{ "Accuracy": 46.92, "Time": [ 10.05646163249854, 1.0098550214536797, 2618.4223578656092 ], "Optimizer": { "Meta": { "optim": "Adam", "lr": 0.01 }, "Inner": { "optim": "SGD", "lr": 0.1, "momentum": 0.9, "decay": 0.0005, "nesterov": true, "scheduler": "cosine" } }, "Device": "TITAN Xp", "Memory": [ 0.0, 0.0 ], "Log": [ { "epoch": 0, "train_loss": 3.314189910888672, "val_loss": 3.4719815254211426, "acc": 16.83, "f1": [ 0.37681150436401367, 0.2686566412448883, 0.10909086465835571, 0.043165422976017, 0.0, 0.1347150057554245, 0.10434778034687042, 0.19999992847442627, 0.06369420886039734, 0.24427472054958344, 0.03389827162027359, 0.0, 0.11961719393730164, 0.15315312147140503, 0.10215049237012863, 0.0491802878677845, 0.22388054430484772, 0.019230758771300316, 0.25874119997024536, 0.22950810194015503, 0.25599992275238037, 0.253968209028244, 0.12727268040180206, 0.15810270607471466, 0.40298497676849365, 0.06299208104610443, 0.12857137620449066, 0.1445782631635666, 0.1503758728504181, 0.11320748925209045, 0.238805890083313, 0.0, 0.10769226402044296, 0.20420417189598083, 0.08839772641658783, 0.10055860131978989, 0.01941746659576893, 0.15602830052375793, 0.0, 0.08205122500658035, 0.09836061298847198, 0.43165460228919983, 0.1307188868522644, 0.061538416892290115, 0.017093989998102188, 0.08333327621221542, 0.08849553763866425, 0.31092432141304016, 0.2929935157299042, 0.20163480937480927, 0.05315610021352768, 0.11188805103302002, 0.4489794671535492, 0.3726707398891449, 0.23287664353847504, 0.04098355770111084, 0.1034870445728302, 0.08571423590183258, 0.1766560971736908, 0.07843132317066193, 0.4510384798049927, 0.16901402175426483, 0.32214754819869995, 0.1868131160736084, 0.0, 0.05454542860388756, 0.09032251685857773, 0.12173908948898315, 0.49999988079071045, 0.19108274579048157, 0.31531521677970886, 0.15720517933368683, 0.03199996426701546, 0.29967421293258667, 0.04838705435395241, 0.3831416666507721, 0.16867463290691376, 0.023809470236301422, 0.09523804485797882, 0.03636360913515091, 0.0, 0.09022554010152817, 0.4129031002521515, 0.18823523819446564, 0.07499993592500687, 0.2023809254169464, 0.1759999394416809, 0.01960783451795578, 0.07006365060806274, 0.21678318083286285, 0.13924044370651245, 0.1231343001127243, 0.15555550158023834, 0.03053431026637554, 0.29319363832473755, 0.3295453190803528, 0.09022551029920578, 0.03418800234794617, 0.11711704730987549, 0.01785712130367756 ], "time": 9.57082078885287, "param": null }, { "epoch": 1, "train_loss": 2.7874135971069336, "val_loss": 3.180222272872925, "acc": 25.43, "f1": [ 0.4311376214027405, 0.26666656136512756, 0.16161611676216125, 0.15702472627162933, 0.14448663592338562, 0.20057302713394165, 0.09917350858449936, 0.0639999583363533, 0.28749987483024597, 0.4041449725627899, 0.03571426123380661, 0.06896547973155975, 0.30232545733451843, 0.10256405174732208, 0.06837603449821472, 0.17721512913703918, 0.25301194190979004, 0.40540534257888794, 0.019801972433924675, 0.22881349921226501, 0.4310343861579895, 0.24390238523483276, 0.19672124087810516, 0.4727271497249603, 0.44615375995635986, 0.20392151176929474, 0.09756092727184296, 0.15384608507156372, 0.3175487220287323, 0.2716048061847687, 0.34821417927742004, 0.29268285632133484, 0.2543351650238037, 0.3124999403953552, 0.03636360913515091, 0.04761900380253792, 0.15686269104480743, 0.09090904891490936, 0.14432986080646515, 0.12962959706783295, 0.09302320331335068, 0.527607262134552, 0.23684203624725342, 0.23244546353816986, 0.03333330154418945, 0.01851850003004074, 0.19531244039535522, 0.45054933428764343, 0.43999987840652466, 0.20437948405742645, 0.01612899824976921, 0.1634240448474884, 0.5578945875167847, 0.4916665554046631, 0.28571417927742004, 0.09756093472242355, 0.4083768427371979, 0.23255807161331177, 0.3278687596321106, 0.27555546164512634, 0.5190310478210449, 0.390243798494339, 0.2748090922832489, 0.24390238523483276, 0.09523803740739822, 0.09999994188547134, 0.019047604873776436, 0.2676055133342743, 0.5485230684280396, 0.42962953448295593, 0.3113771378993988, 0.3909773528575897, 0.07352935522794724, 0.2999999225139618, 0.0, 0.5988698601722717, 0.5308640599250793, 0.11683844774961472, 0.037037014961242676, 0.20560744404792786, 0.04545450210571289, 0.11864402145147324, 0.6095237135887146, 0.052173878997564316, 0.09523806720972061, 0.318471223115921, 0.33333322405815125, 0.26136353611946106, 0.07272724062204361, 0.34736835956573486, 0.2175437957048416, 0.3248729705810547, 0.1360543668270111, 0.019047604873776436, 0.46923068165779114, 0.3688523471355438, 0.24539868533611298, 0.18934904038906097, 0.14406773447990417, 0.20560741424560547 ], "time": 9.363340702839196, "param": null }, { "epoch": 2, "train_loss": 2.478600025177002, "val_loss": 2.8927395343780518, "acc": 26.15, "f1": [ 0.4615383744239807, 0.33793097734451294, 0.22047236561775208, 0.19642849266529083, 0.0701754093170166, 0.09090904891490936, 0.1655171811580658, 0.27999991178512573, 0.2832617461681366, 0.32214754819869995, 0.0639999583363533, 0.03773583099246025, 0.22131142020225525, 0.2910216152667999, 0.13874785602092743, 0.1931033730506897, 0.25373128056526184, 0.17391298711299896, 0.09655166417360306, 0.24680845439434052, 0.4477611184120178, 0.4316546320915222, 0.2547769844532013, 0.20799992978572845, 0.45454534888267517, 0.161290243268013, 0.12068961560726166, 0.1403508186340332, 0.2753622233867645, 0.19047611951828003, 0.17910441756248474, 0.19047611951828003, 0.18633535504341125, 0.3304346799850464, 0.18604643642902374, 0.0672268494963646, 0.15384609997272491, 0.256410151720047, 0.17801040410995483, 0.3421051502227783, 0.19230762124061584, 0.5492226481437683, 0.2033897489309311, 0.23030294477939606, 0.06349202245473862, 0.13664589822292328, 0.24358965456485748, 0.299180269241333, 0.3952801823616028, 0.3981899321079254, 0.10687018185853958, 0.13245026767253876, 0.4222221076488495, 0.43835604190826416, 0.43523305654525757, 0.05128201097249985, 0.2044292837381363, 0.2274509072303772, 0.42528724670410156, 0.15564197301864624, 0.5942855477333069, 0.39473676681518555, 0.33606547117233276, 0.2333332598209381, 0.07692302018404007, 0.08571423590183258, 0.13333328068256378, 0.2244897335767746, 0.660633385181427, 0.33027517795562744, 0.3252594470977783, 0.47953203320503235, 0.017699090763926506, 0.3036648631095886, 0.1360543668270111, 0.4999998211860657, 0.329317182302475, 0.1286173313856125, 0.018867909908294678, 0.20647767186164856, 0.10843370109796524, 0.2264150232076645, 0.4105571210384369, 0.18181811273097992, 0.12121206521987915, 0.4102562963962555, 0.3411763310432434, 0.41975298523902893, 0.04838705435395241, 0.33802807331085205, 0.18461529910564423, 0.3649634122848511, 0.1710793673992157, 0.17218534648418427, 0.5531913042068481, 0.39548009634017944, 0.21839071810245514, 0.20312491059303284, 0.1576354056596756, 0.24719089269638062 ], "time": 10.10257191862911, "param": null }, { "epoch": 3, "train_loss": 2.2196903228759766, "val_loss": 2.790673017501831, "acc": 32.4, "f1": [ 0.622516393661499, 0.41935470700263977, 0.2702701687812805, 0.14516125619411469, 0.16722401976585388, 0.31325289607048035, 0.32615378499031067, 0.331034392118454, 0.4232803285121918, 0.5374998450279236, 0.17808210849761963, 0.25396814942359924, 0.37894728779792786, 0.23676005005836487, 0.24691349267959595, 0.2456139326095581, 0.35467973351478577, 0.5671641230583191, 0.3407406508922577, 0.2622949779033661, 0.6081869602203369, 0.4659089744091034, 0.21989519894123077, 0.3157893419265747, 0.5408803224563599, 0.2687745988368988, 0.2165604531764984, 0.1725887656211853, 0.5517240166664124, 0.31746023893356323, 0.3802816569805145, 0.329268217086792, 0.358024537563324, 0.2956521213054657, 0.27509286999702454, 0.07352935522794724, 0.1694914698600769, 0.2624671459197998, 0.20161284506320953, 0.4840763211250305, 0.3170730471611023, 0.5906734466552734, 0.22480614483356476, 0.20588228106498718, 0.1244443878531456, 0.09459453821182251, 0.2148759514093399, 0.39160826802253723, 0.37962955236434937, 0.35897424817085266, 0.10884349048137665, 0.21453280746936798, 0.6010361909866333, 0.44444432854652405, 0.44303786754608154, 0.06521732360124588, 0.490322470664978, 0.38666656613349915, 0.3253011107444763, 0.3287670314311981, 0.5802468061447144, 0.517646849155426, 0.3540668785572052, 0.3999999165534973, 0.018348604440689087, 0.10169486701488495, 0.20833326876163483, 0.2653060257434845, 0.7070705890655518, 0.5989303588867188, 0.24390238523483276, 0.4028776288032532, 0.0504201278090477, 0.35294109582901, 0.20600852370262146, 0.5895952582359314, 0.6666665077209473, 0.1722487509250641, 0.15277770161628723, 0.3508770763874054, 0.08275856822729111, 0.38376373052597046, 0.46857136487960815, 0.2686566412448883, 0.1902313381433487, 0.4405285120010376, 0.3432835042476654, 0.4099377691745758, 0.18487390875816345, 0.33333322405815125, 0.24277448654174805, 0.35962140560150146, 0.1768706887960434, 0.15384607017040253, 0.6116504073143005, 0.3726707398891449, 0.18604643642902374, 0.24489790201187134, 0.206060528755188, 0.22033889591693878 ], "time": 8.47710730228573, "param": null }, { "epoch": 4, "train_loss": 2.082563638687134, "val_loss": 2.8337018489837646, "acc": 32.67, "f1": [ 0.5454544425010681, 0.28860753774642944, 0.31884050369262695, 0.19108274579048157, 0.09929072856903076, 0.160714253783226, 0.32558128237724304, 0.3421051800251007, 0.4835163354873657, 0.4594593644142151, 0.23318377137184143, 0.08849553763866425, 0.24999992549419403, 0.1639343649148941, 0.281406968832016, 0.2580644488334656, 0.2950819134712219, 0.5312498211860657, 0.2659573554992676, 0.24691346287727356, 0.48920848965644836, 0.44444435834884644, 0.27999991178512573, 0.506912350654602, 0.47674402594566345, 0.18320602178573608, 0.329268217086792, 0.22222216427326202, 0.5699480772018433, 0.34042540192604065, 0.4343433380126953, 0.38053086400032043, 0.291139155626297, 0.35294109582901, 0.30115818977355957, 0.10169486701488495, 0.3032785952091217, 0.21582727134227753, 0.2421524077653885, 0.3426293730735779, 0.31724128127098083, 0.5402842164039612, 0.22619038820266724, 0.3389829695224762, 0.20799992978572845, 0.15384607017040253, 0.18390797078609467, 0.41423937678337097, 0.589371919631958, 0.4242423474788666, 0.1403508186340332, 0.2933332622051239, 0.5892114639282227, 0.518518328666687, 0.28230613470077515, 0.1081080511212349, 0.37908485531806946, 0.3087247610092163, 0.17391298711299896, 0.31226757168769836, 0.5666666626930237, 0.45714277029037476, 0.3070538640022278, 0.35658904910087585, 0.15217386186122894, 0.21645015478134155, 0.1985815018415451, 0.28971952199935913, 0.6489360928535461, 0.5274723768234253, 0.3060108423233032, 0.20512811839580536, 0.1327800303697586, 0.3215433359146118, 0.1728394776582718, 0.5813952684402466, 0.6785712838172913, 0.12969277799129486, 0.14084501564502716, 0.34736835956573486, 0.05172409862279892, 0.16216212511062622, 0.6382977366447449, 0.26515141129493713, 0.22222214937210083, 0.4432430863380432, 0.4052286446094513, 0.34108519554138184, 0.2091502547264099, 0.36842095851898193, 0.21897803246974945, 0.4878047704696655, 0.21561333537101746, 0.16176463663578033, 0.5850338339805603, 0.38961026072502136, 0.31034475564956665, 0.30697670578956604, 0.09999995678663254, 0.3267972767353058 ], "time": 9.883629446849227, "param": null }, { "epoch": 5, "train_loss": 1.8819104433059692, "val_loss": 2.622559070587158, "acc": 36.58, "f1": [ 0.666666567325592, 0.42253509163856506, 0.3144652843475342, 0.25352105498313904, 0.1793721318244934, 0.3414633274078369, 0.27338120341300964, 0.3670884966850281, 0.5463916063308716, 0.5402842164039612, 0.2547769844532013, 0.2129032015800476, 0.2677164673805237, 0.33128824830055237, 0.28402355313301086, 0.26153838634490967, 0.45197728276252747, 0.6237622499465942, 0.18803413212299347, 0.3154573142528534, 0.7100589871406555, 0.45637571811676025, 0.31818172335624695, 0.4551723301410675, 0.629441499710083, 0.29875513911247253, 0.28776970505714417, 0.25777769088745117, 0.5299144387245178, 0.322274774312973, 0.3846152722835541, 0.3383083641529083, 0.29473674297332764, 0.31249988079071045, 0.30903783440589905, 0.211320698261261, 0.37563440203666687, 0.3515150547027588, 0.21705418825149536, 0.5257730484008789, 0.23788544535636902, 0.5238093733787537, 0.28363627195358276, 0.309278279542923, 0.22680403292179108, 0.17647051811218262, 0.2202642410993576, 0.5068492293357849, 0.5439329743385315, 0.4976075291633606, 0.14765094220638275, 0.3694266378879547, 0.44585973024368286, 0.5405404567718506, 0.5180721879005432, 0.0645160898566246, 0.5280897617340088, 0.4042551815509796, 0.45161277055740356, 0.37885454297065735, 0.6570047736167908, 0.43749985098838806, 0.4233575761318207, 0.3636362552642822, 0.1061946302652359, 0.19999992847442627, 0.20779214799404144, 0.1951218694448471, 0.7219511270523071, 0.5236050486564636, 0.15789470076560974, 0.5833331942558289, 0.1395348161458969, 0.32579174637794495, 0.1415928602218628, 0.5749999284744263, 0.6081079244613647, 0.1559632420539856, 0.19047611951828003, 0.3407406508922577, 0.13333328068256378, 0.3999998867511749, 0.6425701975822449, 0.31944435834884644, 0.27329182624816895, 0.4713374376296997, 0.4201679825782776, 0.39195966720581055, 0.2682925760746002, 0.3428570330142975, 0.31333327293395996, 0.4662575423717499, 0.20792071521282196, 0.23893800377845764, 0.6601940989494324, 0.46534639596939087, 0.24460424482822418, 0.382978618144989, 0.05084741488099098, 0.3551400303840637 ], "time": 9.607539976015687, "param": null }, { "epoch": 6, "train_loss": 1.7382102012634277, "val_loss": 2.7466721534729004, "acc": 33.53, "f1": [ 0.5040649175643921, 0.4174756109714508, 0.2214021533727646, 0.16528919339179993, 0.2116401493549347, 0.1379309743642807, 0.3232322335243225, 0.3783782720565796, 0.45714277029037476, 0.487499862909317, 0.2699999213218689, 0.20202015340328217, 0.41610726714134216, 0.2166665941476822, 0.30270257592201233, 0.14285707473754883, 0.3940885663032532, 0.5421684980392456, 0.28723397850990295, 0.2674417495727539, 0.6702126860618591, 0.49579817056655884, 0.35023030638694763, 0.47953203320503235, 0.5632182359695435, 0.32624104619026184, 0.3276835083961487, 0.28925609588623047, 0.575916051864624, 0.28688517212867737, 0.4485980272293091, 0.12612608075141907, 0.22047236561775208, 0.35540062189102173, 0.2181817591190338, 0.23045262694358826, 0.206060528755188, 0.37696322798728943, 0.10884349048137665, 0.3157893717288971, 0.35121941566467285, 0.6477271318435669, 0.13432830572128296, 0.05555552989244461, 0.20289847254753113, 0.1624649465084076, 0.21374039351940155, 0.42253515124320984, 0.5240174531936646, 0.47321414947509766, 0.19424454867839813, 0.2838708758354187, 0.5428570508956909, 0.19469021260738373, 0.1944035142660141, 0.03809521719813347, 0.43165460228919983, 0.37349388003349304, 0.5405403971672058, 0.34972667694091797, 0.6969695687294006, 0.4203820824623108, 0.3999998867511749, 0.32051271200180054, 0.1648350954055786, 0.14193542301654816, 0.03809521719813347, 0.3456788659095764, 0.6040266752243042, 0.535353422164917, 0.3187659978866577, 0.41379302740097046, 0.12865489721298218, 0.20437948405742645, 0.2629481256008148, 0.5531913042068481, 0.6549705862998962, 0.15730330348014832, 0.19736838340759277, 0.32911381125450134, 0.10191076993942261, 0.4158414602279663, 0.7010307908058167, 0.32131141424179077, 0.23076915740966797, 0.5294116735458374, 0.43956032395362854, 0.44444432854652405, 0.23182706534862518, 0.3041473925113678, 0.30057796835899353, 0.4766837954521179, 0.12578611075878143, 0.20689649879932404, 