0.3931623101234436, 0.239999920129776, 0.35714274644851685, 0.15165871381759644, 0.3267972767353058 ], "time": 39.3020586501807, "param": null }, { "epoch": 67, "train_loss": 0.27355533838272095, "val_loss": 3.9338724613189697, "acc": 32.49, "f1": [ 0.6509432196617126, 0.43049317598342896, 0.24637670814990997, 0.217391237616539, 0.22598862648010254, 0.20858889818191528, 0.35121941566467285, 0.33913031220436096, 0.3977271616458893, 0.40789464116096497, 0.19767434895038605, 0.25555548071861267, 0.33027511835098267, 0.24786315858364105, 0.26041656732559204, 0.21596238017082214, 0.32298123836517334, 0.3894736170768738, 0.3394494354724884, 0.21468918025493622, 0.6526314616203308, 0.47787603735923767, 0.31428563594818115, 0.4162435233592987, 0.574585497379303, 0.17391297221183777, 0.2099999338388443, 0.2037036269903183, 0.4670049846172333, 0.2524271011352539, 0.33333322405815125, 0.293436199426651, 0.2834644913673401, 0.27611932158470154, 0.17391297221183777, 0.1612902730703354, 0.30120471119880676, 0.140350803732872, 0.1891890913248062, 0.43902432918548584, 0.34254133701324463, 0.48387086391448975, 0.26262614130973816, 0.2718445658683777, 0.1452513188123703, 0.18999992311000824, 0.24175815284252167, 0.4615383744239807, 0.4907974302768707, 0.30303019285202026, 0.14007778465747833, 0.3313608467578888, 0.49650338292121887, 0.5527637004852295, 0.3522011637687683, 0.10389603674411774, 0.44943806529045105, 0.32432425022125244, 0.36559128761291504, 0.2376236915588379, 0.6480445265769958, 0.42580634355545044, 0.38271594047546387, 0.3016759157180786, 0.12834219634532928, 0.16304342448711395, 0.2366863340139389, 0.31531521677970886, 0.6470587849617004, 0.517857015132904, 0.31901830434799194, 0.5596328973770142, 0.10526309907436371, 0.265060156583786, 0.22222213447093964, 0.5656563639640808, 0.5511810183525085, 0.1360543668270111, 0.14772720634937286, 0.28187909722328186, 0.12334796041250229, 0.28099164366722107, 0.6170212030410767, 0.34449753165245056, 0.18518511950969696, 0.3598325252532959, 0.33333325386047363, 0.4226802885532379, 0.19209031760692596, 0.34883710741996765, 0.27667975425720215, 0.45248857140541077, 0.2314814031124115, 0.12658220529556274, 0.57297283411026, 0.4343433380126953, 0.2116401493549347, 0.26277363300323486, 0.1379309743642807, 0.3517586886882782 ], "time": 39.10840386431664, "param": null }, { "epoch": 68, "train_loss": 0.242201030254364, "val_loss": 4.025423049926758, "acc": 31.73, "f1": [ 0.6746986508369446, 0.4338623583316803, 0.2340424805879593, 0.11518317461013794, 0.2393161654472351, 0.2347417026758194, 0.28310492634773254, 0.3209875524044037, 0.3720929026603699, 0.4223601520061493, 0.194871723651886, 0.17857135832309723, 0.34999990463256836, 0.23829780519008636, 0.22222214937210083, 0.21538454294204712, 0.2431371659040451, 0.3926939368247986, 0.2995593845844269, 0.22598862648010254, 0.5838507413864136, 0.5217390060424805, 0.2713567018508911, 0.44943806529045105, 0.4712642431259155, 0.25125616788864136, 0.23188398778438568, 0.16374263167381287, 0.5306121110916138, 0.33962252736091614, 0.40579700469970703, 0.26993855834007263, 0.24630534648895264, 0.3269230127334595, 0.2844826877117157, 0.16993455588817596, 0.33783775568008423, 0.16149060428142548, 0.11999993026256561, 0.39705875515937805, 0.2741115987300873, 0.5533979535102844, 0.21097040176391602, 0.24999991059303284, 0.19780214130878448, 0.20111726224422455, 0.2887699604034424, 0.45544540882110596, 0.46696019172668457, 0.2953019142150879, 0.13265299797058105, 0.31746023893356323, 0.4947367310523987, 0.5396823883056641, 0.4179103374481201, 0.05181341618299484, 0.4034333825111389, 0.3367346227169037, 0.42857131361961365, 0.29951682686805725, 0.6943003535270691, 0.3597121238708496, 0.4160583019256592, 0.2987011969089508, 0.15384607017040253, 0.19444438815116882, 0.13973794877529144, 0.2933332324028015, 0.7005648612976074, 0.574585497379303, 0.37914684414863586, 0.5060239434242249, 0.1731601059436798, 0.3316582143306732, 0.1799999475479126, 0.5833332538604736, 0.4210525155067444, 0.10778438299894333, 0.1951218843460083, 0.24358965456485748, 0.14583328366279602, 0.24810121953487396, 0.6310158967971802, 0.30303022265434265, 0.18518511950969696, 0.3666665554046631, 0.3369564116001129, 0.2960287928581238, 0.1764705330133438, 0.31884047389030457, 0.2413792610168457, 0.4530385434627533, 0.2444443702697754, 0.2561575770378113, 0.6081869602203369, 0.4259258210659027, 0.25301194190979004, 0.25165554881095886, 0.11904755234718323, 0.2622949779033661 ], "time": 39.468230217695236, "param": null }, { "epoch": 69, "train_loss": 0.2201373428106308, "val_loss": 3.8334193229675293, "acc": 32.24, "f1": [ 0.6263735294342041, 0.4311376214027405, 0.24277448654174805, 0.18867920339107513, 0.20382159948349, 0.23529402911663055, 0.27551010251045227, 0.24999992549419403, 0.31390124559402466, 0.44848471879959106, 0.16071423888206482, 0.22485199570655823, 0.3139533996582031, 0.2251655012369156, 0.1818181276321411, 0.25270751118659973, 0.36111101508140564, 0.46428558230400085, 0.1866666078567505, 0.23826707899570465, 0.6350710391998291, 0.3473052978515625, 0.23350247740745544, 0.37804868817329407, 0.5791853666305542, 0.19999992847442627, 0.25668442249298096, 0.19999994337558746, 0.44230756163597107, 0.3510637581348419, 0.2953019142150879, 0.30065348744392395, 0.28571417927742004, 0.3018867075443268, 0.2545453906059265, 0.19767434895038605, 0.27631568908691406, 0.18009470403194427, 0.22522515058517456, 0.4905658960342407, 0.304526686668396, 0.6048778891563416, 0.24060142040252686, 0.2653060257434845, 0.2256409376859665, 0.1762113720178604, 0.2470587193965912, 0.5027320981025696, 0.4705881178379059, 0.2944784462451935, 0.11299428343772888, 0.2692306935787201, 0.5046727657318115, 0.4631577730178833, 0.3565216362476349, 0.11042939126491547, 0.46413490176200867, 0.28571417927742004, 0.39285704493522644, 0.35051536560058594, 0.6812225580215454, 0.511415421962738, 0.3942306339740753, 0.32051271200180054, 0.1931033730506897, 0.12359543144702911, 0.20532315969467163, 0.21538454294204712, 0.6390531063079834, 0.5258214473724365, 0.3598325252532959, 0.5538460612297058, 0.1407034695148468, 0.33333322405815125, 0.15384607017040253, 0.5222928524017334, 0.6185566186904907, 0.16184966266155243, 0.19191910326480865, 0.20105813443660736, 0.13471496105194092, 0.2638297379016876, 0.6132074594497681, 0.29629620909690857, 0.15025903284549713, 0.39583319425582886, 0.41573023796081543, 0.35897424817085266, 0.17867431044578552, 0.3406112492084503, 0.2025315761566162, 0.4277455508708954, 0.24734973907470703, 0.20105813443660736, 0.5312498807907104, 0.4343433380126953, 0.294573575258255, 0.3542434275150299, 0.13714279234409332, 0.26666656136512756 ], "time": 39.296246349811554, "param": null }, { "epoch": 70, "train_loss": 0.19890852272510529, "val_loss": 3.883774757385254, "acc": 33.03, "f1": [ 0.7089946269989014, 0.4634144902229309, 0.251428484916687, 0.13422814011573792, 0.1914892941713333, 0.2547769844532013, 0.32160791754722595, 0.3090128004550934, 0.3076922297477722, 0.49214646220207214, 0.10596020519733429, 0.17931029200553894, 0.27999991178512573, 0.2629106938838959, 0.21495321393013, 0.24719089269638062, 0.3517586886882782, 0.425531804561615, 0.2840908169746399, 0.23913034796714783, 0.5726870894432068, 0.4401912987232208, 0.3184078335762024, 0.4433496594429016, 0.5816324949264526, 0.22680403292179108, 0.21842995285987854, 0.18181811273097992, 0.4624998867511749, 0.3260868787765503, 0.3636362552642822, 0.31999990344047546, 0.22807011008262634, 0.37305691838264465, 0.2914571762084961, 0.22127652168273926, 0.32941165566444397, 0.21323524415493011, 0.1722487509250641, 0.5073169469833374, 0.3157893717288971, 0.5499998927116394, 0.21904754638671875, 0.2124999314546585, 0.13559316098690033, 0.18823523819446564, 0.21296289563179016, 0.48044681549072266, 0.421052485704422, 0.39560428261756897, 0.16666659712791443, 0.30303019285202026, 0.5132741928100586, 0.5445024967193604, 0.3981480300426483, 0.08092478662729263, 0.43575406074523926, 0.358024537563324, 0.4020099639892578, 0.34108519554138184, 0.6956520080566406, 0.4712642431259155, 0.36607131361961365, 0.3468207120895386, 0.17142851650714874, 0.13664589822292328, 0.21259836852550507, 0.208791121840477, 0.6206895112991333, 0.5399999022483826, 0.38674020767211914, 0.5324673652648926, 0.1290321946144104, 0.3594468832015991, 0.19383254647254944, 0.5989846587181091, 0.5915491580963135, 0.1401868611574173, 0.1639343500137329, 0.2613064646720886, 0.12727266550064087, 0.2972972095012665, 0.5499998927116394, 0.3043477535247803, 0.1773398518562317, 0.4232803285121918, 0.40350866317749023, 0.331707239151001, 0.2115383893251419, 0.3783782124519348, 0.23963125050067902, 0.44210511445999146, 0.28440356254577637, 0.11956514418125153, 0.6043955087661743, 0.48167529702186584, 0.21965309977531433, 0.33333319425582886, 0.0773480087518692, 0.29166659712791443 ], "time": 39.09654493816197, "param": null }, { "epoch": 71, "train_loss": 0.1696130782365799, "val_loss": 3.8554091453552246, "acc": 33.45, "f1": [ 0.6255505681037903, 0.4366810917854309, 0.17021270096302032, 0.09160300344228745, 0.1798941045999527, 0.29508185386657715, 0.3487178385257721, 0.3276835083961487, 0.4102562665939331, 0.4549761712551117, 0.20895515382289886, 0.21126757562160492, 0.33333322405815125, 0.2694299519062042, 0.23809516429901123, 0.1612902730703354, 0.3522725999355316, 0.5177663564682007, 0.238805890083313, 0.23391805589199066, 0.5833331942558289, 0.520408034324646, 0.26548662781715393, 0.48205116391181946, 0.5509432554244995, 0.23357658088207245, 0.20765019953250885, 0.22222216427326202, 0.5263156890869141, 0.32335323095321655, 0.41095879673957825, 0.2721087336540222, 0.2543858587741852, 0.30172407627105713, 0.24999992549419403, 0.210526242852211, 0.2843136191368103, 0.1896551102399826, 0.18587355315685272, 0.5202310085296631, 0.32799988985061646, 0.4872726500034332, 0.27218925952911377, 0.2099446803331375, 0.1799999475479126, 0.09999994188547134, 0.20430098474025726, 0.48314592242240906, 0.43708598613739014, 0.39106133580207825, 0.1391303837299347, 0.2617800235748291, 0.5478259921073914, 0.5158370137214661, 0.3575417995452881, 0.12748998403549194, 0.4108106791973114, 0.2914979159832001, 0.4307691156864166, 0.3489360511302948, 0.6787328720092773, 0.4777776598930359, 0.4927534759044647, 0.33333322405815125, 0.15957440435886383, 0.1758241057395935, 0.15789467096328735, 0.32432422041893005, 0.6582277417182922, 0.5566036701202393, 0.43575406074523926, 0.5564514994621277, 0.13592226803302765, 0.34615373611450195, 0.1777777075767517, 0.622641384601593, 0.596858561038971, 0.1604277491569519, 0.11956514418125153, 0.25954189896583557, 0.10447756201028824, 0.29268282651901245, 0.616278886795044, 0.28571420907974243, 0.1957446187734604, 0.43575406074523926, 0.3783782720565796, 0.42342329025268555, 0.13749992847442627, 0.35398221015930176, 0.3157894015312195, 0.33783775568008423, 0.16455689072608948, 0.1507537066936493, 0.5612244009971619, 0.4358973205089569, 0.20111726224422455, 0.3116881847381592, 0.09929072856903076, 0.3195875287055969 ], "time": 39.41895387228578, "param": null }, { "epoch": 72, "train_loss": 0.13601820170879364, "val_loss": 4.455923557281494, "acc": 32.64, "f1": [ 0.738461434841156, 0.3529410660266876, 0.19730934500694275, 0.19607838988304138, 0.24669595062732697, 0.25149694085121155, 0.33532923460006714, 0.3121386468410492, 0.376623272895813, 0.38461530208587646, 0.22831043601036072, 0.19480513036251068, 0.34254133701324463, 0.24836592376232147, 0.23529404401779175, 0.2521738111972809, 0.32031241059303284, 0.4615383446216583, 0.25945934653282166, 0.19289332628250122, 0.5054943561553955, 0.42708319425582886, 0.32941165566444397, 0.3859647810459137, 0.5624998807907104, 0.23293164372444153, 0.27814561128616333, 0.1452513188123703, 0.3080459237098694, 0.3289472758769989, 0.360248327255249, 0.2816900908946991, 0.22222214937210083, 0.279411643743515, 0.2251655012369156, 0.2014387995004654, 0.33333325386047363, 0.1194029375910759, 0.18390797078609467, 0.4150942265987396, 0.34920623898506165, 0.6206895709037781, 0.22222213447093964, 0.23602473735809326, 0.10891082137823105, 0.14772720634937286, 0.19083963334560394, 0.491227924823761, 0.49999985098838806, 0.31914883852005005, 0.14406773447990417, 0.32704389095306396, 0.5405403971672058, 0.5463413596153259, 0.3738316595554352, 0.13725484907627106, 0.45544540882110596, 0.3363635540008545, 0.33823519945144653, 0.3710406422615051, 0.6022303700447083, 0.44347813725471497, 0.45405393838882446, 0.3352600038051605, 0.16249993443489075, 0.16666662693023682, 0.16417904198169708, 0.30281683802604675, 0.5866665840148926, 0.5638765096664429, 0.4083768427371979, 0.4301885962486267, 0.1010100394487381, 0.3069306015968323, 0.16455689072608948, 0.6310158967971802, 0.5798815488815308, 0.20161284506320953, 0.1777777075767517, 0.246575266122818, 0.1497325599193573, 0.28855711221694946, 0.6060605049133301, 0.33939382433891296, 0.19999992847442627, 0.3764704465866089, 0.3587442934513092, 0.3720929026603699, 0.19480513036251068, 0.33333322405815125, 0.22222216427326202, 0.4248703718185425, 0.20689649879932404, 0.10738249123096466, 0.5413532853126526, 0.43749991059303284, 0.28048771619796753, 0.3365383446216583, 0.14432983100414276, 0.33333319425582886 ], "time": 39.33274723961949, "param": null }, { "epoch": 73, "train_loss": 0.2005271315574646, "val_loss": 3.9496402740478516, "acc": 32.81, "f1": [ 0.6320753693580627, 0.4291844367980957, 0.1916666179895401, 0.17194563150405884, 0.19999992847442627, 0.2485874742269516, 0.3551400303840637, 0.22222213447093964, 0.32432422041893005, 0.4190475046634674, 0.22119809687137604, 0.17307688295841217, 0.29885047674179077, 0.22972965240478516, 0.208791121840477, 0.2999999225139618, 0.3692306876182556, 0.42168664932250977, 0.2673795819282532, 0.24203814566135406, 0.589371919631958, 0.378378301858902, 0.281406968832016, 0.33333322405815125, 0.6222221255302429, 0.21848732233047485, 0.25274714827537537, 0.20689649879932404, 0.425855427980423, 0.3376622200012207, 0.4313724637031555, 0.28187912702560425, 0.24580998718738556, 0.32124343514442444, 0.3636362552642822, 0.16243648529052734, 0.2660943269729614, 0.17142851650714874, 0.23863628506660461, 0.494381844997406, 0.3318776488304138, 0.5683058500289917, 0.19753079116344452, 0.29906532168388367, 0.12598420679569244, 0.13065321743488312, 0.25352105498313904, 0.4606740176677704, 0.5698322653770447, 0.23611101508140564, 0.16216211020946503, 0.30120471119880676, 0.4177214205265045, 0.543859601020813, 0.38541653752326965, 0.10204074531793594, 0.38251355290412903, 0.2536230981349945, 0.3971630334854126, 0.31632643938064575, 0.7035174369812012, 0.5164833664894104, 0.4525546431541443, 0.31050220131874084, 0.1546391248703003, 0.16064251959323883, 0.2629106938838959, 0.2965778410434723, 0.587755024433136, 0.4423674941062927, 0.3592813014984131, 0.5064934492111206, 0.15053758025169373, 0.291139155626297, 0.19791658222675323, 0.5828570127487183, 0.43771034479141235, 0.1798941045999527, 0.13422814011573792, 0.2559240758419037, 0.14925366640090942, 0.2941175699234009, 0.642857015132904, 0.32579174637794495, 0.22702695429325104, 0.38144323229789734, 0.35897424817085266, 0.30555546283721924, 0.1307188868522644, 0.37735840678215027, 0.21333324909210205, 0.45810040831565857, 0.1307188868522644, 0.13999994099140167, 0.5662099123001099, 0.423912912607193, 0.31932762265205383, 0.3736262619495392, 0.14444437623023987, 0.3440859317779541 ], "time": 39.50384108629078, "param": null }, { "epoch": 74, "train_loss": 0.1711852252483368, "val_loss": 3.8407785892486572, "acc": 33.38, "f1": [ 0.6878305077552795, 0.4315788447856903, 0.2065216600894928, 0.15999992191791534, 0.18633535504341125, 0.39378228783607483, 0.3100774586200714, 0.3069306015968323, 0.36879420280456543, 0.4777776598930359, 0.13333328068256378, 0.19999994337558746, 0.3013697564601898, 0.26666656136512756, 0.2560974657535553, 0.16417904198169708, 0.32950183749198914, 0.4507041275501251, 0.24875615537166595, 0.28855711221694946, 0.620320737361908, 0.49261072278022766, 0.2617800235748291, 0.4418603479862213, 0.574585497379303, 0.25352105498313904, 0.24489787220954895, 0.21917803585529327, 0.5034012794494629, 0.32291656732559204, 0.3698112368583679, 0.3018867075443268, 0.23364479839801788, 0.3317534327507019, 0.2672064006328583, 0.19672124087810516, 0.2870369255542755, 0.1818181276321411, 0.19999992847442627, 0.497175008058548, 0.3555554449558258, 0.5612244009971619, 0.20111726224422455, 0.345177561044693, 0.18905465304851532, 0.2025315910577774, 0.220779150724411, 0.4731181561946869, 0.4329003393650055, 0.47222211956977844, 0.194871723651886, 0.28806576132774353, 0.5485230684280396, 0.5086703896522522, 0.3282674252986908, 0.15300540626049042, 0.4413144290447235, 0.3482586145401001, 0.4204544126987457, 0.31428563594818115, 0.6857141256332397, 0.42528724670410156, 0.5049503445625305, 0.3523808717727661, 0.18677033483982086, 0.170940101146698, 0.23414628207683563, 0.22929932177066803, 0.619246780872345, 0.5858584046363831, 0.2191779911518097, 0.5999999046325684, 0.12565438449382782, 0.3261801600456238, 0.278787761926651, 0.5333331823348999, 0.5824174284934998, 0.16143491864204407, 0.17441853880882263, 0.2749998867511749, 0.16877631843090057, 0.30526304244995117, 0.6551722884178162, 0.3351350426673889, 0.1990949511528015, 0.3953487277030945, 0.3625729978084564, 0.36269423365592957, 0.19108274579048157, 0.3216782510280609, 0.14012733101844788, 0.3735406994819641, 0.20353974401950836, 0.16744180023670197, 0.5901637673377991, 0.4311925768852234, 0.2739725410938263, 0.3228345811367035, 0.15062755346298218, 0.3351954519748688 ], "time": 39.113506842404604, "param": null }, { "epoch": 75, "train_loss": 0.19682525098323822, "val_loss": 3.7972664833068848, "acc": 33.62, "f1": [ 0.6770831346511841, 0.3493974804878235, 0.20408155024051666, 0.18497103452682495, 0.19762840867042542, 0.20338976383209229, 0.27272719144821167, 0.2909089922904968, 0.3474177420139313, 0.4634144902229309, 0.1818181276321411, 0.26415085792541504, 0.30939218401908875, 0.2622949779033661, 0.22393816709518433, 0.23414628207683563, 0.3167419731616974, 0.48044681549072266, 0.28571417927742004, 0.2765956223011017, 0.6742855310440063, 0.4701985716819763, 0.32124343514442444, 0.5060239434242249, 0.5555554628372192, 0.17931029200553894, 0.2340424805879593, 0.18300646543502808, 0.5284972786903381, 0.31279608607292175, 0.30337071418762207, 0.2807016372680664, 0.2723403573036194, 0.3148147463798523, 0.25906726717948914, 0.1965317279100418, 0.3402060866355896, 0.15028895437717438, 0.1647058129310608, 0.4768211245536804, 0.36082467436790466, 0.5876287817955017, 0.26046502590179443, 0.33492809534072876, 0.2208588421344757, 0.17120616137981415, 0.2357722967863083, 0.5045870542526245, 0.5446008443832397, 0.36842095851898193, 0.18536579608917236, 0.3131312429904938, 0.5395347476005554, 0.5619046092033386, 0.331707239151001, 0.12582777440547943, 0.5088756084442139, 0.31155768036842346, 0.45454537868499756, 0.3431371748447418, 0.7684208750724792, 0.48275846242904663, 0.4090908169746399, 0.30555543303489685, 0.17708326876163483, 0.16161610186100006, 0.20382159948349, 0.30456843972206116, 0.6421051621437073, 0.5999999046325684, 0.3161763846874237, 0.5654449462890625, 0.1361255943775177, 0.23611101508140564, 0.21645015478134155, 0.5663716197013855, 0.6060604453086853, 0.13664589822292328, 0.19672125577926636, 0.28368785977363586, 0.10526309907436371, 0.2404370754957199, 0.6033056974411011, 0.3755101263523102, 0.19383254647254944, 0.45128190517425537, 0.38578668236732483, 0.3800903856754303, 0.1835748255252838, 0.3722943067550659, 0.2810809910297394, 0.41935470700263977, 0.26332277059555054, 0.18719203770160675, 0.5631066560745239, 0.3690035939216614, 0.24154582619667053, 0.32941165566444397, 0.0921052023768425, 0.2815532982349396 ], "time": 39.48461505025625, "param": null }, { "epoch": 76, "train_loss": 0.16066817939281464, "val_loss": 4.024851322174072, "acc": 32.76, "f1": [ 0.5683452486991882, 0.3599999248981476, 0.23913037776947021, 0.1638224571943283, 0.23387089371681213, 0.28846150636672974, 0.3148147463798523, 0.3173430860042572, 0.37575745582580566, 0.40517228841781616, 0.20689646899700165, 0.18300646543502808, 0.3196346163749695, 0.236453115940094, 0.23076917231082916, 0.2121211439371109, 0.28124991059303284, 0.44210511445999146, 0.20087330043315887, 0.24999994039535522, 0.6417111158370972, 0.4146340489387512, 0.2206895798444748, 0.41176465153694153, 0.5769229531288147, 0.2702701687812805, 0.25555548071861267, 0.14583328366279602, 0.4242422878742218, 0.37681150436401367, 0.35675665736198425, 0.21390368044376373, 0.2824857831001282, 0.28260859847068787, 0.2815532982349396, 0.2696628272533417, 0.20382159948349, 0.1759258508682251, 0.18181811273097992, 0.4253392219543457, 0.32804223895072937, 0.6459625363349915, 0.2597401440143585, 0.2948717176914215, 0.17333325743675232, 0.19108274579048157, 0.23045262694358826, 0.4567900002002716, 0.4530385434627533, 0.35121941566467285, 0.15151509642601013, 0.3411763310432434, 0.5308055877685547, 0.5471696853637695, 0.4210525155067444, 0.1048034280538559, 0.446808397769928, 0.3586955666542053, 0.38578668236732483, 0.3894736170768738, 0.7169809341430664, 0.49214646220207214, 0.46808499097824097, 0.33128824830055237, 0.14379078149795532, 0.17910441756248474, 0.20125779509544373, 0.29906532168388367, 0.6745560765266418, 0.471999853849411, 0.27329182624816895, 0.5339365601539612, 0.07563020288944244, 0.2456139624118805, 0.24210518598556519, 0.5402297377586365, 0.6145250201225281, 0.16606493294239044, 0.1410255879163742, 0.2999999225139618, 0.14432983100414276, 0.3111110329627991, 0.6115701198577881, 0.34554967284202576, 0.21834053099155426, 0.42168664932250977, 0.41346144676208496, 0.38461530208587646, 0.14723920822143555, 0.29585790634155273, 0.2435423731803894, 0.413043349981308, 0.15469607710838318, 0.12499994784593582, 0.5208331942558289, 0.44827574491500854, 0.2412450611591339, 0.26751580834388733, 0.16560502350330353, 0.362499862909317 ], "time": 39.26431845407933, "param": null }, { "epoch": 77, "train_loss": 0.17326530814170837, "val_loss": 4.0000762939453125, "acc": 31.25, "f1": [ 0.6244724988937378, 0.4393938481807709, 0.1864406168460846, 0.19753079116344452, 0.17857135832309723, 0.2583731412887573, 0.2872926890850067, 0.2727271616458893, 0.3259258270263672, 0.45197728276252747, 0.21428564190864563, 0.11594197899103165, 0.36464083194732666, 0.20858889818191528, 0.18633535504341125, 0.21118006110191345, 0.33333322405815125, 0.35294109582901, 0.2065216600894928, 0.20987647771835327, 0.649484395980835, 0.36809810996055603, 0.3129250705242157, 0.3999999165534973, 0.5979380011558533, 0.16216209530830383, 0.17333325743675232, 0.1746724247932434, 0.5046727657318115, 0.3443707227706909, 0.2536022365093231, 0.20408155024051666, 0.19928821921348572, 0.29464277625083923, 0.2446807622909546, 0.1650484949350357, 0.22222216427326202, 0.1410255879163742, 0.11518317461013794, 0.5157230496406555, 0.35714274644851685, 0.582914412021637, 0.16993455588817596, 0.31489354372024536, 0.17721512913703918, 0.19266046583652496, 0.22680403292179108, 0.44311365485191345, 0.5032256245613098, 0.362790584564209, 0.14655166864395142, 0.35714277625083923, 0.45360812544822693, 0.5405403971672058, 0.4090908467769623, 0.12621353566646576, 0.4260353744029999, 0.3400808572769165, 0.3046356737613678, 0.3428570628166199, 0.662650465965271, 0.4630540609359741, 0.5098037719726562, 0.278026819229126, 0.1486988216638565, 0.17948710918426514, 0.14193542301654816, 0.2064056247472763, 0.6516852378845215, 0.47773265838623047, 0.39490434527397156, 0.521008312702179, 0.11331439763307571, 0.2395542711019516, 0.1735159158706665, 0.4999998211860657, 0.5258214473724365, 0.11173177510499954, 0.1194029375910759, 0.22485199570655823, 0.1792452037334442, 0.29787227511405945, 0.633165717124939, 0.31325289607048035, 0.16058386862277985, 0.3760683238506317, 0.36585354804992676, 0.34920626878738403, 0.07462681084871292, 0.29577454924583435, 0.23175960779190063, 0.4052862524986267, 0.20779214799404144, 0.1891890913248062, 0.6018517017364502, 0.42063480615615845, 0.300884872674942, 0.23225797712802887, 0.18343192338943481, 0.3374998867511749 ], "time": 39.34950744360685, "param": null }, { "epoch": 78, "train_loss": 0.19286422431468964, "val_loss": 3.909075975418091, "acc": 34.05, "f1": [ 0.6823527216911316, 0.4705880880355835, 0.2165604829788208, 0.09160300344228745, 0.21296289563179016, 0.29743579030036926, 0.29126206040382385, 0.35532984137535095, 0.3524903655052185, 0.47619032859802246, 0.22549012303352356, 0.1594202220439911, 0.3247862458229065, 0.2713567018508911, 0.19607838988304138, 0.2685184180736542, 0.32911381125450134, 0.4766837954521179, 0.27777767181396484, 0.2116401493549347, 0.5887445211410522, 0.5023695826530457, 0.28971952199935913, 0.5086703896522522, 0.6060605049133301, 0.19999992847442627, 0.3186812400817871, 0.13978487253189087, 0.5464479923248291, 0.28965508937835693, 0.33962252736091614, 0.24999991059303284, 0.25570768117904663, 0.3783782720565796, 0.2378377616405487, 0.20895515382289886, 0.3363635540008545, 0.19047614932060242, 0.15384608507156372, 0.45283010601997375, 0.2954544723033905, 0.5858584046363831, 0.2208588421344757, 0.3287670314311981, 0.18181811273097992, 0.21097040176391602, 0.19913412630558014, 0.4858298599720001, 0.5425531268119812, 0.38095229864120483, 0.19672125577926636, 0.31818172335624695, 0.49999988079071045, 0.5287355184555054, 0.4177776873111725, 0.10738249123096466, 0.43749988079071045, 0.3583814203739166, 0.3552630543708801, 0.2660943269729614, 0.7123286128044128, 0.4799998700618744, 0.43715834617614746, 0.34177201986312866, 0.22352932393550873, 0.15950913727283478, 0.20487797260284424, 0.2193547636270523, 0.6914892196655273, 0.5248867273330688, 0.4266665577888489, 0.6138612627983093, 0.1507537066936493, 0.3024389147758484, 0.2208588421344757, 0.5939393043518066, 0.6249998807907104, 0.1219511553645134, 0.17391300201416016, 0.2727271616458893, 0.14778319001197815, 0.30097079277038574, 0.6473986506462097, 0.3253011107444763, 0.19999997317790985, 0.3999998867511749, 0.34224584698677063, 0.3809523284435272, 0.17857135832309723, 0.36144569516181946, 0.22535203397274017, 0.44230756163597107, 0.2931033670902252, 0.18279562890529633, 0.6629211902618408, 0.47368407249450684, 0.2643677294254303, 0.3508770763874054, 0.1596243679523468, 0.262857049703598 ], "time": 39.31242814101279, "param": null }, { "epoch": 79, "train_loss": 0.20344415307044983, "val_loss": 4.280666351318359, "acc": 33.7, "f1": [ 0.662983238697052, 0.4717947542667389, 0.21333324909210205, 0.1639343500137329, 0.20161284506320953, 0.28455275297164917, 0.36559128761291504, 0.34042543172836304, 0.3436122238636017, 0.4634144902229309, 0.1938774734735489, 0.1509433388710022, 0.3692306876182556, 0.2525251507759094, 0.2629481256008148, 0.2677823603153229, 0.36649200320243835, 0.4210525155067444, 0.326315701007843, 0.2541435658931732, 0.6145831942558289, 0.4509802758693695, 0.21556879580020905, 0.535353422164917, 0.5550238490104675, 0.26794248819351196, 0.23076917231082916, 0.13559316098690033, 0.5464479923248291, 0.3356642425060272, 0.34615373611450195, 0.3265305161476135, 0.24864855408668518, 0.30337071418762207, 0.2389935851097107, 0.18274106085300446, 0.2784809172153473, 0.23853203654289246, 0.18579228222370148, 0.4102563261985779, 0.3351954519748688, 0.5846152901649475, 0.21965309977531433, 0.20645155012607574, 0.16091948747634888, 0.1799999475479126, 0.17346931993961334, 0.4698793888092041, 0.5167463421821594, 0.43428558111190796, 0.16961124539375305, 0.306122362613678, 0.5539904832839966, 0.5133689045906067, 0.4145076870918274, 0.08571423590183258, 0.5297296643257141, 0.3425924777984619, 0.3711339235305786, 0.3265305161476135, 0.702702522277832, 0.32978713512420654, 0.39252325892448425, 0.3980098366737366, 0.18705029785633087, 0.1645020991563797, 0.22033889591693878, 0.3135133981704712, 0.7011492848396301, 0.5668447613716125, 0.3406592309474945, 0.5769229531288147, 0.10138242691755295, 0.3406592309474945, 0.1864406168460846, 0.5513511896133423, 0.5876776576042175, 0.18333326280117035, 0.19827578961849213, 0.29166656732559204, 0.21138204634189606, 0.2727271616458893, 0.6183573603630066, 0.3694778084754944, 0.18723398447036743, 0.39166659116744995, 0.38578668236732483, 0.3999998867511749, 0.19469019770622253, 0.36018943786621094, 0.238805890083313, 0.47115376591682434, 0.21323524415493011, 0.18823520839214325, 0.6282721161842346, 0.4210525155067444, 0.32599109411239624, 0.3529410660266876, 0.20430098474025726, 0.3068782389163971 ], "time": 39.11216703336686, "param": null }, { "epoch": 80, "train_loss": 0.23062647879123688, "val_loss": 3.6254076957702637, "acc": 32.88, "f1": [ 0.6708858609199524, 0.4596773386001587, 0.16999994218349457, 0.15714280307292938, 0.21800939738750458, 0.21463409066200256, 0.3151514232158661, 0.367346853017807, 0.3478259742259979, 0.5028570294380188, 0.23255808651447296, 0.18264833092689514, 0.32160791754722595, 0.26717549562454224, 0.26190465688705444, 0.23170723021030426, 0.32989683747291565, 0.4111110270023346, 0.22325573861598969, 0.20895515382289886, 0.6162160634994507, 0.4589039981365204, 0.24271836876869202, 0.4306218922138214, 0.6434781551361084, 0.21428565680980682, 0.28571420907974243, 0.14479632675647736, 0.4907974302768707, 0.26984119415283203, 0.35955044627189636, 0.26086947321891785, 0.3493974804878235, 0.23841053247451782, 0.2097901701927185, 0.23673462867736816, 0.32704389095306396, 0.18779337406158447, 0.13824880123138428, 0.41379302740097046, 0.30909082293510437, 0.5576921701431274, 0.23157887160778046, 0.29189181327819824, 0.13846150040626526, 0.16666659712791443, 0.2262442708015442, 0.47120407223701477, 0.5124998688697815, 0.3647797703742981, 0.12499994039535522, 0.2716980576515198, 0.5067872405052185, 0.5683058500289917, 0.40740731358528137, 0.07692301273345947, 0.42780739068984985, 0.32704389095306396, 0.3421051502227783, 0.3707316219806671, 0.6339284181594849, 0.4153004288673401, 0.4824119210243225, 0.3508770763874054, 0.1481480747461319, 0.24691346287727356, 0.2272726446390152, 0.3468207120895386, 0.6355138421058655, 0.5568180084228516, 0.3939392864704132, 0.5205478072166443, 0.09729723632335663, 0.32142847776412964, 0.20512813329696655, 0.5862067937850952, 0.5783131122589111, 0.18848159909248352, 0.1993768960237503, 0.22222214937210083, 0.14977967739105225, 0.2883720099925995, 0.6321242451667786, 0.3387977182865143, 0.2386830598115921, 0.3636362552642822, 0.348314493894577, 0.35964900255203247, 0.15028895437717438, 0.239436537027359, 0.35019445419311523, 0.3999998867511749, 0.19999992847442627, 0.19607838988304138, 0.642857015132904, 0.39183664321899414, 0.25945934653282166, 0.23188398778438568, 0.15384608507156372, 0.2914979159832001 ], "time": 39.500343123450875, "param": null }, { "epoch": 81, "train_loss": 0.12463254481554031, "val_loss": 3.7880046367645264, "acc": 33.68, "f1": [ 0.594594419002533, 0.43575406074523926, 0.23622041940689087, 0.16748763620853424, 0.24242417514324188, 0.22499993443489075, 0.31970250606536865, 0.2792791724205017, 0.3934425115585327, 0.4307691156864166, 0.23036640882492065, 0.1655171811580658, 0.29268285632133484, 0.31999990344047546, 0.2560974657535553, 0.2775799632072449, 0.33606547117233276, 0.5026736855506897, 0.2999999523162842, 0.24271836876869202, 0.6298341155052185, 0.47524741291999817, 0.33333325386047363, 0.5099998712539673, 0.5658535361289978, 0.1899440735578537, 0.2792791724205017, 0.1866666078567505, 0.5280897617340088, 0.35365843772888184, 0.4042551815509796, 0.2422359436750412, 0.22222216427326202, 0.27530357241630554, 0.30172407627105713, 0.20320846140384674, 0.29268285632133484, 0.1909089982509613, 0.13714279234409332, 0.48387083411216736, 0.32558128237724304, 0.64327472448349, 0.2176869958639145, 0.2959182858467102, 0.11249993741512299, 0.21428565680980682, 0.2526314854621887, 0.4812833070755005, 0.5603863000869751, 0.393063485622406, 0.15300540626049042, 0.28712859749794006, 0.5377357006072998, 0.5575755834579468, 0.43171796202659607, 0.09442053735256195, 0.4634144902229309, 0.39378228783607483, 0.46242761611938477, 0.33502528071403503, 0.688171923160553, 0.487499862909317, 0.49999988079071045, 0.3039999008178711, 0.14285708963871002, 0.15189869701862335, 0.2713567018508911, 0.30270257592201233, 0.663461446762085, 0.5287355184555054, 0.358024537563324, 0.5172412991523743, 0.07246371358633041, 0.2718445658683777, 0.20388342440128326, 0.5780345797538757, 0.5185183882713318, 0.16279064118862152, 0.1655171811580658, 0.2598869204521179, 0.1450776606798172, 0.29714274406433105, 0.6113988757133484, 0.3366335928440094, 0.17142851650714874, 0.42580634355545044, 0.3440859317779541, 0.3908045291900635, 0.14285707473754883, 0.4085105359554291, 0.26415085792541504, 0.4310343861579895, 0.23648642003536224, 0.12413787841796875, 0.5577688217163086, 0.4245808720588684, 0.28571420907974243, 0.2794759273529053, 0.15624994039535522, 0.3389829397201538 ], "time": 39.07273928169161, "param": null }, { "epoch": 82, "train_loss": 0.10662346333265305, "val_loss": 3.8374295234680176, "acc": 34.02, "f1": [ 0.6421051621437073, 0.4088887572288513, 0.28220847249031067, 0.20454540848731995, 0.20895515382289886, 0.33333319425582886, 0.3417084515094757, 0.34224584698677063, 0.35833320021629333, 0.4595744013786316, 0.16304342448711395, 0.28444433212280273, 0.3417084515094757, 0.2944784462451935, 0.2482757866382599, 0.21224483847618103, 0.38674020767211914, 0.4418603479862213, 0.16666659712791443, 0.253807008266449, 0.616278886795044, 0.4699452221393585, 0.29896897077560425, 0.4736841022968292, 0.5760868191719055, 0.26666656136512756, 0.29813653230667114, 0.19209031760692596, 0.5111110210418701, 0.30999991297721863, 0.3790321350097656, 0.2954544425010681, 0.2812499403953552, 0.2687499225139618, 0.28099164366722107, 0.21698106825351715, 0.29906532168388367, 0.12121206521987915, 0.18181811273097992, 0.45320188999176025, 0.29473677277565, 0.5681816935539246, 0.15384608507156372, 0.2389935851097107, 0.15525108575820923, 0.19580411911010742, 0.22222216427326202, 0.4878047704696655, 0.46753236651420593, 0.32142847776412964, 0.17460311949253082, 0.3179486393928528, 0.4953269362449646, 0.5754715800285339, 0.39195966720581055, 0.11904755234718323, 0.4651162028312683, 0.3400808572769165, 0.4198893904685974, 0.3703702688217163, 0.6611568927764893, 0.366812139749527, 0.4705881178379059, 0.3209875524044037, 0.18548381328582764, 0.2404370754957199, 0.23611101508140564, 0.2653060257434845, 0.6565654873847961, 0.5603863000869751, 0.44444432854652405, 0.5714284777641296, 0.12093015760183334, 0.3316061198711395, 0.14746539294719696, 0.5283017754554749, 0.47686827182769775, 0.21495321393013, 0.18749994039535522, 0.2933332622051239, 0.13223135471343994, 0.25870639085769653, 0.6111109852790833, 0.3148147463798523, 0.2374998927116394, 0.42639580368995667, 0.41379299759864807, 0.44444429874420166, 0.1559632420539856, 0.3798881769180298, 0.2754489779472351, 0.4158414602279663, 0.2888887822628021, 0.18390797078609467, 0.6179773807525635, 0.33802807331085205, 0.29875513911247253, 0.3603602349758148, 0.16753920912742615, 0.39449530839920044 ], "time": 39.33558333944529, "param": null }, { "epoch": 83, "train_loss": 0.12341967225074768, "val_loss": 4.011083126068115, "acc": 33.39, "f1": [ 0.6530610918998718, 0.45569607615470886, 0.17187494039535522, 0.18713442981243134, 0.2099446803331375, 0.26455017924308777, 0.37914684414863586, 0.366812139749527, 0.26954174041748047, 0.4864863455295563, 0.12949636578559875, 0.2121211439371109, 0.33913031220436096, 0.20382159948349, 0.1641024947166443, 0.23414628207683563, 0.3617020547389984, 0.4615383446216583, 0.30388686060905457, 0.2124999314546585, 0.6132074594497681, 0.45833322405815125, 0.3076922297477722, 0.49664416909217834, 0.6243385076522827, 0.16883111000061035, 0.20168061554431915, 0.15116271376609802, 0.5230767726898193, 0.2843136191368103, 0.42352932691574097, 0.2871793806552887, 0.228571355342865, 0.30366483330726624, 0.27488142251968384, 0.1594202220439911, 0.32467523217201233, 0.23036640882492065, 0.19266046583652496, 0.4526748061180115, 0.2810809910297394, 0.5495494604110718, 0.22222214937210083, 0.3307085633277893, 0.20909084379673004, 0.1869158148765564, 0.179775208234787, 0.5670101642608643, 0.48529404401779175, 0.40624988079071045, 0.1630900651216507, 0.31999990344047546, 0.48936155438423157, 0.5152837038040161, 0.3956833779811859, 0.09729723632335663, 0.5180721879005432, 0.31730762124061584, 0.4402514398097992, 0.35643553733825684, 0.6964284181594849, 0.4489794969558716, 0.44444435834884644, 0.3289472758769989, 0.2127658873796463, 0.18579228222370148, 0.13100433349609375, 0.3066665530204773, 0.6309522390365601, 0.5624998807907104, 0.36585354804992676, 0.596684992313385, 0.11320748925209045, 0.24210518598556519, 0.18784524500370026, 0.5760868191719055, 0.5621620416641235, 0.20657269656658173, 0.1270717829465866, 0.206060528755188, 0.11249993741512299, 0.23376615345478058, 0.6542055010795593, 0.3376622498035431, 0.16363631188869476, 0.4019606411457062, 0.34024888277053833, 0.42780739068984985, 0.17834390699863434, 0.34905651211738586, 0.19999991357326508, 0.44827571511268616, 0.2464454174041748, 0.1749999076128006, 0.5876776576042175, 0.4099377691745758, 0.3428570628166199, 0.27102795243263245, 0.1257142275571823, 0.36909863352775574 ], "time": 39.15987564343959, "param": null }, { "epoch": 84, "train_loss": 0.08810334652662277, "val_loss": 3.8929667472839355, "acc": 32.48, "f1": [ 0.6785712838172913, 0.4259258210659027, 0.24096375703811646, 0.1748633086681366, 0.17241372168064117, 0.24324317276477814, 0.35344812273979187, 0.31932762265205383, 0.28482964634895325, 0.45283007621765137, 0.07692301273345947, 0.22772268950939178, 0.32298123836517334, 0.23655906319618225, 0.23437495529651642, 0.20987647771835327, 0.28855711221694946, 0.44221094250679016, 0.24390234053134918, 0.22105254232883453, 0.5152540802955627, 0.5806450843811035, 0.3307085633277893, 0.5111110210418701, 0.5948716402053833, 0.1985815018415451, 0.22834637761116028, 0.17808210849761963, 0.5197739005088806, 0.30046939849853516, 0.33548372983932495, 0.28415289521217346, 0.27999988198280334, 0.2739725410938263, 0.23963125050067902, 0.15894033014774323, 0.31746023893356323, 0.23715409636497498, 0.2048192024230957, 0.5230767726898193, 0.34013596177101135, 0.5199998617172241, 0.2214532196521759, 0.19999994337558746, 0.19289332628250122, 0.1729728877544403, 0.20588228106498718, 0.4894513487815857, 0.49999988079071045, 0.4466018080711365, 0.16101689636707306, 0.2617800235748291, 0.466666579246521, 0.5052630305290222, 0.3926939368247986, 0.11347512155771255, 0.44808733463287354, 0.32222211360931396, 0.3636362552642822, 0.27322396636009216, 0.6521738171577454, 0.4206008017063141, 0.38150280714035034, 0.31914883852005005, 0.12499994039535522, 0.1694914698600769, 0.22857137024402618, 0.24844713509082794, 0.7244896292686462, 0.5863873362541199, 0.309859037399292, 0.5283017754554749, 0.13829779624938965, 0.30303022265434265, 0.1940927654504776, 0.5786800384521484, 0.6237622499465942, 0.1612902730703354, 0.1525423377752304, 0.30366483330726624, 0.09999994188547134, 0.23430955410003662, 0.5887848734855652, 0.2843136191368103, 0.23834188282489777, 0.32558128237724304, 0.33497530221939087, 0.3549782335758209, 0.16927896440029144, 0.2602229714393616, 0.23414628207683563, 0.47398826479911804, 0.29139065742492676, 0.17801040410995483, 0.5895952582359314, 0.4432988464832306, 0.1594202220439911, 0.3599999248981476, 0.11347512155771255, 0.2999999225139618 ], "time": 39.2747121443972, "param": null }, { "epoch": 85, "train_loss": 0.09412962198257446, "val_loss": 4.023744106292725, "acc": 32.66, "f1": [ 0.6914892196655273, 0.43442606925964355, 0.2613064646720886, 0.17857135832309723, 0.22105254232883453, 0.2507644295692444, 0.3939392864704132, 0.3267325758934021, 0.34722214937210083, 0.45121943950653076, 0.16243648529052734, 0.26388877630233765, 0.26845628023147583, 0.27272719144821167, 0.23448269069194794, 0.23293164372444153, 0.35359105467796326, 0.491227924823761, 0.2775118350982666, 0.16058388352394104, 0.609625518321991, 0.5094338655471802, 0.3354036211967468, 0.43518510460853577, 0.612716555595398, 0.21561333537101746, 0.2692306935787201, 0.16046962141990662, 0.4974091649055481, 0.2954544425010681, 0.36641210317611694, 0.23904375731945038, 0.2147650420665741, 0.24324317276477814, 0.26008957624435425, 0.20353974401950836, 0.26415085792541504, 0.2514968812465668, 0.1864406168460846, 0.46428558230400085, 0.3878786563873291, 0.5544553399085999, 0.2526314854621887, 0.31538453698158264, 0.21390368044376373, 0.14285707473754883, 0.2443438321352005, 0.4474884569644928, 0.5053762197494507, 0.33939382433891296, 0.09756091237068176, 0.23863628506660461, 0.4766353964805603, 0.4899597465991974, 0.3636362552642822, 0.08743163198232651, 0.40384599566459656, 0.38918909430503845, 0.34177201986312866, 0.25730982422828674, 0.7214610576629639, 0.4313724637031555, 0.42241373658180237, 0.33050838112831116, 0.15624994039535522, 0.13664589822292328, 0.2014387845993042, 0.25233638286590576, 0.6702701449394226, 0.5686272978782654, 0.35294109582901, 0.563909649848938, 0.12941168248653412, 0.2867923676967621, 0.2054053246974945, 0.5899998545646667, 0.6064514517784119, 0.14634141325950623, 0.1734103411436081, 0.22556383907794952, 0.10332097858190536, 0.2575106620788574, 0.6244342923164368, 0.3374998867511749, 0.19289332628250122, 0.3837208151817322, 0.3804876506328583, 0.40384599566459656, 0.17721512913703918, 0.2699999213218689, 0.22950810194015503, 0.44943806529045105, 0.26086944341659546, 0.21686740219593048, 0.6413041353225708, 0.41095879673957825, 0.25870639085769653, 0.3253011107444763, 0.09523803740739822, 0.2762430012226105 ], "time": 39.25628628209233, "param": null }, { "epoch": 86, "train_loss": 0.11434979736804962, "val_loss": 4.13138484954834, "acc": 32.57, "f1": [ 0.6489360928535461, 0.4183005392551422, 0.24277448654174805, 0.1682242453098297, 0.18897631764411926, 0.22377613186836243, 0.34306561946868896, 0.33333325386047363, 0.29896897077560425, 0.419999897480011, 0.1764705330133438, 0.20382159948349, 0.3568074107170105, 0.25116273760795593, 0.27173903584480286, 0.18999992311000824, 0.3096233606338501, 0.4529913365840912, 0.22680403292179108, 0.27551010251045227, 0.6168223023414612, 0.4916200041770935, 0.29268285632133484, 0.4476189613342285, 0.6097559928894043, 0.2389935851097107, 0.277310848236084, 0.1754385381937027, 0.4812833070755005, 0.28571417927742004, 0.3147207200527191, 0.2955664098262787, 0.20155030488967896, 0.3186439871788025, 0.2677823603153229, 0.2025315761566162, 0.28776970505714417, 0.21705421805381775, 0.19631893932819366, 0.4411763548851013, 0.2959182858467102, 0.6352940201759338, 0.20408155024051666, 0.301754355430603, 0.12499994039535522, 0.154545396566391, 0.19047611951828003, 0.5365853309631348, 0.43523305654525757, 0.3169397711753845, 0.11999993026256561, 0.2758619785308838, 0.5128204226493835, 0.49090901017189026, 0.42512065172195435, 0.1229049563407898, 0.5108694434165955, 0.31836724281311035, 0.32820504903793335, 0.362499862909317, 0.6249998807907104, 0.4201679825782776, 0.48936155438423157, 0.31249988079071045, 0.11111105233430862, 0.15384607017040253, 0.22131142020225525, 0.34101372957229614, 0.6951870322227478, 0.5652172565460205, 0.37301579117774963, 0.442952960729599, 0.11049716919660568, 0.32142847776412964, 0.1965317279100418, 0.561576247215271, 0.5202310085296631, 0.10404618829488754, 0.16455692052841187, 0.26373615860939026, 0.16356870532035828, 0.2555064857006073, 0.6082472205162048, 0.31404948234558105, 0.18749994039535522, 0.44670039415359497, 0.34482747316360474, 0.3880595862865448, 0.1960783749818802, 0.3076922297477722, 0.28571417927742004, 0.4140968322753906, 0.19108274579048157, 0.1810344010591507, 0.6483515501022339, 0.4123710095882416, 0.2558138370513916, 0.2977345883846283, 0.12244893610477448, 0.3141360282897949 ], "time": 39.14471796527505, "param": null }, { "epoch": 87, "train_loss": 0.15287138521671295, "val_loss": 3.7702534198760986, "acc": 33.45, "f1": [ 0.5978259444236755, 0.4741378724575043, 0.2181817591190338, 0.2124999314546585, 0.2258063703775406, 0.271523118019104, 0.3529410660266876, 0.34821417927742004, 0.32124343514442444, 0.38974347710609436, 0.1445782631635666, 0.2167486995458603, 0.30769217014312744, 0.26666656136512756, 0.2890172600746155, 0.18823520839214325, 0.36871495842933655, 0.48039206862449646, 0.20304562151432037, 0.24580998718738556, 0.6923075318336487, 0.4955751299858093, 0.2727271616458893, 0.49402377009391785, 0.5906734466552734, 0.22222214937210083, 0.2697673439979553, 0.20087330043315887, 0.5333331823348999, 0.32941165566444397, 0.35023030638694763, 0.24999991059303284, 0.3097344636917114, 0.3428570628166199, 0.2647058069705963, 0.14285707473754883, 0.2842104732990265, 0.21839071810245514, 0.2264150083065033, 0.4916200041770935, 0.3147207200527191, 0.5595237016677856, 0.2399999350309372, 0.3493974804878235, 0.17948710918426514, 0.13043473660945892, 0.2793295085430145, 0.419999897480011, 0.5303866267204285, 0.4177776873111725, 0.1497325599193573, 0.31304338574409485, 0.4530385434627533, 0.49729716777801514, 0.38139525055885315, 0.14173223078250885, 0.4102562665939331, 0.36649200320243835, 0.4024389386177063, 0.33480167388916016, 0.7120417356491089, 0.4123710095882416, 0.4393938481807709, 0.3703702688217163, 0.1759258508682251, 0.19230762124061584, 0.2426777482032776, 0.24489787220954895, 0.633333146572113, 0.5046727657318115, 0.44444432854652405, 0.49792519211769104, 0.10404618829488754, 0.3089430034160614, 0.1793721318244934, 0.5762709975242615, 0.6210044622421265, 0.15789467096328735, 0.18292675912380219, 0.27777767181396484, 0.15957440435886383, 0.2949307858943939, 0.6334840059280396, 0.2953585684299469, 0.21999992430210114, 0.35714274644851685, 0.38636353611946106, 0.35416656732559204, 0.16279064118862152, 0.31638407707214355, 0.2176164984703064, 0.372548907995224, 0.22499993443489075, 0.2037036269903183, 0.5744680166244507, 0.45685264468193054, 0.2236841470003128, 0.3523808717727661, 0.13580238819122314, 0.2716048061847687 ], "time": 39.147439763881266, "param": null }, { "epoch": 88, "train_loss": 0.1258048564195633, "val_loss": 3.8495635986328125, "acc": 33.85, "f1": [ 0.6524062752723694, 0.40641695261001587, 0.2275448441505432, 0.20338977873325348, 0.1749999076128006, 0.2803029716014862, 0.32128506898880005, 0.3196720480918884, 0.31428563594818115, 0.40322571992874146, 0.12949636578559875, 0.21319790184497833, 0.2999998927116394, 0.21714277565479279, 0.21660645306110382, 0.29074883460998535, 0.329670250415802, 0.4731181561946869, 0.2521738111972809, 0.2588233947753906, 0.6338796615600586, 0.3974357545375824, 0.3022221326828003, 0.5252523422241211, 0.6244342923164368, 0.21333326399326324, 0.26315781474113464, 0.17283941805362701, 0.5086703896522522, 0.3317534327507019, 0.4020099639892578, 0.3351954519748688, 0.28193822503089905, 0.31092432141304016, 0.3269230127334595, 0.24271836876869202, 0.2879999279975891, 0.19626161456108093, 0.19875767827033997, 0.5142855644226074, 0.36792439222335815, 0.589371919631958, 0.25274714827537537, 0.3157894015312195, 0.16666661202907562, 0.1855669468641281, 0.2762430012226105, 0.4933919608592987, 0.47674402594566345, 0.38596484065055847, 0.180851012468338, 0.3387977182865143, 0.3503648638725281, 0.5193368792533875, 0.33426177501678467, 0.11374400556087494, 0.40160635113716125, 0.31999990344047546, 0.3931623101234436, 0.2898550033569336, 0.7448978424072266, 0.4533332288265228, 0.45685264468193054, 0.33777767419815063, 0.14096909761428833, 0.13836471736431122, 0.15999993681907654, 0.24675315618515015, 0.6666664481163025, 0.5663716197013855, 0.38775497674942017, 0.568720281124115, 0.11920525878667831, 0.3428570628166199, 0.20320846140384674, 0.5851062536239624, 0.6178008913993835, 0.1612902730703354, 0.20799992978572845, 0.1940297782421112, 0.17525766789913177, 0.2597402036190033, 0.5925924181938171, 0.38222211599349976, 0.2175731509923935, 0.39449530839920044, 0.3463686406612396, 0.32835814356803894, 0.1558440923690796, 0.3636362552642822, 0.24999991059303284, 0.41441428661346436, 0.17218534648418427, 0.21874994039535522, 0.6235292553901672, 0.4606740176677704, 0.23529404401779175, 0.34920626878738403, 0.210526242852211, 0.3369564116001129 ], "time": 39.295452097430825, "param": null }, { "epoch": 89, "train_loss": 0.20427608489990234, "val_loss": 3.862126350402832, "acc": 33.07, "f1": [ 0.5925924181938171, 0.4242423474788666, 0.21839071810245514, 0.16260157525539398, 0.19649118185043335, 0.2583731412887573, 0.3529410660266876, 0.3018867075443268, 0.3290042281150818, 0.4561401903629303, 0.14893612265586853, 0.1990049034357071, 0.40677958726882935, 0.22522515058517456, 0.21989519894123077, 0.15384608507156372, 0.32911381125450134, 0.4105958938598633, 0.24083760380744934, 0.2775118350982666, 0.6511626243591309, 0.5102879405021667, 0.32748526334762573, 0.5268816351890564, 0.6231154203414917, 0.20895515382289886, 0.21428564190864563, 0.14983709156513214, 0.49107134342193604, 0.30851057171821594, 0.3593219518661499, 0.19999994337558746, 0.28571417927742004, 0.38095223903656006, 0.251082181930542, 0.18421044945716858, 0.2513660192489624, 0.15873010456562042, 0.17959177494049072, 0.39560431241989136, 0.3356642425060272, 0.5157893896102905, 0.28571420907974243, 0.31034475564956665, 0.19999992847442627, 0.13407814502716064, 0.28571420907974243, 0.44210511445999146, 0.494381844997406, 0.36714968085289, 0.15300540626049042, 0.3087247312068939, 0.5479451417922974, 0.5502182841300964, 0.40641695261001587, 0.17616572976112366, 0.4852069914340973, 0.28571417927742004, 0.3975902497768402, 0.3285022974014282, 0.7461138963699341, 0.45054933428764343, 0.4632767140865326, 0.41095879673957825, 0.16033749282360077, 0.18309852480888367, 0.23300965130329132, 0.2181817591190338, 0.666666567325592, 0.5465114712715149, 0.4499998688697815, 0.5454544425010681, 0.14728675782680511, 0.21556879580020905, 0.21794864535331726, 0.48684197664260864, 0.5405403971672058, 0.1390373706817627, 0.1538461148738861, 0.2765956223011017, 0.12549012899398804, 0.27799221873283386, 0.645502507686615, 0.3453814387321472, 0.20430098474025726, 0.4215245544910431, 0.38647329807281494, 0.41176459193229675, 0.213483065366745, 0.34615373611450195, 0.2430938482284546, 0.45918354392051697, 0.1854303926229477, 0.1855669468641281, 0.5632182359695435, 0.44444432854652405, 0.3076922297477722, 0.24324317276477814, 0.17886173725128174, 0.30522075295448303 ], "time": 39.30638341605663, "param": null }, { "epoch": 90, "train_loss": 0.19830787181854248, "val_loss": 3.988252639770508, "acc": 33.7, "f1": [ 0.7395831346511841, 0.40796008706092834, 0.23204411566257477, 0.1704544872045517, 0.1729728877544403, 0.2723403573036194, 0.31775689125061035, 0.3617020547389984, 0.35748788714408875, 0.4919784665107727, 0.13017743825912476, 0.23188398778438568, 0.27272719144821167, 0.2018347978591919, 0.24299058318138123, 0.24875615537166595, 0.3924049437046051, 0.46999987959861755, 0.2980768382549286, 0.2393161654472351, 0.6101693511009216, 0.4727271497249603, 0.3043477535247803, 0.46274495124816895, 0.48648640513420105, 0.21428564190864563, 0.27433618903160095, 0.27272719144821167, 0.5142855644226074, 0.25274714827537537, 0.2935778796672821, 0.22535203397274017, 0.2692306935787201, 0.37288129329681396, 0.22939062118530273, 0.17391300201416016, 0.2816900610923767, 0.13483139872550964, 0.1970442682504654, 0.4640882611274719, 0.3275861144065857, 0.5828570127487183, 0.20930226147174835, 0.39622631669044495, 0.17272719740867615, 0.2243901938199997, 0.2553190290927887, 0.47619032859802246, 0.5643563270568848, 0.3692306876182556, 0.13559316098690033, 0.32635971903800964, 0.5118482112884521, 0.5585584044456482, 0.4266665577888489, 0.1361701488494873, 0.4432430863380432, 0.32258057594299316, 0.4262293577194214, 0.3152708411216736, 0.7169809341430664, 0.43636354804039, 0.5137613415718079, 0.3583814203739166, 0.2275448441505432, 0.1899440735578537, 0.19626161456108093, 0.238805890083313, 0.6064514517784119, 0.5067872405052185, 0.42168664932250977, 0.539215624332428, 0.13173647224903107, 0.3448275029659271, 0.21857915818691254, 0.5853657722473145, 0.5847951769828796, 0.13471496105194092, 0.1940927654504776, 0.2275448441505432, 0.12499994039535522, 0.2795697748661041, 0.6698111891746521, 0.3557691276073456, 0.18947362899780273, 0.4491524398326874, 0.32911381125450134, 0.3720929026603699, 0.10045655071735382, 0.31730762124061584, 0.24034328758716583, 0.41176462173461914, 0.2887699604034424, 0.2433861643075943, 0.6010927557945251, 0.43781083822250366, 0.2754489779472351, 0.3049326539039612, 0.1642511636018753, 0.3037973642349243 ], "time": 39.3072065198794, "param": null }, { "epoch": 91, "train_loss": 0.10740972310304642, "val_loss": 3.8400795459747314, "acc": 32.9, "f1": [ 0.6272187829017639, 0.40975597500801086, 0.1940297782421112, 0.18348616361618042, 0.206060528755188, 0.2758620083332062, 0.35185176134109497, 0.32402223348617554, 0.34710732102394104, 0.43999987840652466, 0.1333332657814026, 0.239520862698555, 0.29139065742492676, 0.23008842766284943, 0.24615377187728882, 0.26600977778434753, 0.34999990463256836, 0.4884791076183319, 0.2084941565990448, 0.25688064098358154, 0.5990782380104065, 0.47169798612594604, 0.30857133865356445, 0.487046480178833, 0.5658535361289978, 0.2147650271654129, 0.21874994039535522, 0.18181811273097992, 0.5193368792533875, 0.28181809186935425, 0.35294109582901, 0.2617800235748291, 0.2580644488334656, 0.3707316219806671, 0.23463678359985352, 0.1717790812253952, 0.3170730471611023, 0.21359217166900635, 0.1052631139755249, 0.47257372736930847, 0.32183900475502014, 0.5412842631340027, 0.2572613060474396, 0.24050623178482056, 0.1970442682504654, 0.19087132811546326, 0.29473677277565, 0.447368323802948, 0.4669259786605835, 0.4146340489387512, 0.15789468586444855, 0.2795697748661041, 0.5185184478759766, 0.5402297377586365, 0.3966940939426422, 0.042553141713142395, 0.47916653752326965, 0.3904760777950287, 0.4277455508708954, 0.3157893717288971, 0.6941174864768982, 0.4777776598930359, 0.40358731150627136, 0.28776970505714417, 0.1317829042673111, 0.13559316098690033, 0.1896551102399826, 0.283950537443161, 0.6892654895782471, 0.5081079602241516, 0.37623751163482666, 0.4324323236942291, 0.18749994039535522, 0.31746023893356323, 0.1746724247932434, 0.5291004180908203, 0.5862067937850952, 0.1029411256313324, 0.19318175315856934, 0.2575341761112213, 0.16788314282894135, 0.26794248819351196, 0.6237622499465942, 0.32124343514442444, 0.17435890436172485, 0.41048023104667664, 0.2972972095012665, 0.37768232822418213, 0.20454540848731995, 0.32411059737205505, 0.2824857831001282, 0.4174756109714508, 0.2165604531764984, 0.14173223078250885, 0.5769228935241699, 0.45161277055740356, 0.25992774963378906, 0.2833332419395447, 0.10471197962760925, 0.2933332324028015 ], "time": 38.953045195899904, "param": null }, { "epoch": 92, "train_loss": 0.09235668182373047, "val_loss": 3.919778347015381, "acc": 34.68, "f1": [ 0.5410957932472229, 0.4597700536251068, 0.21645015478134155, 0.18867918848991394, 0.20111726224422455, 0.2543351650238037, 0.35714274644851685, 0.26666656136512756, 0.38139525055885315, 0.46808499097824097, 0.15044242143630981, 0.2010049670934677, 0.33816415071487427, 0.2513660192489624, 0.3066665530204773, 0.2513660192489624, 0.3666665554046631, 0.49327346682548523, 0.18404902517795563, 0.32335323095321655, 0.6292133331298828, 0.4382469058036804, 0.2731276750564575, 0.41052618622779846, 0.6153844594955444, 0.23048320412635803, 0.24050623178482056, 0.184738889336586, 0.5297296643257141, 0.3141360282897949, 0.40394076704978943, 0.33027511835098267, 0.30409345030784607, 0.3020407259464264, 0.24489788711071014, 0.17142851650714874, 0.29107969999313354, 0.21556879580020905, 0.20382159948349, 0.48076915740966797, 0.3625729978084564, 0.5698922872543335, 0.27555546164512634, 0.32804223895072937, 0.18579228222370148, 0.16143491864204407, 0.262711763381958, 0.4790417551994324, 0.5357141494750977, 0.39655160903930664, 0.15887843072414398, 0.26993855834007263, 0.5257730484008789, 0.5592415928840637, 0.38190943002700806, 0.11764699965715408, 0.43216070532798767, 0.36082467436790466, 0.44559577107429504, 0.33210325241088867, 0.6960350871086121, 0.4678361415863037, 0.45976996421813965, 0.3195875287055969, 0.17829450964927673, 0.22549012303352356, 0.15217386186122894, 0.2953585684299469, 0.6782606840133667, 0.5979380011558533, 0.4120602011680603, 0.5436891913414001, 0.10891082137823105, 0.31623923778533936, 0.22831043601036072, 0.561576247215271, 0.583690881729126, 0.16304342448711395, 0.1129031702876091, 0.2949307858943939, 0.1764705330133438, 0.29665064811706543, 0.7219511270523071, 0.3793102502822876, 0.251308798789978, 0.4684683382511139, 0.3699999153614044, 0.3508771061897278, 0.12987005710601807, 0.3666665554046631, 0.22988496720790863, 0.48809507489204407, 0.228571355342865, 0.11464963108301163, 0.5843619704246521, 0.4975123405456543, 0.2475246638059616, 0.3917524814605713, 0.1103447824716568, 0.3376622200012207 ], "time": 39.127600769512355, "param": null }, { "epoch": 93, "train_loss": 0.13294245302677155, "val_loss": 3.9950225353240967, "acc": 33.47, "f1": [ 0.657534122467041, 0.4973543584346771, 0.22660093009471893, 0.20512813329696655, 0.22222216427326202, 0.23478256165981293, 0.2784809172153473, 0.29508185386657715, 0.4088396728038788, 0.46913567185401917, 0.16931210458278656, 0.25531908869743347, 0.32258057594299316, 0.20930226147174835, 0.26315781474113464, 0.1556885540485382, 0.39160826802253723, 0.44221094250679016, 0.2264150232076645, 0.2376236915588379, 0.6219511032104492, 0.43749991059303284, 0.30208322405815125, 0.41216206550598145, 0.6181817054748535, 0.25954189896583557, 0.2624998986721039, 0.15999995172023773, 0.5268816351890564, 0.3026314675807953, 0.38862547278404236, 0.30057793855667114, 0.30522075295448303, 0.3232322335243225, 0.27530357241630554, 0.19004517793655396, 0.2895926535129547, 0.16733060777187347, 0.19889496266841888, 0.4598929286003113, 0.32579174637794495, 0.6706585884094238, 0.2643677294254303, 0.3272726535797119, 0.19383254647254944, 0.19157081842422485, 0.19753079116344452, 0.46009382605552673, 0.543046236038208, 0.4102562665939331, 0.14925366640090942, 0.24050623178482056, 0.467661589384079, 0.5081965923309326, 0.3882351815700531, 0.1195218563079834, 0.4315788447856903, 0.390243798494339, 0.4315788447856903, 0.3047617971897125, 0.6007603406906128, 0.5060239434242249, 0.3926379084587097, 0.3783782720565796, 0.1698841005563736, 0.11111105233430862, 0.11111105233430862, 0.2972972095012665, 0.5947954058647156, 0.5894736051559448, 0.367346853017807, 0.5479451417922974, 0.15300540626049042, 0.2583332359790802, 0.23364479839801788, 0.5911328792572021, 0.5876287817955017, 0.1379309892654419, 0.16740082204341888, 0.33333322405815125, 0.14937752485275269, 0.3106059730052948, 0.6399998664855957, 0.33333322405815125, 0.18181811273097992, 0.41628947854042053, 0.3849371671676636, 0.35502949357032776, 0.09790203720331192, 0.3409090042114258, 0.2517482042312622, 0.4245808720588684, 0.2176164984703064, 0.14723920822143555, 0.5803107619285583, 0.41666656732559204, 0.30366483330726624, 0.30555546283721924, 0.1658536046743393, 0.31836724281311035 ], "time": 38.975856251083314, "param": null }, { "epoch": 94, "train_loss": 0.10845476388931274, "val_loss": 3.7179174423217773, "acc": 33.96, "f1": [ 0.6761903762817383, 0.4899998903274536, 0.24603168666362762, 0.15757569670677185, 0.20535708963871002, 0.24074065685272217, 0.26666659116744995, 0.37668150663375854, 0.4052286446094513, 0.46874985098838806, 0.22105254232883453, 0.23280414938926697, 0.3409089744091034, 0.2699999213218689, 0.24999991059303284, 0.2622949779033661, 0.3529410660266876, 0.4585364758968353, 0.23076917231082916, 0.2117646485567093, 0.5588234066963196, 0.553672194480896, 0.32820504903793335, 0.4799998700618744, 0.5658535361289978, 0.2231075018644333, 0.22499993443489075, 0.16326524317264557, 0.5714284777641296, 0.323943555355072, 0.4180789887905121, 0.3157893717288971, 0.27777770161628723, 0.36129021644592285, 0.23628684878349304, 0.18957340717315674, 0.29743579030036926, 0.1696968972682953, 0.20600852370262146, 0.4772725999355316, 0.29292917251586914, 0.5377357006072998, 0.24892695248126984, 0.25157222151756287, 0.16501645743846893, 0.20792071521282196, 0.29166659712791443, 0.5119045972824097, 0.5333331823348999, 0.28742504119873047, 0.18072283267974854, 0.30939218401908875, 0.46913567185401917, 0.49586769938468933, 0.42051267623901367, 0.11249993741512299, 0.4646463394165039, 0.31627896428108215, 0.36144572496414185, 0.38974347710609436, 0.6613544821739197, 0.46391740441322327, 0.39301300048828125, 0.3884296715259552, 0.16279064118862152, 0.17670676112174988, 0.24050623178482056, 0.22935770452022552, 0.6772485375404358, 0.5485230684280396, 0.4090908467769623, 0.5742572546005249, 0.13824880123138428, 0.3301886022090912, 0.21333326399326324, 0.5739909410476685, 0.5462961196899414, 0.15384609997272491, 0.1365852952003479, 0.329670250415802, 0.1577286571264267, 0.29126206040382385, 0.6599999070167542, 0.29885047674179077, 0.20858889818191528, 0.39285704493522644, 0.35416656732559204, 0.3794870972633362, 0.10852707922458649, 0.29931965470314026, 0.31279608607292175, 0.48888877034187317, 0.19004517793655396, 0.140350803732872, 0.509090781211853, 0.4549761712551117, 0.30769217014312744, 0.36158180236816406, 0.17948710918426514, 0.3318776488304138 ], "time": 39.44324775785208, "param": null }, { "epoch": 95, "train_loss": 0.04889930412173271, "val_loss": 3.7980666160583496, "acc": 34.05, "f1": [ 0.6813185214996338, 0.3882352411746979, 0.2176869958639145, 0.2264150083065033, 0.20224712789058685, 0.25233638286590576, 0.35193121433258057, 0.3365383446216583, 0.36792439222335815, 0.47826072573661804, 0.1844659447669983, 0.19999994337558746, 0.329670250415802, 0.25668442249298096, 0.20987647771835327, 0.22222214937210083, 0.34554967284202576, 0.4245808720588684, 0.2121211439371109, 0.184738889336586, 0.6497460603713989, 0.45128190517425537, 0.30857133865356445, 0.4896264970302582, 0.5863873362541199, 0.20118334889411926, 0.2621358335018158, 0.18536579608917236, 0.5414363145828247, 0.2672064006328583, 0.35744670033454895, 0.3502824008464813, 0.22929932177066803, 0.36082467436790466, 0.3063828945159912, 0.21468918025493622, 0.35365843772888184, 0.20175431668758392, 0.19905206561088562, 0.5376343131065369, 0.31632643938064575, 0.5232066512107849, 0.20869559049606323, 0.31067952513694763, 0.1445782482624054, 0.1853034645318985, 0.20858889818191528, 0.4788731336593628, 0.4555983543395996, 0.3980098366737366, 0.1854303926229477, 0.2933332622051239, 0.5560536980628967, 0.5425531268119812, 0.4137929677963257, 0.10045655071735382, 0.39999985694885254, 0.34862375259399414, 0.41340771317481995, 0.30697670578956604, 0.7192116975784302, 0.3829786479473114, 0.4857141971588135, 0.3551400303840637, 0.1333332657814026, 0.18245607614517212, 0.23580780625343323, 0.24999991059303284, 0.685082733631134, 0.6138612627983093, 0.3786981403827667, 0.5139663219451904, 0.1391303837299347, 0.34821417927742004, 0.20491798222064972, 0.6349205374717712, 0.6187844276428223, 0.14364632964134216, 0.17391295731067657, 0.25945934653282166, 0.20472435653209686, 0.28571417927742004, 0.6836733222007751, 0.3714284896850586, 0.22131142020225525, 0.40394076704978943, 0.34246566891670227, 0.3678159713745117, 0.21238930523395538, 0.35023030638694763, 0.2653060257434845, 0.47560960054397583, 0.21192045509815216, 0.22222213447093964, 0.5999999046325684, 0.4861876964569092, 0.29213473200798035, 0.306122362613678, 0.1989527940750122, 0.3417084515094757 ], "time": 39.088059389963746, "param": null }, { "epoch": 96, "train_loss": 0.041464660316705704, "val_loss": 3.9101297855377197, "acc": 34.12, "f1": [ 0.6484017372131348, 0.39843741059303284, 0.20657269656658173, 0.1524663120508194, 0.18677033483982086, 0.26728102564811707, 0.3066665530204773, 0.35135123133659363, 0.3950616121292114, 0.49999988079071045, 0.2099446803331375, 0.2697673439979553, 0.326315701007843, 0.2529643774032593, 0.20304562151432037, 0.22549012303352356, 0.41935470700263977, 0.4236452281475067, 0.23318377137184143, 0.2366863340139389, 0.637362539768219, 0.3999998867511749, 0.33532923460006714, 0.5024153590202332, 0.5882351398468018, 0.2536584436893463, 0.21399171650409698, 0.21890540421009064, 0.5851062536239624, 0.37777766585350037, 0.36956506967544556, 0.34482747316360474, 0.2234041839838028, 0.32820504903793335, 0.25316447019577026, 0.18064509332180023, 0.3049326539039612, 0.17518241703510284, 0.1789472997188568, 0.4788731336593628, 0.31914883852005005, 0.6237622499465942, 0.22360241413116455, 0.3402060866355896, 0.22881349921226501, 0.13173647224903107, 0.26666656136512756, 0.5352111458778381, 0.46913567185401917, 0.3636362850666046, 0.18604643642902374, 0.2570280432701111, 0.5029938817024231, 0.5423727631568909, 0.39183664321899414, 0.10752681642770767, 0.4222221076488495, 0.38578668236732483, 0.37179476022720337, 0.35643553733825684, 0.7094016075134277, 0.44578301906585693, 0.423912912607193, 0.34905651211738586, 0.15853650867938995, 0.17647051811218262, 0.23602473735809326, 0.2959182858467102, 0.6220094561576843, 0.6310158967971802, 0.3542855978012085, 0.5236050486564636, 0.11469528824090958, 0.28310492634773254, 0.1898733526468277, 0.6120217442512512, 0.5767440795898438, 0.20444436371326447, 0.14012733101844788, 0.30120471119880676, 0.13333328068256378, 0.28999990224838257, 0.5865383148193359, 0.3804876506328583, 0.19491519033908844, 0.4717947542667389, 0.41666656732559204, 0.37984487414360046, 0.17218534648418427, 0.2815532982349396, 0.19580411911010742, 0.45976996421813965, 0.20909084379673004, 0.17948710918426514, 0.6017698049545288, 0.425855427980423, 0.2893615961074829, 0.3409090042114258, 0.19801974296569824, 0.33720916509628296 ], "time": 39.24864236172289, "param": null }, { "epoch": 97, "train_loss": 0.07594025880098343, "val_loss": 3.6241071224212646, "acc": 33.53, "f1": [ 0.6588233709335327, 0.4210525155067444, 0.22093015909194946, 0.17857135832309723, 0.145695298910141, 0.3314915895462036, 0.3790321350097656, 0.34558814764022827, 0.3820223808288574, 0.47826072573661804, 0.16249993443489075, 0.25862061977386475, 0.2987011969089508, 0.32298123836517334, 0.20512813329696655, 0.1857142299413681, 0.35602086782455444, 0.4606740176677704, 0.2723734676837921, 0.22360241413116455, 0.6262625455856323, 0.4491977095603943, 0.3171805441379547, 0.48587560653686523, 0.5773194432258606, 0.2541435658931732, 0.19338417053222656, 0.19004517793655396, 0.5483869910240173, 0.30769219994544983, 0.3720929026603699, 0.2739725112915039, 0.2837836742401123, 0.2784809470176697, 0.29665064811706543, 0.123287633061409, 0.28124991059303284, 0.21428564190864563, 0.1854303926229477, 0.48421040177345276, 0.30999991297721863, 0.5365853309631348, 0.20408158004283905, 0.32258057594299316, 0.14723920822143555, 0.18867918848991394, 0.16783210635185242, 0.44444435834884644, 0.5608464479446411, 0.27218925952911377, 0.17171710729599, 0.24915818870067596, 0.5175436735153198, 0.5158370137214661, 0.4088887572288513, 0.11827950179576874, 0.48803818225860596, 0.3228345811367035, 0.46242761611938477, 0.33333325386047363, 0.7373270392417908, 0.43850257992744446, 0.5081079602241516, 0.3265305161476135, 0.14765094220638275, 0.1868131160736084, 0.2297871857881546, 0.2046510875225067, 0.6526314616203308, 0.506122350692749, 0.3756905198097229, 0.5632182359695435, 0.14563101530075073, 0.34224584698677063, 0.1866665780544281, 0.5806450843811035, 0.5060240030288696, 0.11999993771314621, 0.16071423888206482, 0.2745097279548645, 0.16300934553146362, 0.33548372983932495, 0.6367712020874023, 0.3178293704986572, 0.2061854749917984, 0.40476179122924805, 0.3867923319339752, 0.3139533996582031, 0.18382348120212555, 0.38341957330703735, 0.24489788711071014, 0.4086019992828369, 0.22702695429325104, 0.19047611951828003, 0.6341462135314941, 0.4659089744091034, 0.33222582936286926, 0.36082467436790466, 0.11594196408987045, 0.3482586145401001 ], "time": 39.459329357370734, "param": null }, { "epoch": 98, "train_loss": 0.11744805425405502, "val_loss": 3.7970921993255615, "acc": 33.62, "f1": [ 0.6477271318435669, 0.419999897480011, 0.23376615345478058, 0.14906825125217438, 0.16888882219791412, 0.2673266530036926, 0.3625729978084564, 0.31088075041770935, 0.37563440203666687, 0.45161277055740356, 0.19433192908763885, 0.24203814566135406, 0.31944435834884644, 0.239520862698555, 0.24120594561100006, 0.23829780519008636, 0.3519999384880066, 0.4292236268520355, 0.21513938903808594, 0.19631893932819366, 0.6701029539108276, 0.43333321809768677, 0.23041465878486633, 0.5196077227592468, 0.6237622499465942, 0.18823520839214325, 0.2983424663543701, 0.12499994784593582, 0.5462961196899414, 0.36686381697654724, 0.3803679943084717, 0.3282441794872284, 0.29166659712791443, 0.2972972095012665, 0.2446807622909546, 0.13333328068256378, 0.2995593845844269, 0.2095237374305725, 0.16783210635185242, 0.4867255389690399, 0.2983424663543701, 0.6231154203414917, 0.24166658520698547, 0.34224584698677063, 0.16149060428142548, 0.18811874091625214, 0.3060108423233032, 0.47161564230918884, 0.4705880880355835, 0.3170730471611023, 0.19108274579048157, 0.22317588329315186, 0.5358850359916687, 0.5603863000869751, 0.44347813725471497, 0.11450377106666565, 0.45398759841918945, 0.3894736170768738, 0.4489794969558716, 0.2953585684299469, 0.7023808360099792, 0.41628947854042053, 0.4179103374481201, 0.33823519945144653, 0.1567397564649582, 0.17454540729522705, 0.22772268950939178, 0.25116273760795593, 0.6631577014923096, 0.582914412021637, 0.39622631669044495, 0.4999998211860657, 0.15384608507156372, 0.28220847249031067, 0.19531244039535522, 0.5895952582359314, 0.573839545249939, 0.17021268606185913, 0.16438350081443787, 0.2371133416891098, 0.09574461728334427, 0.33802807331085205, 0.6336632370948792, 0.3487178385257721, 0.22222216427326202, 0.4014597535133362, 0.362790584564209, 0.3482586145401001, 0.09333327412605286, 0.3636362552642822, 0.2681563198566437, 0.4566209018230438, 0.23589736223220825, 0.2524271011352539, 0.6249998807907104, 0.44827571511268616, 0.2543351650238037, 0.3076922297477722, 0.17021270096302032, 0.3050846457481384 ], "time": 39.49925760459155, "param": null }, { "epoch": 99, "train_loss": 0.10239911824464798, "val_loss": 3.8002679347991943, "acc": 33.57, "f1": [ 0.6772485375404358, 0.3999998867511749, 0.3139533996582031, 0.1497325599193573, 0.21862342953681946, 0.28099164366722107, 0.38144323229789734, 0.3024389147758484, 0.3797467350959778, 0.4942527115345001, 0.20080316066741943, 0.21192045509815216, 0.32599109411239624, 0.28915655612945557, 0.2404370754957199, 0.1885245442390442, 0.3272726237773895, 0.4180789887905121, 0.20276491343975067, 0.2959640622138977, 0.6521738171577454, 0.49011847376823425, 0.31884050369262695, 0.5065500736236572, 0.5437787175178528, 0.21698106825351715, 0.32222211360931396, 0.16901402175426483, 0.4978901743888855, 0.2810809910297394, 0.3622046113014221, 0.20895513892173767, 0.23036640882492065, 0.26415085792541504, 0.29629620909690857, 0.16049376130104065, 0.2872926890850067, 0.1379309743642807, 0.2592591345310211, 0.49999988079071045, 0.327868789434433, 0.4980543851852417, 0.29629620909690857, 0.2762430012226105, 0.17441853880882263, 0.1257142275571823, 0.2564101815223694, 0.4146340489387512, 0.5454544425010681, 0.3861384987831116, 0.1858406364917755, 0.30487796664237976, 0.4808742105960846, 0.4624998867511749, 0.38775497674942017, 0.10062887519598007, 0.4265401363372803, 0.3744291365146637, 0.5240640044212341, 0.35897424817085266, 0.7204300165176392, 0.4102562665939331, 0.45833322405815125, 0.32624104619026184, 0.16216209530830383, 0.17391298711299896, 0.1898733526468277, 0.28054288029670715, 0.6808508634567261, 0.5567008852958679, 0.39778995513916016, 0.5933012366294861, 0.10041835159063339, 0.29189181327819824, 0.19047611951828003, 0.5991188287734985, 0.5461845993995667, 0.19841262698173523, 0.11453738063573837, 0.1965317279100418, 0.20571422576904297, 0.2686566412448883, 0.6451612114906311, 0.36082467436790466, 0.211055189371109, 0.4269661605358124, 0.39153432846069336, 0.3008849024772644, 0.11320748925209045, 0.3398057222366333, 0.26415085792541504, 0.4574466943740845, 0.23225797712802887, 0.11976040154695511, 0.6178008913993835, 0.42452818155288696, 0.27530357241630554, 0.33333322405815125, 0.1866666078567505, 0.28571417927742004 ], "time": 39.13991831522435, "param": null }, { "epoch": 100, "train_loss": 0.10441470891237259, "val_loss": 3.880906581878662, "acc": 34.29, "f1": [ 0.6363635063171387, 0.43749988079071045, 0.25870639085769653, 0.12149526178836823, 0.22549012303352356, 0.2758619785308838, 0.3405795991420746, 0.309278279542923, 