0.642857015132904, 0.30303019285202026, 0.3026314675807953, 0.31914883852005005, 0.16149060428142548, 0.37804868817329407 ], "time": 9.45250001642853, "param": null }, { "epoch": 7, "train_loss": 1.4262276887893677, "val_loss": 2.9260640144348145, "acc": 34.81, "f1": [ 0.6923075318336487, 0.4508668780326843, 0.21428565680980682, 0.21719448268413544, 0.18309852480888367, 0.18803413212299347, 0.33333322405815125, 0.413043349981308, 0.4210525155067444, 0.4927534759044647, 0.24503307044506073, 0.19999992847442627, 0.3421051502227783, 0.33333322405815125, 0.32432422041893005, 0.2758619785308838, 0.4692735970020294, 0.4954127371311188, 0.30303019285202026, 0.3175964951515198, 0.5657892823219299, 0.3636362552642822, 0.34736835956573486, 0.46009382605552673, 0.5575755834579468, 0.28767114877700806, 0.2991201877593994, 0.2430938482284546, 0.6011558771133423, 0.38571420311927795, 0.40789464116096497, 0.37735840678215027, 0.29268285632133484, 0.3636362850666046, 0.2928570806980133, 0.14285707473754883, 0.3456788957118988, 0.2948717176914215, 0.21857915818691254, 0.3812154233455658, 0.21138201653957367, 0.659340500831604, 0.20359279215335846, 0.3072463274002075, 0.12499994784593582, 0.18181811273097992, 0.18320602178573608, 0.4370860457420349, 0.6021503806114197, 0.38095229864120483, 0.19018401205539703, 0.21428564190864563, 0.5050503611564636, 0.612716555595398, 0.4302324652671814, 0.06557372957468033, 0.41176462173461914, 0.4852069914340973, 0.4942527115345001, 0.3478260338306427, 0.4507041275501251, 0.5348835587501526, 0.44799989461898804, 0.2660753130912781, 0.14485977590084076, 0.2464454174041748, 0.211235910654068, 0.34666651487350464, 0.6496813893318176, 0.5628139972686768, 0.3167419731616974, 0.1709401160478592, 0.10909084975719452, 0.34374991059303284, 0.2181817591190338, 0.5737703442573547, 0.6470586061477661, 0.1279069036245346, 0.1395348310470581, 0.29629620909690857, 0.08695648610591888, 0.3999999463558197, 0.7076921463012695, 0.3885713219642639, 0.21333324909210205, 0.5513511896133423, 0.44670039415359497, 0.4598929286003113, 0.18181811273097992, 0.41346144676208496, 0.2629481256008148, 0.4794519543647766, 0.25125616788864136, 0.17948710918426514, 0.7052630186080933, 0.45121943950653076, 0.24870456755161285, 0.2649005651473999, 0.10738249123096466, 0.3319147825241089 ], "time": 9.943316248245537, "param": null }, { "epoch": 8, "train_loss": 1.436427116394043, "val_loss": 3.0959348678588867, "acc": 34.52, "f1": [ 0.5872339010238647, 0.31428563594818115, 0.2138364166021347, 0.23280414938926697, 0.1657457947731018, 0.29230761528015137, 0.19469021260738373, 0.3230768144130707, 0.4662575423717499, 0.572916567325592, 0.22988496720790863, 0.16793887317180634, 0.3376622200012207, 0.32748526334762573, 0.29743579030036926, 0.27329182624816895, 0.43678146600723267, 0.5221673846244812, 0.27488142251968384, 0.33939382433891296, 0.6419751644134521, 0.46913570165634155, 0.3559320867061615, 0.5016948580741882, 0.5131577253341675, 0.27338120341300964, 0.28767114877700806, 0.22346359491348267, 0.575107216835022, 0.35748788714408875, 0.4579438269138336, 0.37623751163482666, 0.23728802800178528, 0.35365843772888184, 0.314606636762619, 0.15300540626049042, 0.3313608467578888, 0.30409345030784607, 0.15668198466300964, 0.38011685013771057, 0.283950537443161, 0.6282050013542175, 0.13138681650161743, 0.33522719144821167, 0.16107375919818878, 0.14965979754924774, 0.2099999338388443, 0.40268445014953613, 0.5732482671737671, 0.39879149198532104, 0.15204671025276184, 0.2866893410682678, 0.5844747424125671, 0.3999999463558197, 0.44559577107429504, 0.1639343649148941, 0.5888887047767639, 0.3194887638092041, 0.38028159737586975, 0.36820071935653687, 0.7039104700088501, 0.48309168219566345, 0.24836592376232147, 0.33928561210632324, 0.16563142836093903, 0.22907482087612152, 0.19649118185043335, 0.320441871881485, 0.6435642242431641, 0.5222928524017334, 0.20437948405742645, 0.4622640609741211, 0.1553029865026474, 0.4265401363372803, 0.22807011008262634, 0.6146340370178223, 0.5739909410476685, 0.10810806602239609, 0.19607838988304138, 0.19847320020198822, 0.09219852834939957, 0.40677958726882935, 0.6823527216911316, 0.331034392118454, 0.14678893983364105, 0.5132741928100586, 0.38028159737586975, 0.3783782720565796, 0.11475405097007751, 0.2769230008125305, 0.2934781610965729, 0.4444443881511688, 0.24999988079071045, 0.1777777075767517, 0.6995072364807129, 0.4659089744091034, 0.3627450466156006, 0.27840903401374817, 0.21538454294204712, 0.320441871881485 ], "time": 8.538983754813671, "param": null }, { "epoch": 9, "train_loss": 1.2484440803527832, "val_loss": 3.330629587173462, "acc": 32.62, "f1": [ 0.6341461539268494, 0.362318754196167, 0.13333328068256378, 0.16766461730003357, 0.20746882259845734, 0.3398057222366333, 0.24999992549419403, 0.4044942855834961, 0.3515150547027588, 0.41009455919265747, 0.21714277565479279, 0.25954192876815796, 0.27737224102020264, 0.2485874742269516, 0.28571420907974243, 0.14678892493247986, 0.30833324790000916, 0.3798076808452606, 0.2555064857006073, 0.20261435210704803, 0.39285704493522644, 0.4699452221393585, 0.30522075295448303, 0.4736841022968292, 0.5806450843811035, 0.2840908169746399, 0.3670884966850281, 0.2204081267118454, 0.5660375952720642, 0.3677128851413727, 0.3522725999355316, 0.2216215580701828, 0.29268285632133484, 0.2703777253627777, 0.2895926535129547, 0.152671679854393, 0.12598420679569244, 0.23280417919158936, 0.16216209530830383, 0.43523305654525757, 0.30418241024017334, 0.5846152901649475, 0.17647051811218262, 0.3168315887451172, 0.18064509332180023, 0.2421524077653885, 0.21897803246974945, 0.0934579074382782, 0.6171427369117737, 0.38356155157089233, 0.15730330348014832, 0.23622041940689087, 0.6265059113502502, 0.2758619785308838, 0.40579697489738464, 0.0874999463558197, 0.45033106207847595, 0.37499991059303284, 0.37333324551582336, 0.25185176730155945, 0.603508710861206, 0.3703702986240387, 0.4191615581512451, 0.30065348744392395, 0.10144922137260437, 0.14864858984947205, 0.2521738111972809, 0.35064926743507385, 0.48951032757759094, 0.5341613292694092, 0.35714274644851685, 0.5185183882713318, 0.05517236515879631, 0.33333322405815125, 0.26845628023147583, 0.6540283560752869, 0.6120217442512512, 0.03846152126789093, 0.16666661202907562, 0.3113771378993988, 0.12658220529556274, 0.3624999523162842, 0.6387433409690857, 0.32748526334762573, 0.2374999225139618, 0.4615383446216583, 0.34374991059303284, 0.3018867075443268, 0.2124999314546585, 0.31489354372024536, 0.2769230008125305, 0.4324323534965515, 0.1558440923690796, 0.2482757866382599, 0.3710407018661499, 0.39153432846069336, 0.32472315430641174, 0.3157894015312195, 0.1499999314546585, 0.23529404401779175 ], "time": 8.628348525613546, "param": null }, { "epoch": 10, "train_loss": 1.1600408554077148, "val_loss": 3.243445634841919, "acc": 32.78, "f1": [ 0.5086703896522522, 0.42857131361961365, 0.1558440923690796, 0.18461529910564423, 0.15813946723937988, 0.2692306637763977, 0.2786884307861328, 0.2564101815223694, 0.38888880610466003, 0.4418603479862213, 0.26086950302124023, 0.23529404401779175, 0.33333322405815125, 0.3179486393928528, 0.34254133701324463, 0.28571417927742004, 0.44970402121543884, 0.42253512144088745, 0.18461529910564423, 0.3170730471611023, 0.6524062752723694, 0.3924050033092499, 0.2617800235748291, 0.37671226263046265, 0.462584912776947, 0.26666656136512756, 0.32402223348617554, 0.19354833662509918, 0.5263157486915588, 0.36842095851898193, 0.34812280535697937, 0.3386242389678955, 0.2614377737045288, 0.29585790634155273, 0.34615373611450195, 0.12080531567335129, 0.31428563594818115, 0.2647058069705963, 0.23859642446041107, 0.3982299864292145, 0.267080694437027, 0.569696843624115, 0.17054256796836853, 0.37373724579811096, 0.13333328068256378, 0.19999992847442627, 0.19620247185230255, 0.5106381177902222, 0.6181816458702087, 0.3824288547039032, 0.09230764210224152, 0.3025209605693817, 0.5327101349830627, 0.5607475638389587, 0.30158719420433044, 0.11851847916841507, 0.4238409399986267, 0.37410059571266174, 0.4678361415863037, 0.31331589818000793, 0.7135677337646484, 0.23529404401779175, 0.4042552411556244, 0.31645557284355164, 0.15199993550777435, 0.13333328068256378, 0.21524657309055328, 0.08403357863426208, 0.6706585884094238, 0.4957263767719269, 0.3743841052055359, 0.45801523327827454, 0.09708734601736069, 0.26241129636764526, 0.14765094220638275, 0.5862067937850952, 0.5443785786628723, 0.06504061073064804, 0.26315778493881226, 0.1391303837299347, 0.01851850003004074, 0.35627520084381104, 0.6885244846343994, 0.2848484218120575, 0.20289847254753113, 0.49710968136787415, 0.4210525155067444, 0.3560605049133301, 0.22222213447093964, 0.31901830434799194, 0.20327864587306976, 0.4436088800430298, 0.13675208389759064, 0.11764701455831528, 0.6249998807907104, 0.31999993324279785, 0.2784809172153473, 0.2588233947753906, 0.1403508186340332, 0.3260868787765503 ], "time": 8.972125357948244, "param": null }, { "epoch": 11, "train_loss": 0.8497821092605591, "val_loss": 3.6700539588928223, "acc": 31.71, "f1": [ 0.6444442868232727, 0.4022987186908722, 0.23529404401779175, 0.13559314608573914, 0.09302320331335068, 0.1525423377752304, 0.3999999165534973, 0.3981899321079254, 0.4533332288265228, 0.2434782087802887, 0.21989519894123077, 0.19199992716312408, 0.40476179122924805, 0.3096773326396942, 0.2533332407474518, 0.16666659712791443, 0.25599992275238037, 0.33587777614593506, 0.1100916936993599, 0.16666659712791443, 0.6184208989143372, 0.4313724637031555, 0.33684200048446655, 0.5814977288246155, 0.49999988079071045, 0.2014387845993042, 0.2845187783241272, 0.15193024277687073, 0.5306121110916138, 0.3508770763874054, 0.3354429602622986, 0.34013596177101135, 0.17142851650714874, 0.28358200192451477, 0.3046356737613678, 0.19661010801792145, 0.2758620083332062, 0.16793887317180634, 0.1883116364479065, 0.4744184911251068, 0.36051490902900696, 0.5573769211769104, 0.28019312024116516, 0.30909082293510437, 0.1272084265947342, 0.1639343798160553, 0.1694914698600769, 0.505154550075531, 0.6043955087661743, 0.4301885962486267, 0.14117643237113953, 0.31050220131874084, 0.5473682880401611, 0.5333333015441895, 0.5130888819694519, 0.1333332657814026, 0.5799998641014099, 0.38862547278404236, 0.4320986270904541, 0.38815784454345703, 0.7323941588401794, 0.4275861084461212, 0.430769145488739, 0.3601531684398651, 0.18443797528743744, 0.0701754093170166, 0.2173912227153778, 0.2887699604034424, 0.7395831346511841, 0.5842695236206055, 0.35460981726646423, 0.2580644488334656, 0.11363628506660461, 0.3274020552635193, 0.1843971163034439, 0.6473986506462097, 0.3709676265716553, 0.17857138812541962, 0.13736258447170258, 0.2816900610923767, 0.09424077719449997, 0.16666659712791443, 0.5901637673377991, 0.31428563594818115, 0.1759999394416809, 0.4169883728027344, 0.49689429998397827, 0.3676469624042511, 0.0701754093170166, 0.44210511445999146, 0.23437495529651642, 0.30707067251205444, 0.23529404401779175, 0.13877548277378082, 0.2758619785308838, 0.48044681549072266, 0.03773583099246025, 0.29245272278785706, 0.20487797260284424, 0.3037973642349243 ], "time": 8.773011956363916, "param": null }, { "epoch": 12, "train_loss": 0.8327525854110718, "val_loss": 3.7899391651153564, "acc": 30.56, "f1": [ 0.6554619669914246, 0.3150182366371155, 0.1960783749818802, 0.17857135832309723, 0.07999995350837708, 0.24999992549419403, 0.3905324339866638, 0.3376622200012207, 0.2879999279975891, 0.33333322405815125, 0.23754781484603882, 0.19318175315856934, 0.23529404401779175, 0.2695034444332123, 0.27555546164512634, 0.2251655012369156, 0.2424241602420807, 0.2764226794242859, 0.251082181930542, 0.2999998927116394, 0.5810809135437012, 0.43321293592453003, 0.24210518598556519, 0.48780474066734314, 0.5333331823348999, 0.13846148550510406, 0.31506839394569397, 0.14084503054618835, 0.4942083954811096, 0.3165466785430908, 0.25112101435661316, 0.31034475564956665, 0.24630534648895264, 0.36809808015823364, 0.19847320020198822, 0.17142851650714874, 0.2686566412448883, 0.17699109017848969, 0.1656804084777832, 0.3964756429195404, 0.2944784462451935, 0.5549736618995667, 0.14173223078250885, 0.29714274406433105, 0.08823523670434952, 0.1909089982509613, 0.18090447783470154, 0.2834644913673401, 0.5124998688697815, 0.3155079483985901, 0.13714280724525452, 0.2597401440143585, 0.5826770663261414, 0.5666665434837341, 0.25599992275238037, 0.039215635508298874, 0.4852069914340973, 0.36458322405815125, 0.310077428817749, 0.3465345501899719, 0.6984125375747681, 0.47560960054397583, 0.43548381328582764, 0.27863767743110657, 0.05084741488099098, 0.208791121840477, 0.21794864535331726, 0.15112535655498505, 0.5378786325454712, 0.5414363145828247, 0.2748090922832489, 0.5418325662612915, 0.1117020919919014, 0.18079088628292084, 0.18257255852222443, 0.6031745076179504, 0.5380114912986755, 0.16216209530830383, 0.2094240039587021, 0.3144652843475342, 0.07575751841068268, 0.09090904891490936, 0.6434107422828674, 0.32365134358406067, 0.2276422083377838, 0.38666656613349915, 0.3644067049026489, 0.38216549158096313, 0.1525423377752304, 0.3211677670478821, 0.27777770161628723, 0.3822524845600128, 0.07476632297039032, 0.13675208389759064, 0.4379560947418213, 0.2281249612569809, 0.2553190588951111, 0.3076922297477722, 0.17813760042190552, 0.26262614130973816 ], "time": 9.605411384254694, "param": null }, { "epoch": 13, "train_loss": 0.7145770788192749, "val_loss": 3.093031883239746, "acc": 39.53, "f1": [ 0.7085712552070618, 0.43093910813331604, 0.2794116735458374, 0.20765019953250885, 0.2647058069705963, 0.4044942855834961, 0.4279834032058716, 0.4105958938598633, 0.40148690342903137, 0.511627733707428, 0.26666656136512756, 0.23175960779190063, 0.4397162199020386, 0.3508770763874054, 0.3625729978084564, 0.30337071418762207, 0.4699452221393585, 0.5425099730491638, 0.23076917231082916, 0.2686566412448883, 0.6931816935539246, 0.4766353964805603, 0.372548907995224, 0.4604315757751465, 0.5742572546005249, 0.2559240758419037, 0.36815908551216125, 0.2845187783241272, 0.5949366092681885, 0.4016735553741455, 0.4753361940383911, 0.3838382363319397, 0.3135133981704712, 0.3878786563873291, 0.32195112109184265, 0.17674411833286285, 0.3384614586830139, 0.253807008266449, 0.1658536046743393, 0.563535749912262, 0.33497530221939087, 0.6391751170158386, 0.2710842788219452, 0.3851850926876068, 0.14634139835834503, 0.24413138628005981, 0.18633535504341125, 0.49999988079071045, 0.6133331656455994, 0.4999999403953552, 0.2482757866382599, 0.23357655107975006, 0.5900381803512573, 0.6363635063171387, 0.4768211245536804, 0.1290321946144104, 0.5621620416641235, 0.4069766402244568, 0.5287355184555054, 0.329268217086792, 0.7091631889343262, 0.5112106204032898, 0.3917524814605713, 0.40350866317749023, 0.21192045509815216, 0.2202642410993576, 0.30522075295448303, 0.3524228036403656, 0.7650271654129028, 0.5999999046325684, 0.4607328474521637, 0.5940592885017395, 0.14678892493247986, 0.34722214937210083, 0.264317125082016, 0.6888887882232666, 0.6399998664855957, 0.22556383907794952, 0.22429899871349335, 0.35602086782455444, 0.16494840383529663, 0.37288129329681396, 0.6806281208992004, 0.3874344527721405, 0.3068180978298187, 0.5258619785308838, 0.49777767062187195, 0.4433496594429016, 0.2977098226547241, 0.34812280535697937, 0.3351350426673889, 0.5111110210418701, 0.28999990224838257, 0.26190465688705444, 0.7283235192298889, 0.45859864354133606, 0.34905651211738586, 0.37681150436401367, 0.19095470011234283, 0.3522725999355316 ], "time": 8.958767489530146, "param": null }, { "epoch": 14, "train_loss": 0.5899102687835693, "val_loss": 3.688641309738159, "acc": 37.85, "f1": [ 0.6934671998023987, 0.43093910813331604, 0.2745097279548645, 0.19318175315856934, 0.2574256360530853, 0.3299999237060547, 0.4466018080711365, 0.32835808396339417, 0.5396823883056641, 0.5095540285110474, 0.23841053247451782, 0.19999992847442627, 0.3873516917228699, 0.348314493894577, 0.32352936267852783, 0.21556879580020905, 0.44444429874420166, 0.5354329943656921, 0.23611101508140564, 0.2866043150424957, 0.6995072364807129, 0.46636757254600525, 0.37735840678215027, 0.4983164072036743, 0.6382977366447449, 0.2767294645309448, 0.34394893050193787, 0.1499999314546585, 0.688171923160553, 0.37864065170288086, 0.3636362850666046, 0.2684209942817688, 0.29951682686805725, 0.46938762068748474, 0.31441038846969604, 0.22784805297851562, 0.336633563041687, 0.33333322405815125, 0.24902716279029846, 0.47513800859451294, 0.3369564116001129, 0.6473986506462097, 0.2798353135585785, 0.3205127716064453, 0.11347512155771255, 0.20105813443660736, 0.1970442682504654, 0.5384613871574402, 0.49999991059303284, 0.5492226481437683, 0.19999994337558746, 0.3082706034183502, 0.6315788626670837, 0.5899998545646667, 0.45599988102912903, 0.14765094220638275, 0.5393257141113281, 0.4059404730796814, 0.49729716777801514, 0.31249991059303284, 0.6871793866157532, 0.3157893419265747, 0.4502616822719574, 0.38150280714035034, 0.16666661202907562, 0.21395343542099, 0.263374388217926, 0.3473052978515625, 0.6503065824508667, 0.5664739012718201, 0.42162150144577026, 0.31249988079071045, 0.15331006050109863, 0.318471223115921, 0.2673266530036926, 0.5907171964645386, 0.5324230790138245, 0.1773398518562317, 0.2526314854621887, 0.4090908467769623, 0.12499994039535522, 0.439655065536499, 0.7368419766426086, 0.3599999248981476, 0.3199998736381531, 0.5088756084442139, 0.5031445622444153, 0.4499998986721039, 0.32835814356803894, 0.39166659116744995, 0.32624104619026184, 0.4605261981487274, 0.26415085792541504, 0.24113468825817108, 0.716157078742981, 0.3443707227706909, 0.423912912607193, 0.2574256956577301, 0.16239310801029205, 0.42857128381729126 ], "time": 8.333736098371446, "param": null }, { "epoch": 15, "train_loss": 0.4750905930995941, "val_loss": 3.5219693183898926, "acc": 37.77, "f1": [ 0.704545259475708, 0.44221094250679016, 0.20312491059303284, 0.2007167935371399, 0.15602830052375793, 0.3348415493965149, 0.452830046415329, 0.2838708758354187, 0.4585364758968353, 0.44444435834884644, 0.19753079116344452, 0.25112098455429077, 0.3405795991420746, 0.2949061393737793, 0.32160791754722595, 0.24050623178482056, 0.35540062189102173, 0.5858584046363831, 0.32835814356803894, 0.30697670578956604, 0.573839545249939, 0.44755232334136963, 0.3584904372692108, 0.4335663616657257, 0.5849055051803589, 0.202409565448761, 0.38028159737586975, 0.2094240039587021, 0.5971562266349792, 0.4269661605358124, 0.4210525155067444, 0.31884047389030457, 0.30769217014312744, 0.3376622200012207, 0.3846152722835541, 0.28358203172683716, 0.3431951701641083, 0.23923437297344208, 0.2061854749917984, 0.5395347476005554, 0.31531521677970886, 0.596684992313385, 0.2738094627857208, 0.3636362552642822, 0.1694914698600769, 0.2658226788043976, 0.18079088628292084, 0.4869564175605774, 0.6243385076522827, 0.4379560947418213, 0.28181809186935425, 0.28571417927742004, 0.5688071846961975, 0.5847951769828796, 0.44444429874420166, 0.13173647224903107, 0.5391303300857544, 0.3975902497768402, 0.4745761752128601, 0.3318776488304138, 0.6822428703308105, 0.5161289572715759, 0.5130433440208435, 0.31638407707214355, 0.13432830572128296, 0.17948710918426514, 0.2676055133342743, 0.29230761528015137, 0.6751590371131897, 0.5814977288246155, 0.3755101263523102, 0.6103284358978271, 0.08805025368928909, 0.4123710095882416, 0.21126753091812134, 0.6608694195747375, 0.5365852117538452, 0.17610056698322296, 0.22222213447093964, 0.3726707398891449, 0.1764705330133438, 0.259109228849411, 0.666666567325592, 0.3470318615436554, 0.24242419004440308, 0.4651161730289459, 0.4112902283668518, 0.39473670721054077, 0.25490185618400574, 0.3734438419342041, 0.34449753165245056, 0.5139663219451904, 0.29249006509780884, 0.2780747711658478, 0.6422763466835022, 0.4705881178379059, 0.33333322405815125, 0.3793102502822876, 0.19548864662647247, 0.31818169355392456 ], "time": 9.03608972672373, "param": null }, { "epoch": 16, "train_loss": 0.3734237253665924, "val_loss": 3.2039501667022705, "acc": 37.13, "f1": [ 0.6607928276062012, 0.44230756163597107, 0.23255810141563416, 0.2121211439371109, 0.20512813329696655, 0.3656715452671051, 0.41212108731269836, 0.32402223348617554, 0.5269460082054138, 0.5102038979530334, 0.21830980479717255, 0.2333332747220993, 0.3809523284435272, 0.29139062762260437, 0.2206895798444748, 0.27380943298339844, 0.3956833779811859, 0.5699480772018433, 0.3062499463558197, 0.2721087336540222, 0.6595743298530579, 0.5130433440208435, 0.38938042521476746, 0.5414363145828247, 0.49729716777801514, 0.239999920129776, 0.33548372983932495, 0.2514968812465668, 0.620320737361908, 0.4113473892211914, 0.38095229864120483, 0.3199998736381531, 0.21052628755569458, 0.41474640369415283, 0.3459458649158478, 0.2148759663105011, 0.39153432846069336, 0.290502667427063, 0.2636362612247467, 0.48951032757759094, 0.32258057594299316, 0.5764704942703247, 0.16176463663578033, 0.4161849021911621, 0.18834073841571808, 0.24999992549419403, 0.16249993443489075, 0.5082871913909912, 0.5925924181938171, 0.4347825348377228, 0.1909089982509613, 0.29213473200798035, 0.5921786427497864, 0.5476189255714417, 0.33576634526252747, 0.15249262750148773, 0.5066665410995483, 0.3582088351249695, 0.46534639596939087, 0.37426888942718506, 0.7459457516670227, 0.4884791076183319, 0.4244603216648102, 0.3592231869697571, 0.13483141362667084, 0.19607838988304138, 0.31155768036842346, 0.3428570628166199, 0.6598983407020569, 0.5833331942558289, 0.34254133701324463, 0.5679998993873596, 0.12324926257133484, 0.2845187783241272, 0.21839071810245514, 0.5148513317108154, 0.6696831583976746, 0.2211054563522339, 0.21198150515556335, 0.4410255253314972, 0.14130428433418274, 0.3939392864704132, 0.7102801203727722, 0.335570365190506, 0.30303019285202026, 0.4335663616657257, 0.3926379084587097, 0.44827574491500854, 0.11864402145147324, 0.30075180530548096, 0.38222211599349976, 0.4858298599720001, 0.28426387906074524, 0.2488478720188141, 0.7246376276016235, 0.40329205989837646, 0.33684200048446655, 0.35897424817085266, 0.1548386514186859, 0.4066389203071594 ], "time": 9.674692487344146, "param": null }, { "epoch": 17, "train_loss": 0.37919655442237854, "val_loss": 3.000971794128418, "acc": 39.43, "f1": [ 0.7272725701332092, 0.4339621663093567, 0.26728102564811707, 0.20920497179031372, 0.22522515058517456, 0.434782475233078, 0.3926379084587097, 0.3703702688217163, 0.5172412991523743, 0.48447185754776, 0.2528734505176544, 0.2014387845993042, 0.3917524814605713, 0.3678159713745117, 0.2121211439371109, 0.31355923414230347, 0.45833322405815125, 0.5325441956520081, 0.2091502547264099, 0.253869891166687, 0.6517856121063232, 0.4731181561946869, 0.38497641682624817, 0.6041665077209473, 0.6052630543708801, 0.2909089922904968, 0.40358731150627136, 0.2685184180736542, 0.5955054759979248, 0.39520949125289917, 0.38974347710609436, 0.37999987602233887, 0.2765956521034241, 0.3661970794200897, 0.2731276750564575, 0.22929932177066803, 0.31489354372024536, 0.3024389147758484, 0.2333332747220993, 0.4566209018230438, 0.3139533996582031, 0.6473986506462097, 0.2999998927116394, 0.43442606925964355, 0.19607838988304138, 0.2378377616405487, 0.2371133416891098, 0.5816324949264526, 0.6467660069465637, 0.517857015132904, 0.1931033730506897, 0.38674020767211914, 0.5821594595909119, 0.5488720536231995, 0.5081079602241516, 0.12734076380729675, 0.5955054759979248, 0.4549354910850525, 0.44444429874420166, 0.36619704961776733, 0.7715734243392944, 0.4947367310523987, 0.4102562963962555, 0.36158180236816406, 0.22594137489795685, 0.27102795243263245, 0.262711763381958, 0.366812139749527, 0.7389161586761475, 0.6325579881668091, 0.38461530208587646, 0.5764704942703247, 0.16199371218681335, 0.3489360511302948, 0.3091786503791809, 0.559054970741272, 0.5862067937850952, 0.20689648389816284, 0.2653060257434845, 0.34782594442367554, 0.18934904038906097, 0.4186045527458191, 0.7176468968391418, 0.42931926250457764, 0.3096773326396942, 0.48571425676345825, 0.48044681549072266, 0.4319247901439667, 0.2980768382549286, 0.40609124302864075, 0.32941165566444397, 0.4785274565219879, 0.2444443702697754, 0.2524271011352539, 0.7253884673118591, 0.46082934737205505, 0.37908485531806946, 0.341666579246521, 0.18264833092689514, 0.37864065170288086 ], "time": 9.303464910946786, "param": null }, { "epoch": 18, "train_loss": 0.39652544260025024, "val_loss": 3.4261317253112793, "acc": 37.7, "f1": [ 0.7010307908058167, 0.4530385434627533, 0.2424241602420807, 0.17931029200553894, 0.2127658873796463, 0.39285704493522644, 0.4183005392551422, 0.3157894015312195, 0.509090781211853, 0.560509443283081, 0.3179486393928528, 0.22093015909194946, 0.39310336112976074, 0.3456788659095764, 0.2923975884914398, 0.24657529592514038, 0.44444435834884644, 0.5053762197494507, 0.27649760246276855, 0.318471223115921, 0.6530610918998718, 0.492890864610672, 0.43720918893814087, 0.5892114639282227, 0.5410627126693726, 0.2629106938838959, 0.41379299759864807, 0.16666662693023682, 0.6013070344924927, 0.4177214205265045, 0.37611934542655945, 0.36585354804992676, 0.30150744318962097, 0.445652037858963, 0.33333322405815125, 0.2901553809642792, 0.2575756907463074, 0.3102039694786072, 0.18857139348983765, 0.5213673710823059, 0.31746023893356323, 0.6309522390365601, 0.24999991059303284, 0.30120471119880676, 0.18404902517795563, 0.19847320020198822, 0.20930226147174835, 0.45398759841918945, 0.5747125148773193, 0.5148513317108154, 0.14117640256881714, 0.33789944648742676, 0.5770750045776367, 0.5970147848129272, 0.48453593254089355, 0.14965979754924774, 0.5520831942558289, 0.44670039415359497, 0.4799998700618744, 0.29251691699028015, 0.7227722406387329, 0.5125626921653748, 0.44221094250679016, 0.36871495842933655, 0.16981124877929688, 0.2574256360530853, 0.2948717474937439, 0.371900737285614, 0.7070705890655518, 0.5274723768234253, 0.3597121238708496, 0.62135910987854, 0.13507622480392456, 0.2873562276363373, 0.24822686612606049, 0.6368157267570496, 0.6256982088088989, 0.13008125126361847, 0.21874994039535522, 0.31999990344047546, 0.10884349048137665, 0.42342329025268555, 0.7052630186080933, 0.2816900610923767, 0.24285705387592316, 0.4536081552505493, 0.43055543303489685, 0.43749991059303284, 0.1639343649148941, 0.3945577144622803, 0.2935778796672821, 0.4453440308570862, 0.2870812714099884, 0.17142851650714874, 0.7039104700088501, 0.3522725999355316, 0.24999991059303284, 0.30578503012657166, 0.22988496720790863, 0.47004595398902893 ], "time": 9.789236449636519, "param": null }, { "epoch": 19, "train_loss": 0.3604787588119507, "val_loss": 4.347236156463623, "acc": 31.32, "f1": [ 0.6024094820022583, 0.34782594442367554, 0.19999992847442627, 0.26190465688705444, 0.22499993443489075, 0.25427865982055664, 0.33962252736091614, 0.3648647665977478, 0.415094256401062, 0.29176464676856995, 0.3203882575035095, 0.16564412415027618, 0.29629620909690857, 0.23132525384426117, 0.27999988198280334, 0.12499995529651642, 0.19434624910354614, 0.4198893904685974, 0.19631893932819366, 0.20588228106498718, 0.5523011684417725, 0.4632767140865326, 0.3247862458229065, 0.43055543303489685, 0.5775399804115295, 0.2117646485567093, 0.15789470076560974, 0.1052631139755249, 0.5454544425010681, 0.3905324339866638, 0.39195966720581055, 0.34254133701324463, 0.291139155626297, 0.3561643064022064, 0.28260859847068787, 0.255638986825943, 0.14285710453987122, 0.2394365519285202, 0.1854303926229477, 0.3961038589477539, 0.3043477535247803, 0.5714284181594849, 0.19480513036251068, 0.18045106530189514, 0.05128201097249985, 0.220779150724411, 0.18404902517795563, 0.4552844762802124, 0.6063828468322754, 0.17857137322425842, 0.14705875515937805, 0.19047611951828003, 0.5027320981025696, 0.48979583382606506, 0.5360823273658752, 0.10526309907436371, 0.49006614089012146, 0.22058817744255066, 0.37373724579811096, 0.30409345030784607, 0.5324673652648926, 0.42162150144577026, 0.4299998879432678, 0.28571420907974243, 0.07194238901138306, 0.14012733101844788, 0.23350247740745544, 0.210526242852211, 0.5637581944465637, 0.5599998831748962, 0.3483870029449463, 0.5357142090797424, 0.09160300344228745, 0.3352600038051605, 0.13333328068256378, 0.6299998760223389, 0.602620005607605, 0.0, 0.1405404806137085, 0.28358200192451477, 0.16528919339179993, 0.25047433376312256, 0.6698563694953918, 0.33333322405815125, 0.17994855344295502, 0.308942973613739, 0.3628317713737488, 0.2989323139190674, 0.1970442682504654, 0.27649760246276855, 0.22222216427326202, 0.40298497676849365, 0.27631568908691406, 0.12280696630477905, 0.2687499523162842, 0.4417177140712738, 0.22018341720104218, 0.3046356737613678, 0.09160300344228745, 0.3431951701641083 ], "time": 10.132316187024117, "param": null }, { "epoch": 20, "train_loss": 0.3552585542201996, "val_loss": 3.4491147994995117, "acc": 39.48, "f1": [ 0.7142854928970337, 0.4341084659099579, 0.31623923778533936, 0.19230762124061584, 0.22784805297851562, 0.4260868728160858, 0.3566432595252991, 0.33720916509628296, 0.4897957742214203, 0.543352484703064, 0.3032785952091217, 0.25373128056526184, 0.3764704465866089, 0.3096773326396942, 0.3364485204219818, 0.2829267382621765, 0.4886362552642822, 0.5882351398468018, 0.2941175401210785, 0.3060108423233032, 0.6995072364807129, 0.4785274565219879, 0.3831774890422821, 0.5333331823348999, 0.580357015132904, 0.29213473200798035, 0.2897526025772095, 0.18320602178573608, 0.6551722884178162, 0.31645557284355164, 0.33823519945144653, 0.4302324652671814, 0.21960778534412384, 0.38636353611946106, 0.326315701007843, 0.2561575770378113, 0.33333322405815125, 0.2758619785308838, 0.18978095054626465, 0.504761815071106, 0.3636362850666046, 0.6521738171577454, 0.31756746768951416, 0.34394893050193787, 0.19889496266841888, 0.25862061977386475, 0.2147650271654129, 0.5267855525016785, 0.6103284358978271, 0.5470084547996521, 0.22857137024402618, 0.3314915895462036, 0.5088756084442139, 0.636871337890625, 0.4489794969558716, 0.14213192462921143, 0.5227271318435669, 0.4262293577194214, 0.5432096719741821, 0.25396814942359924, 0.7444443106651306, 0.5140186548233032, 0.42962953448295593, 0.35658904910087585, 0.19417467713356018, 0.18618616461753845, 0.27722764015197754, 0.3642856180667877, 0.7311826348304749, 0.5865383148193359, 0.3980098366737366, 0.4999998211860657, 0.16744180023670197, 0.3047617971897125, 0.24083760380744934, 0.7085712552070618, 0.7087377309799194, 0.2165604531764984, 0.21390368044376373, 0.34579432010650635, 0.16216209530830383, 0.3874344527721405, 0.7272725701332092, 0.3838382363319397, 0.27118635177612305, 0.5882351994514465, 0.4910178482532501, 0.5164833664894104, 0.32713744044303894, 0.4036695957183838, 0.35121941566467285, 0.5257141590118408, 0.21118006110191345, 0.2700421214103699, 0.7076921463012695, 0.502564013004303, 0.2904563546180725, 0.33333325386047363, 0.20238088071346283, 0.3975153863430023 ], "time": 9.98343247640878, "param": null }, { "epoch": 21, "train_loss": 0.27549025416374207, "val_loss": 3.837758779525757, "acc": 34.06, "f1": [ 