0.3739129900932312, 0.4698793888092041, 0.1729728877544403, 0.2430938482284546, 0.30303022265434265, 0.2739725410938263, 0.2368420511484146, 0.2258063703775406, 0.35602086782455444, 0.42931926250457764, 0.2702701687812805, 0.2545453608036041, 0.629441499710083, 0.5612244009971619, 0.32160791754722595, 0.4945053458213806, 0.5999998450279236, 0.22929932177066803, 0.26136353611946106, 0.1732851266860962, 0.4299998879432678, 0.32989683747291565, 0.38095229864120483, 0.3234041631221771, 0.32432422041893005, 0.33823519945144653, 0.23129244148731232, 0.18848159909248352, 0.3151514232158661, 0.20814472436904907, 0.20560741424560547, 0.5046727657318115, 0.32941165566444397, 0.5683058500289917, 0.26455017924308777, 0.30769219994544983, 0.19433192908763885, 0.18779337406158447, 0.24675315618515015, 0.4799998700618744, 0.4366810917854309, 0.4301074147224426, 0.1747572273015976, 0.29126206040382385, 0.5258619785308838, 0.5102038979530334, 0.3964756429195404, 0.14754092693328857, 0.3617020547389984, 0.39784935116767883, 0.46486473083496094, 0.2588234543800354, 0.7395831346511841, 0.432748407125473, 0.43921560049057007, 0.37575745582580566, 0.1103447824716568, 0.12631572782993317, 0.29213473200798035, 0.2949307858943939, 0.7019230127334595, 0.5728641748428345, 0.41340771317481995, 0.6067414879798889, 0.11398956924676895, 0.33497530221939087, 0.18536579608917236, 0.609625518321991, 0.683937668800354, 0.184738889336586, 0.19801974296569824, 0.32258057594299316, 0.16374263167381287, 0.2873562276363373, 0.6054052114486694, 0.30996301770210266, 0.20792071521282196, 0.43333321809768677, 0.4599998891353607, 0.3707864284515381, 0.14925366640090942, 0.32911384105682373, 0.21714277565479279, 0.4615383446216583, 0.15894033014774323, 0.17857135832309723, 0.5935482978820801, 0.44554442167282104, 0.27777767181396484, 0.3376622498035431, 0.1725887656211853, 0.3118278682231903 ], "time": 39.23988781031221, "param": null }, { "epoch": 101, "train_loss": 0.09590325504541397, "val_loss": 3.9246773719787598, "acc": 31.77, "f1": [ 0.5844154953956604, 0.4226802885532379, 0.2268906980752945, 0.21301770210266113, 0.19266046583652496, 0.24210518598556519, 0.3050846457481384, 0.26600977778434753, 0.2980768382549286, 0.49999988079071045, 0.15469607710838318, 0.21111102402210236, 0.323809415102005, 0.22831043601036072, 0.2572613060474396, 0.19047611951828003, 0.3414632976055145, 0.5027931928634644, 0.28947362303733826, 0.20799992978572845, 0.6289306282997131, 0.474226713180542, 0.3295453190803528, 0.3999999165534973, 0.5789472460746765, 0.21259836852550507, 0.24657529592514038, 0.14285707473754883, 0.524590015411377, 0.271493136882782, 0.330826997756958, 0.21126753091812134, 0.2722512185573578, 0.2914571762084961, 0.2588233947753906, 0.1524663120508194, 0.22033889591693878, 0.1531914472579956, 0.19999992847442627, 0.4369746744632721, 0.31746023893356323, 0.49350637197494507, 0.2723003923892975, 0.2790696620941162, 0.1559632420539856, 0.17021268606185913, 0.27555546164512634, 0.4453440308570862, 0.3746396601200104, 0.36842095851898193, 0.17721512913703918, 0.22018341720104218, 0.5286343097686768, 0.5608464479446411, 0.41666656732559204, 0.0451127365231514, 0.44047608971595764, 0.3776223063468933, 0.39285704493522644, 0.27350419759750366, 0.6869564056396484, 0.39160826802253723, 0.46632111072540283, 0.3428570330142975, 0.09999993443489075, 0.16049376130104065, 0.1874999701976776, 0.2147650271654129, 0.603550136089325, 0.524590015411377, 0.36144569516181946, 0.5188283324241638, 0.12121205776929855, 0.28187909722328186, 0.228260800242424, 0.5222928524017334, 0.5263156294822693, 0.12598420679569244, 0.17948710918426514, 0.31404948234558105, 0.14857135713100433, 0.2605363130569458, 0.6050419211387634, 0.25906726717948914, 0.19801974296569824, 0.3535352647304535, 0.3654821515083313, 0.38356152176856995, 0.17554855346679688, 0.28402361273765564, 0.19383254647254944, 0.41666656732559204, 0.24120594561100006, 0.22999992966651917, 0.6120217442512512, 0.4083332419395447, 0.12676051259040833, 0.24844713509082794, 0.0958903580904007, 0.32402223348617554 ], "time": 39.086419608443975, "param": null }, { "epoch": 102, "train_loss": 0.0954422801733017, "val_loss": 3.902358055114746, "acc": 34.39, "f1": [ 0.5974025130271912, 0.4043320417404175, 0.3076922297477722, 0.21551716327667236, 0.24999991059303284, 0.2519684433937073, 0.33333325386047363, 0.35532984137535095, 0.32978713512420654, 0.474226713180542, 0.15999993681907654, 0.19491519033908844, 0.32142847776412964, 0.26415085792541504, 0.29585790634155273, 0.24999991059303284, 0.31645557284355164, 0.518518328666687, 0.3101603388786316, 0.24120594561100006, 0.6741572022438049, 0.47393354773521423, 0.3039999008178711, 0.49999988079071045, 0.5652172565460205, 0.22784805297851562, 0.2955664098262787, 0.21794864535331726, 0.4969695806503296, 0.2692306637763977, 0.4303796589374542, 0.306122362613678, 0.2685184180736542, 0.3692306876182556, 0.29365071654319763, 0.2124999314546585, 0.30833324790000916, 0.21782170236110687, 0.22047238051891327, 0.438016414642334, 0.37433144450187683, 0.5837836861610413, 0.19047611951828003, 0.2952028810977936, 0.17391295731067657, 0.18579228222370148, 0.24999994039535522, 0.5263156890869141, 0.49710968136787415, 0.418032705783844, 0.2181817591190338, 0.2244897186756134, 0.49019595980644226, 0.5555554032325745, 0.45685264468193054, 0.1162789985537529, 0.4878047704696655, 0.37246954441070557, 0.4725273549556732, 0.35714277625083923, 0.7090908288955688, 0.41666656732559204, 0.39784935116767883, 0.3433475196361542, 0.15331006050109863, 0.1181817501783371, 0.21556879580020905, 0.21004560589790344, 0.663461446762085, 0.5744680166244507, 0.3414633274078369, 0.5303866267204285, 0.12093015760183334, 0.3024389147758484, 0.16748763620853424, 0.582914412021637, 0.6530610918998718, 0.21145367622375488, 0.16931210458278656, 0.306122362613678, 0.1648350954055786, 0.34254133701324463, 0.6597937345504761, 0.3091786503791809, 0.2376236915588379, 0.3760683238506317, 0.3837208151817322, 0.3741934299468994, 0.11538457125425339, 0.3823528587818146, 0.2434781938791275, 0.43720918893814087, 0.2696628272533417, 0.17610056698322296, 0.603550136089325, 0.38674020767211914, 0.2117646485567093, 0.3515150547027588, 0.10526309907436371, 0.35483860969543457 ], "time": 39.01971191633493, "param": null }, { "epoch": 103, "train_loss": 0.07718387991189957, "val_loss": 3.9549176692962646, "acc": 34.16, "f1": [ 0.6760562062263489, 0.4792625606060028, 0.2272726446390152, 0.2371133416891098, 0.19841262698173523, 0.30851057171821594, 0.31372541189193726, 0.38888877630233765, 0.3265305161476135, 0.5444443225860596, 0.2446807622909546, 0.2430938482284546, 0.2909089922904968, 0.2692306637763977, 0.253807008266449, 0.2105262726545334, 0.32258057594299316, 0.4302324652671814, 0.25906726717948914, 0.306122362613678, 0.7078649997711182, 0.4717947542667389, 0.280373752117157, 0.526829183101654, 0.5373133420944214, 0.23584897816181183, 0.23529402911663055, 0.16753920912742615, 0.5809522867202759, 0.2771083414554596, 0.3626372814178467, 0.29665064811706543, 0.28571420907974243, 0.2883720099925995, 0.29437223076820374, 0.18072283267974854, 0.32911381125450134, 0.17142851650714874, 0.26341456174850464, 0.48958322405815125, 0.31872501969337463, 0.5531913042068481, 0.22702695429325104, 0.2784809172153473, 0.1775147169828415, 0.1717790812253952, 0.2048192024230957, 0.49999988079071045, 0.5317917466163635, 0.415094256401062, 0.12499994039535522, 0.29059821367263794, 0.5050503611564636, 0.5901637673377991, 0.38251355290412903, 0.10600701719522476, 0.46391740441322327, 0.41666656732559204, 0.3267972767353058, 0.32432422041893005, 0.7549017667770386, 0.4745761454105377, 0.4504503309726715, 0.3195875287055969, 0.14689259231090546, 0.16374263167381287, 0.22666659951210022, 0.25112098455429077, 0.6502462029457092, 0.6224488615989685, 0.39784935116767883, 0.6111109852790833, 0.14937752485275269, 0.35294109582901, 0.17241373658180237, 0.5764704942703247, 0.631578803062439, 0.20491798222064972, 0.16935478150844574, 0.22619038820266724, 0.17880791425704956, 0.29951682686805725, 0.6513760089874268, 0.30541861057281494, 0.20202013850212097, 0.3707316219806671, 0.31249991059303284, 0.3261801600456238, 0.23129242658615112, 0.3657141625881195, 0.2898550033569336, 0.3999999165534973, 0.251428484916687, 0.21224483847618103, 0.6486485004425049, 0.41666656732559204, 0.28181809186935425, 0.2131146788597107, 0.13924044370651245, 0.3318776488304138 ], "time": 39.21075242571533, "param": null }, { "epoch": 104, "train_loss": 0.07878454029560089, "val_loss": 3.886619806289673, "acc": 33.71, "f1": [ 0.7010307908058167, 0.38666656613349915, 0.2456139326095581, 0.19905206561088562, 0.19101116061210632, 0.2436547577381134, 0.2528734505176544, 0.32183900475502014, 0.3014705181121826, 0.47619032859802246, 0.21904754638671875, 0.22748807072639465, 0.2933332622051239, 0.26086950302124023, 0.228571355342865, 0.19767434895038605, 0.3950616121292114, 0.4226802885532379, 0.2870369255542755, 0.22292988002300262, 0.6291078925132751, 0.4186045527458191, 0.31775689125061035, 0.4302324652671814, 0.5660375952720642, 0.19847321510314941, 0.2629106938838959, 0.19101116061210632, 0.5291004180908203, 0.28571420907974243, 0.37864065170288086, 0.2621358335018158, 0.238805890083313, 0.30526304244995117, 0.21428564190864563, 0.1242937222123146, 0.3314284682273865, 0.18604646623134613, 0.1935483068227768, 0.5191488265991211, 0.33548372983932495, 0.630302906036377, 0.23529402911663055, 0.3351954519748688, 0.14371250569820404, 0.20869559049606323, 0.29166659712791443, 0.5291004180908203, 0.3896847367286682, 0.34482747316360474, 0.20134222507476807, 0.31249991059303284, 0.5191488265991211, 0.5752211213111877, 0.4491977095603943, 0.09039541333913803, 0.5054942965507507, 0.4081631600856781, 0.37433144450187683, 0.3249998688697815, 0.6527194976806641, 0.5517240166664124, 0.45871543884277344, 0.37333324551582336, 0.11111105233430862, 0.17105256021022797, 0.25339359045028687, 0.23529404401779175, 0.645502507686615, 0.5714284181594849, 0.39215680956840515, 0.6153844594955444, 0.14330214262008667, 0.3186812400817871, 0.18090447783470154, 0.629441499710083, 0.5937498807907104, 0.12987005710601807, 0.20202013850212097, 0.2621358335018158, 0.165217325091362, 0.2540982663631439, 0.6170212030410767, 0.3523808717727661, 0.2528734505176544, 0.38139525055885315, 0.36241599917411804, 0.3823528587818146, 0.20300747454166412, 0.2922077178955078, 0.2173912227153778, 0.4854367673397064, 0.21800939738750458, 0.18478251993656158, 0.6054052114486694, 0.46728962659835815, 0.22784802317619324, 0.3139533996582031, 0.15671634674072266, 0.3428570628166199 ], "time": 39.12464569602162, "param": null }, { "epoch": 105, "train_loss": 0.07351620495319366, "val_loss": 4.110142707824707, "acc": 33.97, "f1": [ 0.614718496799469, 0.48913031816482544, 0.22222216427326202, 0.11688306927680969, 0.1971830278635025, 0.27530357241630554, 0.33502528071403503, 0.32291656732559204, 0.32411059737205505, 0.47826072573661804, 0.20930226147174835, 0.23364479839801788, 0.359550416469574, 0.2702701687812805, 0.210526242852211, 0.21518979966640472, 0.33755266666412354, 0.45263150334358215, 0.290502667427063, 0.26751580834388733, 0.5915491580963135, 0.43333321809768677, 0.3121386468410492, 0.45121943950653076, 0.6043955087661743, 0.23893800377845764, 0.23300965130329132, 0.2129276990890503, 0.5631066560745239, 0.3351350426673889, 0.403755784034729, 0.3076922297477722, 0.31818172335624695, 0.33027511835098267, 0.32352936267852783, 0.16867463290691376, 0.28187909722328186, 0.1722487509250641, 0.20833326876163483, 0.46792444586753845, 0.319248765707016, 0.6217615604400635, 0.23448269069194794, 0.30097079277038574, 0.1604277491569519, 0.14207643270492554, 0.20224712789058685, 0.49090901017189026, 0.43749991059303284, 0.3421051502227783, 0.15999993681907654, 0.2931033670902252, 0.5636362433433533, 0.5145226716995239, 0.41106709837913513, 0.1078430786728859, 0.4795917272567749, 0.36809808015823364, 0.40975597500801086, 0.32558128237724304, 0.6639342904090881, 0.48756206035614014, 0.4491524398326874, 0.36470577120780945, 0.16161610186100006, 0.15642453730106354, 0.24218744039535522, 0.2550334632396698, 0.6918917894363403, 0.6039602756500244, 0.35443025827407837, 0.48587560653686523, 0.1499999612569809, 0.3878786563873291, 0.145695298910141, 0.6010361909866333, 0.5033111572265625, 0.18181811273097992, 0.14285710453987122, 0.28571417927742004, 0.15135130286216736, 0.3022221326828003, 0.6731706857681274, 0.34374991059303284, 0.19230762124061584, 0.4120602011680603, 0.2983870208263397, 0.37158459424972534, 0.1924685686826706, 0.2901960015296936, 0.32539674639701843, 0.4973543584346771, 0.20105813443660736, 0.16058386862277985, 0.6031745076179504, 0.44311365485191345, 0.17910441756248474, 0.29677411913871765, 0.13207541406154633, 0.28260859847068787 ], "time": 39.27439423836768, "param": null }, { "epoch": 106, "train_loss": 0.11651153862476349, "val_loss": 3.7085559368133545, "acc": 34.21, "f1": [ 0.6368157267570496, 0.4485980272293091, 0.2117646485567093, 0.18404902517795563, 0.21256029605865479, 0.2566370666027069, 0.30952370166778564, 0.29629620909690857, 0.38461530208587646, 0.45454537868499756, 0.23111103475093842, 0.23893800377845764, 0.3700786530971527, 0.2816900908946991, 0.2771083414554596, 0.1655171811580658, 0.37288129329681396, 0.429447740316391, 0.24175815284252167, 0.2934781610965729, 0.6502462029457092, 0.4955751299858093, 0.2999999225139618, 0.5319147706031799, 0.5937498807907104, 0.23809517920017242, 0.2741115987300873, 0.18532812595367432, 0.5230767726898193, 0.3316582143306732, 0.3669723868370056, 0.31055888533592224, 0.314606636762619, 0.345177561044693, 0.32411059737205505, 0.10958898812532425, 0.29508185386657715, 0.22222217917442322, 0.19852936267852783, 0.4599998891353607, 0.29787224531173706, 0.5381165146827698, 0.20512813329696655, 0.32941165566444397, 0.18652844429016113, 0.17460311949253082, 0.2526314854621887, 0.47933873534202576, 0.4979918897151947, 0.40624988079071045, 0.10256402939558029, 0.27350419759750366, 0.487499862909317, 0.548076868057251, 0.40476179122924805, 0.09009002149105072, 0.49756085872650146, 0.4083768427371979, 0.39106133580207825, 0.31325289607048035, 0.7022221088409424, 0.4177214205265045, 0.4361701011657715, 0.31428563594818115, 0.16901402175426483, 0.140350803732872, 0.24999991059303284, 0.24999988079071045, 0.6808508634567261, 0.5212765336036682, 0.37864065170288086, 0.5377357006072998, 0.11249993741512299, 0.3675212860107422, 0.19251330196857452, 0.5592415928840637, 0.6217615604400635, 0.22459883987903595, 0.12380944937467575, 0.27322396636009216, 0.13095231354236603, 0.26086947321891785, 0.6903551816940308, 0.4083332419395447, 0.18930034339427948, 0.40641695261001587, 0.38251355290412903, 0.38135582208633423, 0.15228420495986938, 0.2933332324028015, 0.22598862648010254, 0.48314592242240906, 0.22222216427326202, 0.1657457947731018, 0.634730339050293, 0.4729062616825104, 0.2888887822628021, 0.3248729705810547, 0.2018347978591919, 0.2999999225139618 ], "time": 39.349862879142165, "param": null }, { "epoch": 107, "train_loss": 0.12805253267288208, "val_loss": 3.915574550628662, "acc": 33.79, "f1": [ 0.6585364937782288, 0.39999985694885254, 0.2869197428226471, 0.24509796500205994, 0.1809523105621338, 0.21590900421142578, 0.35602086782455444, 0.3372548520565033, 0.3361343741416931, 0.474226713180542, 0.1749999076128006, 0.22598862648010254, 0.2660943269729614, 0.3057323694229126, 0.28571420907974243, 0.22929932177066803, 0.40935659408569336, 0.45774635672569275, 0.28571417927742004, 0.19999994337558746, 0.62135910987854, 0.4724408686161041, 0.29743579030036926, 0.39843741059303284, 0.556212842464447, 0.19867542386054993, 0.23913034796714783, 0.24031001329421997, 0.5123152136802673, 0.25730982422828674, 0.36734679341316223, 0.28855711221694946, 0.24083760380744934, 0.30051806569099426, 0.2797926664352417, 0.23236507177352905, 0.2812499403953552, 0.1990949511528015, 0.18536579608917236, 0.40740734338760376, 0.3101603388786316, 0.568720281124115, 0.2229507565498352, 0.28571420907974243, 0.1748633086681366, 0.15172408521175385, 0.281406968832016, 0.5030673146247864, 0.49795907735824585, 0.3543306291103363, 0.12698408961296082, 0.26666659116744995, 0.4509802758693695, 0.5158728957176208, 0.38399991393089294, 0.10909084230661392, 0.4599998891353607, 0.39603951573371887, 0.4025973081588745, 0.3411763310432434, 0.7383176684379578, 0.47916653752326965, 0.46391740441322327, 0.30999991297721863, 0.14953264594078064, 0.16853927075862885, 0.15686267614364624, 0.24675315618515015, 0.6179773807525635, 0.6099998950958252, 0.38888880610466003, 0.5647057294845581, 0.1626015603542328, 0.3232322335243225, 0.2061854749917984, 0.5394735932350159, 0.5499998927116394, 0.19801974296569824, 0.16853927075862885, 0.23188398778438568, 0.12499994039535522, 0.28571417927742004, 0.6519335508346558, 0.3636362552642822, 0.14285707473754883, 0.3708608150482178, 0.3529410660266876, 0.4046241343021393, 0.15228420495986938, 0.3431951701641083, 0.3431371748447418, 0.4410255253314972, 0.2674417495727539, 0.145695298910141, 0.657142698764801, 0.46808499097824097, 0.2845187783241272, 0.3318384885787964, 0.15384607017040253, 0.28947359323501587 ], "time": 39.43126119393855, "param": null }, { "epoch": 108, "train_loss": 0.07718228548765182, "val_loss": 3.910000801086426, "acc": 34.25, "f1": [ 0.6399998664855957, 0.46376800537109375, 0.18934904038906097, 0.1376146376132965, 0.22325573861598969, 0.3113206624984741, 0.345177561044693, 0.3139533996582031, 0.35294109582901, 0.47761180996894836, 0.19540224969387054, 0.212290421128273, 0.4153004288673401, 0.25165554881095886, 0.19178076088428497, 0.24291490018367767, 0.3999998867511749, 0.4077668786048889, 0.29702961444854736, 0.2634729743003845, 0.6249998807907104, 0.5206610560417175, 0.2682925760746002, 0.46632111072540283, 0.5888323187828064, 0.24817509949207306, 0.29139062762260437, 0.16915416717529297, 0.5212119817733765, 0.281406968832016, 0.33333322405815125, 0.26190468668937683, 0.22966498136520386, 0.3428570628166199, 0.25396814942359924, 0.23350247740745544, 0.3196346163749695, 0.1735159158706665, 0.20408155024051666, 0.543352484703064, 0.33179715275764465, 0.5825241804122925, 0.22222216427326202, 0.26548662781715393, 0.1935483068227768, 0.1647058129310608, 0.2660549581050873, 0.47826072573661804, 0.5026176571846008, 0.3794870972633362, 0.12435225397348404, 0.3083699643611908, 0.5432097911834717, 0.5555554032325745, 0.38144323229789734, 0.12173906713724136, 0.39631327986717224, 0.28571420907974243, 0.4640882611274719, 0.2716048061847687, 0.6475408673286438, 0.535519003868103, 0.4201679825782776, 0.31999990344047546, 0.12048187851905823, 0.14501506090164185, 0.206060528755188, 0.24545449018478394, 0.6666665077209473, 0.5544553399085999, 0.3981480300426483, 0.5454544425010681, 0.17796602845191956, 0.3076922297477722, 0.24691346287727356, 0.577777624130249, 0.5989846587181091, 0.15384607017040253, 0.16326524317264557, 0.2898550033569336, 0.12658220529556274, 0.3409090042114258, 0.6868685483932495, 0.3720929026603699, 0.22549012303352356, 0.40384599566459656, 0.3892616331577301, 0.43333321809768677, 0.1891891211271286, 0.3740456998348236, 0.2584269046783447, 0.4313724637031555, 0.25274714827537537, 0.1481480747461319, 0.5865383148193359, 0.45901623368263245, 0.3076922297477722, 0.28019312024116516, 0.14285707473754883, 0.3384614586830139 ], "time": 39.29006668925285, "param": null }, { "epoch": 109, "train_loss": 0.058829568326473236, "val_loss": 3.9125607013702393, "acc": 34.13, "f1": [ 0.7121950387954712, 0.47222211956977844, 0.24175815284252167, 0.1748633086681366, 0.2099446803331375, 0.2524271011352539, 0.28275856375694275, 0.2944161295890808, 0.33962252736091614, 0.41314542293548584, 0.16748763620853424, 0.18867918848991394, 0.30701744556427, 0.33918121457099915, 0.2233501821756363, 0.22672058641910553, 0.36082467436790466, 0.4509802758693695, 0.27118638157844543, 0.20833326876163483, 0.6077346205711365, 0.5465114712715149, 0.3314915895462036, 0.49214646220207214, 0.5769229531288147, 0.2762430012226105, 0.2659573554992676, 0.22485199570655823, 0.5608464479446411, 0.2659573554992676, 0.39784935116767883, 0.26989611983299255, 0.358024537563324, 0.33962252736091614, 0.29245272278785706, 0.13580238819122314, 0.2987011969089508, 0.1846153289079666, 0.18604646623134613, 0.5177663564682007, 0.32183900475502014, 0.5599998831748962, 0.19999995827674866, 0.28767114877700806, 0.17674411833286285, 0.198198139667511, 0.23529404401779175, 0.40490788221359253, 0.5274723768234253, 0.4198893904685974, 0.1361255943775177, 0.32804223895072937, 0.5376343131065369, 0.5863873362541199, 0.31428563594818115, 0.12716756761074066, 0.49261072278022766, 0.362790584564209, 0.43093910813331604, 0.36458322405815125, 0.6511626243591309, 0.5578945875167847, 0.4814813435077667, 0.2127659022808075, 0.13829779624938965, 0.08536579459905624, 0.23580780625343323, 0.24598921835422516, 0.6007903814315796, 0.5436891913414001, 0.42570269107818604, 0.543352484703064, 0.11392398923635483, 0.3152172863483429, 0.23015865683555603, 0.5756096839904785, 0.5631066560745239, 0.19178074598312378, 0.1696968972682953, 0.2695034444332123, 0.15294109284877777, 0.36158180236816406, 0.6538460850715637, 0.3529410660266876, 0.18518513441085815, 0.40609124302864075, 0.3435581922531128, 0.4242422580718994, 0.16438351571559906, 0.36792439222335815, 0.2793295085430145, 0.4741378724575043, 0.2547169029712677, 0.20689649879932404, 0.6288658380508423, 0.4277455508708954, 0.2833332419395447, 0.30303022265434265, 0.21395343542099, 0.31168824434280396 ], "time": 39.151260225102305, "param": null }, { "epoch": 110, "train_loss": 0.08032447099685669, "val_loss": 3.8991031646728516, "acc": 34.38, "f1": [ 0.70588219165802, 0.45814967155456543, 0.24096378684043884, 0.1899440735578537, 0.1932772397994995, 0.25555548071861267, 0.3084111213684082, 0.3474177420139313, 0.31249988079071045, 0.4678361415863037, 0.16666659712791443, 0.2690582275390625, 0.30107519030570984, 0.29032251238822937, 0.2558138370513916, 0.212290421128273, 0.41711217164993286, 0.4052286446094513, 0.24691349267959595, 0.27096763253211975, 0.6666665077209473, 0.46478867530822754, 0.27160486578941345, 0.4255318343639374, 0.5775399804115295, 0.21505369246006012, 0.2616821527481079, 0.23111103475093842, 0.5232557058334351, 0.36129021644592285, 0.3636362850666046, 0.2873562276363373, 0.31249991059303284, 0.3253011107444763, 0.2887699604034424, 0.16049376130104065, 0.3139533996582031, 0.22748807072639465, 0.17834389209747314, 0.487499862909317, 0.35467973351478577, 0.6338796615600586, 0.23030294477939606, 0.33684200048446655, 0.21999992430210114, 0.16438350081443787, 0.21498367190361023, 0.4293783903121948, 0.5252523422241211, 0.4347825348377228, 0.14213192462921143, 0.3096773326396942, 0.538461446762085, 0.5164318084716797, 0.3926939368247986, 0.11822652816772461, 0.42352932691574097, 0.37426888942718506, 0.40579700469970703, 0.3369564116001129, 0.6907215118408203, 0.48044681549072266, 0.4545453190803528, 0.3157893717288971, 0.19534875452518463, 0.12121205776929855, 0.23728805780410767, 0.2555064857006073, 0.6428569555282593, 0.5429863333702087, 0.43216070532798767, 0.488262802362442, 0.10055860131978989, 0.3166666030883789, 0.22314044833183289, 0.6018517017364502, 0.6200872659683228, 0.22935770452022552, 0.1481480747461319, 0.2531644403934479, 0.14634141325950623, 0.34482747316360474, 0.6740330457687378, 0.3274335563182831, 0.22413785755634308, 0.418032705783844, 0.39215680956840515, 0.419999897480011, 0.10370365530252457, 0.3644067049026489, 0.2751321792602539, 0.40659332275390625, 0.19736838340759277, 0.16184966266155243, 0.6280191540718079, 0.3999998867511749, 0.21359217166900635, 0.3376622200012207, 0.14563101530075073, 0.3535352647304535 ], "time": 39.15541308373213, "param": null }, { "epoch": 111, "train_loss": 0.06435004621744156, "val_loss": 3.615582227706909, "acc": 34.51, "f1": [ 0.6521738171577454, 0.4919784665107727, 0.21192045509815216, 0.1899440735578537, 0.2147650271654129, 0.2706269919872284, 0.30769219994544983, 0.3409090042114258, 0.3953487277030945, 0.49999988079071045, 0.17391295731067657, 0.2378377616405487, 0.34224584698677063, 0.2584269046783447, 0.23280414938926697, 0.26455017924308777, 0.432748407125473, 0.4418603479862213, 0.32352936267852783, 0.2758619785308838, 0.582914412021637, 0.49999988079071045, 0.32584258913993835, 0.4812833070755005, 0.6024094820022583, 0.20472435653209686, 0.3047617971897125, 0.19555547833442688, 0.5543476939201355, 0.37499991059303284, 0.34862375259399414, 0.2765956223011017, 0.28915655612945557, 0.2909089922904968, 0.299999862909317, 0.17272719740867615, 0.2790696620941162, 0.2347417026758194, 0.18181811273097992, 0.4912279546260834, 0.33816415071487427, 0.5906734466552734, 0.22222216427326202, 0.32214754819869995, 0.19727885723114014, 0.1958041489124298, 0.23350247740745544, 0.497041255235672, 0.5199998617172241, 0.30303019285202026, 0.19736838340759277, 0.3209875524044037, 0.5447470545768738, 0.4976957440376282, 0.4090908467769623, 0.12669678032398224, 0.4219408333301544, 0.32291656732559204, 0.4137929677963257, 0.30526304244995117, 0.6416665315628052, 0.4919784665107727, 0.43956032395362854, 0.35051536560058594, 0.1779358983039856, 0.16597503423690796, 0.19607838988304138, 0.1914892941713333, 0.6605502963066101, 0.5338981747627258, 0.39473676681518555, 0.5378786325454712, 0.10526309907436371, 0.3362830877304077, 0.20095685124397278, 0.6179773807525635, 0.6111109852790833, 0.2694299519062042, 0.18905465304851532, 0.2758619785308838, 0.1255604773759842, 0.30769219994544983, 0.6969695687294006, 0.3771928548812866, 0.1951218843460083, 0.452830046415329, 0.35135123133659363, 0.35627520084381104, 0.15384609997272491, 0.329268217086792, 0.278787761926651, 0.42477864027023315, 0.2938387989997864, 0.198198139667511, 0.5950412750244141, 0.37908485531806946, 0.24271836876869202, 0.3352600038051605, 0.1717790812253952, 0.37962955236434937 ], "time": 39.23258066084236, "param": null }, { "epoch": 112, "train_loss": 0.031043004244565964, "val_loss": 3.7673091888427734, "acc": 35.3, "f1": [ 0.6600984334945679, 0.5066665410995483, 0.28235283493995667, 0.19999992847442627, 0.20792071521282196, 0.26244333386421204, 0.32142847776412964, 0.3383083641529083, 0.3473052978515625, 0.4692735970020294, 0.21198150515556335, 0.24299058318138123, 0.31316718459129333, 0.2754489779472351, 0.2399999350309372, 0.2561575770378113, 0.3453236222267151, 0.44571414589881897, 0.3016759157180786, 0.2722512185573578, 0.6274508833885193, 0.5112106204032898, 0.3209875524044037, 0.5043476819992065, 0.6217615604400635, 0.2572613060474396, 0.2959182858467102, 0.22875811159610748, 0.5472635626792908, 0.3736262619495392, 0.3908044993877411, 0.3186812400817871, 0.3444443643093109, 0.36585354804992676, 0.2873562276363373, 0.19999991357326508, 0.30857133865356445, 0.2456139624118805, 0.18018010258674622, 0.5092591643333435, 0.2914571762084961, 0.6091369390487671, 0.2248995453119278, 0.36269423365592957, 0.18478251993656158, 0.2167486995458603, 0.21714277565479279, 0.49999988079071045, 0.5549736618995667, 0.39843741059303284, 0.1481480896472931, 0.33720916509628296, 0.5221238136291504, 0.5603863000869751, 0.4852069914340973, 0.12087904661893845, 0.40935659408569336, 0.31249991059303284, 0.4242423474788666, 0.3605441153049469, 0.7290639281272888, 0.4947367310523987, 0.48314592242240906, 0.3350784480571747, 0.1835748255252838, 0.1798941045999527, 0.15165871381759644, 0.21319790184497833, 0.6956520080566406, 0.6145831942558289, 0.3999998867511749, 0.5648146867752075, 0.09565211087465286, 0.2731706500053406, 0.21890540421009064, 0.48756206035614014, 0.5673075914382935, 0.22999992966651917, 0.1977185755968094, 0.265060156583786, 0.14912275969982147, 0.30115818977355957, 0.6886791586875916, 0.35955044627189636, 0.22727267444133759, 0.4262293577194214, 0.37999987602233887, 0.32989683747291565, 0.17948710918426514, 0.35193121433258057, 0.2769230008125305, 0.4502616822719574, 0.2597401440143585, 0.15642453730106354, 0.636871337890625, 0.42727261781692505, 0.2658958435058594, 0.3517586886882782, 0.1722487509250641, 0.31055888533592224 ], "time": 39.33800936304033, "param": null }, { "epoch": 113, "train_loss": 0.01836347207427025, "val_loss": 3.510256052017212, "acc": 35.6, "f1": [ 0.5991901755332947, 0.511415421962738, 0.24277448654174805, 0.17948710918426514, 0.23430955410003662, 0.2659573554992676, 0.3251230716705322, 0.36649200320243835, 0.40935659408569336, 0.5133689045906067, 0.2181817591190338, 0.2456139326095581, 0.2676055133342743, 0.2956520915031433, 0.2749998867511749, 0.19999994337558746, 0.3661970794200897, 0.42780739068984985, 0.29629623889923096, 0.3024389147758484, 0.6243385076522827, 0.49090901017189026, 0.31088075041770935, 0.43037962913513184, 0.5907171964645386, 0.23448267579078674, 0.2891565263271332, 0.25870639085769653, 0.518518328666687, 0.3370785713195801, 0.39069753885269165, 0.2795697748661041, 0.247999906539917, 0.3516482412815094, 0.29824554920196533, 0.23529402911663055, 0.3050846457481384, 0.18749994039535522, 0.20689648389816284, 0.5373133420944214, 0.3239435851573944, 0.5812807083129883, 0.2731706500053406, 0.3551400303840637, 0.1792452037334442, 0.17171710729599, 0.239520862698555, 0.488262802362442, 0.5599998831748962, 0.4215245544910431, 0.193548321723938, 0.33333322405815125, 0.5405403971672058, 0.5190838575363159, 0.4114284813404083, 0.14479632675647736, 0.43298953771591187, 0.3260868787765503, 0.40659332275390625, 0.3152708411216736, 0.6274508237838745, 0.48958322405815125, 0.49999988079071045, 0.3113771378993988, 0.21978014707565308, 0.1648350954055786, 0.19459453225135803, 0.23529404401779175, 0.6666665077209473, 0.5502182841300964, 0.4401912987232208, 0.5267488360404968, 0.18404902517795563, 0.3320156931877136, 0.20425525307655334, 0.619289219379425, 0.5809522867202759, 0.17460311949253082, 0.193548321723938, 0.31818172335624695, 0.18884113430976868, 0.29473677277565, 0.6570047736167908, 0.3592231869697571, 0.22702695429325104, 0.4204544126987457, 0.3409090042114258, 0.42201822996139526, 0.20125779509544373, 0.2716048061847687, 0.280898779630661, 0.4659089744091034, 0.2603549063205719, 0.11538457125425339, 0.6018517017364502, 0.4474884569644928, 0.29249006509780884, 0.34523800015449524, 0.16999994218349457, 0.39195966720581055 ], "time": 39.0386703517288, "param": null }, { "epoch": 114, "train_loss": 0.014842248521745205, "val_loss": 3.458272933959961, "acc": 36.11, "f1": [ 0.6507176160812378, 0.45569613575935364, 0.21774189174175262, 0.1862744390964508, 0.2288556545972824, 0.29126206040382385, 0.3463686406612396, 0.3470318615436554, 0.37288129329681396, 0.4951455295085907, 0.20320846140384674, 0.228260800242424, 0.3186812400817871, 0.2702701985836029, 0.29677411913871765, 0.20242910087108612, 0.3820223808288574, 0.38271594047546387, 0.30526304244995117, 0.28193822503089905, 0.6567163467407227, 0.5201792120933533, 0.289308100938797, 0.48484835028648376, 0.6428569555282593, 0.21800939738750458, 0.2871793806552887, 0.25870639085769653, 0.5756096839904785, 0.3529410660266876, 0.3468207120895386, 0.29787227511405945, 0.31088075041770935, 0.3260868787765503, 0.3454544246196747, 0.15068486332893372, 0.3179486393928528, 0.23673462867736816, 0.1764705330133438, 0.4678361415863037, 0.30833324790000916, 0.6508874893188477, 0.29319363832473755, 0.3669723868370056, 0.19323663413524628, 0.15300540626049042, 0.3068180978298187, 0.4795917272567749, 0.5444443225860596, 0.43601882457733154, 0.20192298293113708, 0.2797926664352417, 0.5182185173034668, 0.5470084547996521, 0.4302324652671814, 0.11891885101795197, 0.5081079602241516, 0.3744291365146637, 0.38596484065055847, 0.32584258913993835, 0.742081344127655, 0.504761815071106, 0.4786323606967926, 0.37320560216903687, 0.24598921835422516, 0.2173912227153778, 0.1951218843460083, 0.22962957620620728, 0.6868685483932495, 0.5990782380104065, 0.43523305654525757, 0.5588234066963196, 0.17857135832309723, 0.31325292587280273, 0.21004560589790344, 0.595959484577179, 0.6504853367805481, 0.14150936901569366, 0.1951218843460083, 0.29577454924583435, 0.16580304503440857, 0.28235283493995667, 0.6217227578163147, 0.40975597500801086, 0.20809243619441986, 0.35582810640335083, 0.42051267623901367, 0.3675675094127655, 0.1854303926229477, 0.35146433115005493, 0.2735848128795624, 0.426778107881546, 0.3417084515094757, 0.1395348161458969, 0.6451612114906311, 0.45555540919303894, 0.3076922297477722, 0.3121950626373291, 0.18749994039535522, 0.3594468832015991 ], "time": 39.25874987896532, "param": null }, { "epoch": 115, "train_loss": 0.01464933529496193, "val_loss": 3.571101665496826, "acc": 37.23, "f1": [ 0.7052630186080933, 0.48927029967308044, 0.25688064098358154, 0.19565211236476898, 0.21686740219593048, 0.30270257592201233, 0.3523315489292145, 0.40718549489974976, 0.3999999165534973, 0.5024153590202332, 0.1647058129310608, 0.22222213447093964, 0.3300969898700714, 0.26086944341659546, 0.2649005651473999, 0.25210076570510864, 0.41176459193229675, 0.488262802362442, 0.3228345811367035, 0.3186812400817871, 0.6772485375404358, 0.4931505620479584, 0.3301886022090912, 0.5235601663589478, 0.6296295523643494, 0.26540276408195496, 0.2983424663543701, 0.22413785755634308, 0.5303866267204285, 0.3666665554046631, 0.3428570628166199, 0.30046939849853516, 0.32124343514442444, 0.35344812273979187, 0.32584258913993835, 0.19417467713356018, 0.35502949357032776, 0.2404370754957199, 0.23318377137184143, 0.5555554628372192, 0.35573115944862366, 0.6170212030410767, 0.31632643938064575, 0.35602086782455444, 0.1747572273015976, 0.2037036269903183, 0.27777770161628723, 0.4744184911251068, 0.5454544425010681, 0.37499991059303284, 0.19191910326480865, 0.35416656732559204, 0.5116277933120728, 0.5829595327377319, 0.44444429874420166, 0.143540620803833, 0.47524741291999817, 0.37864065170288086, 0.432748407125473, 0.3823528587818146, 0.7129628658294678, 0.47398826479911804, 0.4599998891353607, 0.3838382363319397, 0.19672125577926636, 0.24454142153263092, 0.1899440735578537, 0.22999992966651917, 0.6854459643363953, 0.6268655061721802, 0.4607841968536377, 0.5630251169204712, 0.17021268606185913, 0.367346853017807, 0.2513660192489624, 0.6276593804359436, 0.580357015132904, 0.16091948747634888, 0.2117646485567093, 0.2976743280887604, 0.1951218843460083, 0.31896543502807617, 0.7037035822868347, 0.3977271616458893, 0.20689646899700165, 0.4585364758968353, 0.4021162986755371, 0.3534882664680481, 0.21556879580020905, 0.3510637581348419, 0.31999990344047546, 0.4999999403953552, 0.3186812400817871, 0.2061854749917984, 0.6635512709617615, 0.46874985098838806, 0.24875615537166595, 0.29292917251586914, 0.1846153289079666, 0.364531934261322 ], "time": 39.090066655538976, "param": null }, { "epoch": 116, "train_loss": 0.0031193834729492664, "val_loss": 3.3291335105895996, "acc": 37.81, "f1": [ 0.7096772789955139, 0.49372372031211853, 0.26548662781715393, 0.21649475395679474, 0.19157081842422485, 0.2731706500053406, 0.3431371748447418, 0.39805811643600464, 0.41711217164993286, 0.49484527111053467, 0.18713442981243134, 0.2525251507759094, 0.3419688045978546, 0.26666656136512756, 0.27118635177612305, 0.22009563446044922, 0.43181803822517395, 0.4599998891353607, 0.33684200048446655, 0.3084576427936554, 0.6372547745704651, 0.5106382369995117, 0.34374991059303284, 0.5333331823348999, 0.6216214895248413, 0.2621358335018158, 0.3169397711753845, 0.23529402911663055, 0.595959484577179, 0.34883710741996765, 0.38341957330703735, 0.26519328355789185, 0.2901553809642792, 0.33333322405815125, 0.329670250415802, 0.22325573861598969, 0.3707864284515381, 0.22535204887390137, 0.246575266122818, 0.5463413596153259, 0.35643553733825684, 0.5753422975540161, 0.30851057171821594, 0.3711339235305786, 0.18719203770160675, 0.22549012303352356, 0.2824857831001282, 0.5193368792533875, 0.5555554032325745, 0.3936169147491455, 0.19095470011234283, 0.36649200320243835, 0.506912350654602, 0.6261681318283081, 0.4734298884868622, 0.12631572782993317, 0.5026736855506897, 0.4056602716445923, 0.487046480178833, 0.38341957330703735, 0.7247704863548279, 0.4974091649055481, 0.4380951225757599, 0.36559128761291504, 0.1789472997188568, 0.281406968832016, 0.22093015909194946, 0.2399999350309372, 0.6934671998023987, 0.6036034822463989, 0.4545453190803528, 0.5446427464485168, 0.15300540626049042, 0.3703702688217163, 