0.6853931546211243, 0.4090907871723175, 0.23255807161331177, 0.1398600935935974, 0.14012733101844788, 0.3285713195800781, 0.40540531277656555, 0.3636362552642822, 0.4907974302768707, 0.5174823999404907, 0.2181817591190338, 0.14285710453987122, 0.4260353744029999, 0.22388054430484772, 0.26282042264938354, 0.15384609997272491, 0.37499991059303284, 0.4335663616657257, 0.20895518362522125, 0.22950811684131622, 0.6163520216941833, 0.49756085872650146, 0.26086950302124023, 0.5493561029434204, 0.521008312702179, 0.24999989569187164, 0.23896098136901855, 0.14746539294719696, 0.5512819290161133, 0.39378228783607483, 0.24999995529651642, 0.3088234066963196, 0.24054975807666779, 0.3636362552642822, 0.28571417927742004, 0.14666660130023956, 0.19047611951828003, 0.22222214937210083, 0.15384608507156372, 0.31775692105293274, 0.326315701007843, 0.6382977366447449, 0.21951214969158173, 0.24193541705608368, 0.1376146376132965, 0.18879052996635437, 0.18181811273097992, 0.524590015411377, 0.6608694195747375, 0.37808212637901306, 0.188888818025589, 0.3473052978515625, 0.4685713052749634, 0.5940592885017395, 0.5248867273330688, 0.10837431997060776, 0.5273630023002625, 0.40740731358528137, 0.5510202646255493, 0.3529410660266876, 0.7537687420845032, 0.4415583312511444, 0.46153831481933594, 0.3386242389678955, 0.15023468434810638, 0.19875767827033997, 0.18978095054626465, 0.24840758740901947, 0.7076921463012695, 0.5444443225860596, 0.351351261138916, 0.5257730484008789, 0.14864858984947205, 0.24637673795223236, 0.19277101755142212, 0.6171427369117737, 0.5987259745597839, 0.23076918721199036, 0.20472435653209686, 0.2895926535129547, 0.1395348310470581, 0.22399991750717163, 0.6497460603713989, 0.36686381697654724, 0.21333324909210205, 0.4903845191001892, 0.45714274048805237, 0.4697985351085663, 0.17518241703510284, 0.2784809172153473, 0.24516120553016663, 0.36144569516181946, 0.23287664353847504, 0.13131305575370789, 0.37499985098838806, 0.3002420961856842, 0.3313608467578888, 0.31788066029548645, 0.24074065685272217, 0.2888888418674469 ], "time": 8.750425548292696, "param": null }, { "epoch": 22, "train_loss": 0.2857353687286377, "val_loss": 3.6196908950805664, "acc": 37.56, "f1": [ 0.6581195592880249, 0.3759397566318512, 0.27884605526924133, 0.16666659712791443, 0.21495321393013, 0.3443707227706909, 0.3508770763874054, 0.39999985694885254, 0.5030673146247864, 0.5269460082054138, 0.18064509332180023, 0.28571420907974243, 0.36363622546195984, 0.3351350426673889, 0.30769219994544983, 0.3018867075443268, 0.4105958938598633, 0.4712642431259155, 0.2251655012369156, 0.3186439871788025, 0.6588233709335327, 0.45421239733695984, 0.3874344527721405, 0.5527637004852295, 0.5222928524017334, 0.28025469183921814, 0.31788066029548645, 0.2774565517902374, 0.622406542301178, 0.3592813014984131, 0.3551400303840637, 0.3192019462585449, 0.27649760246276855, 0.4598929286003113, 0.3495144844055176, 0.228260800242424, 0.36111101508140564, 0.2796609401702881, 0.21848732233047485, 0.5151513814926147, 0.3289472758769989, 0.6136362552642822, 0.27118635177612305, 0.32214754819869995, 0.161290243268013, 0.1556885540485382, 0.2488037496805191, 0.5232557058334351, 0.6268655061721802, 0.4915253520011902, 0.22950810194015503, 0.3076922297477722, 0.5638296604156494, 0.5544553399085999, 0.4855490028858185, 0.13385821878910065, 0.5824174284934998, 0.38862547278404236, 0.5034012794494629, 0.35714274644851685, 0.7692306637763977, 0.5306121110916138, 0.45161277055740356, 0.3367696702480316, 0.18749995529651642, 0.1731601059436798, 0.23492057621479034, 0.3096773326396942, 0.7124998569488525, 0.5999999046325684, 0.436893105506897, 0.40298497676849365, 0.12631575763225555, 0.33918121457099915, 0.29665064811706543, 0.5692882537841797, 0.6938773989677429, 0.13333328068256378, 0.2739725410938263, 0.42780739068984985, 0.119999960064888, 0.3096773326396942, 0.7213113307952881, 0.3443707227706909, 0.1891891211271286, 0.5205478072166443, 0.43850257992744446, 0.45599988102912903, 0.20689648389816284, 0.3720929026603699, 0.28571417927742004, 0.5068492293357849, 0.30456843972206116, 0.19607838988304138, 0.70588219165802, 0.47058814764022827, 0.41340771317481995, 0.27272722125053406, 0.16666659712791443, 0.3118278682231903 ], "time": 9.863575556315482, "param": null }, { "epoch": 23, "train_loss": 0.32651540637016296, "val_loss": 3.6179795265197754, "acc": 37.11, "f1": [ 0.6399998664855957, 0.4155843257904053, 0.21794864535331726, 0.2956520915031433, 0.21848732233047485, 0.38281238079071045, 0.36551716923713684, 0.2820512056350708, 0.5298011898994446, 0.4549761712551117, 0.239999920129776, 0.2517482042312622, 0.360248327255249, 0.39778995513916016, 0.32748526334762573, 0.24242417514324188, 0.3478259742259979, 0.5895952582359314, 0.2723403573036194, 0.3275861144065857, 0.696078360080719, 0.45887434482574463, 0.36123335361480713, 0.5689654350280762, 0.5655736327171326, 0.21621613204479218, 0.3376622200012207, 0.23357655107975006, 0.5365853309631348, 0.4179103374481201, 0.34710732102394104, 0.2843136191368103, 0.2769230008125305, 0.3926379084587097, 0.329670250415802, 0.16799992322921753, 0.27999991178512573, 0.3096773326396942, 0.22459883987903595, 0.43181803822517395, 0.28897330164909363, 0.6309522390365601, 0.23529404401779175, 0.3804876506328583, 0.16915416717529297, 0.1951218843460083, 0.19999992847442627, 0.5030673146247864, 0.649484395980835, 0.4223601520061493, 0.239999920129776, 0.30864188075065613, 0.6161136031150818, 0.5913042426109314, 0.5174128413200378, 0.11111105233430862, 0.5268816351890564, 0.36448585987091064, 0.5405403971672058, 0.3846152722835541, 0.39705875515937805, 0.4799998700618744, 0.42512065172195435, 0.32820504903793335, 0.1229049563407898, 0.16666659712791443, 0.28260859847068787, 0.2954544425010681, 0.7135133743286133, 0.543859601020813, 0.3272726535797119, 0.5069443583488464, 0.15624994039535522, 0.30555546283721924, 0.16058386862277985, 0.5775861144065857, 0.5095540285110474, 0.20618551969528198, 0.2545453608036041, 0.36269423365592957, 0.16666661202907562, 0.37894728779792786, 0.6767675280570984, 0.38095229864120483, 0.22666659951210022, 0.43165460228919983, 0.42780739068984985, 0.3726707398891449, 0.2131146788597107, 0.3657141625881195, 0.321428507566452, 0.4914284646511078, 0.28571420907974243, 0.1951218843460083, 0.5434781908988953, 0.4299064576625824, 0.36714968085289, 0.38095226883888245, 0.1752987504005432, 0.39805811643600464 ], "time": 9.019566169008613, "param": null }, { "epoch": 24, "train_loss": 0.43252530694007874, "val_loss": 3.7346065044403076, "acc": 36.76, "f1": [ 0.6999998688697815, 0.43786972761154175, 0.24999991059303284, 0.2612611949443817, 0.21576756238937378, 0.36298924684524536, 0.3803679943084717, 0.3374998867511749, 0.4539005756378174, 0.48401811718940735, 0.22222214937210083, 0.18305081129074097, 0.413043349981308, 0.29118767380714417, 0.30270257592201233, 0.23744283616542816, 0.3974357545375824, 0.5254901647567749, 0.24285705387592316, 0.28571420907974243, 0.6310677528381348, 0.4062499403953552, 0.31205663084983826, 0.5548385381698608, 0.5664739012718201, 0.2784809470176697, 0.35064926743507385, 0.18749994039535522, 0.6099998950958252, 0.4129031002521515, 0.40579700469970703, 0.36718741059303284, 0.2617800235748291, 0.4331209361553192, 0.3592231869697571, 0.18633538484573364, 0.34554967284202576, 0.23602473735809326, 0.17307688295841217, 0.4698793888092041, 0.3316061198711395, 0.6274508833885193, 0.26548662781715393, 0.30952370166778564, 0.11976040154695511, 0.238805890083313, 0.19337014853954315, 0.5125626921653748, 0.5544553399085999, 0.527607262134552, 0.13513506948947906, 0.30232545733451843, 0.4025973081588745, 0.5882351398468018, 0.47619032859802246, 0.11282043904066086, 0.542713463306427, 0.4299998879432678, 0.5370368957519531, 0.36718741059303284, 0.7184464335441589, 0.5095540285110474, 0.43537402153015137, 0.3529410660266876, 0.16513754427433014, 0.18285706639289856, 0.19318175315856934, 0.3422052562236786, 0.6867468357086182, 0.6031745076179504, 0.38461530208587646, 0.6336632370948792, 0.12087904661893845, 0.3354036211967468, 0.228571355342865, 0.6018517017364502, 0.6425337791442871, 0.2121211439371109, 0.206060528755188, 0.3943661153316498, 0.18548381328582764, 0.2843601107597351, 0.6915886998176575, 0.39215680956840515, 0.32298123836517334, 0.47407400608062744, 0.4271843731403351, 0.36526939272880554, 0.10447756201028824, 0.32584258913993835, 0.24188785254955292, 0.49006614089012146, 0.29268282651901245, 0.19491519033908844, 0.7472525835037231, 0.4204544126987457, 0.24285705387592316, 0.35955044627189636, 0.1818181425333023, 0.3945577144622803 ], "time": 9.339355086907744, "param": null }, { "epoch": 25, "train_loss": 0.287286639213562, "val_loss": 3.923449993133545, "acc": 34.54, "f1": [ 0.5724905729293823, 0.434782475233078, 0.179775208234787, 0.14379078149795532, 0.17105256021022797, 0.33179715275764465, 0.346666544675827, 0.2647058069705963, 0.39062488079071045, 0.4398338794708252, 0.2995593845844269, 0.1612902730703354, 0.3648647665977478, 0.3253011107444763, 0.23703694343566895, 0.24083760380744934, 0.36820071935653687, 0.5465114712715149, 0.2872926890850067, 0.3249998986721039, 0.6390531063079834, 0.47686827182769775, 0.36619704961776733, 0.327868789434433, 0.31404948234558105, 0.3495144844055176, 0.3703702688217163, 0.18947362899780273, 0.5714284181594849, 0.40789464116096497, 0.27004215121269226, 0.3249998986721039, 0.28444433212280273, 0.3783782720565796, 0.28358200192451477, 0.1290322244167328, 0.17241373658180237, 0.23021577298641205, 0.18181809782981873, 0.38775497674942017, 0.24423956871032715, 0.6289306282997131, 0.1818181276321411, 0.37499991059303284, 0.15686269104480743, 0.24675315618515015, 0.18705029785633087, 0.538461446762085, 0.6703909635543823, 0.45714274048805237, 0.12307687103748322, 0.29861101508140564, 0.5303866267204285, 0.5443785786628723, 0.5154638290405273, 0.10550455003976822, 0.49999988079071045, 0.341666579246521, 0.563535749912262, 0.28571417927742004, 0.6694213151931763, 0.4275861084461212, 0.44444432854652405, 0.3043477237224579, 0.12173908948898315, 0.228260800242424, 0.21989519894123077, 0.2890172600746155, 0.7032965421676636, 0.5088338851928711, 0.44198882579803467, 0.44198891520500183, 0.09345787763595581, 0.2931033670902252, 0.2399999350309372, 0.6161615252494812, 0.5157893896102905, 0.1219511553645134, 0.1759258508682251, 0.30674833059310913, 0.1706160604953766, 0.3170730471611023, 0.5882351994514465, 0.2816900610923767, 0.20472434163093567, 0.4599998891353607, 0.45569607615470886, 0.3985506594181061, 0.09523806720972061, 0.34108519554138184, 0.32183900475502014, 0.48888877034187317, 0.3311257064342499, 0.14723920822143555, 0.5680471658706665, 0.36241602897644043, 0.30769217014312744, 0.2945735454559326, 0.16265057027339935, 0.3469386696815491 ], "time": 9.740045056678355, "param": null }, { "epoch": 26, "train_loss": 0.2813687324523926, "val_loss": 3.3900680541992188, "acc": 39.65, "f1": [ 0.6666665077209473, 0.48205116391181946, 0.2488037496805191, 0.23204411566257477, 0.26262614130973816, 0.324607253074646, 0.415094256401062, 0.3977271616458893, 0.5212119817733765, 0.44444432854652405, 0.21301770210266113, 0.28571420907974243, 0.4411763548851013, 0.3924049437046051, 0.294573575258255, 0.34374991059303284, 0.37499991059303284, 0.5027320981025696, 0.2529643774032593, 0.3113771378993988, 0.7010307908058167, 0.4999999403953552, 0.37499991059303284, 0.6399998664855957, 0.6347824931144714, 0.3151514232158661, 0.2905404567718506, 0.2560974657535553, 0.6448085904121399, 0.33789944648742676, 0.4269661605358124, 0.41379299759864807, 0.32369929552078247, 0.40637436509132385, 0.2873562276363373, 0.26600977778434753, 0.2996253967285156, 0.34554967284202576, 0.19444438815116882, 0.5108694434165955, 0.3367346227169037, 0.6220094561576843, 0.30337071418762207, 0.3765689730644226, 0.14606735110282898, 0.24548731744289398, 0.2127658873796463, 0.4640882611274719, 0.6403939127922058, 0.4770641028881073, 0.18072283267974854, 0.2956520915031433, 0.45454534888267517, 0.6103284358978271, 0.43781083822250366, 0.1219511553645134, 0.5869563817977905, 0.4014336168766022, 0.5084744691848755, 0.3703702688217163, 0.7897433638572693, 0.49999985098838806, 0.30303019285202026, 0.40540531277656555, 0.19847321510314941, 0.23744283616542816, 0.32835814356803894, 0.35833320021629333, 0.696078360080719, 0.5862067937850952, 0.4317459464073181, 0.44444432854652405, 0.14814810454845428, 0.3710406422615051, 0.25233638286590576, 0.6280990242958069, 0.6473428606987, 0.2456139624118805, 0.24603168666362762, 0.4018690288066864, 0.17616572976112366, 0.3726707398891449, 0.7419353127479553, 0.3617020547389984, 0.28048771619796753, 0.5269460082054138, 0.5212765336036682, 0.44578301906585693, 0.27428561449050903, 0.37499991059303284, 0.323809415102005, 0.46082934737205505, 0.3657141625881195, 0.21782170236110687, 0.710382342338562, 0.48756206035614014, 0.425855427980423, 0.4025973081588745, 0.21463409066200256, 0.38938042521476746 ], "time": 8.93342641275376, "param": null }, { "epoch": 27, "train_loss": 0.2922922372817993, "val_loss": 3.8927338123321533, "acc": 35.09, "f1": [ 0.6736840605735779, 0.38356152176856995, 0.21686740219593048, 0.15999992191791534, 0.2389935851097107, 0.3798881769180298, 0.31441038846969604, 0.294685959815979, 0.2857142388820648, 0.4974091649055481, 0.228571355342865, 0.256410151720047, 0.40350866317749023, 0.29213473200798035, 0.3162054419517517, 0.3435581922531128, 0.40490788221359253, 0.5244443416595459, 0.18587356805801392, 0.2706766128540039, 0.622641384601593, 0.45833322405815125, 0.3385826051235199, 0.14285708963871002, 0.5217390656471252, 0.1777777075767517, 0.32352936267852783, 0.16923071444034576, 0.5034012794494629, 0.36529669165611267, 0.3289472758769989, 0.32467523217201233, 0.33128824830055237, 0.33217987418174744, 0.329670250415802, 0.21333324909210205, 0.10344822704792023, 0.30125513672828674, 0.12499994784593582, 0.39272719621658325, 0.41717782616615295, 0.6124400496482849, 0.28571417927742004, 0.2686566412448883, 0.13043473660945892, 0.20289850234985352, 0.18421046435832977, 0.4924621880054474, 0.5799998641014099, 0.4656083285808563, 0.20425525307655334, 0.2922373414039612, 0.5872339010238647, 0.4810125231742859, 0.4176705777645111, 0.11382109671831131, 0.5543476939201355, 0.4021162986755371, 0.4645159840583801, 0.34224584698677063, 0.6860463619232178, 0.5158370137214661, 0.45226117968559265, 0.3508770763874054, 0.11180117726325989, 0.1407034695148468, 0.2424241602420807, 0.22222214937210083, 0.7134501934051514, 0.5257730484008789, 0.3706895411014557, 0.4335663616657257, 0.06535942107439041, 0.3522725999355316, 0.26315784454345703, 0.6075947880744934, 0.6161136031150818, 0.21862342953681946, 0.15789467096328735, 0.27777770161628723, 0.1081080511212349, 0.41269832849502563, 0.60740727186203, 0.39325833320617676, 0.2096773386001587, 0.5363127589225769, 0.4143425226211548, 0.38636353611946106, 0.2764226496219635, 0.37623751163482666, 0.3741934299468994, 0.48275846242904663, 0.2901553809642792, 0.22388054430484772, 0.6704543232917786, 0.29007622599601746, 0.29074883460998535, 0.32298123836517334, 0.05454542860388756, 0.2816900908946991 ], "time": 9.064010688103735, "param": null }, { "epoch": 28, "train_loss": 0.22963860630989075, "val_loss": 3.6435303688049316, "acc": 38.62, "f1": [ 0.61146479845047, 0.43636354804039, 0.265060156583786, 0.11382109671831131, 0.18072283267974854, 0.44311365485191345, 0.4096384346485138, 0.3303302824497223, 0.48888877034187317, 0.4864863455295563, 0.19736838340759277, 0.2482757866382599, 0.4088396728038788, 0.4023667275905609, 0.23948213458061218, 0.2424241602420807, 0.3999998867511749, 0.5089604258537292, 0.2769230008125305, 0.2566037178039551, 0.7005648612976074, 0.5045044422149658, 0.35964900255203247, 0.4749998450279236, 0.5882351398468018, 0.26845628023147583, 0.3469386696815491, 0.16249993443489075, 0.6363635063171387, 0.37185919284820557, 0.32624104619026184, 0.3619908392429352, 0.2682925760746002, 0.3795619308948517, 0.3703702688217163, 0.18292675912380219, 0.39130425453186035, 0.3006134629249573, 0.15873010456562042, 0.5103447437286377, 0.4083768427371979, 0.6224488615989685, 0.31050220131874084, 0.3803679943084717, 0.16730032861232758, 0.23255807161331177, 0.22222214937210083, 0.5377357006072998, 0.6082947254180908, 0.48430484533309937, 0.2054053246974945, 0.31249991059303284, 0.5929647088050842, 0.5727270841598511, 0.4210525155067444, 0.1499999314546585, 0.5668447613716125, 0.44827571511268616, 0.5380114912986755, 0.4495411515235901, 0.7403844594955444, 0.4624998867511749, 0.39705875515937805, 0.40394076704978943, 0.20746882259845734, 0.165217325091362, 0.25292733311653137, 0.3625729978084564, 0.6808508634567261, 0.5901637673377991, 0.3771427571773529, 0.5380114912986755, 0.18784524500370026, 0.2987011969089508, 0.2464454174041748, 0.6140349507331848, 0.6526314616203308, 0.2870369255542755, 0.194871723651886, 0.3316061198711395, 0.20408158004283905, 0.35359105467796326, 0.7012985944747925, 0.4031006693840027, 0.304526686668396, 0.5302324295043945, 0.4236452281475067, 0.36842095851898193, 0.3510637581348419, 0.3934425115585327, 0.31645557284355164, 0.5086703896522522, 0.31764698028564453, 0.22421517968177795, 0.7282050251960754, 0.4824119210243225, 0.34883710741996765, 0.3184078335762024, 0.2085307389497757, 0.3696681261062622 ], "time": 8.618712649680674, "param": null }, { "epoch": 29, "train_loss": 0.22495503723621368, "val_loss": 3.3524999618530273, "acc": 39.39, "f1": [ 0.6926827430725098, 0.5258214473724365, 0.21126753091812134, 0.2753622233867645, 0.23809516429901123, 0.39999985694885254, 0.39106133580207825, 0.32432422041893005, 0.524590015411377, 0.5380114912986755, 0.2844826877117157, 0.2251655012369156, 0.4615383446216583, 0.32704389095306396, 0.31638407707214355, 0.24999991059303284, 0.45810040831565857, 0.5757573843002319, 0.28571420907974243, 0.25384610891342163, 0.6878305077552795, 0.5380114912986755, 0.3317534327507019, 0.44036686420440674, 0.5767440795898438, 0.28440356254577637, 0.3469386696815491, 0.21809740364551544, 0.5388126373291016, 0.3644443452358246, 0.4090907871723175, 0.35862061381340027, 0.3050846755504608, 0.4657532870769501, 0.3575417995452881, 0.24390234053134918, 0.2695034444332123, 0.29714274406433105, 0.25203242897987366, 0.5033111572265625, 0.36293426156044006, 0.6666665077209473, 0.290502667427063, 0.4044942855834961, 0.15624994039535522, 0.21951211988925934, 0.20869559049606323, 0.48780474066734314, 0.6737966537475586, 0.46808502078056335, 0.22222214937210083, 0.2681563198566437, 0.5596328973770142, 0.6086955666542053, 0.5242717266082764, 0.17194563150405884, 0.5445024967193604, 0.4499998986721039, 0.5728641748428345, 0.3424123525619507, 0.6896550059318542, 0.49681511521339417, 0.4186045825481415, 0.39416050910949707, 0.15602830052375793, 0.2121211439371109, 0.3247862458229065, 0.3720929026603699, 0.7291665077209473, 0.48051944375038147, 0.3736262619495392, 0.5038759112358093, 0.14583328366279602, 0.3951611816883087, 0.20858889818191528, 0.6496813893318176, 0.634730339050293, 0.24675315618515015, 0.2488888055086136, 0.3435581922531128, 0.21621613204479218, 0.36082467436790466, 0.6638296246528625, 0.39130425453186035, 0.31638407707214355, 0.48559659719467163, 0.4311376214027405, 0.5048542022705078, 0.26900574564933777, 0.39449530839920044, 0.3496502637863159, 0.5073169469833374, 0.2748090922832489, 0.20359273254871368, 0.7613635063171387, 0.49019595980644226, 0.2749998867511749, 0.36464083194732666, 0.20454540848731995, 0.39999985694885254 ], "time": 10.058975080028176, "param": null }, { "epoch": 30, "train_loss": 0.20233438909053802, "val_loss": 3.2749571800231934, "acc": 39.37, "f1": [ 0.7640447616577148, 0.4411763548851013, 0.31055888533592224, 0.17283941805362701, 0.23589736223220825, 0.46231144666671753, 0.37288129329681396, 0.35675665736198425, 0.5306121110916138, 0.5081079602241516, 0.2710621953010559, 0.17647051811218262, 0.43636354804039, 0.324607253074646, 0.22929932177066803, 0.26573416590690613, 0.44571414589881897, 0.5860464572906494, 0.2887699604034424, 0.31999990344047546, 0.6703909635543823, 0.5177663564682007, 0.38356152176856995, 0.5971562266349792, 0.5972849726676941, 0.3313608467578888, 0.3053434193134308, 0.28723397850990295, 0.6464645266532898, 0.3999998867511749, 0.3924049437046051, 0.34615373611450195, 0.35978829860687256, 0.4577113389968872, 0.3469386696815491, 0.2528734505176544, 0.2923975884914398, 0.34482747316360474, 0.23391805589199066, 0.45454534888267517, 0.3771427571773529, 0.6480445265769958, 0.2681158781051636, 0.32222211360931396, 0.1422593742609024, 0.2485874742269516, 0.23170723021030426, 0.547485888004303, 0.6153844594955444, 0.5101213455200195, 0.1836734265089035, 0.29885047674179077, 0.5800864696502686, 0.5543476939201355, 0.5026176571846008, 0.1290322095155716, 0.5684208869934082, 0.47619035840034485, 0.5333331823348999, 0.3523315489292145, 0.6451611518859863, 0.5188678503036499, 0.39778995513916016, 0.36607131361961365, 0.217391237616539, 0.21145367622375488, 0.322274774312973, 0.34123215079307556, 0.721153736114502, 0.5937498807907104, 0.42448970675468445, 0.5714284777641296, 0.15228421986103058, 0.2967032194137573, 0.2333332747220993, 0.6923075318336487, 0.6666665077209473, 0.20192298293113708, 0.22102418541908264, 0.4306218922138214, 0.14598533511161804, 0.3320753574371338, 0.7089946269989014, 0.3467741012573242, 0.30303022265434265, 0.5581393837928772, 0.4711109697818756, 0.38993698358535767, 0.2488478720188141, 0.39153432846069336, 0.3147207200527191, 0.526829183101654, 0.256410151720047, 0.24870456755161285, 0.7076921463012695, 0.47393354773521423, 0.3251230716705322, 0.39583319425582886, 0.20779214799404144, 0.32635971903800964 ], "time": 9.430828149430454, "param": null }, { "epoch": 31, "train_loss": 0.27814382314682007, "val_loss": 3.9591832160949707, "acc": 36.82, "f1": [ 0.6746986508369446, 0.372548907995224, 0.24999989569187164, 0.19047611951828003, 0.1658536046743393, 0.39215680956840515, 0.4021162986755371, 0.3833332657814026, 0.5454543828964233, 0.45714277029037476, 0.3295453190803528, 0.20289847254753113, 0.4530385434627533, 0.19999994337558746, 0.2340424805879593, 0.33333322405815125, 0.3157893419265747, 0.5538460612297058, 0.2799999415874481, 0.2681563198566437, 0.7216493487358093, 0.446808397769928, 0.3018867075443268, 0.5644170045852661, 0.5316454172134399, 0.29714274406433105, 0.3149605393409729, 0.24226796627044678, 0.6257666945457458, 0.42639580368995667, 0.39560428261756897, 0.45197728276252747, 0.28220847249031067, 0.41818171739578247, 0.2871793806552887, 0.19999992847442627, 0.35675665736198425, 0.28742504119873047, 0.17751476168632507, 0.5416665077209473, 0.351351261138916, 0.6742855310440063, 0.26785707473754883, 0.33333322405815125, 0.18784524500370026, 0.20134222507476807, 0.18300646543502808, 0.5031445622444153, 0.5512819290161133, 0.5102038979530334, 0.23015865683555603, 0.28571417927742004, 0.5388599634170532, 0.5772356390953064, 0.48167529702186584, 0.10126576572656631, 0.5862067937850952, 0.4248703718185425, 0.4949493706226349, 0.36956506967544556, 0.6820808053016663, 0.41249990463256836, 0.4599998891353607, 0.31818169355392456, 0.19076918065547943, 0.1452513188123703, 0.21393030881881714, 0.30909082293510437, 0.6889951229095459, 0.5631066560745239, 0.3905324339866638, 0.6532661318778992, 0.11711704730987549, 0.29813653230667114, 0.18957340717315674, 0.666666567325592, 0.662983238697052, 0.16513757407665253, 0.17964066565036774, 0.36529669165611267, 0.15228420495986938, 0.2739725112915039, 0.7487177848815918, 0.34972667694091797, 0.2374998927116394, 0.5188678503036499, 0.48913031816482544, 0.4855490028858185, 0.210526242852211, 0.323943555355072, 0.3485476076602936, 0.44621503353118896, 0.2944784462451935, 0.225680872797966, 0.662650465965271, 0.48453593254089355, 0.31645557284355164, 0.2424241602420807, 0.11764701455831528, 0.3320462703704834 ], "time": 9.140263352543116, "param": null }, { "epoch": 32, "train_loss": 0.34500935673713684, "val_loss": 3.6329710483551025, "acc": 38.59, "f1": [ 0.6857141852378845, 0.43601882457733154, 0.3101603388786316, 0.21917803585529327, 0.21714277565479279, 0.3636362552642822, 0.3957218527793884, 0.3905324339866638, 0.547485888004303, 0.41176462173461914, 0.2191779911518097, 0.2191779911518097, 0.3627450466156006, 0.29787227511405945, 0.2765956223011017, 0.25301194190979004, 0.3707316219806671, 0.577777624130249, 0.2602229714393616, 0.28571417927742004, 0.7127658128738403, 0.4899998903274536, 0.42857128381729126, 0.4489794969558716, 0.6022725701332092, 0.2749998867511749, 0.34615373611450195, 0.2347417026758194, 0.64327472448349, 0.35185176134109497, 0.4111110270023346, 0.3936169147491455, 0.2739725410938263, 0.4662575423717499, 0.3167419731616974, 0.24324317276477814, 0.3575417995452881, 0.32579174637794495, 0.21551716327667236, 0.5221238136291504, 0.3648647665977478, 0.5663716197013855, 0.2680411636829376, 0.35714277625083923, 0.20792071521282196, 0.2909089922904968, 0.29940110445022583, 0.47004595398902893, 0.5727270841598511, 0.3862067759037018, 0.23859642446041107, 0.32124343514442444, 0.5414846539497375, 0.6190474629402161, 0.4927534759044647, 0.10999993234872818, 0.5798815488815308, 0.41269823908805847, 0.49999988079071045, 0.35502949357032776, 0.6249998807907104, 0.5698322653770447, 0.4919784665107727, 0.35294109582901, 0.17283941805362701, 0.22222216427326202, 0.26008957624435425, 0.3364485204219818, 0.6497460603713989, 0.5257730484008789, 0.39215683937072754, 0.5487803816795349, 0.1545064002275467, 0.32369929552078247, 0.24892695248126984, 0.6399998664855957, 0.639593780040741, 0.18497103452682495, 0.29166659712791443, 0.37735840678215027, 0.19672124087810516, 0.35636353492736816, 0.6707315444946289, 0.42857131361961365, 0.256410151720047, 0.5142855644226074, 0.4827585518360138, 0.45197728276252747, 0.3225805461406708, 0.3428570628166199, 0.3352600038051605, 0.5202310085296631, 0.31249991059303284, 0.20279714465141296, 0.7346937656402588, 0.4945053458213806, 0.3999998867511749, 0.341666579246521, 0.1142856702208519, 0.4183005392551422 ], "time": 9.059483028948307, "param": null }, { "epoch": 33, "train_loss": 0.33355700969696045, "val_loss": 3.811020612716675, "acc": 37.04, "f1": [ 0.6926827430725098, 0.4417177140712738, 0.21111102402210236, 0.2517482042312622, 0.23853203654289246, 0.33027511835098267, 0.3892616331577301, 0.27419349551200867, 0.4594593644142151, 0.43921560049057007, 0.2718445658683777, 0.22535204887390137, 0.37681150436401367, 0.2658958435058594, 0.26666659116744995, 0.2617800235748291, 0.4230768084526062, 0.5079363584518433, 0.16901402175426483, 0.31284910440444946, 0.6857141256332397, 0.5294116735458374, 0.36809808015823364, 0.5046727657318115, 0.6511626243591309, 0.2521738111972809, 0.26666659116744995, 0.16374263167381287, 0.5624998807907104, 0.4914284646511078, 0.2727271616458893, 0.35294109582901, 0.26086950302124023, 0.3794870972633362, 0.33962252736091614, 0.24271836876869202, 0.29906532168388367, 0.2592591643333435, 0.23589736223220825, 0.4495411515235901, 0.35146433115005493, 0.5813952684402466, 0.32051271200180054, 0.40394076704978943, 0.20987647771835327, 0.193548321723938, 0.15740735828876495, 0.46231144666671753, 0.5875704884529114, 0.4975123405456543, 0.17435890436172485, 0.3542855978012085, 0.5814977288246155, 0.6350710391998291, 0.46242761611938477, 0.0874999463558197, 0.525139570236206, 0.3999998867511749, 0.4714285135269165, 0.36111101508140564, 0.6767675280570984, 0.4729062616825104, 0.43093910813331604, 0.31999990344047546, 0.15172408521175385, 0.17840369045734406, 0.22608689963817596, 0.299465149641037, 0.6599999070167542, 0.5088338851928711, 0.21138201653957367, 0.4788731634616852, 0.11063823103904724, 0.2834644913673401, 0.2550334632396698, 0.6238530874252319, 0.5227271914482117, 0.16176463663578033, 0.1594202220439911, 0.3592813014984131, 0.13017743825912476, 0.272401362657547, 0.7037035822868347, 0.3478259742259979, 0.2696628272533417, 0.4529913365840912, 0.3936169147491455, 0.42957738041877747, 0.24161066114902496, 0.3184078335762024, 0.3240739703178406, 0.48039206862449646, 0.20792071521282196, 0.17931029200553894, 0.6775508522987366, 0.34501340985298157, 0.3414633274078369, 0.32804223895072937, 0.13414627313613892, 0.3723403513431549 ], "time": 9.689514303579926, "param": null }, { "epoch": 34, "train_loss": 0.36920657753944397, "val_loss": 3.9190170764923096, "acc": 36.55, "f1": [ 0.6808508634567261, 0.43678146600723267, 0.2694299519062042, 0.23129244148731232, 0.24786315858364105, 0.2929935157299042, 0.3764704465866089, 0.3953487277030945, 0.4413144290447235, 0.48598119616508484, 0.2751321792602539, 0.23312875628471375, 0.39449530839920044, 0.24074065685272217, 0.29351526498794556, 0.25274714827537537, 0.34736835956573486, 0.5753422975540161, 0.24113468825817108, 0.25575441122055054, 0.6442951560020447, 0.4949493706226349, 0.36641210317611694, 0.43636354804039, 0.5277776718139648, 0.2909089922904968, 0.35616424679756165, 0.20329667627811432, 0.5918366312980652, 0.3523315489292145, 0.3981899321079254, 0.2605040967464447, 0.3502824008464813, 0.42051267623901367, 0.22222214937210083, 0.24999991059303284, 0.2695034444332123, 0.29702961444854736, 0.194871723651886, 0.3205741345882416, 0.34374991059303284, 0.6091952323913574, 0.3248729705810547, 0.36464083194732666, 0.13599994778633118, 0.23696675896644592, 0.17721512913703918, 0.4766353964805603, 0.6349205374717712, 0.5274723768234253, 0.23170723021030426, 0.27428561449050903, 0.502923846244812, 0.624390184879303, 0.47577083110809326, 0.07317067682743073, 0.4951455295085907, 0.3899998664855957, 0.45283007621765137, 0.329268217086792, 0.7142855525016785, 0.44047608971595764, 0.40251561999320984, 0.4108106791973114, 0.11834313720464706, 0.09599995613098145, 0.28235283493995667, 0.22222214937210083, 0.6327682137489319, 0.590908944606781, 0.44852933287620544, 0.478632390499115, 0.10526309162378311, 0.37668150663375854, 0.2660549581050873, 0.5590060353279114, 0.6489360928535461, 0.2424241602420807, 0.19011402130126953, 0.3529410660266876, 0.14358967542648315, 0.29864245653152466, 0.6435642242431641, 0.3065692186355591, 0.34821417927742004, 0.44444435834884644, 0.4705881178379059, 0.4041449725627899, 0.28571417927742004, 0.31944435834884644, 0.31970250606536865, 0.48453593254089355, 0.2236841470003128, 0.24539868533611298, 0.7142854928970337, 0.44571414589881897, 0.36619704961776733, 0.27272719144821167, 0.1576354056596756, 0.3119999170303345 ], "time": 9.777863120660186, "param": null }, { "epoch": 35, "train_loss": 0.3414735496044159, "val_loss": 3.4559624195098877, "acc": 39.12, "f1": [ 0.6186439990997314, 0.4734298884868622, 0.23129244148731232, 0.2099446803331375, 0.25668442249298096, 0.4018263518810272, 0.3647797703742981, 0.38271594047546387, 0.5167463421821594, 0.4810125529766083, 0.2890172600746155, 0.22127652168273926, 0.4102562963962555, 0.3014705181121826, 