0.24210518598556519, 0.6039602756500244, 0.6055043935775757, 0.16666659712791443, 0.18848159909248352, 0.3141360282897949, 0.2136751413345337, 0.29850736260414124, 0.7196259498596191, 0.3936169147491455, 0.18090447783470154, 0.46391740441322327, 0.4278606176376343, 0.38095229864120483, 0.21965309977531433, 0.336633563041687, 0.32195112109184265, 0.44239622354507446, 0.36464083194732666, 0.1799999475479126, 0.6604650020599365, 0.4623654782772064, 0.32579174637794495, 0.3386242389678955, 0.19318175315856934, 0.3934425115585327 ], "time": 39.36183351185173, "param": null }, { "epoch": 117, "train_loss": 0.0018883142620325089, "val_loss": 3.3311405181884766, "acc": 38.17, "f1": [ 0.6734693050384521, 0.4907405972480774, 0.271493136882782, 0.21538454294204712, 0.22047238051891327, 0.2843136191368103, 0.3428570628166199, 0.4137929677963257, 0.41666656732559204, 0.5257730484008789, 0.208791121840477, 0.24742262065410614, 0.29189181327819824, 0.28426387906074524, 0.2531644403934479, 0.22999992966651917, 0.43715834617614746, 0.49999988079071045, 0.3445377051830292, 0.31428563594818115, 0.6368157267570496, 0.5128204226493835, 0.35359105467796326, 0.5714284777641296, 0.6055043935775757, 0.26086950302124023, 0.327868789434433, 0.26086950302124023, 0.5743588209152222, 0.3563217520713806, 0.40624988079071045, 0.27322396636009216, 0.30526304244995117, 0.31531521677970886, 0.32258057594299316, 0.1862744390964508, 0.3583814203739166, 0.20264311134815216, 0.24324318766593933, 0.5544553399085999, 0.36448585987091064, 0.6268655061721802, 0.2938387989997864, 0.3469386696815491, 0.2121211439371109, 0.2243901938199997, 0.28272244334220886, 0.507771909236908, 0.5671641230583191, 0.4111110270023346, 0.20202013850212097, 0.3586955666542053, 0.5248867273330688, 0.6111109852790833, 0.5024629235267639, 0.1361255943775177, 0.505154550075531, 0.3804876506328583, 0.518134593963623, 0.3699999153614044, 0.7272725701332092, 0.5319147706031799, 0.4595744013786316, 0.3657141625881195, 0.180851012468338, 0.27488142251968384, 0.2054053246974945, 0.24999991059303284, 0.6952379941940308, 0.6153844594955444, 0.44670039415359497, 0.5619046092033386, 0.15789467096328735, 0.36619704961776733, 0.26315781474113464, 0.6153844594955444, 0.6255922317504883, 0.18934904038906097, 0.21568621695041656, 0.32124343514442444, 0.20909084379673004, 0.31858399510383606, 0.704761803150177, 0.3957218527793884, 0.19999992847442627, 0.47715723514556885, 0.4432988464832306, 0.38139525055885315, 0.23036640882492065, 0.36111101508140564, 0.2999999225139618, 0.46445485949516296, 0.34883710741996765, 0.1789472997188568, 0.6798028349876404, 0.46874985098838806, 0.30697670578956604, 0.29787227511405945, 0.19209031760692596, 0.38043469190597534 ], "time": 39.43775889836252, "param": null }, { "epoch": 118, "train_loss": 0.0016958615742623806, "val_loss": 3.1864523887634277, "acc": 38.55, "f1": [ 0.7015705108642578, 0.48598119616508484, 0.278026819229126, 0.23834188282489777, 0.23636355996131897, 0.2705313265323639, 0.3534882664680481, 0.4077668786048889, 0.4242422580718994, 0.5279186367988586, 0.21111102402210236, 0.2436547577381134, 0.34736835956573486, 0.2599999010562897, 0.2560974657535553, 0.22857137024402618, 0.44198882579803467, 0.4927534759044647, 0.3425924777984619, 0.31067952513694763, 0.6532661318778992, 0.5309733152389526, 0.3510637581348419, 0.5728154182434082, 0.6095237135887146, 0.2574256360530853, 0.3157893717288971, 0.2436547577381134, 0.5670101642608643, 0.3666665554046631, 0.41414129734039307, 0.2702701687812805, 0.32124343514442444, 0.3364485204219818, 0.3316582143306732, 0.2095237374305725, 0.3756905198097229, 0.21428564190864563, 0.22321420907974243, 0.5599998831748962, 0.36190465092658997, 0.6299998760223389, 0.3041473925113678, 0.3523315489292145, 0.2121211439371109, 0.23232315480709076, 0.27472516894340515, 0.510416567325592, 0.5887848734855652, 0.3999999165534973, 0.22105254232883453, 0.36649200320243835, 0.5333332419395447, 0.6103284358978271, 0.4788731336593628, 0.13559316098690033, 0.4975123405456543, 0.37864065170288086, 0.5291004180908203, 0.39195966720581055, 0.7559806704521179, 0.5154638290405273, 0.4615383744239807, 0.39130425453186035, 0.1855669468641281, 0.27272719144821167, 0.21390368044376373, 0.2647058069705963, 0.696078360080719, 0.6350710391998291, 0.4338623583316803, 0.5769229531288147, 0.1639343500137329, 0.3431371748447418, 0.25510191917419434, 0.6099998950958252, 0.6285713315010071, 0.21686740219593048, 0.20792071521282196, 0.3131312429904938, 0.20175431668758392, 0.3425924777984619, 0.707547128200531, 0.40217384696006775, 0.194871723651886, 0.47368407249450684, 0.4123710095882416, 0.4088887572288513, 0.23469379544258118, 0.34123215079307556, 0.3251230716705322, 0.46601933240890503, 0.3522725999355316, 0.18079088628292084, 0.6666665077209473, 0.467661589384079, 0.30621999502182007, 0.31746023893356323, 0.18279562890529633, 0.3908045291900635 ], "time": 39.2804511282593, "param": null }, { "epoch": 119, "train_loss": 0.0019458902534097433, "val_loss": 3.1342568397521973, "acc": 38.75, "f1": [ 0.697435736656189, 0.4907405972480774, 0.2792791724205017, 0.2234041839838028, 0.23478256165981293, 0.27884605526924133, 0.36792439222335815, 0.40975597500801086, 0.44339612126350403, 0.5333331823348999, 0.2105262726545334, 0.24489787220954895, 0.34224584698677063, 0.2769230008125305, 0.2424241602420807, 0.22549012303352356, 0.44444432854652405, 0.49484527111053467, 0.3594468832015991, 0.29702961444854736, 0.6467660069465637, 0.5446427464485168, 0.3351350426673889, 0.5728154182434082, 0.6190475225448608, 0.2599999010562897, 0.326315701007843, 0.24509796500205994, 0.5786800384521484, 0.3783782720565796, 0.4019606411457062, 0.280898779630661, 0.324607253074646, 0.3364485204219818, 0.31884050369262695, 0.20588228106498718, 0.3783782720565796, 0.2262442708015442, 0.23744283616542816, 0.5656563639640808, 0.3707316219806671, 0.6305417418479919, 0.3119265139102936, 0.3535352647304535, 0.20588228106498718, 0.22660093009471893, 0.2888887822628021, 0.49214646220207214, 0.5833331942558289, 0.4086019992828369, 0.2099446803331375, 0.36649200320243835, 0.5350876450538635, 0.6161136031150818, 0.49523797631263733, 0.14444437623023987, 0.49999988079071045, 0.4019606411457062, 0.5360823273658752, 0.3980098366737366, 0.7523808479309082, 0.5208331942558289, 0.4537035822868347, 0.3756905198097229, 0.2054053246974945, 0.27649760246276855, 0.21590900421142578, 0.2621358335018158, 0.6859902143478394, 0.6203702688217163, 0.44210511445999146, 0.5741626024246216, 0.15217386186122894, 0.36893191933631897, 0.2564101815223694, 0.6048778891563416, 0.6341462135314941, 0.20571422576904297, 0.211055189371109, 0.2983424663543701, 0.20689646899700165, 0.3594468832015991, 0.704761803150177, 0.38502663373947144, 0.1989527940750122, 0.48453593254089355, 0.4137929677963257, 0.39090898633003235, 0.22999992966651917, 0.3287670314311981, 0.3203882575035095, 0.47004595398902893, 0.3428570628166199, 0.19459453225135803, 0.6666665077209473, 0.474226713180542, 0.31067952513694763, 0.3316582143306732, 0.18478251993656158, 0.3885713219642639 ], "time": 39.24032792728394, "param": null }, { "epoch": 120, "train_loss": 0.0019881592597812414, "val_loss": 3.0511813163757324, "acc": 38.8, "f1": [ 0.7046630382537842, 0.4930231273174286, 0.2933332622051239, 0.2233501821756363, 0.23423415422439575, 0.2898550033569336, 0.37320560216903687, 0.40975597500801086, 0.4077668786048889, 0.5380709171295166, 0.22950810194015503, 0.24870456755161285, 0.3285022974014282, 0.25510191917419434, 0.25730982422828674, 0.2167486995458603, 0.4315788447856903, 0.49214646220207214, 0.3508771061897278, 0.2914571762084961, 0.6565654873847961, 0.5339365601539612, 0.34736835956573486, 0.5603863000869751, 0.6103284358978271, 0.2613064646720886, 0.31632643938064575, 0.23188398778438568, 0.572916567325592, 0.37499991059303284, 0.4020099639892578, 0.2762430012226105, 0.31914883852005005, 0.35454532504081726, 0.31372541189193726, 0.19323663413524628, 0.3820223808288574, 0.22522515058517456, 0.2403845638036728, 0.5463413596153259, 0.36714968085289, 0.6237622499465942, 0.3184078335762024, 0.35820886492729187, 0.21999992430210114, 0.21782170236110687, 0.26666656136512756, 0.5189187526702881, 0.5860464572906494, 0.4022345542907715, 0.2065216600894928, 0.3723403513431549, 0.5407723784446716, 0.6146787405014038, 0.48076915740966797, 0.15217386186122894, 0.5050503611564636, 0.4112148582935333, 0.5263156890869141, 0.4120602011680603, 0.7536230683326721, 0.5154638290405273, 0.45161277055740356, 0.39130425453186035, 0.2065216600894928, 0.25961530208587646, 0.2312137931585312, 0.2599999010562897, 0.696078360080719, 0.6411482095718384, 0.4502616822719574, 0.5714284777641296, 0.1734103411436081, 0.35071080923080444, 0.25510191917419434, 0.629441499710083, 0.6310677528381348, 0.18378373980522156, 0.22009563446044922, 0.29319363832473755, 0.20814472436904907, 0.3470318615436554, 0.7058822512626648, 0.42051267623901367, 0.20430098474025726, 0.46999987959861755, 0.4299998879432678, 0.3999998867511749, 0.2371133416891098, 0.3363635540008545, 0.32558128237724304, 0.46601933240890503, 0.32584258913993835, 0.20111726224422455, 0.6976743340492249, 0.47474732995033264, 0.3184078335762024, 0.32195112109184265, 0.1777777075767517, 0.41340771317481995 ], "time": 38.990631168708205, "param": null }, { "epoch": 121, "train_loss": 0.002287682145833969, "val_loss": 3.177055835723877, "acc": 39.0, "f1": [ 0.7083331942558289, 0.4837207794189453, 0.30909082293510437, 0.21538454294204712, 0.23529402911663055, 0.2705313265323639, 0.36529669165611267, 0.4242422580718994, 0.452830046415329, 0.5435895919799805, 0.21965309977531433, 0.2526314854621887, 0.345177561044693, 0.2702701687812805, 0.23170723021030426, 0.22119809687137604, 0.4408600926399231, 0.5098037719726562, 0.32579174637794495, 0.2901553809642792, 0.653465211391449, 0.5345621109008789, 0.34736835956573486, 0.579710066318512, 0.6315788626670837, 0.253807008266449, 0.33333322405815125, 0.22999992966651917, 0.5858584046363831, 0.38502663373947144, 0.3943660855293274, 0.2765956223011017, 0.324607253074646, 0.3677128851413727, 0.33333325386047363, 0.20388342440128326, 0.39560428261756897, 0.23255807161331177, 0.23318377137184143, 0.5599998831748962, 0.37623751163482666, 0.6336632370948792, 0.3047617971897125, 0.3517586886882782, 0.211055189371109, 0.2094240039587021, 0.26666656136512756, 0.5111110210418701, 0.6078430414199829, 0.41379299759864807, 0.22105254232883453, 0.367346853017807, 0.5378149747848511, 0.6175113916397095, 0.47222211956977844, 0.1390373706817627, 0.4717947542667389, 0.403755784034729, 0.5291004180908203, 0.40404030680656433, 0.7464112639427185, 0.507771909236908, 0.4657532870769501, 0.3939392864704132, 0.18947362899780273, 0.2723003923892975, 0.22598862648010254, 0.2758619785308838, 0.6930691599845886, 0.6470587849617004, 0.4432430863380432, 0.5841582417488098, 0.1641024947166443, 0.38095229864120483, 0.2564101815223694, 0.6176469922065735, 0.6315788626670837, 0.2065216600894928, 0.22222216427326202, 0.30150744318962097, 0.2202642410993576, 0.3364485204219818, 0.721153736114502, 0.3957218527793884, 0.1846153289079666, 0.4827585518360138, 0.4408600926399231, 0.3981480300426483, 0.2475246638059616, 0.33962252736091614, 0.3316582143306732, 0.4622640609741211, 0.3351350426673889, 0.22099439799785614, 0.6948355436325073, 0.4656083285808563, 0.31428563594818115, 0.33333325386047363, 0.17241372168064117, 0.41573023796081543 ], "time": 39.259529867209494, "param": null }, { "epoch": 122, "train_loss": 0.002313996898010373, "val_loss": 3.2947535514831543, "acc": 39.2, "f1": [ 0.697435736656189, 0.492890864610672, 0.309859037399292, 0.21999992430210114, 0.24324318766593933, 0.29126206040382385, 0.37004393339157104, 0.43216070532798767, 0.4433496594429016, 0.535353422164917, 0.23863628506660461, 0.2553190290927887, 0.35714274644851685, 0.25906726717948914, 0.2643677294254303, 0.236453115940094, 0.4410255253314972, 0.48076915740966797, 0.3272726535797119, 0.3195875287055969, 0.6734693050384521, 0.5221238136291504, 0.3636362552642822, 0.5619046092033386, 0.6368157267570496, 0.26455017924308777, 0.29319363832473755, 0.23157887160778046, 0.575916051864624, 0.37777766585350037, 0.40796008706092834, 0.29743579030036926, 0.3195875287055969, 0.3287670314311981, 0.31730762124061584, 0.1990049034357071, 0.38674020767211914, 0.22831043601036072, 0.22009563446044922, 0.5560973882675171, 0.3804876506328583, 0.6124400496482849, 0.3286384046077728, 0.35643553733825684, 0.22222216427326202, 0.2176164984703064, 0.2580644488334656, 0.49999988079071045, 0.5981307029724121, 0.41711217164993286, 0.2054053246974945, 0.38541653752326965, 0.5309733152389526, 0.6197181344032288, 0.4792625606060028, 0.13559316098690033, 0.48958322405815125, 0.4174756109714508, 0.5425531268119812, 0.4020099639892578, 0.7632849216461182, 0.5026176571846008, 0.4657532870769501, 0.3756905198097229, 0.19191910326480865, 0.2705313265323639, 0.23595495522022247, 0.2741115987300873, 0.7029701471328735, 0.6372547745704651, 0.45263150334358215, 0.5728154182434082, 0.17679551243782043, 0.37864065170288086, 0.23809516429901123, 0.624390184879303, 0.6181817054748535, 0.212290421128273, 0.21428564190864563, 0.3060108423233032, 0.2212388664484024, 0.33027511835098267, 0.7246376276016235, 0.40206170082092285, 0.19459453225135803, 0.47524741291999817, 0.4361701011657715, 0.41818171739578247, 0.26415085792541504, 0.3619908392429352, 0.3253587782382965, 0.4878047704696655, 0.3351350426673889, 0.208791121840477, 0.7004607319831848, 0.46999987959861755, 0.3425924777984619, 0.33502528071403503, 0.179775208234787, 0.4044942855834961 ], "time": 39.44813569076359, "param": null }, { "epoch": 123, "train_loss": 0.005748330149799585, "val_loss": 2.8941195011138916, "acc": 39.16, "f1": [ 0.7046630382537842, 0.4799998998641968, 0.2999999225139618, 0.20408155024051666, 0.2443438321352005, 0.30769219994544983, 0.36448585987091064, 0.42639580368995667, 0.4230768084526062, 0.5416665077209473, 0.24137921631336212, 0.24598921835422516, 0.33333322405815125, 0.28571420907974243, 0.2643677294254303, 0.22966498136520386, 0.446808397769928, 0.505154550075531, 0.35135123133659363, 0.3076922297477722, 0.6666665077209473, 0.5345621109008789, 0.3578946590423584, 0.5399999022483826, 0.6376810669898987, 0.26881712675094604, 0.29743579030036926, 0.23115570843219757, 0.575916051864624, 0.38150280714035034, 0.4137929677963257, 0.29508185386657715, 0.32820504903793335, 0.3669723868370056, 0.32352936267852783, 0.19999992847442627, 0.38674020767211914, 0.24999991059303284, 0.2264150083065033, 0.5560973882675171, 0.37623751163482666, 0.6153844594955444, 0.319248765707016, 0.3523315489292145, 0.21463409066200256, 0.22772268950939178, 0.280898779630661, 0.5133689045906067, 0.6028706431388855, 0.4042551815509796, 0.20202013850212097, 0.3723403513431549, 0.5361700654029846, 0.6146340370178223, 0.48401811718940735, 0.1405404806137085, 0.4799998700618744, 0.40975597500801086, 0.5408161878585815, 0.3940885663032532, 0.7523808479309082, 0.49999988079071045, 0.4629628360271454, 0.42639580368995667, 0.1846153289079666, 0.25961530208587646, 0.2258063703775406, 0.2727271616458893, 0.6923075318336487, 0.6499998569488525, 0.4615383446216583, 0.5592415928840637, 0.17679551243782043, 0.3778800964355469, 0.253807008266449, 0.6341462135314941, 0.6296295523643494, 0.20430098474025726, 0.2061854749917984, 0.3141360282897949, 0.21459220349788666, 0.32888880372047424, 0.7029701471328735, 0.41269823908805847, 0.19672125577926636, 0.47524741291999817, 0.4307691156864166, 0.4075828194618225, 0.26728102564811707, 0.3540668785572052, 0.331707239151001, 0.4857141971588135, 0.3118278682231903, 0.21111102402210236, 0.7115383744239807, 0.46231144666671753, 0.32195112109184265, 0.3267325758934021, 0.1754385232925415, 0.41573023796081543 ], "time": 39.13356913253665, "param": null }, { "epoch": 124, "train_loss": 0.0026088953018188477, "val_loss": 2.9658024311065674, "acc": 39.26, "f1": [ 0.697435736656189, 0.48214277625083923, 0.3024389147758484, 0.21890540421009064, 0.25233638286590576, 0.2735848128795624, 0.39111098647117615, 0.4120602011680603, 0.41666656732559204, 0.529999852180481, 0.21714277565479279, 0.26041656732559204, 0.34999990463256836, 0.27322396636009216, 0.2790696620941162, 0.21904754638671875, 0.42162150144577026, 0.5023695826530457, 0.35023030638694763, 0.299465149641037, 0.6732671856880188, 0.5395347476005554, 0.3736262619495392, 0.5490195155143738, 0.6280191540718079, 0.2613064646720886, 0.2999999225139618, 0.22222216427326202, 0.5820105075836182, 0.3707864284515381, 0.4020099639892578, 0.30999991297721863, 0.32160791754722595, 0.362790584564209, 0.323809415102005, 0.1970442682504654, 0.3999998867511749, 0.24324318766593933, 0.23923437297344208, 0.5631066560745239, 0.37373724579811096, 0.6095237135887146, 0.3286384046077728, 0.36893191933631897, 0.21782170236110687, 0.23157887160778046, 0.2793295085430145, 0.5026736855506897, 0.6037734746932983, 0.40659332275390625, 0.2065216600894928, 0.3703702688217163, 0.5327510237693787, 0.6181817054748535, 0.4907405972480774, 0.1390373706817627, 0.4670049846172333, 0.4095236659049988, 0.5368419289588928, 0.4123710095882416, 0.7464112639427185, 0.486772358417511, 0.4694834351539612, 0.39583319425582886, 0.19999991357326508, 0.2843601107597351, 0.2333332598209381, 0.2727271616458893, 0.696078360080719, 0.6502462029457092, 0.4615383446216583, 0.5645932555198669, 0.16853927075862885, 0.364531934261322, 0.26315781474113464, 0.6368157267570496, 0.6272726058959961, 0.2065216600894928, 0.22549012303352356, 0.3118278682231903, 0.2202642410993576, 0.34234222769737244, 0.7290639281272888, 0.4102562665939331, 0.18749994039535522, 0.4599998891353607, 0.4410255253314972, 0.4140968322753906, 0.23469379544258118, 0.3703702688217163, 0.3414633274078369, 0.47115376591682434, 0.31914883852005005, 0.22346359491348267, 0.7031961679458618, 0.47236168384552, 0.3478260338306427, 0.3148147463798523, 0.15909084677696228, 0.3976607024669647 ], "time": 39.24816855136305, "param": null }, { "epoch": 125, "train_loss": 0.0038475196342915297, "val_loss": 3.065195083618164, "acc": 39.41, "f1": [ 0.7187498211860657, 0.4727271497249603, 0.3018867075443268, 0.208791121840477, 0.24999991059303284, 0.2980768382549286, 0.3703702688217163, 0.40975597500801086, 0.4075828194618225, 0.5312498211860657, 0.21428564190864563, 0.27322396636009216, 0.35483860969543457, 0.2959182858467102, 0.278787761926651, 0.21782170236110687, 0.4315788447856903, 0.5123152136802673, 0.362790584564209, 0.30051806569099426, 0.6802029013633728, 0.5454544425010681, 0.35978829860687256, 0.5544553399085999, 0.6442306041717529, 0.2553190290927887, 0.30051806569099426, 0.23529402911663055, 0.5803107619285583, 0.38043469190597534, 0.3999998867511749, 0.29787227511405945, 0.3299999237060547, 0.37864065170288086, 0.33497530221939087, 0.22222216427326202, 0.3977271616458893, 0.23423415422439575, 0.22018341720104218, 0.548076868057251, 0.39999985694885254, 0.62135910987854, 0.3133639991283417, 0.35748788714408875, 0.20388342440128326, 0.22702695429325104, 0.2681563198566437, 0.5208331942558289, 0.5943394899368286, 0.4083768427371979, 0.19780214130878448, 0.38775497674942017, 0.5367964506149292, 0.6082947254180908, 0.48803818225860596, 0.13259662687778473, 0.47474732995033264, 0.41148313879966736, 0.5388599634170532, 0.3999998867511749, 0.7523808479309082, 0.48936155438423157, 0.4766353964805603, 0.38251355290412903, 0.2072538137435913, 0.2599999010562897, 0.23529404401779175, 0.2783504128456116, 0.7093595266342163, 0.6564101576805115, 0.4766837954521179, 0.5700481534004211, 0.1748633086681366, 0.3609755337238312, 0.25125616788864136, 0.6206895112991333, 0.6310677528381348, 0.19672125577926636, 0.2115383893251419, 0.30150744318962097, 0.22325573861598969, 0.32432422041893005, 0.7042252421379089, 0.4411763548851013, 0.18947362899780273, 0.46376800537109375, 0.45595842599868774, 0.43601882457733154, 0.24271836876869202, 0.36206886172294617, 0.33333322405815125, 0.49765241146087646, 0.3387977182865143, 0.2176164984703064, 0.7169809341430664, 0.44554442167282104, 0.33802807331085205, 0.331707239151001, 0.1704544872045517, 0.43715834617614746 ], "time": 39.212906572036445, "param": null }, { "epoch": 126, "train_loss": 0.0033732294104993343, "val_loss": 3.0559751987457275, "acc": 39.52, "f1": [ 0.7046630382537842, 0.4886876940727234, 0.30769219994544983, 0.21538454294204712, 0.23963125050067902, 0.30769219994544983, 0.38139525055885315, 0.42857128381729126, 0.4339621663093567, 0.5416665077209473, 0.21428564190864563, 0.26881712675094604, 0.3617020547389984, 0.30208322405815125, 0.2716048061847687, 0.2256409376859665, 0.4530385434627533, 0.5242717266082764, 0.3603602349758148, 0.329670250415802, 0.6868685483932495, 0.5291478633880615, 0.35359105467796326, 0.5523808598518372, 0.6470587849617004, 0.26881712675094604, 0.2871793806552887, 0.23529402911663055, 0.5863873362541199, 0.38461530208587646, 0.39449530839920044, 0.30107519030570984, 0.3419688045978546, 0.35023030638694763, 0.3365383446216583, 0.20689646899700165, 0.39106133580207825, 0.24186037480831146, 0.2264150083065033, 0.5588234066963196, 0.38578668236732483, 0.6268655061721802, 0.3211008310317993, 0.37185919284820557, 0.211055189371109, 0.22916659712791443, 0.2790696620941162, 0.5081079602241516, 0.5961536765098572, 0.40641695261001587, 0.19999991357326508, 0.3939392864704132, 0.5263157486915588, 0.6203702688217163, 0.47004595398902893, 0.14814810454845428, 0.4607841968536377, 0.4056602716445923, 0.5360823273658752, 0.390243798494339, 0.741783857345581, 0.4947367310523987, 0.4811319410800934, 0.41052618622779846, 0.20588228106498718, 0.2815532982349396, 0.23469379544258118, 0.2647058069705963, 0.6990289688110352, 0.6407765746116638, 0.46632111072540283, 0.5660375952720642, 0.14606735110282898, 0.3627450466156006, 0.25906726717948914, 0.6530610918998718, 0.6197181344032288, 0.19889496266841888, 0.2233501821756363, 0.32291656732559204, 0.20689646899700165, 0.33913031220436096, 0.7142855525016785, 0.4232803285121918, 0.18947362899780273, 0.4630540609359741, 0.4699452221393585, 0.4253392219543457, 0.25125616788864136, 0.3710406422615051, 0.3248729705810547, 0.4811319410800934, 0.3169397711753845, 0.1914892941713333, 0.704761803150177, 0.44776105880737305, 0.3644443452358246, 0.3414633274078369, 0.15999993681907654, 0.44198882579803467 ], "time": 38.998148415237665, "param": null }, { "epoch": 127, "train_loss": 0.002949525834992528, "val_loss": 2.8552746772766113, "acc": 39.54, "f1": [ 0.7142855525016785, 0.4976957440376282, 0.30331745743751526, 0.20320846140384674, 0.24390237033367157, 0.29245272278785706, 0.39252325892448425, 0.4183672070503235, 0.4433496594429016, 0.520408034324646, 0.2181817591190338, 0.2702701687812805, 0.3599999248981476, 0.2886596620082855, 0.2682925760746002, 0.2244897186756134, 0.4347825050354004, 0.5123152136802673, 0.33816415071487427, 0.3157893717288971, 0.6699506640434265, 0.5446427464485168, 0.35955044627189636, 0.5572138428688049, 0.6255922317504883, 0.2613064646720886, 0.28855711221694946, 0.22660093009471893, 0.5816324949264526, 0.38674020767211914, 0.4059404730796814, 0.3135133981704712, 0.3267325758934021, 0.3714284896850586, 0.32258057594299316, 0.2243901938199997, 0.40659332275390625, 0.2547169029712677, 0.23255807161331177, 0.5599998831748962, 0.390243798494339, 0.624390184879303, 0.31050220131874084, 0.36815908551216125, 0.2243901938199997, 0.24615377187728882, 0.27428561449050903, 0.5185183882713318, 0.5898616909980774, 0.41758227348327637, 0.2061854749917984, 0.367346853017807, 0.5291478633880615, 0.6175113916397095, 0.48598119616508484, 0.1290322095155716, 0.46534639596939087, 0.39810416102409363, 0.5333331823348999, 0.3939392864704132, 0.7393363118171692, 0.5106381177902222, 0.4811319410800934, 0.40206170082092285, 0.20833326876163483, 0.27884605526924133, 0.22950810194015503, 0.2713567018508911, 0.7024388909339905, 0.6504853367805481, 0.47120407223701477, 0.5700481534004211, 0.15819202363491058, 0.38834938406944275, 0.26315781474113464, 0.6368157267570496, 0.6384975910186768, 0.20105813443660736, 0.21538454294204712, 0.30851057171821594, 0.21097040176391602, 0.3436122238636017, 0.6995072364807129, 0.41884803771972656, 0.18749994039535522, 0.46534639596939087, 0.4623654782772064, 0.42857131361961365, 0.2524271011352539, 0.3594468832015991, 0.3384614586830139, 0.48309168219566345, 0.3135133981704712, 0.2234041839838028, 0.7169809341430664, 0.45685264468193054, 0.34579432010650635, 0.3431371748447418, 0.17112290859222412, 0.4315788447856903 ], "time": 39.02653832919896, "param": null }, { "epoch": 128, "train_loss": 0.0031058911699801683, "val_loss": 2.905928373336792, "acc": 39.6, "f1": [ 0.7340423464775085, 0.49777767062187195, 0.29951682686805725, 0.19459453225135803, 0.23041465878486633, 0.2933332622051239, 0.385650098323822, 0.43523305654525757, 0.4466018080711365, 0.5326631665229797, 0.21428564190864563, 0.2736841142177582, 0.3636362552642822, 0.31249991059303284, 0.26666659116744995, 0.2376236915588379, 0.445652037858963, 0.5333331823348999, 0.33333325386047363, 0.33333322405815125, 0.6799998879432678, 0.5520360469818115, 0.37158459424972534, 0.535353422164917, 0.6470587849617004, 0.2643677294254303, 0.2812499403953552, 0.2475246638059616, 0.5876287817955017, 0.37305691838264465, 0.3981480300426483, 0.30526304244995117, 0.33333322405815125, 0.37558677792549133, 0.3269230127334595, 0.22772268950939178, 0.39548009634017944, 0.24186037480831146, 0.22748807072639465, 0.5572138428688049, 0.378109335899353, 0.6116504073143005, 0.3196346163749695, 0.36190465092658997, 0.21568621695041656, 0.23280414938926697, 0.2873562276363373, 0.5185183882713318, 0.5953487157821655, 0.41758227348327637, 0.19289332628250122, 0.39378228783607483, 0.5244443416595459, 0.6175113916397095, 0.488262802362442, 0.14689259231090546, 0.4729062616825104, 0.39810416102409363, 0.5425531268119812, 0.39215680956840515, 0.7452828288078308, 0.49214646220207214, 0.49523797631263733, 0.3979056477546692, 0.2072538137435913, 0.2731706500053406, 0.23655906319618225, 0.27551010251045227, 0.7093595266342163, 0.6372547745704651, 0.48167529702186584, 0.5700481534004211, 0.1758241057395935, 0.3699999153614044, 0.2577318847179413, 0.6399998664855957, 0.6255922317504883, 0.19672125577926636, 0.2061854749917984, 0.3043477535247803, 0.19672124087810516, 0.3348415493965149, 0.7019230127334595, 0.44221094250679016, 0.19047614932060242, 0.46534639596939087, 0.4432430863380432, 0.43243229389190674, 0.2524271011352539, 0.36909863352775574, 0.326315701007843, 0.47619035840034485, 0.3208555281162262, 0.2054053246974945, 0.706976592540741, 0.4545453190803528, 0.34449753165245056, 0.33492809534072876, 0.1777777075767517, 0.4361701011657715 ], "time": 39.472611610777676, "param": null }, { "epoch": 129, "train_loss": 0.0029349608812481165, "val_loss": 3.104356527328491, "acc": 39.74, "f1": [ 0.7379677891731262, 0.4953269362449646, 0.29702961444854736, 0.2244897186756134, 0.2574256360530853, 0.2909089922904968, 0.3827749788761139, 0.4315788447856903, 0.4433496594429016, 0.5396823883056641, 0.20359273254871368, 0.27472516894340515, 0.3654821515083313, 0.3316582143306732, 0.29885047674179077, 0.22549012303352356, 0.4347825050354004, 0.5123152136802673, 0.3524228036403656, 0.31914883852005005, 0.6798028349876404, 0.5504586100578308, 0.36158180236816406, 0.5490195155143738, 0.6315788626670837, 0.25906726717948914, 0.2842104732990265, 0.22999992966651917, 0.5906734466552734, 0.38251355290412903, 0.4018690288066864, 0.31746023893356323, 0.32820504903793335, 0.3627450466156006, 0.3287670314311981, 0.22222216427326202, 0.40217384696006775, 0.23696675896644592, 0.22535204887390137, 0.5631066560745239, 0.3980098366737366, 0.6363635063171387, 0.31034475564956665, 0.3696681261062622, 0.21359217166900635, 0.23157887160778046, 0.28402355313301086, 0.524590015411377, 0.62135910987854, 0.41935470700263977, 0.19999991357326508, 0.38341957330703735, 0.5327510237693787, 0.6111109852790833, 0.4927534759044647, 0.13483139872550964, 0.4705880880355835, 0.39810416102409363, 0.5425531268119812, 0.3842363655567169, 0.7452828288078308, 0.49999988079071045, 0.5023695826530457, 0.3936169147491455, 0.2127658873796463, 0.28571420907974243, 0.22797919809818268, 0.2559240758419037, 0.6990289688110352, 0.6439023613929749, 0.47120407223701477, 0.568720281124115, 0.16304342448711395, 0.3904760777950287, 0.2564101815223694, 0.624390184879303, 0.6285713315010071, 0.212290421128273, 0.2115383893251419, 0.32558128237724304, 0.20779213309288025, 0.34234222769737244, 0.7121950387954712, 0.44221094250679016, 0.1938774734735489, 0.467661589384079, 0.44210511445999146, 0.4292236268520355, 0.2525251507759094, 0.38938042521476746, 0.34343424439430237, 0.4878047704696655, 0.32978713512420654, 0.21505369246006012, 0.7109003663063049, 0.4380951225757599, 0.35185176134109497, 0.3348836302757263, 0.16853927075862885, 0.43715834617614746 ], "time": 39.3656167704612, "param": null }, { "epoch": 130, "train_loss": 0.0030025774613022804, "val_loss": 2.745029926300049, "acc": 39.79, "f1": [ 0.7142855525016785, 0.4953269362449646, 0.322274774312973, 0.21538454294204712, 0.24154582619667053, 0.2980768382549286, 0.3926939368247986, 0.42051267623901367, 0.4509802758693695, 0.5333331823348999, 0.22352932393550873, 0.26455017924308777, 0.3723403513431549, 0.30851057171821594, 0.2807016372680664, 0.23115570843219757, 0.44444429874420166, 0.5314008593559265, 0.3636362552642822, 0.3315507173538208, 0.6903551816940308, 0.5414846539497375, 0.3626372814178467, 0.5658535361289978, 0.6315788626670837, 0.26315781474113464, 0.28571420907974243, 0.2288556545972824, 0.5918366312980652, 0.3675675094127655, 0.38497641682624817, 0.30366483330726624, 0.33684200048446655, 0.38834938406944275, 0.34101372957229614, 0.22222216427326202, 0.39778995513916016, 0.24074065685272217, 0.22009563446044922, 0.5599998831748962, 0.3917524814605713, 0.6183573603630066, 0.3286384046077728, 0.3823528587818146, 0.2099999338388443, 0.22222216427326202, 0.27118635177612305, 0.5274723768234253, 0.5981307029724121, 0.425531804561615, 0.19791658222675323, 0.37499991059303284, 0.5367964506149292, 0.6103284358978271, 0.4884791076183319, 0.13043470680713654, 0.467661589384079, 0.4019606411457062, 0.5483869910240173, 0.38578668236732483, 0.742857038974762, 0.4999998211860657, 0.4953269362449646, 0.39999985694885254, 0.2099999338388443, 0.28019312024116516, 0.2378377616405487, 0.2694299519062042, 0.7156862020492554, 0.6567163467407227, 0.46632111072540283, 0.5728154182434082, 0.15469607710838318, 0.40384599566459656, 0.25125616788864136, 0.6368157267570496, 0.6330273747444153, 0.20430098474025726, 0.2167486995458603, 0.30526304244995117, 0.1912349909543991, 0.33480167388916016, 0.7208120226860046, 0.4489794969558716, 0.19780214130878448, 0.47761180996894836, 0.43850257992744446, 0.43720918893814087, 0.24999991059303284, 0.37558677792549133, 0.345177561044693, 0.49523797631263733, 0.3169397711753845, 0.21621613204479218, 0.7096772789955139, 0.45595842599868774, 0.36448585987091064, 0.33802807331085205, 0.16304342448711395, 0.423912912607193 ], "time": 39.450303277000785, "param": null }, { "epoch": 131, "train_loss": 0.0033125714398920536, "val_loss": 2.9031214714050293, "acc": 39.92, "f1": [ 0.7446807622909546, 0.4954127371311188, 0.30697670578956604, 0.20430098474025726, 0.2525251507759094, 0.29107969999313354, 0.38862547278404236, 0.4221104085445404, 0.44339612126350403, 0.5125626921653748, 0.20359273254871368, 0.2793295085430145, 0.36649200320243835, 0.3386242389678955, 0.2771083414554596, 0.23589736223220825, 0.4432430863380432, 0.526829183101654, 0.3495144844055176, 0.327868789434433, 0.6868685483932495, 0.5560536980628967, 0.3736262619495392, 0.5463413596153259, 0.6407765746116638, 0.26315781474113464, 0.30208322405815125, 0.2371133416891098, 0.5876287817955017, 0.39325833320617676, 0.39805811643600464, 0.3084576427936554, 0.3113206624984741, 0.36792439222335815, 0.3301886022090912, 0.2244897186756134, 0.40659332275390625, 0.2464454174041748, 0.22330091893672943, 0.5645932555198669, 0.4081631302833557, 0.6299998760223389, 0.3348836302757263, 0.3804876506328583, 0.20689646899700165, 0.23529404401779175, 0.28571420907974243, 0.5319147706031799, 0.6197181344032288, 0.4148934781551361, 0.1989527940750122, 0.39378228783607483, 0.5244443416595459, 0.6103284358978271, 0.5024153590202332, 0.13978487253189087, 0.487046480178833, 0.4077668786048889, 0.5454544425010681, 0.37864065170288086, 0.7393363118171692, 0.502564013004303, 0.4851484000682831, 0.38502663373947144, 0.20792071521282196, 0.2745097279548645, 0.2233501821756363, 0.25490185618400574, 0.7087377309799194, 0.6467660069465637, 0.46938762068748474, 0.5566036701202393, 0.17204295098781586, 0.3831774890422821, 0.2727271616458893, 0.633165717124939, 0.6330273747444153, 0.20430098474025726, 0.2256409376859665, 0.32432422041893005, 0.20425525307655334, 0.33333325386047363, 0.7115383744239807, 0.45685264468193054, 0.193548321723938, 0.47524741291999817, 0.4432430863380432, 0.4122805893421173, 0.23280414938926697, 0.3879309296607971, 0.3399999141693115, 0.4951455295085907, 0.32291656732559204, 0.21390368044376373, 0.6964284181594849, 0.4509802758693695, 0.3636362552642822, 0.3425924777984619, 0.18478251993656158, 0.43956032395362854 ], "time": 39.14746529608965, "param": null }, { "epoch": 132, "train_loss": 0.0031324969604611397, "val_loss": 2.722750425338745, "acc": 39.86, "f1": [ 0.7368419766426086, 0.4953269362449646, 0.3113206624984741, 0.19999991357326508, 0.2522521913051605, 0.2870812714099884, 0.39631327986717224, 0.41884803771972656, 0.46231144666671753, 0.5425531268119812, 0.21686740219593048, 0.2694299519062042, 0.38461530208587646, 0.3179486393928528, 0.30232545733451843, 0.24999991059303284, 0.45054933428764343, 0.5384615063667297, 0.36190465092658997, 0.34254133701324463, 0.6799998879432678, 0.5414846539497375, 0.3723403513431549, 0.5576921701431274, 0.6442306041717529, 0.29213473200798035, 0.29473677277565, 0.23529402911663055, 0.5846152901649475, 0.3763439953327179, 0.40394076704978943, 0.30303022265434265, 0.3232322335243225, 0.3669723868370056, 0.3425924777984619, 0.2288556545972824, 0.39560428261756897, 0.25352105498313904, 0.22222216427326202, 0.5728154182434082, 0.40624988079071045, 0.6237622499465942, 0.32258057594299316, 0.38775497674942017, 0.20202013850212097, 0.2244897186756134, 0.2681563198566437, 0.5136610269546509, 0.5898616909980774, 0.41052618622779846, 0.210526242852211, 0.39795905351638794, 0.5304347276687622, 0.6066349744796753, 0.4834122061729431, 0.15706801414489746, 0.4599998891353607, 0.4077668786048889, 0.5549736618995667, 0.3743841052055359, 0.742857038974762, 0.5189187526702881, 0.47524741291999817, 0.3957218527793884, 0.21782170236110687, 0.2829267382621765, 0.22459883987903595, 0.26666656136512756, 0.7121950387954712, 0.6407765746116638, 0.46391740441322327, 0.5645932555198669, 0.16304342448711395, 0.39252325892448425, 0.26086944341659546, 0.6299998760223389, 0.6267279982566833, 0.19791658222675323, 0.22222216427326202, 0.3101603388786316, 0.19083963334560394, 0.33777767419815063, 0.7070705890655518, 0.4410255253314972, 0.19565211236476898, 0.4599998891353607, 0.4315788447856903, 0.4210525453090668, 0.238805890083313, 0.3800903856754303, 0.3465345501899719, 0.4903845191001892, 0.30851057171821594, 0.2234041839838028, 0.6999998688697815, 0.45360812544822693, 0.36619704961776733, 0.3428570628166199, 0.18279562890529633, 0.445652037858963 ], "time": 39.24448423832655, "param": null }, { "epoch": 133, "train_loss": 0.005016761366277933, "val_loss": 2.886793851852417, "acc": 39.79, "f1": [ 0.7216493487358093, 0.48214277625083923, 0.30275216698646545, 0.19780214130878448, 0.2347417026758194, 0.29074883460998535, 0.38139525055885315, 0.4221104085445404, 0.45161277055740356, 0.5396823883056641, 0.20238088071346283, 0.26881712675094604, 0.3809523284435272, 0.3060108423233032, 0.2906976044178009, 0.22680403292179108, 0.43715834617614746, 0.5365853309631348, 0.33802807331085205, 0.3157893717288971, 0.6732671856880188, 0.5662099123001099, 0.3542855978012085, 0.5517240166664124, 0.6376810669898987, 0.27322396636009216, 0.28712859749794006, 0.21890540421009064, 0.5876287817955017, 0.3736262619495392, 0.40579700469970703, 0.3195875287055969, 0.34042540192604065, 0.39090898633003235, 0.3272726535797119, 0.22549012303352356, 0.40659332275390625, 0.2488478720188141, 0.22857137024402618, 0.5825241804122925, 0.40404030680656433, 0.6176469922065735, 0.3133639991283417, 0.3823528587818146, 0.20792071521282196, 0.23036640882492065, 0.2758619785308838, 0.49999988079071045, 0.6095237135887146, 0.40404030680656433, 0.2099999338388443, 0.3692306876182556, 0.5350876450538635, 0.6055043935775757, 0.4884791076183319, 0.13636356592178345, 0.46938762068748474, 0.3999998867511749, 0.5549736618995667, 0.3743841052055359, 0.7393363118171692, 0.5212765336036682, 0.5118482112884521, 0.4083768427371979, 0.22459883987903595, 0.2692306935787201, 0.22916659712791443, 0.2694299519062042, 0.7109003663063049, 0.6600984334945679, 0.46874985098838806, 0.568720281124115, 0.13636356592178345, 0.39810416102409363, 0.2577318847179413, 0.6562498807907104, 0.6372547745704651, 0.1989527940750122, 0.21568621695041656, 0.30851057171821594, 0.1940927654504776, 0.31818172335624695, 0.7219511270523071, 0.45918354392051697, 0.20105813443660736, 0.4607841968536377, 0.445652037858963, 0.41628947854042053, 0.24271836876869202, 0.38626599311828613, 0.3365383446216583, 0.48401811718940735, 0.31284910440444946, 0.23529404401779175, 0.7115383744239807, 0.4656083285808563, 0.3517586886882782, 0.3398057222366333, 0.17142851650714874, 0.445652037858963 ], "time": 39.24881083518267, "param": null }, { "epoch": 134, "train_loss": 0.0032299088779836893, "val_loss": 2.8059020042419434, "acc": 39.89, "f1": [ 0.7368419766426086, 0.47963786125183105, 0.309859037399292, 0.20512813329696655, 0.246575266122818, 0.28318578004837036, 0.40740731358528137, 0.4226802885532379, 0.4545453190803528, 0.5177663564682007, 0.20858889818191528, 0.2681563198566437, 0.3798881769180298, 0.3101603388786316, 0.2923975884914398, 0.2211054563522339, 0.4491977095603943, 0.5339804887771606, 0.34862375259399414, 0.32291656732559204, 0.697435736656189, 0.5378149747848511, 0.3771427571773529, 0.5497629642486572, 0.6411482095718384, 0.27173903584480286, 0.29319363832473755, 0.22857137024402618, 0.602040708065033, 0.3820223808288574, 0.3923443853855133, 0.3118278682231903, 0.3157894015312195, 0.3999999165534973, 0.32456132769584656, 0.22857137024402618, 0.39130425453186035, 0.2571427524089813, 0.23076917231082916, 0.5671641230583191, 0.4232803285121918, 0.6169153451919556, 0.3285022974014282, 0.37864065170288086, 0.2010049670934677, 0.2211054563522339, 0.2793295085430145, 0.5136610269546509, 0.6139533519744873, 0.3957218527793884, 0.2054053246974945, 0.36956506967544556, 0.5357142090797424, 0.6139533519744873, 0.4953269362449646, 0.14207643270492554, 0.4899998903274536, 0.40579700469970703, 0.5520831942558289, 0.3743841052055359, 0.7368419766426086, 0.5268816351890564, 0.49019595980644226, 0.3894736170768738, 0.2233501821756363, 0.27102795243263245, 0.2485874742269516, 0.26395928859710693, 0.7177032232284546, 0.6403939127922058, 0.46632111072540283, 0.5741626024246216, 0.14736837148666382, 0.38888880610466003, 0.2580644488334656, 0.6631014943122864, 0.6267279982566833, 0.20512813329696655, 0.2176164984703064, 0.30939218401908875, 0.18326687812805176, 0.3211008310317993, 0.7179486155509949, 0.46231144666671753, 0.2054053246974945, 0.4666665494441986, 0.43850257992744446, 0.4239630401134491, 0.23232315480709076, 0.4018263518810272, 0.3474177420139313, 0.4788731336593628, 0.3141360282897949, 0.251308798789978, 0.7142855525016785, 0.44554442167282104, 0.36619704961776733, 0.3636362552642822, 0.1729728877544403, 0.45054933428764343 ], "time": 39.39989840332419, "param": null }, { "epoch": 135, "train_loss": 0.0034657767973840237, "val_loss": 3.0378527641296387, "acc": 39.67, "f1": [ 0.7329840660095215, 0.48598119616508484, 0.30555546283721924, 0.21538454294204712, 0.24509796500205994, 0.2883720099925995, 0.38139525055885315, 0.41269823908805847, 0.44776105880737305, 0.534031331539154, 0.2117646485567093, 0.2681563198566437, 0.36269423365592957, 0.32820504903793335, 0.32558128237724304, 0.22680403292179108, 0.4432430863380432, 0.5352111458778381, 0.3428570628166199, 0.3351350426673889, 0.7046630382537842, 0.5431033372879028, 0.34883710741996765, 0.5454543828964233, 0.6439023613929749, 0.28571417927742004, 0.2944161295890808, 0.23115570843219757, 0.5918366312980652, 0.3736262619495392, 0.4059404730796814, 0.2983424663543701, 0.3091786503791809, 0.3942306339740753, 0.33035704493522644, 0.23350247740745544, 0.39325833320617676, 0.2488037496805191, 0.22535204887390137, 0.5686272978782654, 0.3999998867511749, 0.6078430414199829, 0.3097344636917114, 0.3842363655567169, 0.19999992847442627, 0.22916659712791443, 0.2696628272533417, 0.5106381177902222, 0.6057690978050232, 0.41269823908805847, 0.20408155024051666, 0.3775508999824524, 0.5240174531936646, 0.5990782380104065, 0.49523797631263733, 0.1333332657814026, 0.4607841968536377, 0.39810416102409363, 0.5549736618995667, 0.36619704961776733, 0.7464112639427185, 0.5054942965507507, 0.5142855644226074, 0.3763439953327179, 0.20792071521282196, 0.27551010251045227, 0.23157887160778046, 0.2694299519062042, 0.7087377309799194, 0.6376810669898987, 0.46874985098838806, 0.5607475638389587, 0.16216209530830383, 0.3696681261062622, 0.2699999213218689, 0.6528496146202087, 0.6448596715927124, 0.19689112901687622, 0.22105254232883453, 0.327868789434433, 0.17910440266132355, 0.33333325386047363, 0.7093595266342163, 0.4599998891353607, 0.1914892941713333, 0.4593299925327301, 0.45054933428764343, 0.41048023104667664, 0.22680403292179108, 0.39130425453186035, 0.33497530221939087, 0.48076915740966797, 0.3043477535247803, 0.22797919809818268, 0.7102801203727722, 0.45226117968559265, 0.3592231869697571, 0.3428570628166199, 0.18285706639289856, 0.4408600926399231 ], "time": 39.39780023135245, "param": null }, { "epoch": 136, "train_loss": 0.0032328099478036165, "val_loss": 2.8053245544433594, "acc": 40.01, "f1": [ 0.7446807622909546, 0.4930231273174286, 0.30331745743751526, 0.19209031760692596, 0.24413138628005981, 0.2782607972621918, 0.38914018869400024, 0.43298953771591187, 0.46376800537109375, 0.5494503974914551, 0.20858889818191528, 0.2722512185573578, 0.38144323229789734, 0.30270257592201233, 0.31818172335624695, 0.2436547577381134, 0.4565216302871704, 0.5566036701202393, 0.33816415071487427, 0.3157893717288971, 0.6903551816940308, 0.5663716197013855, 0.37777766585350037, 0.5658535361289978, 0.6197181344032288, 0.27173903584480286, 0.3135133981704712, 0.23041465878486633, 0.5989846587181091, 0.3736262619495392, 0.40579700469970703, 0.33333322405815125, 0.3316061198711395, 0.40394076704978943, 0.31627896428108215, 0.23300965130329132, 0.3934425115585327, 0.2368420511484146, 0.22999992966651917, 0.5742572546005249, 0.4324323236942291, 0.6078430414199829, 0.2991451919078827, 0.39999985694885254, 0.20304562151432037, 0.23350247740745544, 0.28571420907974243, 0.5136610269546509, 0.6028706431388855, 0.4210525155067444, 0.193548321723938, 0.38775497674942017, 0.5350876450538635, 0.6139533519744873, 0.4753361940383911, 0.15135130286216736, 0.4824119210243225, 0.4120602011680603, 0.5492226481437683, 0.38190943002700806, 0.742857038974762, 0.5081079602241516, 0.5118482112884521, 0.40206170082092285, 0.22325573861598969, 0.2692306935787201, 0.23913034796714783, 0.2795697748661041, 0.7149757146835327, 0.6432158946990967, 0.47368407249450684, 0.579710066318512, 0.1846153289079666, 0.36815908551216125, 0.2786068916320801, 0.6358972787857056, 0.6368157267570496, 0.19999991357326508, 0.20105813443660736, 0.3111110329627991, 0.18532812595367432, 0.3274335563182831, 0.727272629737854, 0.45685264468193054, 0.20304562151432037, 0.452830046415329, 0.4301074147224426, 0.4205606281757355, 0.2403845638036728, 0.3982299864292145, 0.3365383446216583, 0.4854367673397064, 0.32258057594299316, 0.23529404401779175, 0.7019230127334595, 0.4599998891353607, 0.3804876506328583, 0.36190465092658997, 0.17112290859222412, 0.4361701011657715 ], "time": 39.39308657031506, "param": null }, { "epoch": 137, "train_loss": 0.003262154059484601, "val_loss": 2.7950046062469482, "acc": 39.73, "f1": [ 0.7407405972480774, 0.488262802362442, 0.3184078335762024, 0.20105813443660736, 0.25233638286590576, 0.28820955753326416, 0.3831774890422821, 0.4210525155067444, 0.46534639596939087, 0.559139609336853, 0.19999994337558746, 0.2622949779033661, 0.38541653752326965, 0.3147207200527191, 0.30952370166778564, 0.22680403292179108, 0.44198882579803467, 0.5308055877685547, 0.31999990344047546, 0.3208555281162262, 0.6903551816940308, 0.5495494604110718, 0.3555554449558258, 0.5560973882675171, 0.6439023613929749, 0.2702701687812805, 0.29743579030036926, 0.23188398778438568, 0.595959484577179, 0.36956506967544556, 0.3999999165534973, 0.3232322335243225, 0.33333325386047363, 0.387096643447876, 0.3348415493965149, 0.23350247740745544, 0.40217384696006775, 0.24107137322425842, 0.22966498136520386, 0.5812807083129883, 0.40404030680656433, 0.6358972787857056, 0.31818172335624695, 0.38497641682624817, 0.20388342440128326, 0.21621613204479218, 0.2906976044178009, 0.49999988079071045, 0.6116504073143005, 0.3917524814605713, 0.2054053246974945, 0.3794870972633362, 0.5286343097686768, 0.6168223023414612, 0.4837207794189453, 0.14893612265586853, 0.46534639596939087, 0.3999998867511749, 0.5473682880401611, 0.3838382363319397, 0.7333331108093262, 0.5052630305290222, 0.5073169469833374, 0.39130425453186035, 0.208791121840477, 0.2673266530036926, 0.21874994039535522, 0.26262614130973816, 0.7014216780662537, 0.6372547745704651, 0.46632111072540283, 0.5714284777641296, 0.1612902730703354, 0.36633655428886414, 0.251428484916687, 0.649484395980835, 0.6411482095718384, 0.21874994039535522, 0.22330091893672943, 0.3135133981704712, 0.1912349909543991, 0.3362830877304077, 0.6857141852378845, 0.44559577107429504, 0.19689112901687622, 0.44651150703430176, 0.4469272196292877, 0.4186045527458191, 0.24154582619667053, 0.38626599311828613, 0.33502528071403503, 0.47963786125183105, 0.32258057594299316, 0.2065216600894928, 0.7037035822868347, 0.45360812544822693, 0.3636362552642822, 0.3441859781742096, 0.1748633086681366, 0.4491977095603943 ], "time": 39.21440136153251, "param": null }, { "epoch": 138, "train_loss": 0.0034149077255278826, "val_loss": 2.9692533016204834, "acc": 39.89, "f1": [ 0.7526880502700806, 0.5023254752159119, 0.31067952513694763, 0.19565211236476898, 0.2524271011352539, 0.28820955753326416, 0.3943660855293274, 0.42639580368995667, 0.4579438269138336, 0.5513511896133423, 0.20359273254871368, 0.2673795819282532, 0.3809523284435272, 0.3111110329627991, 0.30588221549987793, 0.24870456755161285, 0.44444429874420166, 0.5437787175178528, 0.31627896428108215, 0.3276835083961487, 0.6938773989677429, 0.5570775270462036, 0.36065563559532166, 0.5686272978782654, 0.6380951404571533, 0.28415289521217346, 0.2871793806552887, 0.23414628207683563, 0.582914412021637, 0.38888877630233765, 0.38888880610466003, 0.3135133981704712, 0.33333322405815125, 0.3707316219806671, 0.33333325386047363, 0.22772268950939178, 0.39560428261756897, 0.24413138628005981, 0.22966498136520386, 0.5812807083129883, 0.390243798494339, 0.619999885559082, 0.28571420907974243, 0.37681150436401367, 0.211055189371109, 0.2288556545972824, 0.2824857831001282, 0.49729716777801514, 0.6086955666542053, 0.40206170082092285, 0.18378373980522156, 0.38341957330703735, 0.5315313935279846, 0.6082947254180908, 0.4953269362449646, 0.14207643270492554, 0.46874985098838806, 0.40384599566459656, 0.5520831942558289, 0.3707316219806671, 0.7452828288078308, 0.4974091649055481, 0.5116277933120728, 0.39603951573371887, 0.2234041839838028, 0.2727271616458893, 0.24580998718738556, 0.27083322405815125, 0.7009344696998596, 0.6467660069465637, 0.47916653752326965, 0.568720281124115, 0.14130428433418274, 0.3942306339740753, 0.25274714827537537, 0.6528496146202087, 0.6445496082305908, 0.20202013850212097, 0.2075471132993698, 0.30851057171821594, 0.18032780289649963, 0.3394494354724884, 0.7149757146835327, 0.4489794969558716, 0.194871723651886, 0.4666665494441986, 0.425531804561615, 0.42253509163856506, 0.23469379544258118, 0.40350866317749023, 0.35820886492729187, 0.4811319410800934, 0.3351350426673889, 0.22222213447093964, 0.6976743340492249, 0.46632111072540283, 0.3714284896850586, 0.35294109582901, 0.18181811273097992, 0.4269661605358124 ], "time": 39.35361217614263, "param": null }, { "epoch": 139, "train_loss": 0.0032526575960218906, "val_loss": 2.825967788696289, "acc": 39.94, "f1": [ 0.7216493487358093, 0.4886876940727234, 0.31730762124061584, 0.19689112901687622, 0.24999991059303284, 0.2746780216693878, 0.3943660855293274, 0.43749991059303284, 0.4622640609741211, 0.5306121110916138, 0.22093015909194946, 0.2694299519062042, 0.38541653752326965, 0.3157893717288971, 0.32369929552078247, 0.22916659712791443, 0.4491977095603943, 0.5463413596153259, 0.3157894015312195, 0.32222211360931396, 0.7040814757347107, 0.5638765096664429, 0.38043469190597534, 0.5560973882675171, 0.6346153020858765, 0.2765956223011017, 0.2815532982349396, 0.23584897816181183, 0.5948716402053833, 0.3736262619495392, 0.40384599566459656, 0.3068782389163971, 0.3299999237060547, 0.3904760777950287, 0.3363635540008545, 0.236453115940094, 0.39778995513916016, 0.24413138628005981, 0.2376236915588379, 0.5812807083129883, 0.4123710095882416, 0.619999885559082, 0.300884872674942, 0.37999987602233887, 0.1938774734735489, 0.22549012303352356, 0.2873562276363373, 0.4999998211860657, 0.6074764728546143, 0.4021162986755371, 0.19565211236476898, 0.38541653752326965, 0.5309733152389526, 0.6139533519744873, 0.4907405972480774, 0.1494252234697342, 0.47524741291999817, 0.40579700469970703, 0.5638296604156494, 0.3917524814605713, 0.7464112639427185, 0.5053762197494507, 0.5024153590202332, 0.4123710095882416, 0.22702695429325104, 0.26341456174850464, 0.23655906319618225, 0.2722512185573578, 0.7042252421379089, 0.6439023613929749, 0.46874985098838806, 0.5714284777641296, 0.14130428433418274, 0.38095229864120483, 0.2769230008125305, 0.6632122993469238, 0.6570047736167908, 0.2010049670934677, 0.19689112901687622, 0.2999999225139618, 0.18677033483982086, 0.34389129281044006, 0.7199999094009399, 0.4489794969558716, 0.20304562151432037, 0.4607841968536377, 0.42780739068984985, 0.4259258210659027, 0.22660093009471893, 0.3879309296607971, 0.34343424439430237, 0.4951455295085907, 0.3060108423233032, 0.22222213447093964, 0.6981130838394165, 0.44554442167282104, 0.364531934261322, 0.3398057222366333, 0.18181811273097992, 0.45263150334358215 ], "time": 39.26620145980269, "param": null }, { "epoch": 140, "train_loss": 0.0033378240186721087, "val_loss": 2.8094534873962402, "acc": 39.89, "f1": [ 0.7434553503990173, 0.4907405972480774, 0.3084576427936554, 0.180851012468338, 0.26046502590179443, 0.28318578004837036, 0.3800903856754303, 0.42708319425582886, 0.46938762068748474, 0.5388599634170532, 0.23030294477939606, 0.26666656136512756, 0.38251355290412903, 0.329670250415802, 0.32941165566444397, 0.24083760380744934, 0.4408600926399231, 0.5283017754554749, 0.32579174637794495, 0.32584258913993835, 0.697435736656189, 0.5624998807907104, 0.37158459424972534, 0.5533979535102844, 0.6376810669898987, 0.2736841142177582, 0.2901553809642792, 0.238805890083313, 0.5899998545646667, 0.3736262619495392, 0.3999998867511749, 0.30107519030570984, 0.331707239151001, 0.38862547278404236, 0.3348836302757263, 0.2371133416891098, 0.40641695261001587, 0.24299058318138123, 0.236453115940094, 0.5699998736381531, 0.39603951573371887, 0.6262625455856323, 0.31050220131874084, 0.372548907995224, 0.18999992311000824, 0.22999992966651917, 0.2873562276363373, 0.4999998211860657, 0.6066349744796753, 0.3979056477546692, 0.193548321723938, 0.38144323229789734, 0.5217390656471252, 0.6063346862792969, 0.4930231273174286, 0.1452513188123703, 0.474226713180542, 0.40579700469970703, 0.5483869910240173, 0.3980098366737366, 0.7393363118171692, 0.5026176571846008, 0.5140186548233032, 0.3979056477546692, 0.21428564190864563, 0.26086950302124023, 0.23655906319618225, 0.26395928859710693, 0.7177032232284546, 0.6403939127922058, 0.46632111072540283, 0.5769229531288147, 0.1379309743642807, 0.37499985098838806, 0.24864855408668518, 0.6458331942558289, 0.6448596715927124, 0.20833326876163483, 0.22660093009471893, 0.3135133981704712, 0.18032780289649963, 0.32558128237724304, 0.7121950387954712, 0.46231144666671753, 0.20192298293113708, 0.46153831481933594, 0.43956032395362854, 0.40178558230400085, 0.23414628207683563, 0.38961026072502136, 0.3383083641529083, 0.48598119616508484, 0.320441871881485, 0.23157887160778046, 0.7064219117164612, 0.4607841968536377, 0.36619704961776733, 0.3365383446216583, 0.18279562890529633, 0.43850257992744446 ], "time": 39.48104255646467, "param": null }, { "epoch": 141, "train_loss": 0.003468992654234171, "val_loss": 2.910074472427368, "acc": 40.03, "f1": [ 0.7407405972480774, 0.4999999403953552, 0.3084576427936554, 0.1989527940750122, 0.2524271011352539, 0.28193822503089905, 0.387096643447876, 0.43298953771591187, 0.45248857140541077, 0.5502644181251526, 0.2208588421344757, 0.27322396636009216, 0.39153432846069336, 0.3169397711753845, 0.3295453190803528, 0.23157887160778046, 0.4469272196292877, 0.5405403971672058, 0.32075464725494385, 0.314606636762619, 0.6938773989677429, 0.5504586100578308, 0.3542855978012085, 0.5686272978782654, 0.6442306041717529, 0.2797926664352417, 0.30097079277038574, 0.238805890083313, 0.6041665077209473, 0.3798881769180298, 0.3999998867511749, 0.3101603388786316, 0.3269230127334595, 0.3904760777950287, 0.33333325386047363, 0.2436547577381134, 0.39784935116767883, 0.2488888055086136, 0.22535204887390137, 0.5899998545646667, 0.41884803771972656, 0.6358972787857056, 0.3083699643611908, 0.3636362552642822, 0.2072538137435913, 0.2127658873796463, 0.2890172600746155, 0.5026736855506897, 0.6037734746932983, 0.41269823908805847, 0.19889496266841888, 0.3775508999824524, 0.5217390656471252, 0.6261681318283081, 0.4884791076183319, 0.14364632964134216, 0.4924621880054474, 0.4093022048473358, 0.5416665077209473, 0.3842363655567169, 0.741783857345581, 0.5240640044212341, 0.4950493574142456, 0.3979056477546692, 0.21390368044376373, 0.26600977778434753, 0.2234041839838028, 0.26804113388061523, 0.7184464335441589, 0.6470587849617004, 0.47368407249450684, 0.5714284777641296, 0.1333332657814026, 0.37623751163482666, 0.28272244334220886, 0.649484395980835, 0.6439023613929749, 0.210526242852211, 0.21428564190864563, 0.30939218401908875, 0.19011402130126953, 0.35023030638694763, 0.7087377309799194, 0.45226117968559265, 0.1835748255252838, 0.4792625606060028, 0.43956032395362854, 0.4292682111263275, 0.24120594561100006, 0.3982299864292145, 0.345177561044693, 0.48401811718940735, 0.3135133981704712, 0.23655906319618225, 0.6794257164001465, 0.4545453190803528, 0.3619908392429352, 0.3594468832015991, 0.1729728877544403, 0.4491977095603943 ], "time": 39.32480360660702, "param": null }, { "epoch": 142, "train_loss": 0.0036447716411203146, "val_loss": 2.813135862350464, "acc": 40.07, "f1": [ 0.7407405972480774, 0.4907405972480774, 0.29951682686805725, 0.18947362899780273, 0.2524271011352539, 0.2895926535129547, 0.39252325892448425, 0.42931926250457764, 0.46376800537109375, 0.5380709171295166, 0.21686740219593048, 0.27173903584480286, 0.38541653752326965, 0.33333322405815125, 0.33333319425582886, 0.238805890083313, 0.4623654782772064, 0.5283017754554749, 0.32075464725494385, 0.3351350426673889, 0.7040814757347107, 0.5791853666305542, 0.35955044627189636, 0.5603863000869751, 0.6291078925132751, 0.2810809910297394, 0.29523801803588867, 0.24154582619667053, 0.5899998545646667, 0.3736262619495392, 0.4077668786048889, 0.32989683747291565, 0.33497530221939087, 0.3942306339740753, 0.346320241689682, 0.2371133416891098, 0.3999999165534973, 0.2524271011352539, 0.24120594561100006, 0.5728641748428345, 0.4123710095882416, 0.6458331942558289, 0.2931033670902252, 0.36893191933631897, 0.19791658222675323, 0.2176164984703064, 0.28571420907974243, 0.5108694434165955, 0.5860464572906494, 0.4021162986755371, 0.19672125577926636, 0.37499991059303284, 0.5321887135505676, 0.6238530874252319, 0.4907405972480774, 0.15555550158023834, 0.4795917272567749, 0.3923443853855133, 0.5513511896133423, 0.3738316595554352, 0.742857038974762, 0.5026736855506897, 0.5048542022705078, 0.38775497674942017, 0.23280414938926697, 0.25352105498313904, 0.21428564190864563, 0.2751321792602539, 0.6981130838394165, 0.6467660069465637, 0.47368407249450684, 0.5660375952720642, 0.16494840383529663, 0.3609755337238312, 0.2686566412448883, 0.6597937345504761, 0.6445496082305908, 0.210526242852211, 0.2054053246974945, 0.29508185386657715, 0.18699179589748383, 0.34234222769737244, 0.7156862020492554, 0.4646463394165039, 0.20430098474025726, 0.4622640609741211, 0.44444432854652405, 0.436893105506897, 0.23584897816181183, 0.40174663066864014, 0.35532984137535095, 0.4666665494441986, 0.320441871881485, 0.2173912227153778, 0.6981130838394165, 0.467661589384079, 0.3653844892978668, 0.3594468832015991, 0.19047614932060242, 0.44210511445999146 ], "time": 39.23326061759144, "param": null }, { "epoch": 143, "train_loss": 0.0034489247482270002, "val_loss": 2.8630378246307373, "acc": 39.91, "f1": [ 0.7473682165145874, 0.492890864610672, 0.31067952513694763, 0.19565211236476898, 0.2525251507759094, 0.2731276750564575, 0.387096643447876, 0.41666656732559204, 0.46153831481933594, 0.5333331823348999, 0.21951214969158173, 0.26373615860939026, 0.36633655428886414, 0.31249991059303284, 0.31638407707214355, 0.2404370754957199, 0.42857128381729126, 0.5384615063667297, 0.3248729705810547, 0.31638407707214355, 0.697435736656189, 0.5727270841598511, 0.3736262619495392, 0.5599998831748962, 0.6411482095718384, 0.28571417927742004, 0.28855711221694946, 0.23232315480709076, 0.5999999046325684, 0.3586955666542053, 0.42156851291656494, 0.29787227511405945, 0.3487178385257721, 0.4075828194618225, 0.35146433115005493, 0.23350247740745544, 0.38674020767211914, 0.24669595062732697, 0.2403845638036728, 0.5728154182434082, 0.4123710095882416, 0.6028706431388855, 0.2991451919078827, 0.37623751163482666, 0.18947362899780273, 0.24509796500205994, 0.2824857831001282, 0.5106381177902222, 0.5887848734855652, 0.42857128381729126, 0.2127658873796463, 0.3692306876182556, 0.5333332419395447, 0.6255922317504883, 0.48214277625083923, 0.14772720634937286, 0.46999987959861755, 0.4077668786048889, 0.5531913042068481, 0.38095229864120483, 0.7464112639427185, 0.4864863455295563, 0.5073169469833374, 0.41340771317481995, 0.22702695429325104, 0.2629106938838959, 0.2288556545972824, 0.28571417927742004, 0.7087377309799194, 0.6280191540718079, 0.4766837954521179, 0.5754715800285339, 0.17801040410995483, 0.37373724579811096, 0.2783504128456116, 0.6526314616203308, 0.6341462135314941, 0.2099446803331375, 0.20388342440128326, 0.32258057594299316, 0.17187494039535522, 0.3448275029659271, 0.7093595266342163, 0.45918354392051697, 0.19999992847442627, 0.4666665494441986, 0.42780739068984985, 0.3999998867511749, 0.23041465878486633, 0.3849371671676636, 0.3265305161476135, 0.4976075291633606, 0.3135133981704712, 0.23463678359985352, 0.6728971004486084, 0.45226117968559265, 0.35643553733825684, 0.3592231869697571, 0.20105813443660736, 0.46874985098838806 ], "time": 39.213711058720946, "param": null }, { "epoch": 144, "train_loss": 0.00332512310706079, "val_loss": 2.846980333328247, "acc": 39.91, "f1": [ 0.7319586277008057, 0.4903845191001892, 0.3091786503791809, 0.1899440735578537, 0.25233638286590576, 0.2962961792945862, 0.38888880610466003, 0.4232803285121918, 0.45631060004234314, 0.559139609336853, 0.21951214969158173, 0.2526314854621887, 0.36633655428886414, 0.3208555281162262, 0.3139533996582031, 0.2371133416891098, 0.44808733463287354, 0.5412842631340027, 0.31279608607292175, 0.324607253074646, 0.7010307908058167, 0.5603446960449219, 0.35483860969543457, 0.5658535361289978, 0.6415093541145325, 0.28415289521217346, 0.2914571762084961, 0.23923437297344208, 0.5812807083129883, 0.37777766585350037, 0.41148313879966736, 0.3084576427936554, 0.33502528071403503, 0.3867923319339752, 0.3580785095691681, 0.24154582619667053, 0.3936169147491455, 0.2612611949443817, 0.22325573861598969, 0.5714284181594849, 0.4123710095882416, 0.6224488615989685, 0.30630621314048767, 0.36893191933631897, 0.20304562151432037, 0.2127658873796463, 0.2674417495727539, 0.5136610269546509, 0.6132074594497681, 0.3999999165534973, 0.19672125577926636, 0.3804876506328583, 0.5350876450538635, 0.622641384601593, 0.49999988079071045, 0.1612902730703354, 0.487046480178833, 0.42512065172195435, 0.5297296643257141, 0.3940885663032532, 0.742857038974762, 0.48888877034187317, 0.5074625611305237, 0.4041449725627899, 0.2256409376859665, 0.26600977778434753, 0.23036640882492065, 0.2722512185573578, 0.7081338167190552, 0.6439023613929749, 0.4656083285808563, 0.579710066318512, 0.14659680426120758, 0.3714284896850586, 0.26041656732559204, 0.6528496146202087, 0.6502462029457092, 0.2099446803331375, 0.20895515382289886, 0.2937852144241333, 0.19685034453868866, 0.3421051502227783, 0.7058822512626648, 0.4646463394165039, 0.20487797260284424, 0.4579438269138336, 0.44943806529045105, 0.41284388303756714, 0.2167486995458603, 0.3964756429195404, 0.34999990463256836, 0.4666665494441986, 0.327868789434433, 0.21978014707565308, 0.6886791586875916, 0.45685264468193054, 0.36448585987091064, 0.35071080923080444, 0.17877088487148285, 0.43715834617614746 ], "time": 39.327895337715745, "param": null }, { "epoch": 145, "train_loss": 0.003374841995537281, "val_loss": 2.919072151184082, "acc": 40.03, "f1": [ 0.7486629486083984, 0.4930231273174286, 0.30999991297721863, 0.1729728877544403, 0.23809516429901123, 0.28085100650787354, 0.4036695957183838, 0.4162435233592987, 0.48039206862449646, 0.5196077227592468, 0.22485199570655823, 0.2702701687812805, 0.38541653752326965, 0.33333325386047363, 0.31034475564956665, 0.2256409376859665, 0.4516127407550812, 0.5488370656967163, 0.3317534327507019, 0.3314915895462036, 0.6938773989677429, 0.5739909410476685, 0.35955044627189636, 0.5544553399085999, 0.6261681318283081, 0.2696628272533417, 0.28999990224838257, 0.24615377187728882, 0.5728641748428345, 0.3675675094127655, 0.4095236659049988, 0.3147207200527191, 0.3285022974014282, 0.3696681261062622, 0.3376622498035431, 0.2376236915588379, 0.4086019992828369, 0.25352105498313904, 0.21524657309055328, 0.5870645046234131, 0.4145076870918274, 0.6358972787857056, 0.3083699643611908, 0.38144323229789734, 0.18905465304851532, 0.210526242852211, 0.2934781610965729, 0.5081079602241516, 0.6132074594497681, 0.4021162986755371, 0.19251330196857452, 0.3838382363319397, 0.5357142090797424, 0.6320753693580627, 0.492890864610672, 0.14285707473754883, 0.4851484000682831, 0.4056602716445923, 0.5561496019363403, 0.3959389626979828, 0.7488149404525757, 0.5026736855506897, 0.49019595980644226, 0.4044942855834961, 0.2256409376859665, 0.2571427524089813, 0.24999991059303284, 0.2736841142177582, 0.7014216780662537, 0.6315788626670837, 0.48453593254089355, 0.5700933337211609, 0.1546391248703003, 0.38862547278404236, 0.27551010251045227, 0.6349205374717712, 0.657142698764801, 0.20408155024051666, 0.18947362899780273, 0.30526304244995117, 0.19379839301109314, 0.3348415493965149, 0.7128711342811584, 0.46938762068748474, 0.19791658222675323, 0.47524741291999817, 0.43956032395362854, 0.4090907871723175, 0.22797919809818268, 0.3982299864292145, 0.35532984137535095, 0.4744184911251068, 0.32222211360931396, 0.23834188282489777, 0.6854459643363953, 0.46999987959861755, 0.37499985098838806, 0.3540668785572052, 0.17877088487148285, 0.4502616822719574 ], "time": 39.47543478291482, "param": null }, { "epoch": 146, "train_loss": 0.003750768257305026, "val_loss": 2.8307459354400635, "acc": 40.07, "f1": [ 0.7319586277008057, 0.48803818225860596, 0.3184078335762024, 0.17801040410995483, 0.2477063536643982, 0.28820955753326416, 0.4077668786048889, 0.4347825050354004, 0.47169798612594604, 0.5473682880401611, 0.2117646485567093, 0.2659573554992676, 0.3894736170768738, 0.326315701007843, 0.3151514232158661, 0.23280414938926697, 0.45263150334358215, 0.5446008443832397, 0.34343424439430237, 0.32804223895072937, 0.7083331942558289, 0.5752211213111877, 0.3626372814178467, 0.5671641230583191, 0.6380951404571533, 0.2793295085430145, 0.2914571762084961, 0.24999991059303284, 0.582914412021637, 0.37158459424972534, 0.39631327986717224, 0.31632643938064575, 0.3286384046077728, 0.38095229864120483, 0.34042543172836304, 0.23232315480709076, 0.4022345542907715, 0.26484012603759766, 0.23300965130329132, 0.5841582417488098, 0.41884803771972656, 0.6424869298934937, 0.3097344636917114, 0.38190943002700806, 0.19587622582912445, 0.21874994039535522, 0.28571420907974243, 0.5108694434165955, 0.5953487157821655, 0.4120602011680603, 0.19459453225135803, 0.3775508999824524, 0.5327510237693787, 0.6291078925132751, 0.4903845191001892, 0.15300540626049042, 0.4824119210243225, 0.4056602716445923, 0.5268816351890564, 0.3861384987831116, 0.7452828288078308, 0.4919784665107727, 0.5120771527290344, 0.39778995513916016, 0.23529404401779175, 0.2464454174041748, 0.23863628506660461, 0.2599999010562897, 0.6981130838394165, 0.6315788626670837, 0.47715723514556885, 0.563380241394043, 0.1641024947166443, 0.3478260338306427, 0.27083322405815125, 0.649484395980835, 0.6350710391998291, 0.21621613204479218, 0.2121211439371109, 0.32258057594299316, 0.1862347573041916, 0.3508771061897278, 0.7019230127334595, 0.4670049846172333, 0.20408155024051666, 0.4541061818599701, 0.43715834617614746, 0.4299064576625824, 0.23469379544258118, 0.40692633390426636, 0.3535352647304535, 0.4811319410800934, 0.31284910440444946, 0.2127658873796463, 0.679245114326477, 0.45320188999176025, 0.35616424679756165, 0.34615373611450195, 0.1868131160736084, 0.4550263583660126 ], "time": 39.415822038426995, "param": null }, { "epoch": 147, "train_loss": 0.0035097114741802216, "val_loss": 2.9012579917907715, "acc": 40.05, "f1": [ 0.7486629486083984, 0.5023254752159119, 0.3084576427936554, 0.18579228222370148, 0.24154582619667053, 0.2820512056350708, 0.3733331859111786, 0.42708319425582886, 0.45714277029037476, 0.5416665077209473, 0.20858889818191528, 0.27173903584480286, 0.38341957330703735, 0.3208555281162262, 0.2976189851760864, 0.22916659712791443, 0.43715834617614746, 0.5412842631340027, 0.31067952513694763, 0.32402223348617554, 0.7040814757347107, 0.5652172565460205, 0.3675675094127655, 0.5572138428688049, 0.6346153020858765, 0.2793295085430145, 0.28571417927742004, 0.25116273760795593, 0.6010361909866333, 0.37158459424972534, 0.403755784034729, 0.3367346227169037, 0.3487178385257721, 0.3999999165534973, 0.33913031220436096, 0.2371133416891098, 0.41340771317481995, 0.2566370666027069, 0.21782170236110687, 0.5853657722473145, 0.41666656732559204, 0.6326529383659363, 0.3097344636917114, 0.3707316219806671, 0.18905465304851532, 0.24120594561100006, 0.2873562276363373, 0.5026736855506897, 0.5963301062583923, 0.40624988079071045, 0.20454540848731995, 0.36649200320243835, 0.5286343097686768, 0.6126124858856201, 0.4711109697818756, 0.15053758025169373, 0.47715723514556885, 0.4056602716445923, 0.5454543828964233, 0.39999985694885254, 0.7488149404525757, 0.4947367310523987, 0.5140186548233032, 0.4046241343021393, 0.2127658873796463, 0.24630534648895264, 0.23529404401779175, 0.2751321792602539, 0.704761803150177, 0.6346153020858765, 0.48453593254089355, 0.5727698802947998, 0.15053758025169373, 0.3557691276073456, 0.26041656732559204, 0.6424869298934937, 0.6666665077209473, 0.2094240039587021, 0.2095237374305725, 0.31284910440444946, 0.193548321723938, 0.35454532504081726, 0.7019230127334595, 0.46231144666671753, 0.2244897186756134, 0.45631060004234314, 0.44808733463287354, 0.41474640369415283, 0.2288556545972824, 0.40350866317749023, 0.3578946590423584, 0.488262802362442, 0.32222211360931396, 0.22105254232883453, 0.6956520080566406, 0.4615383446216583, 0.35185176134109497, 0.3523808717727661, 0.18784524500370026, 0.43850257992744446 ], "time": 39.31384785100818, "param": null }, { "epoch": 148, "train_loss": 0.0035963356494903564, "val_loss": 2.9696083068847656, "acc": 40.07, "f1": [ 0.735751211643219, 0.4953269362449646, 0.30456843972206116, 0.18181811273097992, 0.24528293311595917, 0.28571420907974243, 0.39449530839920044, 0.4232803285121918, 0.4694834351539612, 0.5543476939201355, 0.21556879580020905, 0.26455017924308777, 0.3957218527793884, 0.32124343514442444, 0.30303019285202026, 0.24083760380744934, 0.43956032395362854, 0.5352111458778381, 0.3398057222366333, 0.3351350426673889, 0.7046630382537842, 0.577777624130249, 0.35955044627189636, 0.5588234066963196, 0.6504853367805481, 0.27322396636009216, 0.29268285632133484, 0.2583731412887573, 0.5876287817955017, 0.37158459424972534, 0.4174756109714508, 0.3299999237060547, 0.3267325758934021, 0.39603951573371887, 0.3373492956161499, 0.23834188282489777, 0.3917524814605713, 0.2488037496805191, 0.22549012303352356, 0.5911328792572021, 0.4123710095882416, 0.6231154203414917, 0.30303022265434265, 0.36018943786621094, 0.19801974296569824, 0.23350247740745544, 0.2872926890850067, 0.5136610269546509, 0.6139533519744873, 0.41052618622779846, 0.19672125577926636, 0.3794870972633362, 0.5398228764533997, 0.6355138421058655, 0.492890864610672, 0.1604277491569519, 0.4795917272567749, 0.4112148582935333, 0.5425531268119812, 0.3707316219806671, 0.7393363118171692, 0.49729716777801514, 0.5024629235267639, 0.38461530208587646, 0.2176164984703064, 0.24999991059303284, 0.24719089269638062, 0.2722512185573578, 0.7115383744239807, 0.6407765746116638, 0.4731181561946869, 0.5754715800285339, 0.16326524317264557, 0.37735840678215027, 0.28571420907974243, 0.6387433409690857, 0.666666567325592, 0.211055189371109, 0.19999991357326508, 0.3016759157180786, 0.18333326280117035, 0.3425924777984619, 0.7024388909339905, 0.48205116391181946, 0.2099999338388443, 0.4688993990421295, 0.4408600926399231, 0.42342329025268555, 0.22009563446044922, 0.3964756429195404, 0.33492809534072876, 0.4905658960342407, 0.32258057594299316, 0.24083760380744934, 0.6729856729507446, 0.45685264468193054, 0.36018943786621094, 0.3428570628166199, 0.19889496266841888, 0.4347825050354004 ], "time": 39.01166649442166, "param": null }, { "epoch": 149, "train_loss": 0.003808629931882024, "val_loss": 2.6577298641204834, "acc": 40.02, "f1": [ 0.7513225674629211, 0.49765241146087646, 0.31632643938064575, 0.18181811273097992, 0.2524271011352539, 0.278026819229126, 0.38356152176856995, 0.42931926250457764, 0.45631060004234314, 0.5624998807907104, 0.2208588421344757, 0.26373615860939026, 0.37999987602233887, 0.324607253074646, 0.30409345030784607, 0.24999991059303284, 0.46808499097824097, 0.5164318084716797, 0.3168315887451172, 0.34482747316360474, 0.7120417356491089, 0.5517240166664124, 0.36158180236816406, 0.5507245063781738, 0.6502462029457092, 0.2888887822628021, 0.2871793806552887, 0.2475246638059616, 0.5833332538604736, 0.37777766585350037, 0.4095236659049988, 0.31249991059303284, 0.34449753165245056, 0.38834938406944275, 0.3376622498035431, 0.23115570843219757, 0.40659332275390625, 0.2522521913051605, 0.21698106825351715, 0.5841582417488098, 0.4210525155067444, 0.6231154203414917, 0.31818172335624695, 0.3794870972633362, 0.1773398518562317, 0.2424241602420807, 0.2795697748661041, 0.5106381177902222, 0.5915491580963135, 0.38578668236732483, 0.2065216600894928, 0.38144323229789734, 0.5357142090797424, 0.623255729675293, 0.4799998998641968, 0.15384608507156372, 0.4607328474521637, 0.41474640369415283, 0.5425531268119812, 0.37914684414863586, 0.7368419766426086, 0.4812833070755005, 0.5092591643333435, 0.39130425453186035, 0.22222216427326202, 0.2347417026758194, 0.24598921835422516, 0.2736841142177582, 0.7081338167190552, 0.6346153020858765, 0.48484835028648376, 0.562211811542511, 0.15706801414489746, 0.3540668785572052, 0.2810809910297394, 0.6560845375061035, 0.6476188898086548, 0.20408155024051666, 0.21495321393013, 0.2999999225139618, 0.18257255852222443, 0.3603602349758148, 0.7087377309799194, 0.45544540882110596, 0.2244897186756134, 0.4485980272293091, 0.44198882579803467, 0.4265401363372803, 0.2536584436893463, 0.41666656732559204, 0.35602086782455444, 0.4827585518360138, 0.32432422041893005, 0.2258063703775406, 0.6886791586875916, 0.4577113389968872, 0.36018943786621094, 0.3557691276073456, 0.19565211236476898, 0.446808397769928 ], "time": 39.12388050649315, "param": null }, { "epoch": 150, "train_loss": 