0.27999988198280334, 0.27611932158470154, 0.3823528289794922, 0.5412842631340027, 0.20312491059303284, 0.2527880370616913, 0.6297871470451355, 0.45128190517425537, 0.35185176134109497, 0.6477271318435669, 0.6480445265769958, 0.21192045509815216, 0.390243798494339, 0.2347417026758194, 0.5937498807907104, 0.396624356508255, 0.3931623101234436, 0.3716215491294861, 0.3399999141693115, 0.3798881769180298, 0.3383083641529083, 0.3203882575035095, 0.37333324551582336, 0.317689448595047, 0.19014079868793488, 0.579710066318512, 0.3320462703704834, 0.6480445265769958, 0.2256409376859665, 0.43930622935295105, 0.1868131160736084, 0.2424241602420807, 0.19101116061210632, 0.5124554634094238, 0.6263735294342041, 0.3999999165534973, 0.17266181111335754, 0.2745097279548645, 0.5125626921653748, 0.4246574342250824, 0.4599998891353607, 0.15139436721801758, 0.5523808598518372, 0.4606740176677704, 0.46829259395599365, 0.32352930307388306, 0.7403844594955444, 0.43930622935295105, 0.4550897181034088, 0.3013697564601898, 0.12080531567335129, 0.26712319254875183, 0.2783504128456116, 0.3878786563873291, 0.7039104700088501, 0.6132074594497681, 0.4221104085445404, 0.642857015132904, 0.14349770545959473, 0.36470577120780945, 0.2647058069705963, 0.6635069251060486, 0.6730768084526062, 0.20588228106498718, 0.2751321792602539, 0.3483870029449463, 0.21621613204479218, 0.3999998867511749, 0.6905827522277832, 0.25301194190979004, 0.22471901774406433, 0.4884791076183319, 0.4488188326358795, 0.3724927604198456, 0.24060142040252686, 0.35897424817085266, 0.3320462703704834, 0.5497074723243713, 0.2775118350982666, 0.18791939318180084, 0.6999998688697815, 0.4930231273174286, 0.3414633274078369, 0.36842095851898193, 0.14379078149795532, 0.4324323236942291 ], "time": 9.407328964211047, "param": null }, { "epoch": 36, "train_loss": 0.2043691873550415, "val_loss": 3.4564402103424072, "acc": 38.67, "f1": [ 0.6216214895248413, 0.4851484000682831, 0.26041656732559204, 0.22619038820266724, 0.2348177433013916, 0.36269423365592957, 0.446808397769928, 0.36633655428886414, 0.38585200905799866, 0.5165561437606812, 0.2622949779033661, 0.2980768382549286, 0.35467973351478577, 0.29665064811706543, 0.2690582275390625, 0.2716048061847687, 0.4301074147224426, 0.5762709975242615, 0.21897803246974945, 0.30275216698646545, 0.7128711342811584, 0.46913567185401917, 0.35820886492729187, 0.5581393837928772, 0.5876287817955017, 0.2962961792945862, 0.3251230716705322, 0.24669595062732697, 0.5858584046363831, 0.36458322405815125, 0.4365480840206146, 0.28124991059303284, 0.3510637581348419, 0.3999999165534973, 0.35608306527137756, 0.2739725112915039, 0.3152172863483429, 0.26373615860939026, 0.22352932393550873, 0.44268766045570374, 0.3999999463558197, 0.6145831942558289, 0.24422433972358704, 0.38427940011024475, 0.1810344010591507, 0.20512813329696655, 0.25101208686828613, 0.45161283016204834, 0.5836575031280518, 0.4822133481502533, 0.2121211439371109, 0.3057323694229126, 0.5289255380630493, 0.5847455859184265, 0.4852069914340973, 0.12012007087469101, 0.5978259444236755, 0.41379302740097046, 0.5207546353340149, 0.29885047674179077, 0.7340423464775085, 0.48913031816482544, 0.43921560049057007, 0.37333324551582336, 0.12222215533256531, 0.14666660130023956, 0.30909082293510437, 0.3627450466156006, 0.7676765322685242, 0.5833331942558289, 0.48132768273353577, 0.6301368474960327, 0.07058817148208618, 0.33962252736091614, 0.291139155626297, 0.6802029013633728, 0.616278886795044, 0.22594137489795685, 0.24418595433235168, 0.41052618622779846, 0.15662643313407898, 0.40552979707717896, 0.6404492855072021, 0.32978713512420654, 0.2941175401210785, 0.5410627126693726, 0.5445024967193604, 0.36585354804992676, 0.28426387906074524, 0.36051490902900696, 0.3197278082370758, 0.4640882611274719, 0.2374998927116394, 0.23728805780410767, 0.6473986506462097, 0.38993698358535767, 0.17054256796836853, 0.41212108731269836, 0.19999994337558746, 0.3407406508922577 ], "time": 9.920048642903566, "param": null }, { "epoch": 37, "train_loss": 0.19085389375686646, "val_loss": 3.27732253074646, "acc": 40.45, "f1": [ 0.6228069067001343, 0.43749991059303284, 0.30701744556427, 0.2206895798444748, 0.2658226788043976, 0.3259258568286896, 0.41538456082344055, 0.4301074147224426, 0.43999987840652466, 0.42537304759025574, 0.23893800377845764, 0.28712859749794006, 0.43781083822250366, 0.2999999225139618, 0.2771083414554596, 0.32335323095321655, 0.38918909430503845, 0.509316623210907, 0.27722764015197754, 0.3314915895462036, 0.7005074620246887, 0.5617976188659668, 0.3783782124519348, 0.5529952645301819, 0.5700933337211609, 0.3020407259464264, 0.39583319425582886, 0.31818172335624695, 0.5327510237693787, 0.3959389626979828, 0.48803818225860596, 0.3678159713745117, 0.34224584698677063, 0.4736841320991516, 0.39069753885269165, 0.24630534648895264, 0.38709667325019836, 0.35390937328338623, 0.23350247740745544, 0.47674402594566345, 0.3358207941055298, 0.6885244846343994, 0.2424241602420807, 0.32624104619026184, 0.17857135832309723, 0.26455017924308777, 0.19753079116344452, 0.5789472460746765, 0.6559138894081116, 0.5824174284934998, 0.20289847254753113, 0.3311257064342499, 0.5866665840148926, 0.6091952323913574, 0.4219408333301544, 0.1645020991563797, 0.5742572546005249, 0.3981899321079254, 0.5142855644226074, 0.43781083822250366, 0.6874998807907104, 0.5145629644393921, 0.4339621663093567, 0.39999985694885254, 0.21518979966640472, 0.20077213644981384, 0.33333325386047363, 0.3879309296607971, 0.7346937656402588, 0.5714284777641296, 0.43333321809768677, 0.5818180441856384, 0.19047611951828003, 0.35390937328338623, 0.25274714827537537, 0.645502507686615, 0.622641384601593, 0.2659573554992676, 0.239999920129776, 0.44444429874420166, 0.15706801414489746, 0.31836724281311035, 0.6519335508346558, 0.3463686406612396, 0.3402060866355896, 0.5061726570129395, 0.5026176571846008, 0.4545453190803528, 0.26136353611946106, 0.3999999165534973, 0.3858267068862915, 0.49372372031211853, 0.27509286999702454, 0.19791658222675323, 0.7216493487358093, 0.490322470664978, 0.28571417927742004, 0.3696681261062622, 0.2206895798444748, 0.3820223808288574 ], "time": 9.96080682426691, "param": null }, { "epoch": 38, "train_loss": 0.1413409560918808, "val_loss": 3.4434499740600586, "acc": 40.38, "f1": [ 0.6706585884094238, 0.5217390656471252, 0.24358965456485748, 0.1754385232925415, 0.2702701687812805, 0.3553718030452728, 0.41212108731269836, 0.4276728630065918, 0.539215624332428, 0.5158370137214661, 0.3389829397201538, 0.2681563198566437, 0.4460965692996979, 0.34042543172836304, 0.3364485204219818, 0.23529404401779175, 0.38571420311927795, 0.5658535361289978, 0.2389935851097107, 0.2888086140155792, 0.6923075318336487, 0.5747125148773193, 0.3508770763874054, 0.6206895709037781, 0.6311109066009521, 0.2786068916320801, 0.37499991059303284, 0.2366863340139389, 0.6853931546211243, 0.40358731150627136, 0.44715434312820435, 0.3703702688217163, 0.3050846457481384, 0.4186045825481415, 0.31775689125061035, 0.32258057594299316, 0.35714277625083923, 0.3301886022090912, 0.21897804737091064, 0.5681816935539246, 0.4042551815509796, 0.6417111158370972, 0.30630621314048767, 0.3882351815700531, 0.14432983100414276, 0.25233638286590576, 0.1898733526468277, 0.47916653752326965, 0.6292133331298828, 0.4950493574142456, 0.18181811273097992, 0.30278873443603516, 0.559321939945221, 0.587155818939209, 0.4588233530521393, 0.17307688295841217, 0.5306121110916138, 0.4615383744239807, 0.4549761712551117, 0.3678159713745117, 0.7666665315628052, 0.49999988079071045, 0.4827585518360138, 0.4102562963962555, 0.13664589822292328, 0.2530611455440521, 0.2816900908946991, 0.33962252736091614, 0.7042252421379089, 0.6632652282714844, 0.35616427659988403, 0.5652172565460205, 0.18378373980522156, 0.3301886022090912, 0.2764226496219635, 0.6969695687294006, 0.6236557960510254, 0.2256409376859665, 0.19108274579048157, 0.37777766585350037, 0.16149060428142548, 0.3755457401275635, 0.6756755113601685, 0.39153432846069336, 0.31999990344047546, 0.47967469692230225, 0.5070421695709229, 0.41877248883247375, 0.29126206040382385, 0.35051536560058594, 0.34265726804733276, 0.4818180501461029, 0.2366863340139389, 0.20238088071346283, 0.7434553503990173, 0.4745761752128601, 0.3703702688217163, 0.348314493894577, 0.2333332598209381, 0.38636353611946106 ], "time": 9.079460284672678, "param": null }, { "epoch": 39, "train_loss": 0.10668622702360153, "val_loss": 3.318786382675171, "acc": 40.12, "f1": [ 0.6969695687294006, 0.44943806529045105, 0.26315784454345703, 0.239999920129776, 0.2231075018644333, 0.3765689730644226, 0.4878047704696655, 0.39548009634017944, 0.3597121238708496, 0.5757573843002319, 0.26086947321891785, 0.26618701219558716, 0.42241373658180237, 0.4265401363372803, 0.3587442934513092, 0.3203882575035095, 0.434782475233078, 0.5869563817977905, 0.33333322405815125, 0.3515150547027588, 0.6766167879104614, 0.49402377009391785, 0.3942306339740753, 0.6049381494522095, 0.6249998807907104, 0.32352936267852783, 0.3313608467578888, 0.20657269656658173, 0.6010361909866333, 0.4204544126987457, 0.3495934009552002, 0.4161849021911621, 0.2675584554672241, 0.4046241343021393, 0.33939382433891296, 0.2244897186756134, 0.39189180731773376, 0.35344812273979187, 0.23214277625083923, 0.5828570127487183, 0.35532984137535095, 0.6564101576805115, 0.24836592376232147, 0.47474732995033264, 0.1866666078567505, 0.24390234053134918, 0.24836592376232147, 0.5699998736381531, 0.6198828816413879, 0.5217389464378357, 0.239520862698555, 0.29268282651901245, 0.5829958915710449, 0.5906734466552734, 0.4276728630065918, 0.1531914472579956, 0.5502644181251526, 0.4210525155067444, 0.5555554628372192, 0.3880595862865448, 0.756756603717804, 0.4678361415863037, 0.4869564175605774, 0.3456788659095764, 0.1704544872045517, 0.21343867480754852, 0.30270257592201233, 0.3071894645690918, 0.7071821689605713, 0.5263157486915588, 0.3858267068862915, 0.6439023613929749, 0.1818181425333023, 0.3064514994621277, 0.30270257592201233, 0.657142698764801, 0.6491227149963379, 0.23529404401779175, 0.2658226788043976, 0.38709667325019836, 0.2211054563522339, 0.3736262619495392, 0.7102801203727722, 0.37433144450187683, 0.27631568908691406, 0.5197739005088806, 0.43979042768478394, 0.49214646220207214, 0.2953019142150879, 0.4191615581512451, 0.3121950626373291, 0.5064376592636108, 0.28193822503089905, 0.18867918848991394, 0.662650465965271, 0.46491214632987976, 0.2025315761566162, 0.34394893050193787, 0.2264150083065033, 0.3478260040283203 ], "time": 10.366310554556549, "param": null }, { "epoch": 40, "train_loss": 0.16472017765045166, "val_loss": 3.254316568374634, "acc": 41.14, "f1": [ 0.7070705890655518, 0.45054933428764343, 0.30303019285202026, 0.2094240039587021, 0.2580644488334656, 0.3636362850666046, 0.35714274644851685, 0.39285704493522644, 0.5088756084442139, 0.613065242767334, 0.2944784462451935, 0.31901830434799194, 0.4191175699234009, 0.28444433212280273, 0.25555548071861267, 0.3043477535247803, 0.40251561999320984, 0.5913977026939392, 0.33457237482070923, 0.32558128237724304, 0.6428569555282593, 0.5267855525016785, 0.4183672070503235, 0.6171427369117737, 0.6415093541145325, 0.29464277625083923, 0.42352932691574097, 0.256410151720047, 0.5990782380104065, 0.4541061818599701, 0.4214874804019928, 0.4043714702129364, 0.3399999141693115, 0.3999999165534973, 0.3846152722835541, 0.251308798789978, 0.372413694858551, 0.3387977182865143, 0.2941175401210785, 0.534031331539154, 0.34482747316360474, 0.5820105075836182, 0.3389829397201538, 0.43715834617614746, 0.20276491343975067, 0.2782607972621918, 0.23696675896644592, 0.5073169469833374, 0.6299998760223389, 0.522222101688385, 0.1989527940750122, 0.40191373229026794, 0.5546873807907104, 0.5748501420021057, 0.575916051864624, 0.18181809782981873, 0.5806450843811035, 0.4158414602279663, 0.525345504283905, 0.4075828194618225, 0.7383176684379578, 0.419580340385437, 0.4734298884868622, 0.4260353744029999, 0.21621613204479218, 0.23589736223220825, 0.2895926535129547, 0.41048023104667664, 0.642857015132904, 0.602040708065033, 0.45161277055740356, 0.6066349744796753, 0.21978017687797546, 0.3756905198097229, 0.2673795819282532, 0.6280990242958069, 0.6705200672149658, 0.23170723021030426, 0.24580998718738556, 0.41884803771972656, 0.21538454294204712, 0.33789944648742676, 0.7102801203727722, 0.3186812400817871, 0.31764698028564453, 0.48120296001434326, 0.429447740316391, 0.4357975721359253, 0.2721087336540222, 0.4111497402191162, 0.36708852648735046, 0.4727271497249603, 0.18978095054626465, 0.21390368044376373, 0.7173911929130554, 0.4845814108848572, 0.3186812400817871, 0.32704389095306396, 0.1916166990995407, 0.3741934299468994 ], "time": 9.90715509839356, "param": null }, { "epoch": 41, "train_loss": 0.26218166947364807, "val_loss": 3.6010959148406982, "acc": 38.93, "f1": [ 0.6559138894081116, 0.46491214632987976, 0.2312137931585312, 0.19867542386054993, 0.24271836876869202, 0.3483870029449463, 0.36065563559532166, 0.30036622285842896, 0.45398759841918945, 0.5106381773948669, 0.24203814566135406, 0.17204295098781586, 0.39999985694885254, 0.19199992716312408, 0.31249991059303284, 0.3228698670864105, 0.4133332371711731, 0.6497460603713989, 0.26666656136512756, 0.3020407259464264, 0.6321242451667786, 0.5157230496406555, 0.3425924777984619, 0.6031745076179504, 0.5378149747848511, 0.2820512056350708, 0.26249992847442627, 0.24060142040252686, 0.6590906977653503, 0.3809523284435272, 0.40718549489974976, 0.3953487277030945, 0.33928561210632324, 0.44210511445999146, 0.418032705783844, 0.26046502590179443, 0.39285704493522644, 0.2699999213218689, 0.2046510875225067, 0.5514017343521118, 0.38216549158096313, 0.6037734746932983, 0.33777767419815063, 0.37499985098838806, 0.1525423228740692, 0.2038567066192627, 0.22222214937210083, 0.5934064984321594, 0.5567764043807983, 0.4963502585887909, 0.15384607017040253, 0.2941175401210785, 0.5555554032325745, 0.5731706023216248, 0.48756206035614014, 0.10778438299894333, 0.5837318897247314, 0.48387083411216736, 0.4945053458213806, 0.4102562665939331, 0.7238093614578247, 0.4855490028858185, 0.41975298523902893, 0.4271843731403351, 0.15139436721801758, 0.25777769088745117, 0.2643677294254303, 0.3942306339740753, 0.7411166429519653, 0.5521470904350281, 0.3793102502822876, 0.5786800384521484, 0.15111105144023895, 0.31279608607292175, 0.24999994039535522, 0.6380951404571533, 0.6818180680274963, 0.18518511950969696, 0.26666656136512756, 0.37209296226501465, 0.18633535504341125, 0.32558128237724304, 0.7524750828742981, 0.33684200048446655, 0.20134222507476807, 0.5137613415718079, 0.5193368792533875, 0.39189180731773376, 0.35398221015930176, 0.32369929552078247, 0.3376622498035431, 0.46874985098838806, 0.3317534327507019, 0.19999992847442627, 0.7134501934051514, 0.47499990463256836, 0.36082467436790466, 0.33684200048446655, 0.13749992847442627, 0.3999998867511749 ], "time": 9.890157354995608, "param": null }, { "epoch": 42, "train_loss": 0.44720953702926636, "val_loss": 4.198218822479248, "acc": 33.78, "f1": [ 0.649484395980835, 0.44444435834884644, 0.23076915740966797, 0.19661010801792145, 0.18749992549419403, 0.34999990463256836, 0.2834644913673401, 0.2677164673805237, 0.4233575463294983, 0.4774192273616791, 0.23589736223220825, 0.1854303926229477, 0.3387095630168915, 0.29473674297332764, 0.27999988198280334, 0.25688064098358154, 0.36458322405815125, 0.40826869010925293, 0.239436537027359, 0.25441691279411316, 0.5820105075836182, 