0.0034346352331340313, "val_loss": 2.791921615600586, "acc": 39.92, "f1": [ 0.7446807622909546, 0.4907405972480774, 0.3152708411216736, 0.17877088487148285, 0.23853203654289246, 0.27777767181396484, 0.3946187198162079, 0.41935470700263977, 0.46534639596939087, 0.5483869910240173, 0.22222214937210083, 0.2659573554992676, 0.40217384696006775, 0.3186812400817871, 0.32183900475502014, 0.24999991059303284, 0.44808733463287354, 0.5395347476005554, 0.3251230716705322, 0.33333322405815125, 0.6799998879432678, 0.5701355934143066, 0.3575417995452881, 0.561576247215271, 0.6442306041717529, 0.28260859847068787, 0.30051806569099426, 0.2512076497077942, 0.5948716402053833, 0.36956506967544556, 0.41148313879966736, 0.32989683747291565, 0.3267325758934021, 0.3653844892978668, 0.3529410660266876, 0.23350247740745544, 0.39153432846069336, 0.2545453906059265, 0.23255807161331177, 0.5757573843002319, 0.4145076870918274, 0.6262625455856323, 0.30303022265434265, 0.36018943786621094, 0.20512813329696655, 0.2233501821756363, 0.2954544425010681, 0.5164833664894104, 0.6074764728546143, 0.41269823908805847, 0.19672125577926636, 0.3692306876182556, 0.543859601020813, 0.6320753693580627, 0.4818180501461029, 0.15135130286216736, 0.4766837954521179, 0.4072396755218506, 0.5396823883056641, 0.372548907995224, 0.742857038974762, 0.5026736855506897, 0.504761815071106, 0.40217384696006775, 0.21782170236110687, 0.23809516429901123, 0.23469379544258118, 0.2751321792602539, 0.6981130838394165, 0.6407765746116638, 0.47368407249450684, 0.5700933337211609, 0.14130428433418274, 0.38095229864120483, 0.2741115987300873, 0.6417111158370972, 0.6570047736167908, 0.2010049670934677, 0.2072538137435913, 0.3060108423233032, 0.18110232055187225, 0.3425924777984619, 0.7156862020492554, 0.4502616822719574, 0.20304562151432037, 0.4630540609359741, 0.4432430863380432, 0.41474640369415283, 0.2211054563522339, 0.41095879673957825, 0.3301886022090912, 0.4711109697818756, 0.3169397711753845, 0.2256409376859665, 0.6859902143478394, 0.46874985098838806, 0.36792439222335815, 0.34862375259399414, 0.20224712789058685, 0.43956032395362854 ], "time": 39.42249710392207, "param": null }, { "epoch": 151, "train_loss": 0.003556583309546113, "val_loss": 2.705559730529785, "acc": 39.97, "f1": [ 0.7395831346511841, 0.4907405972480774, 0.30999991297721863, 0.18579228222370148, 0.23923437297344208, 0.2895926535129547, 0.38356152176856995, 0.423912912607193, 0.4607841968536377, 0.5578945875167847, 0.22093015909194946, 0.2617800235748291, 0.3959389626979828, 0.3186812400817871, 0.30857133865356445, 0.2444443702697754, 0.46486473083496094, 0.5283017754554749, 0.309859037399292, 0.3314915895462036, 0.7120417356491089, 0.553571343421936, 0.36871495842933655, 0.5588234066963196, 0.6473428606987, 0.2810809910297394, 0.29629620909690857, 0.2512076497077942, 0.5812807083129883, 0.3626372814178467, 0.4236452281475067, 0.331707239151001, 0.3168315887451172, 0.3696681261062622, 0.35964900255203247, 0.23232315480709076, 0.39378228783607483, 0.2521738111972809, 0.2075471132993698, 0.582914412021637, 0.4123710095882416, 0.6169153451919556, 0.30172407627105713, 0.3627450466156006, 0.20105813443660736, 0.23469379544258118, 0.2840908169746399, 0.5081079602241516, 0.6028706431388855, 0.4108106791973114, 0.19565211236476898, 0.3823528587818146, 0.5398228764533997, 0.6285713315010071, 0.4886876940727234, 0.15555550158023834, 0.4766837954521179, 0.39631327986717224, 0.5396823883056641, 0.3880595862865448, 0.7358488440513611, 0.5026736855506897, 0.49999988079071045, 0.39778995513916016, 0.22105254232883453, 0.24271836876869202, 0.22702695429325104, 0.2722512185573578, 0.7014216780662537, 0.6435642242431641, 0.47368407249450684, 0.5700933337211609, 0.16304342448711395, 0.38647329807281494, 0.2783504128456116, 0.6382977366447449, 0.6698563694953918, 0.20833326876163483, 0.2115383893251419, 0.3016759157180786, 0.18032780289649963, 0.3493449091911316, 0.7019230127334595, 0.4585364758968353, 0.2121211439371109, 0.46376800537109375, 0.4347825050354004, 0.4205606281757355, 0.22115376591682434, 0.40178558230400085, 0.3599999248981476, 0.47619035840034485, 0.3169397711753845, 0.23589736223220825, 0.6729856729507446, 0.46874985098838806, 0.35185176134109497, 0.3474177420139313, 0.19889496266841888, 0.4631577730178833 ], "time": 39.36407521367073, "param": null }, { "epoch": 152, "train_loss": 0.003485610708594322, "val_loss": 2.8584744930267334, "acc": 39.94, "f1": [ 0.7513225674629211, 0.49999988079071045, 0.3091786503791809, 0.188888818025589, 0.25112098455429077, 0.2784809470176697, 0.37209296226501465, 0.4226802885532379, 0.46153831481933594, 0.5291004180908203, 0.20930226147174835, 0.251308798789978, 0.40217384696006775, 0.31632643938064575, 0.3068180978298187, 0.24175815284252167, 0.4598929286003113, 0.5283017754554749, 0.31730762124061584, 0.3370785713195801, 0.7120417356491089, 0.5701355934143066, 0.3666665554046631, 0.5599998831748962, 0.6291078925132751, 0.28571417927742004, 0.2686566412448883, 0.25490185618400574, 0.5918366312980652, 0.36464083194732666, 0.4257424473762512, 0.326315701007843, 0.33333322405815125, 0.38834938406944275, 0.35146433115005493, 0.23300965130329132, 0.3874344527721405, 0.26046502590179443, 0.23255807161331177, 0.5970147848129272, 0.41269823908805847, 0.6231154203414917, 0.29787224531173706, 0.3743841052055359, 0.18274106085300446, 0.2234041839838028, 0.27428561449050903, 0.5130888819694519, 0.6008967757225037, 0.41711217164993286, 0.20224712789058685, 0.3654821515083313, 0.5357142090797424, 0.6203702688217163, 0.488262802362442, 0.1612902730703354, 0.4873095452785492, 0.40740731358528137, 0.5284972786903381, 0.3743841052055359, 0.7393363118171692, 0.5026736855506897, 0.5148513317108154, 0.41269823908805847, 0.21390368044376373, 0.23696675896644592, 0.23595495522022247, 0.28260859847068787, 0.7014216780662537, 0.6435642242431641, 0.474226713180542, 0.5922329425811768, 0.15053758025169373, 0.35820886492729187, 0.2887699604034424, 0.6349205374717712, 0.6601940989494324, 0.1990049034357071, 0.20105813443660736, 0.2934781610965729, 0.1925925314426422, 0.3286384046077728, 0.6923075318336487, 0.46999987959861755, 0.22797919809818268, 0.4593299925327301, 0.43850257992744446, 0.42253509163856506, 0.23300965130329132, 0.39111098647117615, 0.331707239151001, 0.48803818225860596, 0.3295453190803528, 0.24120594561100006, 0.6859902143478394, 0.47474732995033264, 0.35748788714408875, 0.35071080923080444, 0.20111726224422455, 0.42857128381729126 ], "time": 39.40578473825008, "param": null }, { "epoch": 153, "train_loss": 0.0034889536909759045, "val_loss": 2.677581548690796, "acc": 39.86, "f1": [ 0.7513225674629211, 0.4976957440376282, 0.3068782389163971, 0.18181811273097992, 0.23589736223220825, 0.28054288029670715, 0.37614670395851135, 0.4242422580718994, 0.4507041275501251, 0.5425531268119812, 0.21714277565479279, 0.2553190290927887, 0.39378228783607483, 0.31914883852005005, 0.31999990344047546, 0.2312137931585312, 0.4516127407550812, 0.5384615063667297, 0.3196346163749695, 0.3406592309474945, 0.7005074620246887, 0.5624998807907104, 0.3707864284515381, 0.5599998831748962, 0.6350710391998291, 0.28260859847068787, 0.2797926664352417, 0.2512076497077942, 0.5699998736381531, 0.3586955666542053, 0.415094256401062, 0.3113206624984741, 0.3402060866355896, 0.367346853017807, 0.3485476076602936, 0.23232315480709076, 0.38541653752326965, 0.2583731412887573, 0.24299058318138123, 0.5853657722473145, 0.4102562665939331, 0.6138612627983093, 0.3097344636917114, 0.3551400303840637, 0.19047614932060242, 0.23280414938926697, 0.290502667427063, 0.5081079602241516, 0.5925924181938171, 0.4108106791973114, 0.208791121840477, 0.36180898547172546, 0.5414846539497375, 0.6350710391998291, 0.48803818225860596, 0.15730330348014832, 0.47474732995033264, 0.4174756109714508, 0.5297296643257141, 0.37999987602233887, 0.7393363118171692, 0.4918031394481659, 0.5074625611305237, 0.4021162986755371, 0.1914892941713333, 0.2464454174041748, 0.23157887160778046, 0.2765956223011017, 0.6981130838394165, 0.653658390045166, 0.4923075735569, 0.5727698802947998, 0.1554403454065323, 0.3653844892978668, 0.2812499403953552, 0.6217615604400635, 0.6499998569488525, 0.21649475395679474, 0.20264311134815216, 0.3118278682231903, 0.18699179589748383, 0.3406112492084503, 0.7019230127334595, 0.47236168384552, 0.2094240039587021, 0.45544540882110596, 0.4432430863380432, 0.4265401363372803, 0.23300965130329132, 0.40358731150627136, 0.345177561044693, 0.47846877574920654, 0.3118278682231903, 0.21874994039535522, 0.6666665077209473, 0.467661589384079, 0.3425924777984619, 0.3495144844055176, 0.19999992847442627, 0.4574466943740845 ], "time": 39.177299469709396, "param": null }, { "epoch": 154, "train_loss": 0.0033349927980452776, "val_loss": 2.8967173099517822, "acc": 39.87, "f1": [ 0.7319586277008057, 0.49090901017189026, 0.2941175699234009, 0.19318175315856934, 0.23041465878486633, 0.28444433212280273, 0.3904760777950287, 0.42780739068984985, 0.4585364758968353, 0.559139609336853, 0.22093015909194946, 0.2617800235748291, 0.39560428261756897, 0.30851057171821594, 0.31764698028564453, 0.2430938482284546, 0.46808499097824097, 0.5333331823348999, 0.3121950626373291, 0.34254133701324463, 0.7046630382537842, 0.5565216541290283, 0.36464083194732666, 0.561576247215271, 0.6380951404571533, 0.2810809910297394, 0.2886596620082855, 0.26086950302124023, 0.582914412021637, 0.37499991059303284, 0.4257424473762512, 0.3232322335243225, 0.3419688045978546, 0.38775497674942017, 0.3453814387321472, 0.23280414938926697, 0.39195966720581055, 0.2571427524089813, 0.22222214937210083, 0.5699998736381531, 0.4210525155067444, 0.6108372807502747, 0.3111110329627991, 0.35748788714408875, 0.18749994039535522, 0.22105254232883453, 0.27118635177612305, 0.5189187526702881, 0.5833331942558289, 0.41935470700263977, 0.19999991357326508, 0.37373724579811096, 0.5374448299407959, 0.6261681318283081, 0.49999988079071045, 0.14606735110282898, 0.47916653752326965, 0.4186045527458191, 0.5263156890869141, 0.3979056477546692, 0.7368419766426086, 0.4808742105960846, 0.5096152424812317, 0.3874344527721405, 0.2061854749917984, 0.23744283616542816, 0.23529404401779175, 0.2741115987300873, 0.704761803150177, 0.6473428606987, 0.46874985098838806, 0.5809522867202759, 0.16580304503440857, 0.3669723868370056, 0.2673266530036926, 0.6282721161842346, 0.6602869629859924, 0.2116401493549347, 0.19905206561088562, 0.3016759157180786, 0.18461531400680542, 0.3269230127334595, 0.7164177894592285, 0.46999987959861755, 0.22105254232883453, 0.45631060004234314, 0.45555540919303894, 0.42201822996139526, 0.21698106825351715, 0.4072396755218506, 0.33333322405815125, 0.4834122061729431, 0.32183900475502014, 0.2021275758743286, 0.6824643611907959, 0.47474732995033264, 0.3436122238636017, 0.3703702688217163, 0.18181811273097992, 0.43850257992744446 ], "time": 39.1897304430604, "param": null }, { "epoch": 155, "train_loss": 0.003479896578937769, "val_loss": 2.8699347972869873, "acc": 39.99, "f1": [ 0.7473682165145874, 0.49765241146087646, 0.30150744318962097, 0.1777777075767517, 0.23963125050067902, 0.2723403573036194, 0.38497641682624817, 0.41935470700263977, 0.4780486822128296, 0.5416665077209473, 0.2105262726545334, 0.2622949779033661, 0.40206170082092285, 0.3208555281162262, 0.29940110445022583, 0.2446807622909546, 0.4516127407550812, 0.5238093733787537, 0.336633563041687, 0.3389829397201538, 0.7195766568183899, 0.5614033937454224, 0.3586955666542053, 0.561576247215271, 0.653658390045166, 0.2872926890850067, 0.28571420907974243, 0.2536584436893463, 0.5876287817955017, 0.3798881769180298, 0.4174756109714508, 0.32291656732559204, 0.3300969898700714, 0.37499985098838806, 0.3456788957118988, 0.23834188282489777, 0.38974347710609436, 0.26341456174850464, 0.21256029605865479, 0.5841582417488098, 0.40609124302864075, 0.6169153451919556, 0.3167419731616974, 0.3609755337238312, 0.19417467713356018, 0.22222213447093964, 0.28571420907974243, 0.5161289572715759, 0.5953487157821655, 0.39999985694885254, 0.19889496266841888, 0.3743841052055359, 0.5545453429222107, 0.6261681318283081, 0.4976957440376282, 0.14606735110282898, 0.4799998700618744, 0.4090907871723175, 0.5376343131065369, 0.3899998664855957, 0.7393363118171692, 0.48936155438423157, 0.5192306637763977, 0.40624988079071045, 0.20792071521282196, 0.24875615537166595, 0.24598921835422516, 0.2751321792602539, 0.707547128200531, 0.6407765746116638, 0.4787232577800751, 0.562211811542511, 0.15384609997272491, 0.37864065170288086, 0.2812499403953552, 0.6310158967971802, 0.6635069251060486, 0.210526242852211, 0.2010049670934677, 0.3076922297477722, 0.17808213829994202, 0.34389129281044006, 0.6952379941940308, 0.46231144666671753, 0.21890540421009064, 0.45918354392051697, 0.4408600926399231, 0.41818171739578247, 0.22660093009471893, 0.40178558230400085, 0.3469386696815491, 0.4976075291633606, 0.3152172863483429, 0.22916659712791443, 0.6824643611907959, 0.4646463394165039, 0.3474177420139313, 0.35643553733825684, 0.19459453225135803, 0.446808397769928 ], "time": 39.486204074695706, "param": null }, { "epoch": 156, "train_loss": 0.003685709787532687, "val_loss": 2.8404064178466797, "acc": 39.93, "f1": [ 0.7513225674629211, 0.4953269362449646, 0.30999991297721863, 0.19318175315856934, 0.23963125050067902, 0.28571420907974243, 0.385650098323822, 0.42857128381729126, 0.47236168384552, 0.5368419289588928, 0.21556879580020905, 0.26262614130973816, 0.4022345542907715, 0.32432422041893005, 0.29885047674179077, 0.24864855408668518, 0.45555540919303894, 0.526829183101654, 0.3211008310317993, 0.32584258913993835, 0.697435736656189, 0.5603446960449219, 0.3666665554046631, 0.5643563270568848, 0.6355138421058655, 0.28571417927742004, 0.2713567018508911, 0.25125616788864136, 0.5876287817955017, 0.36871495842933655, 0.4292682111263275, 0.3147207200527191, 0.33962252736091614, 0.37305691838264465, 0.3448275029659271, 0.23232315480709076, 0.3711339235305786, 0.2574256360530853, 0.2264150083065033, 0.5786800384521484, 0.4148934781551361, 0.6069650650024414, 0.3111110329627991, 0.3699999153614044, 0.18749994039535522, 0.22916659712791443, 0.2842104732990265, 0.5130888819694519, 0.6009388566017151, 0.4148934781551361, 0.20338977873325348, 0.35602086782455444, 0.5398228764533997, 0.6267279982566833, 0.4999999403953552, 0.16853927075862885, 0.467661589384079, 0.4112148582935333, 0.5445024967193604, 0.37499985098838806, 0.7333331108093262, 0.4918031394481659, 0.5092591643333435, 0.3999998867511749, 0.2116401493549347, 0.2314814031124115, 0.23834188282489777, 0.2613064646720886, 0.6981130838394165, 0.6502462029457092, 0.47916653752326965, 0.5727698802947998, 0.15706801414489746, 0.35467973351478577, 0.28571420907974243, 0.6413041353225708, 0.6635943651199341, 0.19999992847442627, 0.194871723651886, 0.29787227511405945, 0.19433192908763885, 0.35071080923080444, 0.7087377309799194, 0.4545453190803528, 0.23232315480709076, 0.46376800537109375, 0.43850257992744446, 0.4230768084526062, 0.22429899871349335, 0.39130425453186035, 0.33333322405815125, 0.4907405972480774, 0.3208555281162262, 0.2116401493549347, 0.6697673201560974, 0.47236168384552, 0.3627450466156006, 0.37185919284820557, 0.193548321723938, 0.4502616822719574 ], "time": 39.57730149757117, "param": null }, { "epoch": 157, "train_loss": 0.0036235821899026632, "val_loss": 2.786923885345459, "acc": 39.98, "f1": [ 0.7473682165145874, 0.46728962659835815, 0.3084576427936554, 0.17877088487148285, 0.2421524077653885, 0.27350419759750366, 0.39622631669044495, 0.41711217164993286, 0.46534639596939087, 0.5435895919799805, 0.20809243619441986, 0.2564101815223694, 0.3957218527793884, 0.31914883852005005, 0.2976189851760864, 0.23076915740966797, 0.46938762068748474, 0.5370368957519531, 0.3211008310317993, 0.3428570628166199, 0.697435736656189, 0.5614033937454224, 0.36065563559532166, 0.5643563270568848, 0.6442306041717529, 0.2810809910297394, 0.2812499403953552, 0.2536584436893463, 0.5771142840385437, 0.36871495842933655, 0.4299998879432678, 0.3147207200527191, 0.3300969898700714, 0.37681150436401367, 0.35146433115005493, 0.238805890083313, 0.37696322798728943, 0.2616821527481079, 0.22660093009471893, 0.5786800384521484, 0.41269823908805847, 0.6138612627983093, 0.3111110329627991, 0.37563440203666687, 0.19689112901687622, 0.21505369246006012, 0.28571417927742004, 0.5161289572715759, 0.6009388566017151, 0.41711217164993286, 0.20338977873325348, 0.37999987602233887, 0.5446427464485168, 0.6380951404571533, 0.5023695826530457, 0.15999993681907654, 0.47474732995033264, 0.4095236659049988, 0.5416665077209473, 0.37914684414863586, 0.742857038974762, 0.4835163354873657, 0.5145629644393921, 0.40624988079071045, 0.2099999338388443, 0.236453115940094, 0.22797919809818268, 0.2795697748661041, 0.704761803150177, 0.6380951404571533, 0.4631577730178833, 0.5754715800285339, 0.15873010456562042, 0.36792439222335815, 0.2765956223011017, 0.6249998807907104, 0.663461446762085, 0.20202013850212097, 0.20833326876163483, 0.2934781610965729, 0.18823523819446564, 0.3478259742259979, 0.7058822512626648, 0.4615383446216583, 0.2243901938199997, 0.4593299925327301, 0.4324323236942291, 0.41474640369415283, 0.2264150083065033, 0.41095879673957825, 0.3517586886882782, 0.4884791076183319, 0.32584258913993835, 0.2176164984703064, 0.6886791586875916, 0.4646463394165039, 0.3636362552642822, 0.3584904372692108, 0.18497103452682495, 0.46486473083496094 ], "time": 39.302095549181104, "param": null }, { "epoch": 158, "train_loss": 0.0035706947091966867, "val_loss": 2.890324592590332, "acc": 40.02, "f1": [ 0.7513225674629211, 0.5024629235267639, 0.29850736260414124, 0.17679551243782043, 0.24186037480831146, 0.26890748739242554, 0.39090898633003235, 0.41935470700263977, 0.46391740441322327, 0.5333331823348999, 0.21301770210266113, 0.25396814942359924, 0.39795905351638794, 0.3135133981704712, 0.30232545733451843, 0.22459883987903595, 0.4656083285808563, 0.5462961196899414, 0.31884050369262695, 0.3406592309474945, 0.7046630382537842, 0.5726494193077087, 0.37158459424972534, 0.5671641230583191, 0.6355138421058655, 0.2888887822628021, 0.27999991178512573, 0.24742262065410614, 0.5858584046363831, 0.3617020547389984, 0.4154588282108307, 0.30851057171821594, 0.3168315887451172, 0.37864065170288086, 0.35193121433258057, 0.23076917231082916, 0.39795905351638794, 0.2545453906059265, 0.23115570843219757, 0.5786800384521484, 0.4041449725627899, 0.6069650650024414, 0.32258057594299316, 0.36815908551216125, 0.19587622582912445, 0.23350247740745544, 0.2793295085430145, 0.5157893896102905, 0.5904760956764221, 0.41052618622779846, 0.20224712789058685, 0.372548907995224, 0.5446427464485168, 0.6320753693580627, 0.49107134342193604, 0.1675977110862732, 0.48484835028648376, 0.41095879673957825, 0.5396823883056641, 0.3838382363319397, 0.742857038974762, 0.4946235418319702, 0.5192306637763977, 0.3798881769180298, 0.20895515382289886, 0.23255807161331177, 0.22950810194015503, 0.27083322405815125, 0.6981130838394165, 0.6411482095718384, 0.48453593254089355, 0.5674417018890381, 0.15300540626049042, 0.37864065170288086, 0.2741115987300873, 0.631578803062439, 0.6666665077209473, 0.2061854749917984, 0.19801974296569824, 0.31284910440444946, 0.20325198769569397, 0.3408070504665375, 0.6990289688110352, 0.467661589384079, 0.23115570843219757, 0.46376800537109375, 0.45555540919303894, 0.4075828194618225, 0.21319790184497833, 0.40358731150627136, 0.3398057222366333, 0.47747737169265747, 0.3276835083961487, 0.2256409376859665, 0.6990289688110352, 0.4646463394165039, 0.3707316219806671, 0.36448585987091064, 0.19889496266841888, 0.4516127407550812 ], "time": 39.29756795614958, "param": null }, { "epoch": 159, "train_loss": 0.005364804994314909, "val_loss": 2.8748233318328857, "acc": 39.95, "f1": [ 0.7486629486083984, 0.49765241146087646, 0.31372541189193726, 0.188888818025589, 0.246575266122818, 0.28193822503089905, 0.38914018869400024, 0.4248703718185425, 0.46009382605552673, 0.5502644181251526, 0.21301770210266113, 0.2617800235748291, 0.40217384696006775, 0.31818172335624695, 0.30057793855667114, 0.24999991059303284, 0.4598929286003113, 0.5283017754554749, 0.3240739703178406, 0.3314915895462036, 0.697435736656189, 0.5589519143104553, 0.3666665554046631, 0.5714284181594849, 0.6509432196617126, 0.2954544425010681, 0.2887699604034424, 0.25490185618400574, 0.5833332538604736, 0.37158459424972534, 0.4154588282108307, 0.326315701007843, 0.3267325758934021, 0.37185919284820557, 0.3456788957118988, 0.24864855408668518, 0.3723403513431549, 0.26086950302124023, 0.22325573861598969, 0.5714284777641296, 0.41052618622779846, 0.5980390906333923, 0.31818172335624695, 0.3557691276073456, 0.18749994039535522, 0.2256409376859665, 0.2810809910297394, 0.5189187526702881, 0.6018517017364502, 0.42162150144577026, 0.19889496266841888, 0.36180898547172546, 0.5520360469818115, 0.6325579881668091, 0.49090901017189026, 0.15624994039535522, 0.4824119210243225, 0.3999998867511749, 0.5263156890869141, 0.372548907995224, 0.7368419766426086, 0.4946235418319702, 0.5074625611305237, 0.3707864284515381, 0.21649475395679474, 0.23214277625083923, 0.2378377616405487, 0.2722512185573578, 0.6981130838394165, 0.6380951404571533, 0.47619032859802246, 0.5781989693641663, 0.15706801414489746, 0.3707316219806671, 0.2727271616458893, 0.6243385076522827, 0.6698563694953918, 0.20512813329696655, 0.21649475395679474, 0.30939218401908875, 0.1912349909543991, 0.33816415071487427, 0.7121950387954712, 0.46231144666671753, 0.22916659712791443, 0.47115376591682434, 0.4361701011657715, 0.4186045527458191, 0.21904754638671875, 0.3846152722835541, 0.3474177420139313, 0.4770641028881073, 0.32222211360931396, 0.22680403292179108, 0.6796115040779114, 0.4630540609359741, 0.34905651211738586, 0.36448585987091064, 0.208791121840477, 0.44791656732559204 ], "time": 39.25689114443958, "param": null }, { "epoch": 160, "train_loss": 0.0034578870981931686, "val_loss": 2.76031756401062, "acc": 39.96, "f1": [ 0.7473682165145874, 0.48598119616508484, 0.30150744318962097, 0.18079088628292084, 0.23255807161331177, 0.2683981955051422, 0.3827749788761139, 0.4148934781551361, 0.46231144666671753, 0.5445024967193604, 0.21590900421142578, 0.26455017924308777, 0.39378228783607483, 0.3135133981704712, 0.30588221549987793, 0.251428484916687, 0.4565216302871704, 0.5446008443832397, 0.3286384046077728, 0.32558128237724304, 0.7010307908058167, 0.5429863333702087, 0.3707864284515381, 0.561576247215271, 0.6442306041717529, 0.2872926890850067, 0.28571420907974243, 0.2436547577381134, 0.5918366312980652, 0.3756905198097229, 0.4278606176376343, 0.30526304244995117, 0.3482586145401001, 0.372548907995224, 0.3598325252532959, 0.23589736223220825, 0.38541653752326965, 0.2555064857006073, 0.22660093009471893, 0.5841582417488098, 0.40624988079071045, 0.6099998950958252, 0.29787224531173706, 0.3557691276073456, 0.1989527940750122, 0.21978014707565308, 0.28723397850990295, 0.5212765336036682, 0.5990337133407593, 0.41269823908805847, 0.19999991357326508, 0.3636362552642822, 0.5374448299407959, 0.6296295523643494, 0.4953269362449646, 0.15135130286216736, 0.47236168384552, 0.40552979707717896, 0.534031331539154, 0.3823528587818146, 0.742857038974762, 0.49729716777801514, 0.5192306637763977, 0.3999998867511749, 0.1989527940750122, 0.23696675896644592, 0.2446807622909546, 0.28272244334220886, 0.7014216780662537, 0.6473428606987, 0.4787232577800751, 0.5754715800285339, 0.16216209530830383, 0.3714284896850586, 0.28260859847068787, 0.6417111158370972, 0.6763284206390381, 0.210526242852211, 0.20588228106498718, 0.3076922297477722, 0.18972326815128326, 0.3441859781742096, 0.6952379941940308, 0.45918354392051697, 0.22999992966651917, 0.4688993990421295, 0.445652037858963, 0.41628947854042053, 0.22222216427326202, 0.39130425453186035, 0.3365383446216583, 0.4814813435077667, 0.3186812400817871, 0.22680403292179108, 0.6857141852378845, 0.45918354392051697, 0.36619704961776733, 0.35643553733825684, 0.20111726224422455, 0.4574466943740845 ], "time": 39.381808708421886, "param": null }, { "epoch": 161, "train_loss": 0.0036070621572434902, "val_loss": 2.779892921447754, "acc": 40.0, "f1": [ 0.7446807622909546, 0.4857141971588135, 0.29292917251586914, 0.19209031760692596, 0.23478256165981293, 0.28085100650787354, 0.38095229864120483, 0.41884803771972656, 0.4630540609359741, 0.5543476939201355, 0.2105262726545334, 0.24999991059303284, 0.4086019992828369, 0.3369564116001129, 0.26993855834007263, 0.2470587193965912, 0.4598929286003113, 0.5327101349830627, 0.31999990344047546, 0.34482747316360474, 0.7083331942558289, 0.5617020726203918, 0.3666665554046631, 0.5643563270568848, 0.6445496082305908, 0.2795697748661041, 0.2783504128456116, 0.24390237033367157, 0.5757573843002319, 0.36559128761291504, 0.4154588282108307, 0.3184078335762024, 0.32352936267852783, 0.3627450466156006, 0.35744670033454895, 0.2376236915588379, 0.39795905351638794, 0.25688064098358154, 0.21359217166900635, 0.5929647088050842, 0.40641695261001587, 0.6231154203414917, 0.28915655612945557, 0.3609755337238312, 0.194871723651886, 0.24210518598556519, 0.27118635177612305, 0.5240640044212341, 0.5943394899368286, 0.4083768427371979, 0.208791121840477, 0.3636362850666046, 0.5470851063728333, 0.6261681318283081, 0.5049503445625305, 0.1497325599193573, 0.46938762068748474, 0.4112148582935333, 0.5319147706031799, 0.3846152722835541, 0.7393363118171692, 0.4946235418319702, 0.5188678503036499, 0.4382021129131317, 0.20792071521282196, 0.24630534648895264, 0.2569831311702728, 0.2797926664352417, 0.6948355436325073, 0.6568626165390015, 0.48167529702186584, 0.5648146867752075, 0.15789467096328735, 0.3557691276073456, 0.28571420907974243, 0.6310158967971802, 0.6729856729507446, 0.19999991357326508, 0.20792071521282196, 0.30939218401908875, 0.19157081842422485, 0.3577980697154999, 0.7053138613700867, 0.46231144666671753, 0.2371133416891098, 0.46829259395599365, 0.43850257992744446, 0.4093022048473358, 0.21359217166900635, 0.40540531277656555, 0.3399999141693115, 0.48401811718940735, 0.32402223348617554, 0.22680403292179108, 0.6760562062263489, 0.47474732995033264, 0.34862375259399414, 0.36792439222335815, 0.20111726224422455, 0.4574466943740845 ], "time": 39.3991818362847, "param": null }, { "epoch": 162, "train_loss": 0.005445300135761499, "val_loss": 2.8023386001586914, "acc": 39.93, "f1": [ 0.7593581080436707, 0.48309168219566345, 0.30999991297721863, 0.18181811273097992, 0.2212388664484024, 0.2895926535129547, 0.38356152176856995, 0.4183672070503235, 0.46376800537109375, 0.5549736618995667, 0.21839071810245514, 0.253807008266449, 0.4108106791973114, 0.32432422041893005, 0.3139533996582031, 0.23728805780410767, 0.4574466943740845, 0.5358850359916687, 0.322274774312973, 0.34972667694091797, 0.7083331942558289, 0.5374448299407959, 0.37777766585350037, 0.5671641230583191, 0.6320753693580627, 0.2954544425010681, 0.26666656136512756, 0.25125616788864136, 0.5918366312980652, 0.3617020547389984, 0.4075828194618225, 0.31999990344047546, 0.3203882575035095, 0.3940885663032532, 0.3559320867061615, 0.23115570843219757, 0.36158180236816406, 0.26415085792541504, 0.23076917231082916, 0.5841582417488098, 0.39999985694885254, 0.6039602756500244, 0.2966100871562958, 0.36633655428886414, 0.194871723651886, 0.22702695429325104, 0.29032251238822937, 0.5185183882713318, 0.5882351398468018, 0.4232803285121918, 0.19459453225135803, 0.3653844892978668, 0.5470851063728333, 0.6350710391998291, 0.4886876940727234, 0.1612902730703354, 0.46534639596939087, 0.4210525155067444, 0.5136610269546509, 0.37681150436401367, 0.7403844594955444, 0.48387083411216736, 0.5164318084716797, 0.37499991059303284, 0.2116401493549347, 0.23584897816181183, 0.24999991059303284, 0.28723397850990295, 0.704761803150177, 0.6442306041717529, 0.48205116391181946, 0.5727698802947998, 0.12834219634532928, 0.3535352647304535, 0.2797926664352417, 0.6210525035858154, 0.6730768084526062, 0.2072538137435913, 0.20202013850212097, 0.30270257592201233, 0.19379839301109314, 0.35023030638694763, 0.7014216780662537, 0.4545453190803528, 0.22797919809818268, 0.47236168384552, 0.45054933428764343, 0.4093022048473358, 0.22748807072639465, 0.3999998867511749, 0.34343424439430237, 0.5024153590202332, 0.32432422041893005, 0.23036640882492065, 0.6760562062263489, 0.47474732995033264, 0.36714968085289, 0.35467973351478577, 0.19999992847442627, 0.45405393838882446 ], "time": 39.20665755588561, "param": null }, { "epoch": 163, "train_loss": 0.0035356052685528994, "val_loss": 2.924729824066162, "acc": 39.74, "f1": [ 0.7526880502700806, 0.4811319410800934, 0.2886596620082855, 0.188888818025589, 0.24074065685272217, 0.277310848236084, 0.3981480300426483, 0.413043349981308, 0.4599998891353607, 0.5291004180908203, 0.20571422576904297, 0.26086944341659546, 0.39378228783607483, 0.3260868787765503, 0.29714274406433105, 0.23655906319618225, 0.45810040831565857, 0.5327101349830627, 0.3157894015312195, 0.3314284682273865, 0.6799998879432678, 0.5333332419395447, 0.3793102502822876, 0.561576247215271, 0.6411482095718384, 0.28260859847068787, 0.2694299519062042, 0.26086950302124023, 0.5948716402053833, 0.36158180236816406, 0.4158414602279663, 0.2914571762084961, 0.3232322335243225, 0.3714284896850586, 0.3400808572769165, 0.2424241602420807, 0.35359105467796326, 0.26046502590179443, 0.21538454294204712, 0.5841582417488098, 0.4086019992828369, 0.6069650650024414, 0.30303022265434265, 0.367346853017807, 0.18749994039535522, 0.2234041839838028, 0.2887699604034424, 0.5185183882713318, 0.5981307029724121, 0.41711217164993286, 0.193548321723938, 0.36269423365592957, 0.5470851063728333, 0.6255922317504883, 0.48623839020729065, 0.14814810454845428, 0.467661589384079, 0.4170615077018738, 0.534031331539154, 0.37681150436401367, 0.7393363118171692, 0.5027320981025696, 0.5024629235267639, 0.3979056477546692, 0.21505369246006012, 0.23696675896644592, 0.24120594561100006, 0.2783504128456116, 0.704761803150177, 0.6470587849617004, 0.49999988079071045, 0.5674417018890381, 0.1554403454065323, 0.3609755337238312, 0.2783504128456116, 0.6270268559455872, 0.666666567325592, 0.20792071521282196, 0.2099999338388443, 0.32432422041893005, 0.1879698783159256, 0.34666651487350464, 0.7019230127334595, 0.4615383446216583, 0.22660093009471893, 0.46601933240890503, 0.4469272196292877, 0.41441428661346436, 0.22660093009471893, 0.3982299864292145, 0.3465345501899719, 0.48598119616508484, 0.314606636762619, 0.21390368044376373, 0.679245114326477, 0.47474732995033264, 0.36190465092658997, 0.35185176134109497, 0.20224712789058685, 0.45360812544822693 ], "time": 39.32346930447966, "param": null }, { "epoch": 164, "train_loss": 0.003520820289850235, "val_loss": 2.795464515686035, "acc": 39.99, "f1": [ 0.756756603717804, 0.4792625606060028, 0.2944161295890808, 0.18181811273097992, 0.25233638286590576, 0.27118638157844543, 0.396135151386261, 0.41711217164993286, 0.46829259395599365, 0.5435895919799805, 0.21428564190864563, 0.26804113388061523, 0.41758227348327637, 0.3169397711753845, 0.28571417927742004, 0.24096375703811646, 0.46486473083496094, 0.5420559644699097, 0.31627896428108215, 0.3352600038051605, 0.7083331942558289, 0.5446427464485168, 0.36065563559532166, 0.5671641230583191, 0.6507176160812378, 0.3016759157180786, 0.2783504128456116, 0.24390237033367157, 0.5929647088050842, 0.36649200320243835, 0.4195120930671692, 0.3084576427936554, 0.33333325386047363, 0.3653844892978668, 0.3439999520778656, 0.23834188282489777, 0.37696322798728943, 0.2592591643333435, 0.22999992966651917, 0.5841582417488098, 0.40796008706092834, 0.619289219379425, 0.2953585684299469, 0.35748788714408875, 0.19672125577926636, 0.21857915818691254, 0.26519328355789185, 0.5081079602241516, 0.5999999046325684, 0.41269823908805847, 0.20571422576904297, 0.36633655428886414, 0.5414846539497375, 0.6380951404571533, 0.48598119616508484, 0.15384609997272491, 0.46632111072540283, 0.41148313879966736, 0.5263156890869141, 0.37864065170288086, 0.7358488440513611, 0.4864863455295563, 0.5024153590202332, 0.4021162986755371, 0.19251330196857452, 0.22935770452022552, 0.24864855408668518, 0.2812499403953552, 0.6948355436325073, 0.6380951404571533, 0.4924621880054474, 0.5767440795898438, 0.15873010456562042, 0.3669723868370056, 0.27322396636009216, 0.6358972787857056, 0.6698111891746521, 0.21874994039535522, 0.20895515382289886, 0.3351350426673889, 0.1960783749818802, 0.3534882664680481, 0.7192116975784302, 0.4599998891353607, 0.21782170236110687, 0.48039206862449646, 0.45555540919303894, 0.41441428661346436, 0.2243901938199997, 0.39090898633003235, 0.35051536560058594, 0.46017688512802124, 0.329670250415802, 0.22916659712791443, 0.6889951229095459, 0.467661589384079, 0.34234222769737244, 0.3441859781742096, 0.21505369246006012, 0.44444429874420166 ], "time": 39.07748871576041, "param": null }, { "epoch": 165, "train_loss": 0.0056966813281178474, "val_loss": 2.7435319423675537, "acc": 39.88, "f1": [ 0.7434553503990173, 0.48598119616508484, 0.3047617971897125, 0.188888818025589, 0.23893800377845764, 0.2784809470176697, 0.38888880610466003, 0.42931926250457764, 0.46534639596939087, 0.5376343131065369, 0.20809243619441986, 0.282828152179718, 0.40217384696006775, 0.3043477535247803, 0.28048771619796753, 0.24137921631336212, 0.4565216302871704, 0.5283017754554749, 0.3269230127334595, 0.3295453190803528, 0.7157893776893616, 0.5569619536399841, 0.3736262619495392, 0.5699998736381531, 0.6384975910186768, 0.2887699604034424, 0.2599999010562897, 0.2524271011352539, 0.5918366312980652, 0.3529410660266876, 0.4236452281475067, 0.30526304244995117, 0.33497530221939087, 0.38647329807281494, 0.35443025827407837, 0.2433861643075943, 0.3586955666542053, 0.2536584436893463, 0.21890540421009064, 0.5858584046363831, 0.40206170082092285, 0.6091369390487671, 0.3167419731616974, 0.3636362850666046, 0.19095470011234283, 0.22916659712791443, 0.28723397850990295, 0.5212765336036682, 0.5990337133407593, 0.4148934781551361, 0.2065216600894928, 0.3523315489292145, 0.5446427464485168, 0.6197181344032288, 0.49523797631263733, 0.15217386186122894, 0.47761180996894836, 0.4075828194618225, 0.5306121110916138, 0.37499985098838806, 0.7289717793464661, 0.4835163354873657, 0.49999988079071045, 0.3977271616458893, 0.2167486995458603, 0.24120594561100006, 0.24615377187728882, 0.2887699604034424, 0.7081338167190552, 0.6470587849617004, 0.4656083285808563, 0.5727698802947998, 0.16326524317264557, 0.3523808717727661, 0.2795697748661041, 0.6276593804359436, 0.6602869629859924, 0.21538454294204712, 0.20408155024051666, 0.31746023893356323, 0.19379839301109314, 0.3301886022090912, 0.6985644102096558, 0.4577113389968872, 0.23076917231082916, 0.4688993990421295, 0.43715834617614746, 0.4292236268520355, 0.21256029605865479, 0.4086955785751343, 0.33492809534072876, 0.49523797631263733, 0.3186812400817871, 0.23157887160778046, 0.6822428703308105, 0.47474732995033264, 0.35023030638694763, 0.36714968085289, 0.19672125577926636, 0.45405393838882446 ], "time": 39.50766965094954, "param": null }, { "epoch": 166, "train_loss": 0.003470122115686536, "val_loss": 3.0478506088256836, "acc": 39.79, "f1": [ 0.7540981769561768, 0.492890864610672, 0.29850736260414124, 0.18285706639289856, 0.24999991059303284, 0.27272719144821167, 0.3867923319339752, 0.41758227348327637, 0.46231144666671753, 0.5464479923248291, 0.2181817591190338, 0.2553190290927887, 0.40624988079071045, 0.3186812400817871, 0.2923975884914398, 0.239999920129776, 0.45555540919303894, 0.5345621109008789, 0.323809415102005, 0.3351350426673889, 0.7157893776893616, 0.5545453429222107, 0.36559128761291504, 0.5699998736381531, 0.657142698764801, 0.2774565517902374, 0.26315781474113464, 0.2475246638059616, 0.5876287817955017, 0.3736262619495392, 0.4265401363372803, 0.30526304244995117, 0.3301886022090912, 0.3743841052055359, 0.33466124534606934, 0.2424241602420807, 0.3636362552642822, 0.2464454174041748, 0.22009563446044922, 0.5812807083129883, 0.41052618622779846, 0.613065242767334, 0.29752060770988464, 0.36180898547172546, 0.1855669468641281, 0.21989519894123077, 0.28415289521217346, 0.5189187526702881, 0.6018517017364502, 0.41884803771972656, 0.193548321723938, 0.35820886492729187, 0.5422221422195435, 0.6355138421058655, 0.488262802362442, 0.15642453730106354, 0.4799998700618744, 0.41314542293548584, 0.5263156890869141, 0.3804876506328583, 0.742857038974762, 0.48936155438423157, 0.5238093733787537, 0.3837208151817322, 0.20408155024051666, 0.23364479839801788, 0.23913034796714783, 0.2769230008125305, 0.707547128200531, 0.6376810669898987, 0.4946235418319702, 0.5740739107131958, 0.13999994099140167, 0.35294109582901, 0.2741115987300873, 0.6073297262191772, 0.6826921701431274, 0.20833326876163483, 0.2072538137435913, 0.30337071418762207, 0.19230763614177704, 0.34821417927742004, 0.7081338167190552, 0.45918354392051697, 0.2176164984703064, 0.467661589384079, 0.43850257992744446, 0.40358731150627136, 0.21256029605865479, 0.40540531277656555, 0.33492809534072876, 0.4727271497249603, 0.3118278682231903, 0.2256409376859665, 0.6857141852378845, 0.4630540609359741, 0.3584904372692108, 0.35748788714408875, 0.20571422576904297, 0.46632111072540283 ], "time": 39.47460067272186, "param": null }, { "epoch": 167, "train_loss": 0.0035384134389460087, "val_loss": 2.7414746284484863, "acc": 39.99, "f1": [ 0.7593581080436707, 0.4854367673397064, 0.2901553809642792, 0.16853927075862885, 0.23963125050067902, 0.2677823603153229, 0.3981480300426483, 0.4262293577194214, 0.46601933240890503, 0.5291004180908203, 0.20571422576904297, 0.2526314854621887, 0.40624988079071045, 0.3076922297477722, 0.28235283493995667, 0.22988496720790863, 0.45901623368263245, 0.5388126373291016, 0.33333325386047363, 0.348314493894577, 0.7046630382537842, 0.5764191746711731, 0.37158459424972534, 0.5588234066963196, 0.6507176160812378, 0.2887699604034424, 0.281406968832016, 0.2574256360530853, 0.5989846587181091, 0.3575417995452881, 0.415094256401062, 0.30051806569099426, 0.3203882575035095, 0.3743841052055359, 0.34042543172836304, 0.23076917231082916, 0.3586955666542053, 0.25116273760795593, 0.22325573861598969, 0.5784311890602112, 0.41666656732559204, 0.6231154203414917, 0.3157893717288971, 0.3775508999824524, 0.1938774734735489, 0.2233501821756363, 0.28571417927742004, 0.5217389464378357, 0.5933012366294861, 0.41935470700263977, 0.19459453225135803, 0.3636362850666046, 0.5422221422195435, 0.6267279982566833, 0.49765241146087646, 0.15053758025169373, 0.48205116391181946, 0.41148313879966736, 0.5380709171295166, 0.3980098366737366, 0.7393363118171692, 0.4919784665107727, 0.5071768760681152, 0.38674020767211914, 0.21463409066200256, 0.24761897325515747, 0.24999991059303284, 0.2686566412448883, 0.704761803150177, 0.6325579881668091, 0.4864863455295563, 0.5727698802947998, 0.14778319001197815, 0.36111101508140564, 0.27551010251045227, 0.6178008913993835, 0.6635069251060486, 0.21390368044376373, 0.2072538137435913, 0.32183900475502014, 0.19157081842422485, 0.33492809534072876, 0.7121950387954712, 0.4646463394165039, 0.24120594561100006, 0.4854367673397064, 0.4365480840206146, 0.4018263518810272, 0.22916659712791443, 0.41666656732559204, 0.3469386696815491, 0.48803818225860596, 0.3135133981704712, 0.22797919809818268, 0.6893202662467957, 0.467661589384079, 0.36190465092658997, 0.37914684414863586, 0.2116401493549347, 0.4656083285808563 ], "time": 39.43992381449789, "param": null }, { "epoch": 168, "train_loss": 0.0033501412253826857, "val_loss": 2.7511682510375977, "acc": 39.86, "f1": [ 0.7513225674629211, 0.4903845191001892, 0.29189181327819824, 0.17391297221183777, 0.23111103475093842, 0.2796609401702881, 0.38738730549812317, 0.41935470700263977, 0.4545453190803528, 0.5434780716896057, 0.20571422576904297, 0.26455017924308777, 0.4086019992828369, 0.3060108423233032, 0.30232545733451843, 0.2333332598209381, 0.4565216302871704, 0.5420559644699097, 0.3253587782382965, 0.3386242389678955, 0.7157893776893616, 0.5470851063728333, 0.3736262619495392, 0.5658535361289978, 0.6448596715927124, 0.2810809910297394, 0.2699999213218689, 0.25490185618400574, 0.5816324949264526, 0.35978829860687256, 0.41148313879966736, 0.31249991059303284, 0.33502528071403503, 0.38095229864120483, 0.33755266666412354, 0.23469379544258118, 0.35978829860687256, 0.2621358335018158, 0.21904754638671875, 0.5929647088050842, 0.4086019992828369, 0.6224488615989685, 0.3097344636917114, 0.36633655428886414, 0.18848159909248352, 0.20512813329696655, 0.2824857831001282, 0.5161289572715759, 0.5860464572906494, 0.40206170082092285, 0.193548321723938, 0.35532984137535095, 0.543859601020813, 0.6350710391998291, 0.48803818225860596, 0.17021268606185913, 0.4950493574142456, 0.4190475046634674, 0.5157893896102905, 0.37499991059303284, 0.7383176684379578, 0.4864863455295563, 0.5164318084716797, 0.40677958726882935, 0.22330091893672943, 0.24875615537166595, 0.24742262065410614, 0.2769230008125305, 0.7081338167190552, 0.6350710391998291, 0.48387083411216736, 0.562211811542511, 0.15384608507156372, 0.3523808717727661, 0.2741115987300873, 0.6249998807907104, 0.6731706857681274, 0.2121211439371109, 0.1951218843460083, 0.3076922297477722, 0.1960783749818802, 0.3428570628166199, 0.7087377309799194, 0.4545453190803528, 0.2376236915588379, 0.47236168384552, 0.45054933428764343, 0.41666656732559204, 0.2243901938199997, 0.41095879673957825, 0.3487178385257721, 0.4857141971588135, 0.31914883852005005, 0.23036640882492065, 0.6889951229095459, 0.4630540609359741, 0.34862375259399414, 0.3653844892978668, 0.22105254232883453, 0.45833322405815125 ], "time": 39.217164418660104, "param": null }, { "epoch": 169, "train_loss": 0.0034738334361463785, "val_loss": 2.913025140762329, "acc": 39.91, "f1": [ 0.7513225674629211, 0.48598119616508484, 0.299465149641037, 0.18181811273097992, 0.2583731412887573, 0.2784809470176697, 0.38888880610466003, 0.4361701011657715, 0.4670049846172333, 0.5513511896133423, 0.20689648389816284, 0.26666656136512756, 0.4153004288673401, 0.3186812400817871, 0.2891565263271332, 0.2366863340139389, 0.446808397769928, 0.528846025466919, 0.31730762124061584, 0.34254133701324463, 0.6938773989677429, 0.5714285373687744, 0.3736262619495392, 0.5686272978782654, 0.6478871703147888, 0.2872926890850067, 0.2673266530036926, 0.2371133416891098, 0.5786800384521484, 0.36559128761291504, 0.4210525155067444, 0.2959182858467102, 0.32195112109184265, 0.38190943002700806, 0.3485476076602936, 0.238805890083313, 0.3636362552642822, 0.2512076497077942, 0.22549012303352356, 0.5841582417488098, 0.4021162986755371, 0.619289219379425, 0.3076922297477722, 0.3609755337238312, 0.18274106085300446, 0.2234041839838028, 0.2934781610965729, 0.5217389464378357, 0.6095237135887146, 0.41269823908805847, 0.2054053246974945, 0.35820886492729187, 0.5350876450538635, 0.6448596715927124, 0.4953269362449646, 0.15789467096328735, 0.474226713180542, 0.41314542293548584, 0.5252523422241211, 0.3738316595554352, 0.7358488440513611, 0.4919784665107727, 0.5142855644226074, 0.3820223808288574, 0.19587622582912445, 0.24271836876869202, 0.2526314854621887, 0.2673266530036926, 0.7081338167190552, 0.653658390045166, 0.4864863455295563, 0.5754715800285339, 0.15609751641750336, 0.36448585987091064, 0.2765956223011017, 0.6178008913993835, 0.6698563694953918, 0.21428564190864563, 0.20512813329696655, 0.314606636762619, 0.20242910087108612, 0.33802807331085205, 0.7087377309799194, 0.45685264468193054, 0.22966498136520386, 0.46534639596939087, 0.42708319425582886, 0.41818171739578247, 0.211055189371109, 0.3999998867511749, 0.3414633274078369, 0.4748857021331787, 0.3118278682231903, 0.23157887160778046, 0.6760562062263489, 0.4585364758968353, 0.3609755337238312, 0.3584904372692108, 0.19999992847442627, 0.45833322405815125 ], "time": 39.43884849268943, "param": null }, { "epoch": 170, "train_loss": 0.003383415285497904, "val_loss": 2.871546745300293, "acc": 39.95, "f1": [ 0.7486629486083984, 0.4976075291633606, 0.31088075041770935, 0.17142851650714874, 0.23214277625083923, 0.2807016670703888, 0.39252325892448425, 0.4210525155067444, 0.47169798612594604, 0.5257730484008789, 0.20359273254871368, 0.25396814942359924, 0.4083768427371979, 0.31638407707214355, 0.29885047674179077, 0.2404370754957199, 0.4725273549556732, 0.5479451417922974, 0.322274774312973, 0.3351350426673889, 0.6938773989677429, 0.5495494604110718, 0.3636362552642822, 0.5628139972686768, 0.6415093541145325, 0.2888887822628021, 0.2705313265323639, 0.2512076497077942, 0.5846152901649475, 0.36559128761291504, 0.4174756109714508, 0.3141360282897949, 0.3232322335243225, 0.37185919284820557, 0.3504272401332855, 0.2424241602420807, 0.3756905198097229, 0.25352105498313904, 0.21917803585529327, 0.5863873362541199, 0.41052618622779846, 0.6069650650024414, 0.3287670314311981, 0.36815908551216125, 0.2021275758743286, 0.22916659712791443, 0.27428561449050903, 0.5217389464378357, 0.5860464572906494, 0.4222221076488495, 0.1914892941713333, 0.3535352647304535, 0.5495494604110718, 0.6380951404571533, 0.4770641028881073, 0.16091948747634888, 0.46829259395599365, 0.40552979707717896, 0.5133689045906067, 0.36893191933631897, 0.7358488440513611, 0.4919784665107727, 0.5118482112884521, 0.39153432846069336, 0.21890540421009064, 0.24271836876869202, 0.24615377187728882, 0.2741115987300873, 0.7042252421379089, 0.6442306041717529, 0.4756755530834198, 0.5727698802947998, 0.15873010456562042, 0.3653844892978668, 0.28272244334220886, 0.6170212030410767, 0.6796115040779114, 0.2099999338388443, 0.20388342440128326, 0.30526304244995117, 0.193308487534523, 0.35616424679756165, 0.7081338167190552, 0.4599998891353607, 0.23300965130329132, 0.47236168384552, 0.45054933428764343, 0.41314542293548584, 0.21568621695041656, 0.40517228841781616, 0.3517586886882782, 0.5048542022705078, 0.3208555281162262, 0.22105254232883453, 0.6889951229095459, 0.47236168384552, 0.36619704961776733, 0.3707316219806671, 0.2099446803331375, 0.4574466943740845 ], "time": 39.1505080293864, "param": null }, { "epoch": 171, "train_loss": 0.003638520836830139, "val_loss": 3.025546073913574, "acc": 39.8, "f1": [ 0.7513225674629211, 0.4766353964805603, 0.28999990224838257, 0.18390797078609467, 0.22831043601036072, 0.27118638157844543, 0.385650098323822, 0.44221094250679016, 0.46601933240890503, 0.5494503974914551, 0.20571422576904297, 0.25906726717948914, 0.4222221076488495, 0.3111110329627991, 0.29585790634155273, 0.2404370754957199, 0.45405393838882446, 0.5395347476005554, 0.3211008310317993, 0.3389829397201538, 0.7120417356491089, 0.5462554097175598, 0.3675675094127655, 0.5671641230583191, 0.6445496082305908, 0.2795697748661041, 0.2571427524089813, 0.2621358335018158, 0.5937498807907104, 0.36559128761291504, 0.4292682111263275, 0.309278279542923, 0.31884050369262695, 0.3867923319339752, 0.34024888277053833, 0.23350247740745544, 0.35675665736198425, 0.2583731412887573, 0.23589736223220825, 0.595959484577179, 0.4086019992828369, 0.619289219379425, 0.28688517212867737, 0.37373724579811096, 0.19689112901687622, 0.2233501821756363, 0.27472516894340515, 0.5161289572715759, 0.5837318897247314, 0.41269823908805847, 0.18947362899780273, 0.3535352647304535, 0.5495494604110718, 0.6380951404571533, 0.488262802362442, 0.16931210458278656, 0.4824119210243225, 0.4170615077018738, 0.5333331823348999, 0.39795905351638794, 0.7368419766426086, 0.4808742105960846, 0.4951455295085907, 0.3977271616458893, 0.20408155024051666, 0.2347417026758194, 0.25668442249298096, 0.2797926664352417, 0.7014216780662537, 0.6600984334945679, 0.47916653752326965, 0.5809522867202759, 0.1497325599193573, 0.3557691276073456, 0.2769230008125305, 0.6243385076522827, 0.6796115040779114, 0.20408155024051666, 0.1799999475479126, 0.299465149641037, 0.19379839301109314, 0.35185176134109497, 0.7121950387954712, 0.4499998688697815, 0.22857137024402618, 0.46999987959861755, 0.45810040831565857, 0.4112148582935333, 0.22009563446044922, 0.4018263518810272, 0.3402060866355896, 0.4905658960342407, 0.32258057594299316, 0.22916659712791443, 0.6889951229095459, 0.467661589384079, 0.3441859781742096, 0.3696681261062622, 0.19780214130878448, 0.45054933428764343 ], "time": 39.408007870428264, "param": null }, { "epoch": 172, "train_loss": 0.00343526853248477, "val_loss": 2.7475979328155518, "acc": 39.83, "f1": [ 0.7379677891731262, 0.4837207794189453, 0.30303022265434265, 0.18079088628292084, 0.23580780625343323, 0.2741934657096863, 0.40191373229026794, 0.43979042768478394, 0.4541061818599701, 0.5368419289588928, 0.20118334889411926, 0.25906726717948914, 0.4108106791973114, 0.3101603388786316, 0.29940110445022583, 0.24277448654174805, 0.4530385434627533, 0.5412842631340027, 0.31428563594818115, 0.3314915895462036, 0.697435736656189, 0.5627704858779907, 0.3736262619495392, 0.5603863000869751, 0.6538460850715637, 0.2780747711658478, 0.26600977778434753, 0.2616821527481079, 0.5999999046325684, 0.348314493894577, 0.41148313879966736, 0.3118278682231903, 0.3269230127334595, 0.38834938406944275, 0.3508771061897278, 0.2436547577381134, 0.36559128761291504, 0.2376236915588379, 0.22222214937210083, 0.582914412021637, 0.4148934781551361, 0.619289219379425, 0.3171805441379547, 0.3699999153614044, 0.19689112901687622, 0.21989519894123077, 0.2887699604034424, 0.5189187526702881, 0.5971562266349792, 0.3959389626979828, 0.208791121840477, 0.37373724579811096, 0.5446427464485168, 0.6220094561576843, 0.4905658960342407, 0.15555550158023834, 0.47236168384552, 0.4170615077018738, 0.5279186367988586, 0.3703702688217163, 0.7348835468292236, 0.4946235418319702, 0.5096152424812317, 0.41935470700263977, 0.2094240039587021, 0.2436547577381134, 0.23529404401779175, 0.2727271616458893, 0.7081338167190552, 0.6380951404571533, 0.47826072573661804, 0.5740739107131958, 0.14432983100414276, 0.3428570628166199, 0.28260859847068787, 0.6113988757133484, 0.653465211391449, 0.2121211439371109, 0.19587622582912445, 0.30939218401908875, 0.20077213644981384, 0.33333322405815125, 0.6956520080566406, 0.45918354392051697, 0.23809516429901123, 0.46445485949516296, 0.43850257992744446, 0.4265401363372803, 0.21874994039535522, 0.3884296715259552, 0.3478260338306427, 0.4811319410800934, 0.320441871881485, 0.2176164984703064, 0.6923075318336487, 0.46534639596939087, 0.36111101508140564, 0.35820886492729187, 0.20111726224422455, 0.45054933428764343 ], "time": 39.36875554360449, "param": null }, { "epoch": 173, "train_loss": 0.0033915217500180006, "val_loss": 2.8609471321105957, "acc": 39.99, "f1": [ 0.7434553503990173, 0.4811319410800934, 0.3076922297477722, 0.1694914698600769, 0.2421524077653885, 0.2794759273529053, 0.39810416102409363, 0.42780739068984985, 0.46009382605552673, 0.5520831942558289, 0.21714277565479279, 0.26262614130973816, 0.40217384696006775, 0.32804223895072937, 0.29585790634155273, 0.2424241602420807, 0.4656083285808563, 0.5339804887771606, 0.322274774312973, 0.3314284682273865, 0.7157893776893616, 0.5454544425010681, 0.36559128761291504, 0.5728154182434082, 0.6476188898086548, 0.28415289521217346, 0.2769230008125305, 0.2536584436893463, 0.5989846587181091, 0.3675675094127655, 0.4095236659049988, 0.30150744318962097, 0.34374991059303284, 0.39195966720581055, 0.3568463623523712, 0.239999920129776, 0.3617020547389984, 0.26046502590179443, 0.24154582619667053, 0.5841582417488098, 0.4019606411457062, 0.6069650650024414, 0.31034475564956665, 0.36458322405815125, 0.19459453225135803, 0.23076915740966797, 0.2810809910297394, 0.5164833664894104, 0.5963301062583923, 0.41052618622779846, 0.2054053246974945, 0.3743841052055359, 0.5374448299407959, 0.6320753693580627, 0.4867255389690399, 0.15217386186122894, 0.46938762068748474, 0.41346144676208496, 0.5212765336036682, 0.3827749788761139, 0.7393363118171692, 0.4864863455295563, 0.5140186548233032, 0.3820223808288574, 0.19689112901687622, 0.24528293311595917, 0.24870456755161285, 0.27551010251045227, 0.704761803150177, 0.6261681318283081, 0.4864863455295563, 0.5674417018890381, 0.1450776606798172, 0.3584904372692108, 0.29189181327819824, 0.5925924777984619, 0.6763284206390381, 0.2116401493549347, 0.20095685124397278, 0.31818172335624695, 0.1962263286113739, 0.3555554449558258, 0.7121950387954712, 0.44559577107429504, 0.23300965130329132, 0.46938762068748474, 0.43850257992744446, 0.42342329025268555, 0.20588228106498718, 0.40540531277656555, 0.3465345501899719, 0.4905658960342407, 0.32222211360931396, 0.23280414938926697, 0.6930691599845886, 0.467661589384079, 0.36018943786621094, 0.36018943786621094, 0.22099439799785614, 0.45263150334358215 ], "time": 39.15410791058093, "param": null }, { "epoch": 174, "train_loss": 0.0036583321634680033, "val_loss": 2.862548828125, "acc": 39.81, "f1": [ 0.7553189396858215, 0.4857141971588135, 0.2887699604034424, 0.1777777075767517, 0.22935770452022552, 0.27272719144821167, 0.38392844796180725, 0.41935470700263977, 0.45685264468193054, 0.5405403971672058, 0.20689648389816284, 0.2580644488334656, 0.41758227348327637, 0.30939218401908875, 0.2976189851760864, 0.24719089269638062, 0.45197728276252747, 0.5277776718139648, 0.3253587782382965, 0.3463686406612396, 0.7263157367706299, 0.5422221422195435, 0.37777766585350037, 0.5699998736381531, 0.6476188898086548, 0.2812499403953552, 0.26341456174850464, 0.2673266530036926, 0.5799998641014099, 0.3510637581348419, 0.4271843731403351, 0.29702961444854736, 0.3299999237060547, 0.37499985098838806, 0.33744847774505615, 0.23232315480709076, 0.36559128761291504, 0.2512076497077942, 0.2233501821756363, 0.5799998641014099, 0.40641695261001587, 0.619289219379425, 0.31390124559402466, 0.3654821515083313, 0.19587622582912445, 0.2233501821756363, 0.28571420907974243, 0.5133689045906067, 0.5821594595909119, 0.41935470700263977, 0.20430098474025726, 0.3636362850666046, 0.5398228764533997, 0.6315788626670837, 0.4792625606060028, 0.15300540626049042, 0.4705880880355835, 0.41314542293548584, 0.5284972786903381, 0.3743841052055359, 0.7358488440513611, 0.4919784665107727, 0.5140186548233032, 0.38888877630233765, 0.2010049670934677, 0.24120594561100006, 0.2424241602420807, 0.2769230008125305, 0.7081338167190552, 0.6411482095718384, 0.4756755530834198, 0.5648146867752075, 0.1507537066936493, 0.36190465092658997, 0.2812499403953552, 0.6276593804359436, 0.6794257164001465, 0.22222213447093964, 0.1970442682504654, 0.3076922297477722, 0.19920313358306885, 0.35023030638694763, 0.7081338167190552, 0.4499998688697815, 0.23696675896644592, 0.4827585518360138, 0.4361701011657715, 0.4090907871723175, 0.22009563446044922, 0.41666656732559204, 0.34343424439430237, 0.4766353964805603, 0.32258057594299316, 0.2256409376859665, 0.6857141852378845, 0.46999987959861755, 0.34977567195892334, 0.36018943786621094, 0.2065216600894928, 0.4623654782772064 ], "time": 39.18871935270727, "param": null }, { "epoch": 175, "train_loss": 0.003520356258377433, "val_loss": 2.9144272804260254, "acc": 39.81, "f1": [ 0.7553189396858215, 0.49523797631263733, 0.28426387906074524, 0.1758241057395935, 0.23111103475093842, 0.27615058422088623, 0.38738730549812317, 0.41935470700263977, 0.4577113389968872, 0.5368419289588928, 0.21428564190864563, 0.2577318847179413, 0.4042551815509796, 0.30939218401908875, 0.28742504119873047, 0.2444443702697754, 0.4615383446216583, 0.5302324295043945, 0.319248765707016, 0.34254133701324463, 0.697435736656189, 0.5575219988822937, 0.37777766585350037, 0.5643563270568848, 0.6473428606987, 0.2795697748661041, 0.2699999213218689, 0.2536584436893463, 0.582914412021637, 0.3555554449558258, 0.4313724637031555, 0.3024389147758484, 0.33333322405815125, 0.3923443853855133, 0.32520318031311035, 0.23115570843219757, 0.36458322405815125, 0.25233638286590576, 0.22330091893672943, 0.5784311890602112, 0.39130425453186035, 0.6185566186904907, 0.3025209605693817, 0.3636362850666046, 0.1938774734735489, 0.23280414938926697, 0.28260859847068787, 0.5268816351890564, 0.587155818939209, 0.41711217164993286, 0.19672125577926636, 0.3636362850666046, 0.5470851063728333, 0.6296295523643494, 0.48401811718940735, 0.15300540626049042, 0.467661589384079, 0.4190475046634674, 0.5106381177902222, 0.3804876506328583, 0.7368419766426086, 0.48913031816482544, 0.504761815071106, 0.37426888942718506, 0.21359217166900635, 0.24630534648895264, 0.26086944341659546, 0.2887699604034424, 0.7081338167190552, 0.6568626165390015, 0.48167529702186584, 0.5700933337211609, 0.15789467096328735, 0.3653844892978668, 0.28272244334220886, 0.637362539768219, 0.6730768084526062, 0.20202013850212097, 0.20095685124397278, 0.3076922297477722, 0.19305014610290527, 0.34579432010650635, 0.7087377309799194, 0.4499998688697815, 0.22549012303352356, 0.46999987959861755, 0.445652037858963, 0.40740731358528137, 0.21782170236110687, 0.41628947854042053, 0.3465345501899719, 0.4905658960342407, 0.3101603388786316, 0.22916659712791443, 0.6889951229095459, 0.47474732995033264, 0.36190465092658997, 0.36815908551216125, 0.2127658873796463, 0.45901623368263245 ], "time": 39.29545166064054, "param": null }, { "epoch": 176, "train_loss": 0.004535939544439316, "val_loss": 3.068814277648926, "acc": 39.61, "f1": [ 0.7407405972480774, 0.4705880880355835, 0.29473677277565, 0.1758241057395935, 0.23041465878486633, 0.2758619785308838, 0.3904760777950287, 0.413043349981308, 0.4599998891353607, 0.5520831942558289, 0.20689648389816284, 0.251308798789978, 0.39999985694885254, 0.33333325386047363, 0.2906976044178009, 0.23463678359985352, 0.4623654782772064, 0.5339365601539612, 0.322274774312973, 0.3314284682273865, 0.7083331942558289, 0.5381165146827698, 0.3617020547389984, 0.5714284181594849, 0.6476188898086548, 0.29885047674179077, 0.2653060257434845, 0.2571427524089813, 0.5894736051559448, 0.3516482412815094, 0.43781083822250366, 0.3024389147758484, 0.3232322335243225, 0.39805811643600464, 0.3319837152957916, 0.23115570843219757, 0.3529410660266876, 0.2580644190311432, 0.22857137024402618, 0.5756096839904785, 0.4042551815509796, 0.6354165077209473, 0.2953585684299469, 0.36619704961776733, 0.20105813443660736, 0.22702695429325104, 0.27777770161628723, 0.5108694434165955, 0.5837318897247314, 0.42162150144577026, 0.20105813443660736, 0.35532984137535095, 0.5446427464485168, 0.623255729675293, 0.48803818225860596, 0.15053758025169373, 0.46999987959861755, 0.4072396755218506, 0.5164833664894104, 0.37499985098838806, 0.7393363118171692, 0.4725273549556732, 0.49999988079071045, 0.39548009634017944, 0.20289847254753113, 0.23584897816181183, 0.239999920129776, 0.27551010251045227, 0.7081338167190552, 0.653658390045166, 0.46808499097824097, 0.5727698802947998, 0.1485147923231125, 0.3557691276073456, 0.2797926664352417, 0.6263735294342041, 0.666666567325592, 0.20320846140384674, 0.20192298293113708, 0.3076922297477722, 0.1977185755968094, 0.3406112492084503, 0.7024388909339905, 0.45226117968559265, 0.2234041839838028, 0.4607841968536377, 0.44808733463287354, 0.42201822996139526, 0.21904754638671875, 0.3999999165534973, 0.33497530221939087, 0.4837207794189453, 0.3314284682273865, 0.21505369246006012, 0.679245114326477, 0.47236168384552, 0.3478260338306427, 0.37914684414863586, 0.20765019953250885, 0.46486473083496094 ], "time": 21.244674501940608, "param": null }, { "epoch": 177, "train_loss": 0.003487472888082266, "val_loss": 2.799976110458374, "acc": 39.76, "f1": [ 0.7395831346511841, 0.4857141971588135, 0.282828152179718, 0.188888818025589, 0.23788540065288544, 0.2693876624107361, 0.3999998867511749, 0.42780739068984985, 0.45320188999176025, 0.5368419289588928, 0.2105262726545334, 0.25906726717948914, 0.4042551815509796, 0.3186812400817871, 0.278787761926651, 0.23255808651447296, 0.45901623368263245, 0.5370368957519531, 0.3285022974014282, 0.34482747316360474, 0.7046630382537842, 0.5446427464485168, 0.3578946590423584, 0.5699998736381531, 0.6538460850715637, 0.27472516894340515, 0.26540276408195496, 0.2647058069705963, 0.5894736051559448, 0.3575417995452881, 0.40552979707717896, 0.29268285632133484, 0.3301886022090912, 0.3861384987831116, 0.33333325386047363, 0.2436547577381134, 0.35978829860687256, 0.2561575770378113, 0.2244897186756134, 0.5784311890602112, 0.41758227348327637, 0.619289219379425, 0.3228698670864105, 0.3636362850666046, 0.19459453225135803, 0.22680403292179108, 0.2795697748661041, 0.5108694434165955, 0.5925924181938171, 0.41666656732559204, 0.18378373980522156, 0.35897424817085266, 0.5350876450538635, 0.6415093541145325, 0.4976075291633606, 0.15053758025169373, 0.47474732995033264, 0.4210525155067444, 0.5380709171295166, 0.37864065170288086, 0.742857038974762, 0.47826072573661804, 0.5048542022705078, 0.39548009634017944, 0.20588228106498718, 0.23696675896644592, 0.24615377187728882, 0.2842104732990265, 0.7081338167190552, 0.6600984334945679, 0.4631577730178833, 0.5700933337211609, 0.14358967542648315, 0.36018943786621094, 0.2751321792602539, 0.6195651292800903, 0.6763284206390381, 0.19999992847442627, 0.20304562151432037, 0.3111110329627991, 0.19762840867042542, 0.3394494354724884, 0.7058822512626648, 0.45360812544822693, 0.23589736223220825, 0.4630540609359741, 0.43850257992744446, 0.41666656732559204, 0.21999992430210114, 0.40517228841781616, 0.33497530221939087, 0.4927534759044647, 0.3135133981704712, 0.22680403292179108, 0.6824643611907959, 0.46534639596939087, 0.3568074107170105, 0.362790584564209, 0.2099446803331375, 0.4598929286003113 ], "time": 19.476164794526994, "param": null }, { "epoch": 178, "train_loss": 0.0033741265069693327, "val_loss": 3.003044366836548, "acc": 39.83, "f1": [ 0.7486629486083984, 0.4827585518360138, 0.29629620909690857, 0.1777777075767517, 0.24074065685272217, 0.28085100650787354, 0.3946187198162079, 0.4226802885532379, 0.452830046415329, 0.5319147706031799, 0.20809243619441986, 0.27551010251045227, 0.3917524814605713, 0.32258057594299316, 0.2906976044178009, 0.24277448654174805, 0.4550263583660126, 0.5358850359916687, 0.3148147463798523, 0.33333322405815125, 0.697435736656189, 0.5493561029434204, 0.37158459424972534, 0.5699998736381531, 0.6473428606987, 0.2751321792602539, 0.27488142251968384, 0.24999991059303284, 0.5876287817955017, 0.3575417995452881, 0.4190475046634674, 0.2955664098262787, 0.3316582143306732, 0.37999987602233887, 0.3448275029659271, 0.23834188282489777, 0.3636362552642822, 0.26415085792541504, 0.23350247740745544, 0.5603863000869751, 0.3936169147491455, 0.613065242767334, 0.3063828945159912, 0.37373724579811096, 0.1938774734735489, 0.23157887160778046, 0.26519328355789185, 0.5161289572715759, 0.5882351398468018, 0.41269823908805847, 0.18478251993656158, 0.35714274644851685, 0.5479451417922974, 0.6422017216682434, 0.48401811718940735, 0.15135130286216736, 0.46999987959861755, 0.4190475046634674, 0.5189187526702881, 0.37681150436401367, 0.7393363118171692, 0.4808742105960846, 0.5192306637763977, 0.40677958726882935, 0.210526242852211, 0.24630534648895264, 0.251308798789978, 0.2887699604034424, 0.704761803150177, 0.653465211391449, 0.48913031816482544, 0.5674417018890381, 0.14814810454845428, 0.35121941566467285, 0.28272244334220886, 0.6105261445045471, 0.6763284206390381, 0.21874994039535522, 0.19138747453689575, 0.31914883852005005, 0.19841262698173523, 0.3580785095691681, 0.7019230127334595, 0.44670039415359497, 0.22857137024402618, 0.4705880880355835, 0.4338623583316803, 0.4170615077018738, 0.22549012303352356, 0.4140968322753906, 0.34374991059303284, 0.4951455295085907, 0.3276835083961487, 0.23529404401779175, 0.6857141852378845, 0.467661589384079, 0.36111101508140564, 0.362790584564209, 0.20320846140384674, 0.4382021129131317 ], "time": 19.554341269657016, "param": null }, { "epoch": 179, "train_loss": 0.00335409096442163, "val_loss": 2.928990602493286, "acc": 39.78, "f1": [ 0.7486629486083984, 0.48803818225860596, 0.29319363832473755, 0.18079088628292084, 0.23636355996131897, 0.28085100650787354, 0.39631327986717224, 0.4148934781551361, 0.46231144666671753, 0.5208331942558289, 0.20809243619441986, 0.2722512185573578, 0.40641695261001587, 0.31284910440444946, 0.29714274406433105, 0.23595495522022247, 0.46486473083496094, 0.5277776718139648, 0.3271027207374573, 0.3369564116001129, 0.7083331942558289, 0.5517240166664124, 0.37158459424972534, 0.5699998736381531, 0.6384975910186768, 0.2780747711658478, 0.2621358335018158, 0.2574256360530853, 0.5888323187828064, 0.3586955666542053, 0.4278606176376343, 0.29896897077560425, 0.331707239151001, 0.390243798494339, 0.33884286880493164, 0.24083760380744934, 0.3529410660266876, 0.24761897325515747, 0.22330091893672943, 0.5858584046363831, 0.3979056477546692, 0.619999885559082, 0.3043477237224579, 0.35643553733825684, 0.18947362899780273, 0.22772268950939178, 0.26373615860939026, 0.5240640044212341, 0.5943394899368286, 0.42162150144577026, 0.19251330196857452, 0.3535352647304535, 0.5470851063728333, 0.6255922317504883, 0.4907405972480774, 0.15300540626049042, 0.47715723514556885, 0.4112148582935333, 0.5130888819694519, 0.37558677792549133, 0.7393363118171692, 0.4812833070755005, 0.5167463421821594, 0.39784935116767883, 0.20408155024051666, 0.24271836876869202, 0.2436547577381134, 0.2699999213218689, 0.704761803150177, 0.653658390045166, 0.4705881178379059, 0.5674417018890381, 0.15053758025169373, 0.3495144844055176, 0.2812499403953552, 0.6243385076522827, 0.6796115040779114, 0.19565211236476898, 0.20289847254753113, 0.3186812400817871, 0.1879698783159256, 0.35616424679756165, 0.7087377309799194, 0.45320188999176025, 0.21890540421009064, 0.46534639596939087, 0.45054933428764343, 0.4210525155067444, 0.22222216427326202, 0.4125559628009796, 0.345177561044693, 0.49523797631263733, 0.3169397711753845, 0.21390368044376373, 0.6923075318336487, 0.47715723514556885, 0.3534882664680481, 0.37623751163482666, 0.2065216600894928, 0.44791656732559204 ], "time": 19.4010172476992, "param": null }, { "epoch": 180, "train_loss": 0.003456419799476862, "val_loss": 2.9596104621887207, "acc": 39.84, "f1": [ 0.7540981769561768, 0.48803818225860596, 0.28999990224838257, 0.1868131160736084, 0.23423415422439575, 0.27615058422088623, 0.3904760777950287, 0.41573023796081543, 0.4585364758968353, 0.5445024967193604, 0.20118334889411926, 0.27083322405815125, 0.39195966720581055, 0.3135133981704712, 0.26993855834007263, 0.23863628506660461, 0.4640882611274719, 0.5377357006072998, 0.3168315887451172, 0.3468207120895386, 0.7046630382537842, 0.5412842631340027, 0.38636353611946106, 0.5742572546005249, 0.6568626165390015, 0.2780747711658478, 0.26666656136512756, 0.26341456174850464, 0.5858584046363831, 0.3699420988559723, 0.4271843731403351, 0.30303022265434265, 0.3482586145401001, 0.3867923319339752, 0.34126976132392883, 0.251308798789978, 0.37499991059303284, 0.26046502590179443, 0.22222216427326202, 0.5784311890602112, 0.41269823908805847, 0.619289219379425, 0.29752060770988464, 0.3692306876182556, 0.18848159909248352, 0.23469379544258118, 0.27472516894340515, 0.5268816351890564, 0.5865383148193359, 0.41935470700263977, 0.1899440735578537, 0.3599999248981476, 0.5470851063728333, 0.6272726058959961, 0.4976075291633606, 0.15957440435886383, 0.4577113389968872, 0.4265401363372803, 0.5240640044212341, 0.37558677792549133, 0.742857038974762, 0.48936155438423157, 0.5048542022705078, 0.37777766585350037, 0.2115383893251419, 0.2464454174041748, 0.2541435658931732, 0.2812499403953552, 0.7014216780662537, 0.6633662581443787, 0.4919784665107727, 0.5674417018890381, 0.14583328366279602, 0.36190465092658997, 0.27083322405815125, 0.6170212030410767, 0.6796115040779114, 0.21319790184497833, 0.20192298293113708, 0.30337071418762207, 0.18909086287021637, 0.35193121433258057, 0.7014216780662537, 0.45360812544822693, 0.22222216427326202, 0.4734298884868622, 0.43850257992744446, 0.4090907871723175, 0.21395343542099, 0.39252325892448425, 0.34482747316360474, 0.4788731336593628, 0.3101603388786316, 0.22950810194015503, 0.6926827430725098, 0.47715723514556885, 0.362790584564209, 0.36893191933631897, 0.21978014707565308, 0.45263150334358215 ], "time": 19.440768918953836, "param": null }, { "epoch": 181, "train_loss": 0.003464336972683668, "val_loss": 2.860837459564209, "acc": 39.91, "f1": [ 0.7513225674629211, 0.4878047704696655, 0.2959182858467102, 0.18579228222370148, 0.23111103475093842, 0.27385884523391724, 0.38888880610466003, 0.4324323236942291, 0.4509802758693695, 0.5454544425010681, 0.2105262726545334, 0.251308798789978, 0.4108106791973114, 0.3043477535247803, 0.2909089922904968, 0.2378377616405487, 0.4615383446216583, 0.5384615063667297, 0.33333322405815125, 0.34224584698677063, 0.7157893776893616, 0.5541123747825623, 0.37158459424972534, 0.5628139972686768, 0.6418603658676147, 0.2795697748661041, 0.2653060257434845, 0.2769230008125305, 0.5989846587181091, 0.36158180236816406, 0.4210525155067444, 0.30107519030570984, 0.31372541189193726, 0.39795905351638794, 0.3565216362476349, 0.2288556545972824, 0.36065563559532166, 0.2561575770378113, 0.22321420907974243, 0.5799998641014099, 0.41052618622779846, 0.6262625455856323, 0.32258057594299316, 0.36633655428886414, 0.18848159909248352, 0.22680403292179108, 0.28571420907974243, 0.524590015411377, 0.5898616909980774, 0.4232803285121918, 0.19780214130878448, 0.3599999248981476, 0.5470851063728333, 0.6296295523643494, 0.5024153590202332, 0.15789467096328735, 0.474226713180542, 0.40740731358528137, 0.529999852180481, 0.38647329807281494, 0.7393363118171692, 0.48936155438423157, 0.504761815071106, 0.37777766585350037, 0.22009563446044922, 0.23696675896644592, 0.24210518598556519, 0.2727271616458893, 0.7019230127334595, 0.6350710391998291, 0.48387083411216736, 0.5754715800285339, 0.14925366640090942, 0.3738316595554352, 0.27083322405815125, 0.6178008913993835, 0.6699027419090271, 0.2072538137435913, 0.19811314344406128, 0.3111110329627991, 0.18677033483982086, 0.3301886022090912, 0.7156862020492554, 0.4599998891353607, 0.236453115940094, 0.4766353964805603, 0.4408600926399231, 0.4205606281757355, 0.2176164984703064, 0.42201822996139526, 0.3469386696815491, 0.4903845191001892, 0.30851057171821594, 0.22459883987903595, 0.6923075318336487, 0.467661589384079, 0.3414633274078369, 0.37558677792549133, 0.2244897186756134, 0.4502616822719574 ], "time": 19.45556941628456, "param": null }, { "epoch": 182, "train_loss": 0.003572088433429599, "val_loss": 2.850196599960327, "acc": 39.64, "f1": [ 0.7486629486083984, 0.47572803497314453, 0.3091786503791809, 0.17679551243782043, 0.2399999350309372, 0.2758619785308838, 0.37914684414863586, 0.43979042768478394, 0.4577113389968872, 0.5312498211860657, 0.2117646485567093, 0.2702701687812805, 0.39999985694885254, 0.32258057594299316, 0.30939218401908875, 0.23391805589199066, 0.4699452221393585, 0.5395347476005554, 0.3286384046077728, 0.3444443643093109, 0.7046630382537842, 0.5599998831748962, 0.37158459424972534, 0.5742572546005249, 0.6507176160812378, 0.2937852144241333, 0.27551010251045227, 0.2524271011352539, 0.5816324949264526, 0.3575417995452881, 0.4112148582935333, 0.2941175699234009, 0.31279608607292175, 0.37563440203666687, 0.34024888277053833, 0.239999920129776, 0.36065563559532166, 0.2464454174041748, 0.22535204887390137, 0.5756096839904785, 0.4153004288673401, 0.6185566186904907, 0.3076922297477722, 0.37185919284820557, 0.1989527940750122, 0.22680403292179108, 0.25555548071861267, 0.5297296643257141, 0.5887848734855652, 0.4198893904685974, 0.18478251993656158, 0.3535352647304535, 0.5422221422195435, 0.6285713315010071, 0.4903845191001892, 0.14689259231090546, 0.46601933240890503, 0.415094256401062, 0.5027320981025696, 0.37558677792549133, 0.741783857345581, 0.48913031816482544, 0.4975123405456543, 0.38674020767211914, 0.19047614932060242, 0.23255807161331177, 0.2376236915588379, 0.2673266530036926, 0.6981130838394165, 0.6600984334945679, 0.4731181561946869, 0.5700933337211609, 0.1407034695148468, 0.3523808717727661, 0.2727271616458893, 0.6129031181335449, 0.6796115040779114, 0.19999991357326508, 0.2121211439371109, 0.30857133865356445, 0.18656711280345917, 0.3348836302757263, 0.6923075318336487, 0.46534639596939087, 0.2121211439371109, 0.467661589384079, 0.44808733463287354, 0.41148313879966736, 0.21568621695041656, 0.3964756429195404, 0.35643553733825684, 0.4837207794189453, 0.3208555281162262, 0.21874994039535522, 0.696078360080719, 0.46534639596939087, 0.35121941566467285, 0.37209296226501465, 0.21111102402210236, 0.4607328474521637 ], "time": 19.449551607482135, "param": null }, { "epoch": 183, "train_loss": 0.003574090776965022, "val_loss": 3.0012240409851074, "acc": 39.87, "f1": [ 0.7513225674629211, 0.4927534759044647, 0.30999991297721863, 0.16853927075862885, 0.23580780625343323, 0.2784809470176697, 0.38181808590888977, 0.42639580368995667, 0.45714277029037476, 0.5510202646255493, 0.20809243619441986, 0.26041656732559204, 0.4021162986755371, 0.3068180978298187, 0.29585790634155273, 0.24418595433235168, 0.4623654782772064, 0.5188678503036499, 0.3253587782382965, 0.32748526334762573, 0.7157893776893616, 0.5526314973831177, 0.36956506967544556, 0.5685278177261353, 0.6380951404571533, 0.2795697748661041, 0.2686566412448883, 0.25490185618400574, 