0.3977271616458893, 0.33476385474205017, 0.36578169465065, 0.6122447848320007, 0.24870456755161285, 0.3692306578159332, 0.2264150083065033, 0.574585497379303, 0.3386242389678955, 0.27611932158470154, 0.27722764015197754, 0.19444438815116882, 0.3369564116001129, 0.2553190588951111, 0.1818181276321411, 0.29292917251586914, 0.22834637761116028, 0.13930343091487885, 0.42342329025268555, 0.34736835956573486, 0.5786800384521484, 0.2558138370513916, 0.290502667427063, 0.15757569670677185, 0.18897630274295807, 0.20111726224422455, 0.4745761454105377, 0.5389220714569092, 0.40178558230400085, 0.18999992311000824, 0.23529404401779175, 0.531745970249176, 0.5666665434837341, 0.48387083411216736, 0.06382973492145538, 0.4910178482532501, 0.44776105880737305, 0.3597121238708496, 0.28571417927742004, 0.6880732178688049, 0.3134327232837677, 0.323943555355072, 0.3515150547027588, 0.123287633061409, 0.16811588406562805, 0.1993355005979538, 0.26153838634490967, 0.7037035822868347, 0.49795907735824585, 0.30337071418762207, 0.509316623210907, 0.10869558900594711, 0.22222214937210083, 0.20930226147174835, 0.5175436735153198, 0.5088338851928711, 0.22388054430484772, 0.1985815018415451, 0.3945577144622803, 0.1258740872144699, 0.3151514232158661, 0.7087377309799194, 0.26751580834388733, 0.2999999225139618, 0.4924621880054474, 0.38327518105506897, 0.39272719621658325, 0.12280696630477905, 0.3253011107444763, 0.3314284682273865, 0.4756755530834198, 0.31067952513694763, 0.15189866721630096, 0.6666665077209473, 0.2909090518951416, 0.18705029785633087, 0.26909083127975464, 0.10256403684616089, 0.32748526334762573 ], "time": 10.325239608995616, "param": null }, { "epoch": 43, "train_loss": 0.5177585482597351, "val_loss": 3.6678898334503174, "acc": 37.68, "f1": [ 0.5991188287734985, 0.3979056477546692, 0.24096375703811646, 0.1365852952003479, 0.1938774734735489, 0.3314915895462036, 0.4043714702129364, 0.37999987602233887, 0.46511611342430115, 0.41610726714134216, 0.18279562890529633, 0.2597401440143585, 0.48484835028648376, 0.2584269046783447, 0.26666656136512756, 0.306122362613678, 0.38888880610466003, 0.5647057294845581, 0.2659573554992676, 0.255999892950058, 0.6775954961776733, 0.45555540919303894, 0.35483863949775696, 0.5882351994514465, 0.5851062536239624, 0.3211008310317993, 0.28753986954689026, 0.2873562276363373, 0.5309733152389526, 0.39560428261756897, 0.4161849021911621, 0.38578668236732483, 0.28455275297164917, 0.40789464116096497, 0.3121386468410492, 0.16438350081443787, 0.3433475196361542, 0.32335323095321655, 0.23129244148731232, 0.4161490201950073, 0.37320560216903687, 0.6583849191665649, 0.2888887822628021, 0.38775497674942017, 0.1675977110862732, 0.24539868533611298, 0.23580780625343323, 0.4980236291885376, 0.6477271318435669, 0.5400842428207397, 0.14814810454845428, 0.34224584698677063, 0.5882351994514465, 0.5555554032325745, 0.4311925768852234, 0.14893612265586853, 0.5443785786628723, 0.3431371748447418, 0.429447740316391, 0.27338120341300964, 0.7038625478744507, 0.5234374403953552, 0.4132840633392334, 0.3942306339740753, 0.16513754427433014, 0.19289332628250122, 0.29523801803588867, 0.2575106620788574, 0.7499999403953552, 0.6073297262191772, 0.3540668785572052, 0.6008967757225037, 0.1010100394487381, 0.331707239151001, 0.18338105082511902, 0.6567163467407227, 0.6862744092941284, 0.1587301343679428, 0.2062779664993286, 0.34482747316360474, 0.07352935522794724, 0.32467523217201233, 0.7239817380905151, 0.33333322405815125, 0.27199992537498474, 0.5102038979530334, 0.43362823128700256, 0.49999988079071045, 0.2290075570344925, 0.3599999248981476, 0.4086019992828369, 0.4999998211860657, 0.2758620083332062, 0.15757569670677185, 0.7344631552696228, 0.4303796589374542, 0.24096375703811646, 0.2686566412448883, 0.1497325599193573, 0.32222211360931396 ], "time": 8.766045980155468, "param": null }, { "epoch": 44, "train_loss": 0.3345724642276764, "val_loss": 3.362675666809082, "acc": 38.55, "f1": [ 0.6363635063171387, 0.45833322405815125, 0.21886786818504333, 0.19230762124061584, 0.2138364166021347, 0.3878786563873291, 0.3625729978084564, 0.3121386468410492, 0.5135133862495422, 0.5098037719726562, 0.17333325743675232, 0.23870962858200073, 0.33802807331085205, 0.3917524814605713, 0.30120471119880676, 0.26086947321891785, 0.4276728630065918, 0.5061726570129395, 0.11475405097007751, 0.30303022265434265, 0.6627905368804932, 0.40117985010147095, 0.41891881823539734, 0.47093015909194946, 0.587719202041626, 0.30392149090766907, 0.38709667325019836, 0.27551010251045227, 0.5876287817955017, 0.4596272110939026, 0.397163063287735, 0.39301300048828125, 0.29433953762054443, 0.4565216302871704, 0.3209875524044037, 0.16867463290691376, 0.3355262577533722, 0.24999989569187164, 0.24418595433235168, 0.4792625606060028, 0.34736835956573486, 0.6212764978408813, 0.30057793855667114, 0.3899998664855957, 0.15730330348014832, 0.2613064646720886, 0.21395343542099, 0.5533979535102844, 0.6601940989494324, 0.4429529309272766, 0.15789467096328735, 0.26190465688705444, 0.5339804887771606, 0.5943773984909058, 0.5128204226493835, 0.24999991059303284, 0.4768211245536804, 0.3555554449558258, 0.5913977026939392, 0.39285704493522644, 0.7213113307952881, 0.5052630305290222, 0.4113474488258362, 0.37004393339157104, 0.16748763620853424, 0.14545448124408722, 0.27777767181396484, 0.2999999225139618, 0.733333170413971, 0.6263735294342041, 0.38596484065055847, 0.3793102502822876, 0.14062494039535522, 0.3524903655052185, 0.22382664680480957, 0.5809127688407898, 0.6666665077209473, 0.22330091893672943, 0.24675315618515015, 0.362790584564209, 0.2046510875225067, 0.28749987483024597, 0.675555408000946, 0.3517586886882782, 0.3050846457481384, 0.5194803476333618, 0.5227271318435669, 0.4765956401824951, 0.26666656136512756, 0.40268445014953613, 0.2944161295890808, 0.4795917272567749, 0.26415085792541504, 0.2378377616405487, 0.7039104700088501, 0.46601933240890503, 0.41935470700263977, 0.364531934261322, 0.21890540421009064, 0.41758227348327637 ], "time": 9.845320667140186, "param": null }, { "epoch": 45, "train_loss": 0.21317049860954285, "val_loss": 3.499307870864868, "acc": 38.56, "f1": [ 0.541666567325592, 0.4634144902229309, 0.23923437297344208, 0.2378377616405487, 0.18677033483982086, 0.3469386696815491, 0.45263150334358215, 0.4179103374481201, 0.48717936873435974, 0.5359476208686829, 0.19753079116344452, 0.28699544072151184, 0.44943806529045105, 0.3542855978012085, 0.2694299519062042, 0.289308100938797, 0.4158414602279663, 0.553672194480896, 0.27329182624816895, 0.3116881847381592, 0.6516852378845215, 0.4799998700618744, 0.37563440203666687, 0.5058364272117615, 0.5865383148193359, 0.28235283493995667, 0.3287670612335205, 0.29080113768577576, 0.5375493168830872, 0.3522725999355316, 0.40796008706092834, 0.4050631821155548, 0.25555548071861267, 0.38541653752326965, 0.3354036211967468, 0.23414628207683563, 0.36879420280456543, 0.28712859749794006, 0.26086950302124023, 0.5082871913909912, 0.3575417995452881, 0.620320737361908, 0.3076922297477722, 0.41573023796081543, 0.1497325599193573, 0.29951682686805725, 0.24137921631336212, 0.5026176571846008, 0.6272187829017639, 0.5027931928634644, 0.14772720634937286, 0.322274774312973, 0.48587560653686523, 0.5676854848861694, 0.5120771527290344, 0.18947364389896393, 0.5158370137214661, 0.359550416469574, 0.5324673652648926, 0.3696368634700775, 0.7187498211860657, 0.5283017754554749, 0.4293783903121948, 0.41340771317481995, 0.15189866721630096, 0.23423415422439575, 0.30952370166778564, 0.4487804174423218, 0.6521738171577454, 0.6315788626670837, 0.4024389386177063, 0.5517240762710571, 0.140703484416008, 0.30877184867858887, 0.2694299519062042, 0.6097559928894043, 0.6499998569488525, 0.18699179589748383, 0.21468918025493622, 0.4180789887905121, 0.1682242453098297, 0.3225805461406708, 0.7064675688743591, 0.22058817744255066, 0.2592591345310211, 0.41967207193374634, 0.43902432918548584, 0.4382469058036804, 0.24637670814990997, 0.3515150547027588, 0.3485476076602936, 0.4030417203903198, 0.26086947321891785, 0.21538454294204712, 0.7241377830505371, 0.42857131361961365, 0.3804876506328583, 0.348314493894577, 0.15873010456562042, 0.45226117968559265 ], "time": 9.991436332464218, "param": null }, { "epoch": 46, "train_loss": 0.1287238746881485, "val_loss": 3.1718525886535645, "acc": 40.72, "f1": [ 0.6516852378845215, 0.43946176767349243, 0.26046502590179443, 0.29292917251586914, 0.26455017924308777, 0.41095879673957825, 0.4214874804019928, 0.3882351815700531, 0.49999988079071045, 0.5698922872543335, 0.2658226788043976, 0.2127659022808075, 0.44827571511268616, 0.31050220131874084, 0.29213473200798035, 0.2783504128456116, 0.43523305654525757, 0.5396824479103088, 0.33884286880493164, 0.34554967284202576, 0.6636770367622375, 0.506122350692749, 0.41935470700263977, 0.6363635063171387, 0.6595743298530579, 0.2696628272533417, 0.3508771061897278, 0.25185176730155945, 0.6368157267570496, 0.41758227348327637, 0.4162435233592987, 0.33027511835098267, 0.29850736260414124, 0.436893105506897, 0.3783782720565796, 0.29896897077560425, 0.34246566891670227, 0.3111110329627991, 0.25316447019577026, 0.5609754920005798, 0.3478259742259979, 0.609625518321991, 0.30331745743751526, 0.3431371748447418, 0.17647051811218262, 0.278787761926651, 0.22666659951210022, 0.5333331823348999, 0.6666665077209473, 0.5157230496406555, 0.19047613441944122, 0.26751580834388733, 0.5726870894432068, 0.5492956638336182, 0.43720918893814087, 0.1764705330133438, 0.5128203630447388, 0.3940885663032532, 0.5410627126693726, 0.38139525055885315, 0.6705200672149658, 0.5581393837928772, 0.4744184911251068, 0.42285704612731934, 0.16239310801029205, 0.23770485818386078, 0.29166659712791443, 0.3364485204219818, 0.6880732178688049, 0.6568626165390015, 0.3647797703742981, 0.5350876450538635, 0.13452909886837006, 0.3111110329627991, 0.2941175401210785, 0.6350710391998291, 0.6551722884178162, 0.20833326876163483, 0.28235283493995667, 0.447368323802948, 0.18719203770160675, 0.27118635177612305, 0.6666665077209473, 0.3849371671676636, 0.2944161295890808, 0.5317917466163635, 0.522222101688385, 0.5280897617340088, 0.34254133701324463, 0.372413694858551, 0.3621397912502289, 0.4933919608592987, 0.2583025097846985, 0.2845187783241272, 0.7363182306289673, 0.48275846242904663, 0.28235283493995667, 0.3551400303840637, 0.25352105498313904, 0.4301074147224426 ], "time": 8.972130965441465, "param": null }, { "epoch": 47, "train_loss": 0.07222674041986465, "val_loss": 3.3538970947265625, "acc": 41.66, "f1": [ 0.6999998688697815, 0.47222211956977844, 0.2434781938791275, 0.16883111000061035, 0.2312137931585312, 0.3636362850666046, 0.3865545094013214, 0.3823528587818146, 0.46215128898620605, 0.5748501420021057, 0.25668442249298096, 0.2269502729177475, 0.44047608971595764, 0.390243798494339, 0.2999999523162842, 0.3657141625881195, 0.3873516917228699, 0.5816324949264526, 0.3421051502227783, 0.3157894015312195, 0.6636362671852112, 0.559139609336853, 0.3959389626979828, 0.6354165077209473, 0.6943003535270691, 0.24489788711071014, 0.39166659116744995, 0.2553190290927887, 0.6387433409690857, 0.40490788221359253, 0.4827585518360138, 0.41052618622779846, 0.33497530221939087, 0.3386242389678955, 0.3851850926876068, 0.3387977182865143, 0.35443025827407837, 0.2944784462451935, 0.2211054563522339, 0.5217390656471252, 0.3473052978515625, 0.6557375192642212, 0.3107568919658661, 0.3874344527721405, 0.17142851650714874, 0.26399993896484375, 0.19780214130878448, 0.5446008443832397, 0.6607141494750977, 0.5689654350280762, 0.25233638286590576, 0.3636362552642822, 0.5741626024246216, 0.6168223023414612, 0.5321887135505676, 0.12087904661893845, 0.5922329425811768, 0.4508668780326843, 0.5217390060424805, 0.39810416102409363, 0.7649767994880676, 0.5201792120933533, 0.4727271497249603, 0.41048023104667664, 0.24489790201187134, 0.21256029605865479, 0.31050220131874084, 0.3315507173538208, 0.7239261865615845, 0.6288658380508423, 0.4780486822128296, 0.5906734466552734, 0.18502195179462433, 0.3050846457481384, 0.23076915740966797, 0.6395347118377686, 0.666666567325592, 0.24413138628005981, 0.25777769088745117, 0.41148313879966736, 0.16931210458278656, 0.3387977182865143, 0.6960350871086121, 0.37433144450187683, 0.3478259742259979, 0.5240640044212341, 0.5025123953819275, 0.48401811718940735, 0.3363635540008545, 0.3959043323993683, 0.44303786754608154, 0.5340908169746399, 0.3389829397201538, 0.2682925760746002, 0.7344631552696228, 0.45238080620765686, 0.283950537443161, 0.3842363655567169, 0.1635219305753708, 0.39826828241348267 ], "time": 9.428825784474611, "param": null }, { "epoch": 48, "train_loss": 0.05656970664858818, "val_loss": 3.1577203273773193, "acc": 42.44, "f1": [ 0.7187498211860657, 0.4594593644142151, 0.299465149641037, 0.2692306935787201, 0.3076922297477722, 0.3463686406612396, 0.3706895411014557, 0.4236452281475067, 0.5664739012718201, 0.5170066356658936, 0.29885047674179077, 0.2566370666027069, 0.4454975128173828, 0.32402223348617554, 0.30456843972206116, 0.2887699604034424, 0.4108106791973114, 0.5502644181251526, 0.31836724281311035, 0.3157893717288971, 0.7322402596473694, 0.6057690978050232, 0.4018690288066864, 0.6066349744796753, 0.622641384601593, 0.23287664353847504, 0.4174756109714508, 0.23809516429901123, 0.6243385076522827, 0.4153004288673401, 0.4016735553741455, 0.37681150436401367, 0.27999991178512573, 0.4227641224861145, 0.30697670578956604, 0.24418595433235168, 0.419999897480011, 0.3587442934513092, 0.26666656136512756, 0.5423727631568909, 0.41935470700263977, 0.6629211902618408, 0.35193121433258057, 0.40677955746650696, 0.21719448268413544, 0.3386242389678955, 0.23602473735809326, 0.5119045972824097, 0.6700506210327148, 0.585152804851532, 0.23293164372444153, 0.3636362552642822, 0.5555554032325745, 0.6224488615989685, 0.5058822631835938, 0.16243648529052734, 0.5617976188659668, 0.4411763548851013, 0.5643563270568848, 0.4085105359554291, 0.7902437448501587, 0.5310733318328857, 0.4685713052749634, 0.37563440203666687, 0.24793381989002228, 0.28846150636672974, 0.3217390477657318, 0.3926939368247986, 0.733333170413971, 0.7046630382537842, 0.4311925768852234, 0.6276593804359436, 0.170940101146698, 0.3459458649158478, 0.28085100650787354, 0.645502507686615, 0.7373736500740051, 0.22099439799785614, 0.319248765707016, 0.4415583610534668, 0.17241372168064117, 0.38251355290412903, 0.7123286128044128, 0.4198893904685974, 0.3804876506328583, 0.5163933038711548, 0.5024629235267639, 0.5396823883056641, 0.30952370166778564, 0.3736262619495392, 0.3832334280014038, 0.5380709171295166, 0.38578668236732483, 0.2072538137435913, 0.729999840259552, 0.48453593254089355, 0.38095229864120483, 0.37185919284820557, 0.14545448124408722, 0.38918909430503845 ], "time": 10.180165855214, "param": null }, { "epoch": 49, "train_loss": 0.02379818633198738, "val_loss": 3.0511443614959717, "acc": 43.38, "f1": [ 0.6892654895782471, 0.4777776598930359, 0.2660549581050873, 0.26262614130973816, 0.2702701687812805, 0.4123710095882416, 0.4365480840206146, 0.3999999165534973, 0.5531913042068481, 0.5230767726898193, 0.27380943298339844, 0.2873562276363373, 0.4561402499675751, 0.3999999165534973, 0.378109335899353, 0.3584904372692108, 0.4827585518360138, 0.5464479923248291, 0.32432422041893005, 0.37499991059303284, 0.6892654895782471, 0.5439329743385315, 0.41314542293548584, 0.6363635063171387, 0.6543776988983154, 0.31390124559402466, 0.4670657217502594, 0.2771083414554596, 0.6666665077209473, 0.4099377691745758, 