0.5918366312980652, 0.3626372814178467, 0.42512065172195435, 0.2955664098262787, 0.3251230716705322, 0.3846152722835541, 0.3361343741416931, 0.2424241602420807, 0.35602086782455444, 0.2621358335018158, 0.23300965130329132, 0.582914412021637, 0.41269823908805847, 0.613065242767334, 0.31896543502807617, 0.37185919284820557, 0.18947362899780273, 0.2233501821756363, 0.2762430012226105, 0.5217389464378357, 0.5865383148193359, 0.423912912607193, 0.19999991357326508, 0.36082467436790466, 0.5520360469818115, 0.622641384601593, 0.4884791076183319, 0.14285707473754883, 0.46999987959861755, 0.4210525155067444, 0.5306121110916138, 0.37558677792549133, 0.742857038974762, 0.4947367310523987, 0.5070421695709229, 0.3934425115585327, 0.2072538137435913, 0.24390237033367157, 0.2526314854621887, 0.2934781610965729, 0.7081338167190552, 0.6504853367805481, 0.4808742105960846, 0.5767440795898438, 0.1290322095155716, 0.35748788714408875, 0.2783504128456116, 0.6187844276428223, 0.6763284206390381, 0.18947362899780273, 0.19626161456108093, 0.31249991059303284, 0.1960783749818802, 0.34513264894485474, 0.7081338167190552, 0.4509802758693695, 0.22966498136520386, 0.46601933240890503, 0.4432430863380432, 0.4112148582935333, 0.21800939738750458, 0.3964756429195404, 0.3469386696815491, 0.4857141971588135, 0.32222211360931396, 0.2340424805879593, 0.6893202662467957, 0.47715723514556885, 0.36111101508140564, 0.364531934261322, 0.21857915818691254, 0.4502616822719574 ], "time": 19.496058424003422, "param": null }, { "epoch": 184, "train_loss": 0.0036243749782443047, "val_loss": 2.9323055744171143, "acc": 39.77, "f1": [ 0.7446807622909546, 0.4834122061729431, 0.29032251238822937, 0.1729728877544403, 0.23893800377845764, 0.27385884523391724, 0.387096643447876, 0.42708319425582886, 0.45631060004234314, 0.5684208869934082, 0.20809243619441986, 0.2727271616458893, 0.40217384696006775, 0.29629620909690857, 0.30232545733451843, 0.23595495522022247, 0.4623654782772064, 0.5283017754554749, 0.3203882575035095, 0.34224584698677063, 0.697435736656189, 0.5462554097175598, 0.36956506967544556, 0.5603863000869751, 0.6507176160812378, 0.2751321792602539, 0.2653060257434845, 0.2512076497077942, 0.5870645046234131, 0.34972667694091797, 0.4230768084526062, 0.2959182858467102, 0.3316582143306732, 0.3861384987831116, 0.3504272401332855, 0.24489787220954895, 0.3692306876182556, 0.24271836876869202, 0.23300965130329132, 0.5771142840385437, 0.40641695261001587, 0.6421051621437073, 0.31304338574409485, 0.3692306876182556, 0.1855669468641281, 0.2176164984703064, 0.2543351650238037, 0.5297296643257141, 0.5904760956764221, 0.4102562665939331, 0.188888818025589, 0.36082467436790466, 0.5470851063728333, 0.6320753693580627, 0.4927534759044647, 0.1494252234697342, 0.4795917272567749, 0.40552979707717896, 0.518134593963623, 0.37735840678215027, 0.7393363118171692, 0.4808742105960846, 0.5094338655471802, 0.38888877630233765, 0.1990049034357071, 0.24413138628005981, 0.251308798789978, 0.2769230008125305, 0.7081338167190552, 0.6411482095718384, 0.47120407223701477, 0.5648146867752075, 0.15384608507156372, 0.3534882664680481, 0.2812499403953552, 0.6105261445045471, 0.6698563694953918, 0.21538454294204712, 0.20487797260284424, 0.31638407707214355, 0.19230763614177704, 0.33333322405815125, 0.7149757146835327, 0.4599998891353607, 0.22660093009471893, 0.4827585518360138, 0.45555540919303894, 0.4299064576625824, 0.22115376591682434, 0.39473670721054077, 0.35416656732559204, 0.4834122061729431, 0.3135133981704712, 0.22099439799785614, 0.6889951229095459, 0.4630540609359741, 0.3551400303840637, 0.36018943786621094, 0.19889496266841888, 0.44444429874420166 ], "time": 19.426261700689793, "param": null }, { "epoch": 185, "train_loss": 0.0035790549591183662, "val_loss": 2.92401385307312, "acc": 39.93, "f1": [ 0.7446807622909546, 0.4905658960342407, 0.29473677277565, 0.17877088487148285, 0.23963125050067902, 0.2807016670703888, 0.39285701513290405, 0.4210525155067444, 0.47715723514556885, 0.5291004180908203, 0.2117646485567093, 0.2722512185573578, 0.4222221076488495, 0.32183900475502014, 0.2941175401210785, 0.24137921631336212, 0.47513800859451294, 0.5258214473724365, 0.3240739703178406, 0.34254133701324463, 0.7083331942558289, 0.5462554097175598, 0.37777766585350037, 0.5799998641014099, 0.6415093541145325, 0.2888887822628021, 0.2577318847179413, 0.2574256360530853, 0.5799998641014099, 0.3478259742259979, 0.4292682111263275, 0.31372541189193726, 0.3267325758934021, 0.3917524814605713, 0.3292180299758911, 0.23350247740745544, 0.3578946590423584, 0.24999991059303284, 0.22429899871349335, 0.5742572546005249, 0.4086019992828369, 0.6099998950958252, 0.30172407627105713, 0.3627450466156006, 0.19587622582912445, 0.24615377187728882, 0.2780747711658478, 0.5217389464378357, 0.5915491580963135, 0.42162150144577026, 0.19565211236476898, 0.35532984137535095, 0.5462554097175598, 0.6325579881668091, 0.4884791076183319, 0.1612902730703354, 0.48484835028648376, 0.41095879673957825, 0.5177663564682007, 0.367346853017807, 0.741783857345581, 0.4946235418319702, 0.5164318084716797, 0.39325833320617676, 0.2115383893251419, 0.2403845638036728, 0.25396814942359924, 0.2699999213218689, 0.704761803150177, 0.6504853367805481, 0.48387083411216736, 0.5727698802947998, 0.15384608507156372, 0.3584904372692108, 0.2783504128456116, 0.613756537437439, 0.6798028349876404, 0.2072538137435913, 0.20388342440128326, 0.3118278682231903, 0.19591830670833588, 0.3523808717727661, 0.7053138613700867, 0.45226117968559265, 0.2234041839838028, 0.47393354773521423, 0.44210511445999146, 0.4056602716445923, 0.21904754638671875, 0.40350866317749023, 0.3465345501899719, 0.4905658960342407, 0.31914883852005005, 0.22222213447093964, 0.6760562062263489, 0.47236168384552, 0.3454544246196747, 0.38095229864120483, 0.2173912227153778, 0.4432430863380432 ], "time": 19.516156474128366, "param": null }, { "epoch": 186, "train_loss": 0.005588840693235397, "val_loss": 2.911548137664795, "acc": 39.63, "f1": [ 0.7486629486083984, 0.492890864610672, 0.2944161295890808, 0.17877088487148285, 0.2272726446390152, 0.26890748739242554, 0.38095229864120483, 0.4088396728038788, 0.4509802758693695, 0.5368419289588928, 0.20987647771835327, 0.2741115987300873, 0.39378228783607483, 0.3111110329627991, 0.26993855834007263, 0.23728805780410767, 0.48387083411216736, 0.5395347476005554, 0.3269230127334595, 0.3463686406612396, 0.7046630382537842, 0.5315313935279846, 0.37777766585350037, 0.5631066560745239, 0.6538460850715637, 0.29213473200798035, 0.2599999010562897, 0.2536584436893463, 0.5918366312980652, 0.36158180236816406, 0.4170615077018738, 0.28846150636672974, 0.3248729705810547, 0.36633655428886414, 0.329317182302475, 0.24999991059303284, 0.3578946590423584, 0.2488037496805191, 0.22535204887390137, 0.5700481534004211, 0.41269823908805847, 0.6224488615989685, 0.29629623889923096, 0.35820886492729187, 0.19289332628250122, 0.22680403292179108, 0.27173903584480286, 0.5189187526702881, 0.5990337133407593, 0.4041449725627899, 0.193548321723938, 0.36458322405815125, 0.5446427464485168, 0.6325579881668091, 0.4907405972480774, 0.15053758025169373, 0.4729062616825104, 0.4190475046634674, 0.5257730484008789, 0.3699999153614044, 0.741783857345581, 0.47826072573661804, 0.4951455295085907, 0.37426888942718506, 0.20487797260284424, 0.23255807161331177, 0.26086944341659546, 0.2797926664352417, 0.7042252421379089, 0.6568626165390015, 0.48387083411216736, 0.5674417018890381, 0.14432983100414276, 0.3478260338306427, 0.28272244334220886, 0.6210525035858154, 0.6829267144203186, 0.2127658873796463, 0.20792071521282196, 0.30270257592201233, 0.18045106530189514, 0.34123215079307556, 0.7087377309799194, 0.44444435834884644, 0.21999992430210114, 0.4717947542667389, 0.43850257992744446, 0.4190475046634674, 0.21596238017082214, 0.4088887572288513, 0.3414633274078369, 0.4792625606060028, 0.3152172863483429, 0.2258063703775406, 0.6923075318336487, 0.4607841968536377, 0.36111101508140564, 0.36619704961776733, 0.208791121840477, 0.46808499097824097 ], "time": 19.47638386581093, "param": null }, { "epoch": 187, "train_loss": 0.0032856434118002653, "val_loss": 2.9228897094726562, "acc": 39.71, "f1": [ 0.7446807622909546, 0.4927534759044647, 0.30051806569099426, 0.1748633086681366, 0.23255807161331177, 0.2749999165534973, 0.39215680956840515, 0.42780739068984985, 0.4646463394165039, 0.5483869910240173, 0.20809243619441986, 0.26315781474113464, 0.4021162986755371, 0.314606636762619, 0.2716048061847687, 0.2404370754957199, 0.4607328474521637, 0.5302324295043945, 0.319248765707016, 0.3369564116001129, 0.7120417356491089, 0.5350876450538635, 0.3675675094127655, 0.5728641748428345, 0.6570047736167908, 0.280898779630661, 0.2547169029712677, 0.26262614130973816, 0.5888323187828064, 0.36464083194732666, 0.4278606176376343, 0.28999990224838257, 0.3184078335762024, 0.3823528587818146, 0.33606547117233276, 0.22916659712791443, 0.35051536560058594, 0.2524271011352539, 0.22966498136520386, 0.5888323187828064, 0.3894736170768738, 0.613065242767334, 0.3157893717288971, 0.35748788714408875, 0.18947362899780273, 0.22105254232883453, 0.2569831311702728, 0.5240640044212341, 0.5922329425811768, 0.41935470700263977, 0.18279562890529633, 0.3535352647304535, 0.5374448299407959, 0.6267279982566833, 0.49765241146087646, 0.1604277491569519, 0.48958322405815125, 0.4093022048473358, 0.5157893896102905, 0.3880595862865448, 0.7452828288078308, 0.4787232577800751, 0.49999988079071045, 0.3756905198097229, 0.21596238017082214, 0.24271836876869202, 0.2553190290927887, 0.2769230008125305, 0.704761803150177, 0.6568626165390015, 0.487046480178833, 0.5781989693641663, 0.1554403454065323, 0.3540668785572052, 0.2783504128456116, 0.6178008913993835, 0.6796115040779114, 0.2094240039587021, 0.19047613441944122, 0.3060108423233032, 0.18772555887699127, 0.3425924777984619, 0.7121950387954712, 0.45320188999176025, 0.23529402911663055, 0.4577113389968872, 0.43850257992744446, 0.41666656732559204, 0.22549012303352356, 0.3999998867511749, 0.3495144844055176, 0.5148513317108154, 0.3118278682231903, 0.22222213447093964, 0.679245114326477, 0.4795917272567749, 0.3577980697154999, 0.3696681261062622, 0.20765019953250885, 0.4631577730178833 ], "time": 19.59090236481279, "param": null }, { "epoch": 188, "train_loss": 0.0032906122505664825, "val_loss": 3.0021986961364746, "acc": 39.77, "f1": [ 0.7513225674629211, 0.4903845191001892, 0.2901553809642792, 0.18478251993656158, 0.23636355996131897, 0.277310848236084, 0.38095229864120483, 0.4338623583316803, 0.4646463394165039, 0.5445024967193604, 0.20454540848731995, 0.27551010251045227, 0.4108106791973114, 0.31638407707214355, 0.29585790634155273, 0.23391805589199066, 0.4550263583660126, 0.5352111458778381, 0.33027511835098267, 0.3352600038051605, 0.6799998879432678, 0.5327510237693787, 0.3756905198097229, 0.5656563639640808, 0.6445496082305908, 0.28415289521217346, 0.2673266530036926, 0.25870639085769653, 0.5876287817955017, 0.3555554449558258, 0.4292682111263275, 0.29702961444854736, 0.3253587782382965, 0.39195966720581055, 0.3372548520565033, 0.2371133416891098, 0.3675675094127655, 0.2488037496805191, 0.2288556545972824, 0.5858584046363831, 0.3999999165534973, 0.619289219379425, 0.304526686668396, 0.3540668785572052, 0.19999991357326508, 0.2424241602420807, 0.26519328355789185, 0.5217389464378357, 0.5971562266349792, 0.423912912607193, 0.188888818025589, 0.3517586886882782, 0.5545453429222107, 0.6415093541145325, 0.4976075291633606, 0.1546391248703003, 0.4670049846172333, 0.4093022048473358, 0.5454543828964233, 0.37914684414863586, 0.7333331108093262, 0.4919784665107727, 0.5071768760681152, 0.3798881769180298, 0.19047614932060242, 0.24271836876869202, 0.25945934653282166, 0.2713567018508911, 0.704761803150177, 0.653658390045166, 0.48421040177345276, 0.5740739107131958, 0.1546391248703003, 0.35121941566467285, 0.2842104732990265, 0.6105261445045471, 0.6763284206390381, 0.20320846140384674, 0.1971830278635025, 0.3118278682231903, 0.19379839301109314, 0.33802807331085205, 0.7053138613700867, 0.4433496594429016, 0.2099999338388443, 0.467661589384079, 0.445652037858963, 0.41666656732559204, 0.211055189371109, 0.4034333825111389, 0.35532984137535095, 0.488262802362442, 0.31914883852005005, 0.21989519894123077, 0.6760562062263489, 0.47236168384552, 0.33962252736091614, 0.3696681261062622, 0.19889496266841888, 0.4565216302871704 ], "time": 19.45401913486421, "param": null }, { "epoch": 189, "train_loss": 0.003548647975549102, "val_loss": 2.8147802352905273, "acc": 39.96, "f1": [ 0.7446807622909546, 0.4999999403953552, 0.29896897077560425, 0.18478251993656158, 0.2403845638036728, 0.2820512056350708, 0.38738730549812317, 0.42708319425582886, 0.4509802758693695, 0.534031331539154, 0.21428564190864563, 0.2659573554992676, 0.40641695261001587, 0.30939218401908875, 0.28402355313301086, 0.24580998718738556, 0.46739116311073303, 0.5333331823348999, 0.31775689125061035, 0.3386242389678955, 0.7083331942558289, 0.5422221422195435, 0.3841806650161743, 0.5670101642608643, 0.6540283560752869, 0.2795697748661041, 0.27488142251968384, 0.24870456755161285, 0.5888323187828064, 0.34972667694091797, 0.43216070532798767, 0.30366483330726624, 0.331707239151001, 0.3846152722835541, 0.33755266666412354, 0.23036640882492065, 0.36065563559532166, 0.2629106938838959, 0.21782170236110687, 0.5771142840385437, 0.40624988079071045, 0.6069650650024414, 0.3063828945159912, 0.35643553733825684, 0.19095470011234283, 0.23204411566257477, 0.2810809910297394, 0.5185183882713318, 0.5953487157821655, 0.4148934781551361, 0.2021275758743286, 0.35051536560058594, 0.5405403971672058, 0.6325579881668091, 0.48648640513420105, 0.15384609997272491, 0.47236168384552, 0.4112148582935333, 0.535353422164917, 0.3743841052055359, 0.7363634705543518, 0.486772358417511, 0.5070421695709229, 0.38636353611946106, 0.1951218843460083, 0.23923437297344208, 0.251308798789978, 0.29032251238822937, 0.707547128200531, 0.6411482095718384, 0.48936155438423157, 0.5779815316200256, 0.15217386186122894, 0.36714968085289, 0.2751321792602539, 0.6217615604400635, 0.6829267144203186, 0.20512813329696655, 0.19138747453689575, 0.31284910440444946, 0.19841262698173523, 0.3363635540008545, 0.7014216780662537, 0.4487804174423218, 0.2376236915588379, 0.47236168384552, 0.44808733463287354, 0.41474640369415283, 0.22222216427326202, 0.41592907905578613, 0.3414633274078369, 0.4814813435077667, 0.32978713512420654, 0.2340424805879593, 0.6926827430725098, 0.46999987959861755, 0.35294109582901, 0.35820886492729187, 0.228260800242424, 0.4656083285808563 ], "time": 19.509705651551485, "param": null }, { "epoch": 190, "train_loss": 0.0036075585521757603, "val_loss": 2.9325850009918213, "acc": 39.74, "f1": [ 0.7446807622909546, 0.4854367673397064, 0.3076922297477722, 0.17679551243782043, 0.23318377137184143, 0.2895926535129547, 0.39090898633003235, 0.4183672070503235, 0.4577113389968872, 0.5347592234611511, 0.20809243619441986, 0.2653060257434845, 0.3979056477546692, 0.3111110329627991, 0.30232545733451843, 0.24598921835422516, 0.4731181561946869, 0.5302324295043945, 0.31531521677970886, 0.34736835956573486, 0.7157893776893616, 0.5398228764533997, 0.37777766585350037, 0.582914412021637, 0.6415093541145325, 0.2751321792602539, 0.2621358335018158, 0.2613064646720886, 0.5989846587181091, 0.3459458649158478, 0.43269219994544983, 0.30303022265434265, 0.3203882575035095, 0.3696681261062622, 0.33992087841033936, 0.23280414938926697, 0.35978829860687256, 0.2583731412887573, 0.2243901938199997, 0.5742572546005249, 0.4021162986755371, 0.6161615252494812, 0.3097344636917114, 0.3495144844055176, 0.18749994039535522, 0.22916659712791443, 0.26519328355789185, 0.5240640044212341, 0.5953487157821655, 0.4153004288673401, 0.19428564608097076, 0.3469386696815491, 0.5570775270462036, 0.6320753693580627, 0.4905658960342407, 0.16326524317264557, 0.4795917272567749, 0.40740731358528137, 0.5185183882713318, 0.38190943002700806, 0.7358488440513611, 0.4808742105960846, 0.5221673846244812, 0.38674020767211914, 0.1990049034357071, 0.24509796500205994, 0.26086944341659546, 0.2842104732990265, 0.7081338167190552, 0.6568626165390015, 0.4787232577800751, 0.5727698802947998, 0.15789467096328735, 0.3417084515094757, 0.27551010251045227, 0.6178008913993835, 0.6699027419090271, 0.20512813329696655, 0.1836734265089035, 0.30270257592201233, 0.1879698783159256, 0.3301886022090912, 0.6985644102096558, 0.4509802758693695, 0.22680403292179108, 0.4705880880355835, 0.4469272196292877, 0.415094256401062, 0.21904754638671875, 0.40178558230400085, 0.3365383446216583, 0.5024153590202332, 0.31914883852005005, 0.22222213447093964, 0.6956520080566406, 0.47715723514556885, 0.3348836302757263, 0.3707316219806671, 0.22105254232883453, 0.4574466943740845 ], "time": 19.459307176992297, "param": null }, { "epoch": 191, "train_loss": 0.003489977680146694, "val_loss": 2.7311391830444336, "acc": 39.77, "f1": [ 0.7446807622909546, 0.49523797631263733, 0.30150744318962097, 0.1758241057395935, 0.22831043601036072, 0.27385884523391724, 0.3942306339740753, 0.4232803285121918, 0.4577113389968872, 0.5492226481437683, 0.21556879580020905, 0.26086944341659546, 0.3838382363319397, 0.32222211360931396, 0.278787761926651, 0.23863628506660461, 0.4756755530834198, 0.5395347476005554, 0.31627896428108215, 0.3444443643093109, 0.7046630382537842, 0.5414846539497375, 0.3756905198097229, 0.5728641748428345, 0.6473428606987, 0.29213473200798035, 0.26262614130973816, 0.25490185618400574, 0.5929647088050842, 0.3626372814178467, 0.4174756109714508, 0.31067952513694763, 0.3265305161476135, 0.3861384987831116, 0.3307085633277893, 0.24615377187728882, 0.35978829860687256, 0.25352105498313904, 0.22660093009471893, 0.5757573843002319, 0.4021162986755371, 0.625640869140625, 0.3111110329627991, 0.35643553733825684, 0.19587622582912445, 0.228260800242424, 0.2795697748661041, 0.5268816351890564, 0.5809522867202759, 0.41758227348327637, 0.19459453225135803, 0.35532984137535095, 0.5470851063728333, 0.623255729675293, 0.4930231273174286, 0.15300540626049042, 0.46999987959861755, 0.415094256401062, 0.5133689045906067, 0.3743841052055359, 0.7393363118171692, 0.4864863455295563, 0.4927534759044647, 0.39106133580207825, 0.20588228106498718, 0.2475246638059616, 0.25668442249298096, 0.2842104732990265, 0.704761803150177, 0.653658390045166, 0.4812833070755005, 0.5700933337211609, 0.15624994039535522, 0.3557691276073456, 0.2812499403953552, 0.6129031181335449, 0.6763284206390381, 0.2099999338388443, 0.19905206561088562, 0.30851057171821594, 0.19083963334560394, 0.3408070504665375, 0.7019230127334595, 0.43999987840652466, 0.21538454294204712, 0.4630540609359741, 0.445652037858963, 0.415094256401062, 0.2095237374305725, 0.40174663066864014, 0.34615373611450195, 0.4705880880355835, 0.3169397711753845, 0.23036640882492065, 0.6824643611907959, 0.47474732995033264, 0.36619704961776733, 0.37209296226501465, 0.212290421128273, 0.4631577730178833 ], "time": 19.53245367575437, "param": null }, { "epoch": 192, "train_loss": 0.0037522499915212393, "val_loss": 2.9027585983276367, "acc": 39.86, "f1": [ 0.7486629486083984, 0.49523797631263733, 0.2999999225139618, 0.1754385232925415, 0.24413138628005981, 0.277310848236084, 0.38497641682624817, 0.425531804561615, 0.4705880880355835, 0.5454544425010681, 0.21428564190864563, 0.2659573554992676, 0.4021162986755371, 0.30337071418762207, 0.2771083414554596, 0.2485205978155136, 0.4699452221393585, 0.5395347476005554, 0.31627896428108215, 0.348314493894577, 0.7010307908058167, 0.5495494604110718, 0.3736262619495392, 0.5757573843002319, 0.6504853367805481, 0.2840908169746399, 0.2571427524089813, 0.24761897325515747, 0.5846152901649475, 0.37433144450187683, 0.42512065172195435, 0.3147207200527191, 0.3203882575035095, 0.38862547278404236, 0.32031241059303284, 0.24489787220954895, 0.36559128761291504, 0.2545453906059265, 0.2264150083065033, 0.5918366312980652, 0.4042551815509796, 0.613065242767334, 0.31304338574409485, 0.3482586145401001, 0.1938774734735489, 0.22680403292179108, 0.26373615860939026, 0.5185183882713318, 0.5904760956764221, 0.4262293577194214, 0.19251330196857452, 0.35532984137535095, 0.5321099162101746, 0.635944664478302, 0.4884791076183319, 0.16091948747634888, 0.47524741291999817, 0.4259258210659027, 0.518134593963623, 0.37864065170288086, 0.7452828288078308, 0.48936155438423157, 0.4903845191001892, 0.4022345542907715, 0.20689646899700165, 0.236453115940094, 0.251308798789978, 0.29032251238822937, 0.7109003663063049, 0.6504853367805481, 0.4923075735569, 0.579439103603363, 0.15384608507156372, 0.3557691276073456, 0.2812499403953552, 0.6153845191001892, 0.6763284206390381, 0.21538454294204712, 0.1951218843460083, 0.30107519030570984, 0.19277101755142212, 0.3478259742259979, 0.7087377309799194, 0.45226117968559265, 0.21568621695041656, 0.4670049846172333, 0.4530385434627533, 0.41346144676208496, 0.210526242852211, 0.3982299864292145, 0.35467973351478577, 0.4705880880355835, 0.3152172863483429, 0.22916659712791443, 0.6893202662467957, 0.48205116391181946, 0.35454532504081726, 0.36190465092658997, 0.212290421128273, 0.4656083285808563 ], "time": 19.519368787296116, "param": null }, { "epoch": 193, "train_loss": 0.003891151398420334, "val_loss": 2.8135530948638916, "acc": 39.88, "f1": [ 0.7553189396858215, 0.47115376591682434, 0.2980768382549286, 0.19459453225135803, 0.23041465878486633, 0.26890748739242554, 0.39810416102409363, 0.4315788447856903, 0.45544540882110596, 0.5520831942558289, 0.2105262726545334, 0.26341456174850464, 0.4111110270023346, 0.30939218401908875, 0.278787761926651, 0.22598862648010254, 0.46808499097824097, 0.5370368957519531, 0.323809415102005, 0.3583814203739166, 0.7157893776893616, 0.5511109828948975, 0.37158459424972534, 0.5699998736381531, 0.6538460850715637, 0.28260859847068787, 0.2561575770378113, 0.26341456174850464, 0.5841582417488098, 0.3626372814178467, 0.42156851291656494, 0.30303022265434265, 0.3251230716705322, 0.37623751163482666, 0.3385826051235199, 0.23834188282489777, 0.3510637581348419, 0.2621358335018158, 0.22999992966651917, 0.5918366312980652, 0.4021162986755371, 0.6217615604400635, 0.31531521677970886, 0.35643553733825684, 0.2021275758743286, 0.22222213447093964, 0.2795697748661041, 0.5240640044212341, 0.5961536765098572, 0.41935470700263977, 0.2054053246974945, 0.367346853017807, 0.5446427464485168, 0.6267279982566833, 0.49765241146087646, 0.16216209530830383, 0.4827585518360138, 0.4154588282108307, 0.5333331823348999, 0.3707316219806671, 0.7393363118171692, 0.49214646220207214, 0.49261072278022766, 0.39560428261756897, 0.20487797260284424, 0.2314814031124115, 0.25945934653282166, 0.2713567018508911, 0.7042252421379089, 0.6320753693580627, 0.48421040177345276, 0.5727698802947998, 0.1530611664056778, 0.3474177420139313, 0.27777770161628723, 0.6170212030410767, 0.6794257164001465, 0.21538454294204712, 0.20202013850212097, 0.3152172863483429, 0.19548864662647247, 0.35023030638694763, 0.7087377309799194, 0.45320188999176025, 0.22999992966651917, 0.4670049846172333, 0.4361701011657715, 0.42253509163856506, 0.20792071521282196, 0.4036695957183838, 0.35467973351478577, 0.488262802362442, 0.3118278682231903, 0.2233501821756363, 0.6923075318336487, 0.467661589384079, 0.3636362552642822, 0.36018943786621094, 0.2054053246974945, 0.44808733463287354 ], "time": 19.470066590234637, "param": null }, { "epoch": 194, "train_loss": 0.0034645076375454664, "val_loss": 2.947969913482666, "acc": 39.84, "f1": [ 0.7407405972480774, 0.48309168219566345, 0.30851057171821594, 0.1777777075767517, 0.2314814031124115, 0.28571420907974243, 0.3827749788761139, 0.42931926250457764, 0.4630540609359741, 0.5347592234611511, 0.2048192024230957, 0.2741115987300873, 0.3874344527721405, 0.32402223348617554, 0.2923975884914398, 0.2430938482284546, 0.47368407249450684, 0.5296802520751953, 0.31050220131874084, 0.3510637581348419, 0.7157893776893616, 0.5555554628372192, 0.3908045291900635, 0.5799998641014099, 0.6439023613929749, 0.2736841142177582, 0.26666656136512756, 0.25870639085769653, 0.582914412021637, 0.36269423365592957, 0.4278606176376343, 0.3091786503791809, 0.32195112109184265, 0.372548907995224, 0.329317182302475, 0.2444443702697754, 0.34920626878738403, 0.2629106938838959, 0.2264150083065033, 0.5929647088050842, 0.3957218527793884, 0.613065242767334, 0.29629623889923096, 0.364531934261322, 0.19689112901687622, 0.22222214937210083, 0.25555548071861267, 0.5217389464378357, 0.5936071872711182, 0.4108106791973114, 0.1914892941713333, 0.35121941566467285, 0.5520360469818115, 0.6350710391998291, 0.5023254752159119, 0.15294109284877777, 0.47236168384552, 0.415094256401062, 0.49999988079071045, 0.390243798494339, 0.7358488440513611, 0.4918031394481659, 0.504761815071106, 0.3798881769180298, 0.2121211439371109, 0.23580780625343323, 0.24210518598556519, 0.2769230008125305, 0.7142855525016785, 0.6376810669898987, 0.47619032859802246, 0.579439103603363, 0.15624994039535522, 0.36619704961776733, 0.2769230008125305, 0.6263735294342041, 0.666666567325592, 0.22105254232883453, 0.2121211439371109, 0.314606636762619, 0.1945524662733078, 0.3414633274078369, 0.7093595266342163, 0.45128190517425537, 0.22115376591682434, 0.47236168384552, 0.44808733463287354, 0.4093022048473358, 0.21800939738750458, 0.3964756429195404, 0.3417084515094757, 0.48598119616508484, 0.31746023893356323, 0.2258063703775406, 0.6889951229095459, 0.47474732995033264, 0.3587442934513092, 0.368663489818573, 0.2099446803331375, 0.4623654782772064 ], "time": 19.458807876333594, "param": null }, { "epoch": 195, "train_loss": 0.0050923870876431465, "val_loss": 3.012532949447632, "acc": 39.81, "f1": [ 0.7526880502700806, 0.4927534759044647, 0.29292917251586914, 0.1777777075767517, 0.23744283616542816, 0.27350419759750366, 0.3904760777950287, 0.4338623583316803, 0.46874985098838806, 0.5347592234611511, 0.20359273254871368, 0.2765956223011017, 0.4153004288673401, 0.3043477535247803, 0.278787761926651, 0.239999920129776, 0.46486473083496094, 0.5420559644699097, 0.3211008310317993, 0.3419688045978546, 0.7157893776893616, 0.5603446960449219, 0.3756905198097229, 0.5699998736381531, 0.6445496082305908, 0.2751321792602539, 0.2692306935787201, 0.2559240758419037, 0.5918366312980652, 0.3542855978012085, 0.42512065172195435, 0.2914571762084961, 0.31428563594818115, 0.3880595862865448, 0.3320156931877136, 0.2436547577381134, 0.3529410660266876, 0.25116273760795593, 0.21999992430210114, 0.5799998641014099, 0.4086019992828369, 0.619289219379425, 0.31034475564956665, 0.35467973351478577, 0.19047614932060242, 0.23036640882492065, 0.25945934653282166, 0.5217389464378357, 0.5943394899368286, 0.4108106791973114, 0.19780214130878448, 0.35532984137535095, 0.5495494604110718, 0.6296295523643494, 0.4953269362449646, 0.15642453730106354, 0.48453593254089355, 0.41314542293548584, 0.5306121110916138, 0.38578668236732483, 0.741783857345581, 0.4808742105960846, 0.5118482112884521, 0.3977271616458893, 0.21395343542099, 0.23696675896644592, 0.2444443702697754, 0.2797926664352417, 0.707547128200531, 0.6504853367805481, 0.49214646220207214, 0.5674417018890381, 0.1546391248703003, 0.3523808717727661, 0.28272244334220886, 0.6178008913993835, 0.6763284206390381, 0.2127658873796463, 0.19230762124061584, 0.3060108423233032, 0.19847321510314941, 0.3394494354724884, 0.7019230127334595, 0.45226117968559265, 0.2288556545972824, 0.47236168384552, 0.44808733463287354, 0.415094256401062, 0.21890540421009064, 0.4036695957183838, 0.3383083641529083, 0.4770641028881073, 0.3135133981704712, 0.21989519894123077, 0.6923075318336487, 0.46534639596939087, 0.35616424679756165, 0.36111101508140564, 0.20765019953250885, 0.446808397769928 ], "time": 19.477138529531658, "param": null }, { "epoch": 196, "train_loss": 0.003546076361089945, "val_loss": 2.7701010704040527, "acc": 39.7, "f1": [ 0.7368419766426086, 0.48309168219566345, 0.2901553809642792, 0.1729728877544403, 0.23923437297344208, 0.26086947321891785, 0.3926939368247986, 0.4042551815509796, 0.4577113389968872, 0.5368419289588928, 0.20809243619441986, 0.25870639085769653, 0.3979056477546692, 0.2983424663543701, 0.2807016372680664, 0.239999920129776, 0.4756755530834198, 0.5384615063667297, 0.309859037399292, 0.3370785713195801, 0.7046630382537842, 0.5291478633880615, 0.37777766585350037, 0.5643563270568848, 0.6504853367805481, 0.2795697748661041, 0.25125616788864136, 0.2475246638059616, 0.5918366312980652, 0.35359105467796326, 0.4265401363372803, 0.30150744318962097, 0.3299999237060547, 0.3861384987831116, 0.33744847774505615, 0.23529402911663055, 0.3636362552642822, 0.25233638286590576, 0.21698106825351715, 0.582914412021637, 0.41052618622779846, 0.6153844594955444, 0.31531521677970886, 0.35643553733825684, 0.18749994039535522, 0.21857915818691254, 0.27173903584480286, 0.5297296643257141, 0.5791853666305542, 0.40659332275390625, 0.20320846140384674, 0.3535352647304535, 0.5446427464485168, 0.6167399883270264, 0.4953269362449646, 0.14857135713100433, 0.47572803497314453, 0.4095236659049988, 0.5257730484008789, 0.37373724579811096, 0.7358488440513611, 0.486772358417511, 0.5070421695709229, 0.39325833320617676, 0.20792071521282196, 0.2475246638059616, 0.25668442249298096, 0.2887699604034424, 0.704761803150177, 0.6442306041717529, 0.4864863455295563, 0.5714284181594849, 0.15135130286216736, 0.3609755337238312, 0.2887699604034424, 0.6063828468322754, 0.6763284206390381, 0.2094240039587021, 0.20192298293113708, 0.32402223348617554, 0.18867918848991394, 0.3448275029659271, 0.7053138613700867, 0.4413144290447235, 0.2211054563522339, 0.4780486822128296, 0.45555540919303894, 0.4095236659049988, 0.21904754638671875, 0.39639630913734436, 0.3431371748447418, 0.4834122061729431, 0.3169397711753845, 0.22702695429325104, 0.6859902143478394, 0.48453593254089355, 0.36448585987091064, 0.37623751163482666, 0.20320846140384674, 0.4607328474521637 ], "time": 19.51001301780343, "param": null }, { "epoch": 197, "train_loss": 0.0035040394868701696, "val_loss": 2.815368890762329, "acc": 39.74, "f1": [ 0.7419353127479553, 0.4857141971588135, 0.28272244334220886, 0.18279562890529633, 0.23364479839801788, 0.26666656136512756, 0.3981899321079254, 0.413043349981308, 0.452830046415329, 0.5425531268119812, 0.20689648389816284, 0.27083322405815125, 0.4041449725627899, 0.3050846457481384, 0.28235283493995667, 0.23463678359985352, 0.4574466943740845, 0.5233643651008606, 0.31775689125061035, 0.3444443643093109, 0.7083331942558289, 0.5339365601539612, 0.37777766585350037, 0.5671641230583191, 0.6509432196617126, 0.2795697748661041, 0.2561575770378113, 0.25490185618400574, 0.5846152901649475, 0.3478259742259979, 0.4313724637031555, 0.306122362613678, 0.3367346227169037, 0.3804876506328583, 0.33057841658592224, 0.24210518598556519, 0.3626372814178467, 0.2522521913051605, 0.23529402911663055, 0.5757573843002319, 0.40217384696006775, 0.6224488615989685, 0.3063828945159912, 0.3609755337238312, 0.18848159909248352, 0.22797919809818268, 0.28260859847068787, 0.5240640044212341, 0.5887848734855652, 0.423912912607193, 0.193548321723938, 0.36269423365592957, 0.5350876450538635, 0.6384975910186768, 0.4770641028881073, 0.15873010456562042, 0.4799998700618744, 0.4170615077018738, 0.5106381177902222, 0.38190943002700806, 0.742857038974762, 0.48936155438423157, 0.5071768760681152, 0.37288129329681396, 0.20588228106498718, 0.2262442708015442, 0.2580644488334656, 0.2797926664352417, 0.7081338167190552, 0.6568626165390015, 0.4808742105960846, 0.5754715800285339, 0.15789467096328735, 0.35748788714408875, 0.27083322405815125, 0.6129031181335449, 0.6763284206390381, 0.2176164984703064, 0.20192298293113708, 0.3135133981704712, 0.19685034453868866, 0.34666651487350464, 0.7058822512626648, 0.45360812544822693, 0.2376236915588379, 0.47115376591682434, 0.4432430863380432, 0.41314542293548584, 0.21904754638671875, 0.4085105359554291, 0.34482747316360474, 0.48803818225860596, 0.32402223348617554, 0.23280414938926697, 0.6859902143478394, 0.47715723514556885, 0.3568074107170105, 0.37499985098838806, 0.22459883987903595, 0.4516127407550812 ], "time": 19.572062263265252, "param": null }, { "epoch": 198, "train_loss": 0.003955414053052664, "val_loss": 2.9448986053466797, "acc": 39.8, "f1": [ 0.7459457516670227, 0.492890864610672, 0.28723397850990295, 0.17241372168064117, 0.2347417026758194, 0.2758619785308838, 0.3831774890422821, 0.425531804561615, 0.46938762068748474, 0.522612988948822, 0.20731700956821442, 0.27083322405815125, 0.3959389626979828, 0.30857133865356445, 0.2923975884914398, 0.2470587193965912, 0.4699452221393585, 0.5345621109008789, 0.3316582143306732, 0.329670250415802, 0.7157893776893616, 0.5429863333702087, 0.36956506967544556, 0.5799998641014099, 0.6570047736167908, 0.290502667427063, 0.25870639085769653, 0.2583731412887573, 0.5888323187828064, 0.3516482412815094, 0.42512065172195435, 0.29702961444854736, 0.3398057222366333, 0.3842363655567169, 0.3319147825241089, 0.24489787220954895, 0.36956506967544556, 0.25352105498313904, 0.23300965130329132, 0.5858584046363831, 0.41269823908805847, 0.613065242767334, 0.3050846755504608, 0.36633655428886414, 0.19095470011234283, 0.22222216427326202, 0.26519328355789185, 0.5161289572715759, 0.5961536765098572, 0.423912912607193, 0.18478251993656158, 0.35714274644851685, 0.5350876450538635, 0.623255729675293, 0.4884791076183319, 0.15053758025169373, 0.4705880880355835, 0.41284388303756714, 0.518134593963623, 0.37558677792549133, 0.7383176684379578, 0.47916653752326965, 0.5118482112884521, 0.39106133580207825, 0.19289332628250122, 0.236453115940094, 0.25396814942359924, 0.2769230008125305, 0.7115383744239807, 0.653465211391449, 0.4808742105960846, 0.5767440795898438, 0.15706801414489746, 0.3592231869697571, 0.2741115987300873, 0.6063828468322754, 0.6730768084526062, 0.20430098474025726, 0.19811314344406128, 0.30337071418762207, 0.19999992847442627, 0.3421051502227783, 0.6952379941940308, 0.45320188999176025, 0.23300965130329132, 0.46829259395599365, 0.45054933428764343, 0.415094256401062, 0.22009563446044922, 0.4016392230987549, 0.3487178385257721, 0.4905658960342407, 0.3169397711753845, 0.22222213447093964, 0.679245114326477, 0.4795917272567749, 0.3474177420139313, 0.37558677792549133, 0.2099446803331375, 0.4598929286003113 ], "time": 19.49296761676669, "param": null }, { "epoch": 199, "train_loss": 0.0032869307324290276, "val_loss": 2.8459763526916504, "acc": 39.88, "f1": [ 0.7553189396858215, 0.4903845191001892, 0.2901553809642792, 0.188888818025589, 0.2522521913051605, 0.27615058422088623, 0.38862547278404236, 0.4315788447856903, 0.4585364758968353, 0.5376343131065369, 0.2105262726545334, 0.26395928859710693, 0.4021162986755371, 0.3076922297477722, 0.30409345030784607, 0.23529404401779175, 0.4565216302871704, 0.5333331823348999, 0.31884050369262695, 0.31999990344047546, 0.7120417356491089, 0.555065929889679, 0.36842095851898193, 0.5699998736381531, 0.6507176160812378, 0.2765956223011017, 0.2583731412887573, 0.2571427524089813, 0.602040708065033, 0.35675665736198425, 0.4174756109714508, 0.320441871881485, 0.3251230716705322, 0.39795905351638794, 0.3414632976055145, 0.2436547577381134, 0.36464083194732666, 0.2559240758419037, 0.23115570843219757, 0.5686272978782654, 0.39999985694885254, 0.6161615252494812, 0.3025209605693817, 0.3654821515083313, 0.19587622582912445, 0.23529404401779175, 0.2673795819282532, 0.5297296643257141, 0.5833331942558289, 0.423912912607193, 0.20430098474025726, 0.3482586145401001, 0.5495494604110718, 0.6415093541145325, 0.48648640513420105, 0.1604277491569519, 0.47715723514556885, 0.4154588282108307, 0.5360823273658752, 0.3827749788761139, 0.7333331108093262, 0.4808742105960846, 0.5070421695709229, 0.3837208151817322, 0.21319790184497833, 0.23696675896644592, 0.24742262065410614, 0.2934781610965729, 0.7081338167190552, 0.653658390045166, 0.4812833070755005, 0.5781989693641663, 0.1405404806137085, 0.35467973351478577, 0.28723397850990295, 0.613756537437439, 0.6796115040779114, 0.2127658873796463, 0.2046510875225067, 0.3076922297477722, 0.19083963334560394, 0.34977567195892334, 0.7024388909339905, 0.4541061818599701, 0.2264150083065033, 0.47474732995033264, 0.4338623583316803, 0.4090907871723175, 0.210526242852211, 0.40350866317749023, 0.35748788714408875, 0.4766353964805603, 0.32258057594299316, 0.23036640882492065, 0.6893202662467957, 0.47474732995033264, 0.3540668785572052, 0.36714968085289, 0.2099446803331375, 0.4502616822719574 ], "time": 19.512861964292824, "param": null } ] }