0.41818171739578247, 0.4632767140865326, 0.2769230008125305, 0.39999985694885254, 0.34920626878738403, 0.2167486995458603, 0.4226802885532379, 0.33962252736091614, 0.22916659712791443, 0.589371919631958, 0.37999987602233887, 0.6499998569488525, 0.3529410660266876, 0.42051267623901367, 0.1868131160736084, 0.3133639991283417, 0.2795697748661041, 0.5462183356285095, 0.6697673201560974, 0.5365853309631348, 0.2233501821756363, 0.34579432010650635, 0.5350876450538635, 0.6999998688697815, 0.558139443397522, 0.20553353428840637, 0.609625518321991, 0.5086703896522522, 0.5306121110916138, 0.3535352647304535, 0.7875646352767944, 0.5773194432258606, 0.44927528500556946, 0.45833322405815125, 0.22018341720104218, 0.22222213447093964, 0.3627450466156006, 0.4596272110939026, 0.7555553913116455, 0.6666665077209473, 0.4311376214027405, 0.6161615252494812, 0.17085421085357666, 0.3942306339740753, 0.2727271616458893, 0.6633164882659912, 0.7346937656402588, 0.27272719144821167, 0.31836724281311035, 0.3999999165534973, 0.22330091893672943, 0.37004393339157104, 0.6956520080566406, 0.3982299864292145, 0.3121386468410492, 0.5858584046363831, 0.4705880880355835, 0.5327510237693787, 0.30270257592201233, 0.37320560216903687, 0.39639630913734436, 0.5302324295043945, 0.29437223076820374, 0.2613064646720886, 0.7378638982772827, 0.4924621880054474, 0.26751580834388733, 0.3842363655567169, 0.1798941045999527, 0.42528724670410156 ], "time": 9.634476033970714, "param": null }, { "epoch": 50, "train_loss": 0.009065655991435051, "val_loss": 2.9763054847717285, "acc": 44.8, "f1": [ 0.7099998593330383, 0.49261072278022766, 0.26881712675094604, 0.30939218401908875, 0.2962961792945862, 0.3861384987831116, 0.43523305654525757, 0.4046241343021393, 0.5978259444236755, 0.5662649273872375, 0.2983424663543701, 0.2840908169746399, 0.4837207794189453, 0.37999987602233887, 0.32432422041893005, 0.3398057222366333, 0.4685713052749634, 0.6272726058959961, 0.3203882575035095, 0.34482747316360474, 0.7135133743286133, 0.5728154182434082, 0.41176459193229675, 0.6198345422744751, 0.6280191540718079, 0.322274774312973, 0.4315788447856903, 0.29251691699028015, 0.6802029013633728, 0.42051267623901367, 0.40740731358528137, 0.423912912607193, 0.3417084515094757, 0.4210525155067444, 0.368663489818573, 0.2681563198566437, 0.4382021129131317, 0.3141360282897949, 0.27160486578941345, 0.5898616909980774, 0.4108106791973114, 0.6464645266532898, 0.3899998664855957, 0.4108106791973114, 0.18719203770160675, 0.3248729705810547, 0.2580644488334656, 0.580357015132904, 0.7411166429519653, 0.6378377079963684, 0.2421524077653885, 0.40999990701675415, 0.5844747424125671, 0.6666665077209473, 0.5756096839904785, 0.18957340717315674, 0.6069650650024414, 0.47368407249450684, 0.5760868191719055, 0.3894736170768738, 0.796208381652832, 0.5714284181594849, 0.5196077227592468, 0.46739116311073303, 0.2167486995458603, 0.2424241602420807, 0.3675675094127655, 0.38888880610466003, 0.738461434841156, 0.6818180680274963, 0.46829259395599365, 0.6311473846435547, 0.1639343649148941, 0.36809808015823364, 0.2699999213218689, 0.6599999070167542, 0.721153736114502, 0.2696628272533417, 0.3157893717288971, 0.46632111072540283, 0.2054053246974945, 0.38144323229789734, 0.7079644799232483, 0.42708319425582886, 0.3272726535797119, 0.5338981747627258, 0.5050503611564636, 0.5118482112884521, 0.3369564116001129, 0.43902426958084106, 0.41964274644851685, 0.5636362433433533, 0.39520949125289917, 0.2659573554992676, 0.7473682165145874, 0.49107134342193604, 0.3583814203739166, 0.40579700469970703, 0.2526314854621887, 0.45555540919303894 ], "time": 10.598731262609363, "param": null }, { "epoch": 51, "train_loss": 0.011365853250026703, "val_loss": 2.717273473739624, "acc": 45.4, "f1": [ 0.7128711342811584, 0.5076140761375427, 0.262857049703598, 0.329670250415802, 0.3152708411216736, 0.41346144676208496, 0.4466018080711365, 0.41884803771972656, 0.613065242767334, 0.5934064984321594, 0.2795697748661041, 0.30232545733451843, 0.49214646220207214, 0.33918121457099915, 0.37696322798728943, 0.3540668785572052, 0.4808742105960846, 0.6078430414199829, 0.34920626878738403, 0.4153004288673401, 0.7199999094009399, 0.5753422975540161, 0.3827749788761139, 0.6567163467407227, 0.6481480002403259, 0.30392149090766907, 0.40624988079071045, 0.3495144844055176, 0.6734693050384521, 0.3939392864704132, 0.4077668786048889, 0.4248703718185425, 0.34920626878738403, 0.4195120930671692, 0.4413144290447235, 0.2995593845844269, 0.4262293577194214, 0.320441871881485, 0.2702701687812805, 0.5656563639640808, 0.4301074147224426, 0.639593780040741, 0.3800903856754303, 0.4042551815509796, 0.18779337406158447, 0.3383083641529083, 0.2543351650238037, 0.5999999046325684, 0.7058822512626648, 0.6304346323013306, 0.2643677294254303, 0.390243798494339, 0.5847455859184265, 0.6731706857681274, 0.5816324949264526, 0.20746882259845734, 0.613065242767334, 0.4485980272293091, 0.6060605049133301, 0.3923443853855133, 0.8040199875831604, 0.5483869910240173, 0.492890864610672, 0.5048542022705078, 0.2054053246974945, 0.2731706500053406, 0.34920626878738403, 0.42857128381729126, 0.7389161586761475, 0.6697246432304382, 0.49999988079071045, 0.6495725512504578, 0.21978014707565308, 0.37681150436401367, 0.26540276408195496, 0.6938773989677429, 0.7096772789955139, 0.228260800242424, 0.33333325386047363, 0.4489794969558716, 0.19999992847442627, 0.38356152176856995, 0.7314813137054443, 0.423912912607193, 0.3428570628166199, 0.5418717861175537, 0.5185183882713318, 0.5135133862495422, 0.3148147463798523, 0.4090907871723175, 0.4086955785751343, 0.5771142840385437, 0.38461530208587646, 0.2524271011352539, 0.7487682700157166, 0.5463916063308716, 0.3885713219642639, 0.4123710095882416, 0.2613064646720886, 0.4137929677963257 ], "time": 10.393330004066229, "param": null }, { "epoch": 52, "train_loss": 0.003348998259752989, "val_loss": 2.591144561767578, "acc": 45.53, "f1": [ 0.7040814757347107, 0.5024629235267639, 0.2736841142177582, 0.2999999225139618, 0.2790696918964386, 0.4205606281757355, 0.44444435834884644, 0.4232803285121918, 0.5743588209152222, 0.5977010130882263, 0.29508185386657715, 0.29813653230667114, 0.4878047704696655, 0.367346853017807, 0.35602086782455444, 0.3636362552642822, 0.5082871913909912, 0.6066349744796753, 0.3523315489292145, 0.3861384987831116, 0.7309643626213074, 0.5904760956764221, 0.40404030680656433, 0.6934671998023987, 0.653658390045166, 0.3299999237060547, 0.4021162986755371, 0.3240739703178406, 0.6502462029457092, 0.4301074147224426, 0.41964274644851685, 0.4491977095603943, 0.3316061198711395, 0.41346144676208496, 0.40350866317749023, 0.29268285632133484, 0.40404030680656433, 0.33497530221939087, 0.2933332622051239, 0.6217615604400635, 0.41884803771972656, 0.649484395980835, 0.38914018869400024, 0.41176459193229675, 0.19607838988304138, 0.3469386696815491, 0.25730982422828674, 0.5825241804122925, 0.7109003663063049, 0.594594419002533, 0.27551010251045227, 0.39999985694885254, 0.5826086401939392, 0.6635069251060486, 0.5911328792572021, 0.2378377616405487, 0.6178008913993835, 0.43781083822250366, 0.5743588209152222, 0.38834938406944275, 0.7826085686683655, 0.5699480772018433, 0.5096152424812317, 0.47524741291999817, 0.19459453225135803, 0.29850736260414124, 0.3557691276073456, 0.42285704612731934, 0.762376070022583, 0.7106597423553467, 0.4949493706226349, 0.6666665077209473, 0.16935478150844574, 0.3831774890422821, 0.2812499403953552, 0.6798028349876404, 0.742574155330658, 0.26519328355789185, 0.34374991059303284, 0.446808397769928, 0.19689112901687622, 0.37209296226501465, 0.7085200548171997, 0.4380951225757599, 0.38709667325019836, 0.5555554032325745, 0.5161289572715759, 0.5158370137214661, 0.30526304244995117, 0.4070795178413391, 0.40350866317749023, 0.568720281124115, 0.3999998867511749, 0.25274714827537537, 0.7399998903274536, 0.5123152136802673, 0.3522725999355316, 0.42156851291656494, 0.26136353611946106, 0.4411763548851013 ], "time": 9.776833868585527, "param": null }, { "epoch": 53, "train_loss": 0.0031921793706715107, "val_loss": 2.626586675643921, "acc": 45.89, "f1": [ 0.7317072153091431, 0.4924621880054474, 0.27083322405815125, 0.2983424663543701, 0.33333322405815125, 0.4607841968536377, 0.46153831481933594, 0.4292682111263275, 0.572916567325592, 0.5828570127487183, 0.2824857831001282, 0.3139533996582031, 0.4950493574142456, 0.38251355290412903, 0.34224584698677063, 0.37681150436401367, 0.4972374439239502, 0.6108372807502747, 0.3440859317779541, 0.41711217164993286, 0.742267906665802, 0.5925924181938171, 0.40624988079071045, 0.7029701471328735, 0.663461446762085, 0.33333325386047363, 0.4315788447856903, 0.3383083641529083, 0.653465211391449, 0.40206170082092285, 0.43243229389190674, 0.4432430863380432, 0.3265305161476135, 0.4236452281475067, 0.415094256401062, 0.29074883460998535, 0.4120602011680603, 0.34554967284202576, 0.28193822503089905, 0.5937498807907104, 0.4232803285121918, 0.6564101576805115, 0.38834938406944275, 0.4210525155067444, 0.19905206561088562, 0.3399999141693115, 0.2598869204521179, 0.5929647088050842, 0.7393363118171692, 0.6464645266532898, 0.23204411566257477, 0.4042551815509796, 0.5764191746711731, 0.6728971004486084, 0.5714284777641296, 0.21256029605865479, 0.6486485004425049, 0.45320188999176025, 0.5803107619285583, 0.3942306339740753, 0.7941174507141113, 0.5743588209152222, 0.5123152136802673, 0.44444429874420166, 0.2065216600894928, 0.2976743280887604, 0.3318384885787964, 0.4491977095603943, 0.7572813630104065, 0.6926827430725098, 0.4924621880054474, 0.6697673201560974, 0.1866665780544281, 0.39583319425582886, 0.2612611949443817, 0.6865670084953308, 0.7454543113708496, 0.2574256360530853, 0.29702961444854736, 0.45918354392051697, 0.18957340717315674, 0.3714284896850586, 0.722222089767456, 0.4292682111263275, 0.3678159713745117, 0.5686272978782654, 0.5376343131065369, 0.5229355692863464, 0.36190465092658997, 0.41148313879966736, 0.4205606281757355, 0.5951218605041504, 0.41340771317481995, 0.23076915740966797, 0.735293984413147, 0.5096152424812317, 0.3999998867511749, 0.4018690288066864, 0.2473117560148239, 0.4487804174423218 ], "time": 9.667850919999182, "param": null }, { "epoch": 54, "train_loss": 0.012974497862160206, "val_loss": 2.6143012046813965, "acc": 45.94, "f1": [ 0.707547128200531, 0.4897957742214203, 0.28571420907974243, 0.29743579030036926, 0.30208322405815125, 0.43438899517059326, 0.4585364758968353, 0.4307691156864166, 0.5925924777984619, 0.609625518321991, 0.2983424663543701, 0.32558128237724304, 0.49999988079071045, 0.37433144450187683, 0.3386242389678955, 0.3441859781742096, 0.49999988079071045, 0.5980390906333923, 0.3617020547389984, 0.37623751163482666, 0.727272629737854, 0.5904760956764221, 0.41884803771972656, 0.6763284206390381, 0.6896550059318542, 0.3203882575035095, 0.4269661605358124, 0.31914883852005005, 0.6470587849617004, 0.4041449725627899, 0.4366810917854309, 0.436893105506897, 0.3402060866355896, 0.4056602716445923, 0.42342329025268555, 0.27433618903160095, 0.40404030680656433, 0.3592231869697571, 0.2972972095012665, 0.6217615604400635, 0.42780739068984985, 0.6666665077209473, 0.3999999165534973, 0.43216070532798767, 0.21538454294204712, 0.36458322405815125, 0.2674417495727539, 0.5612244009971619, 0.7246376276016235, 0.6448085904121399, 0.24999991059303284, 0.38502663373947144, 0.585152804851532, 0.6576575636863708, 0.5742572546005249, 0.2075471132993698, 0.6170212030410767, 0.45320188999176025, 0.6051281094551086, 0.3838382363319397, 0.7904760241508484, 0.5863873362541199, 0.5174128413200378, 0.43523305654525757, 0.21111102402210236, 0.26415085792541504, 0.33492809534072876, 0.4565216302871704, 0.7707315683364868, 0.6919430494308472, 0.49999988079071045, 0.6696831583976746, 0.2037036269903183, 0.3626372814178467, 0.2786068916320801, 0.6899998784065247, 0.7339447736740112, 0.2553190290927887, 0.31746023893356323, 0.4646463394165039, 0.1951218843460083, 0.37681150436401367, 0.7348835468292236, 0.44221094250679016, 0.3798881769180298, 0.5700933337211609, 0.5185183882713318, 0.5267855525016785, 0.3406592309474945, 0.40191373229026794, 0.3999998867511749, 0.595959484577179, 0.4081631302833557, 0.21111102402210236, 0.753488302230835, 0.48598119616508484, 0.42931926250457764, 0.41474640369415283, 0.25396814942359924, 0.43902426958084106 ], "time": 10.102089937776327, "param": null }, { "epoch": 55, "train_loss": 0.004450777545571327, "val_loss": 2.4853315353393555, "acc": 45.93, "f1": [ 0.7106597423553467, 0.4999998211860657, 0.2599999010562897, 0.2807016372680664, 0.2959640622138977, 0.46153831481933594, 0.4545453190803528, 0.42857128381729126, 0.5643563270568848, 0.5942855477333069, 0.27777770161628723, 0.3428570628166199, 0.4975123405456543, 0.35675665736198425, 0.35359105467796326, 0.372548907995224, 0.5111110210418701, 0.6086955666542053, 0.35955044627189636, 0.39195966720581055, 0.7282050251960754, 0.6055043935775757, 0.40206170082092285, 0.6822428703308105, 0.6699506640434265, 0.31632643938064575, 0.43850257992744446, 0.3251230716705322, 0.6470587849617004, 0.4145076870918274, 0.4363635182380676, 0.4226802885532379, 0.3316061198711395, 0.41148313879966736, 0.4137929677963257, 0.2883720099925995, 0.4162435233592987, 0.3383083641529083, 0.28813549876213074, 0.6185566186904907, 0.4102562665939331, 0.6596857309341431, 0.403755784034729, 0.4257424473762512, 0.2061854749917984, 0.34579432010650635, 0.2584269046783447, 0.5769229531288147, 0.7214610576629639, 0.6424869298934937, 0.24999991059303284, 0.37696322798728943, 0.5739909410476685, 0.6666665077209473, 0.5771142840385437, 0.2018347978591919, 0.631578803062439, 0.45918354392051697, 0.5858584046363831, 0.40384599566459656, 0.7684727907180786, 0.5773194432258606, 0.5238093733787537, 0.4579438269138336, 0.22916659712791443, 0.3069306015968323, 0.31355923414230347, 0.4222221076488495, 0.776698887348175, 0.7058822512626648, 0.5025123953819275, 0.6886791586875916, 0.18779337406158447, 0.3940885663032532, 0.290502667427063, 0.7106597423553467, 0.7464112639427185, 0.29629620909690857, 0.322274774312973, 0.44791656732559204, 0.22999992966651917, 0.36619704961776733, 0.722222089767456, 0.40975597500801086, 0.3798881769180298, 0.5648146867752075, 0.510416567325592, 0.5302324295043945, 0.3316061198711395, 0.4174756109714508, 0.4253392219543457, 0.5671641230583191, 0.413043349981308, 0.24999988079071045, 0.7684727907180786, 0.4927534759044647, 0.4069766402244568, 0.39810416102409363, 0.24489787220954895, 0.45833322405815125 ], "time": 9.887068747542799, "param": null }, { "epoch": 56, "train_loss": 0.005113935098052025, "val_loss": 2.406505823135376, "acc": 45.83, "f1": [ 0.7106597423553467, 0.48958322405815125, 0.23232315480709076, 0.27428561449050903, 0.29107969999313354, 0.4607841968536377, 0.4466018080711365, 0.42156851291656494, 0.561576247215271, 0.5977010130882263, 0.280898779630661, 0.3389829397201538, 0.487046480178833, 0.36956506967544556, 0.3383083641529083, 0.3654821515083313, 0.4864863455295563, 0.5825241804122925, 0.3763439953327179, 0.39784935116767883, 0.742267906665802, 0.6238530874252319, 0.4307691156864166, 0.6826921701431274, 0.6859902143478394, 0.30366483330726624, 0.42931926250457764, 0.323809415102005, 0.653465211391449, 0.4183672070503235, 0.4260868728160858, 0.4565216302871704, 0.3265305161476135, 0.42639580368995667, 0.4170615077018738, 0.2972972095012665, 0.4242422580718994, 0.3367346227169037, 0.2956520915031433, 0.6153844594955444, 0.4148934781551361, 0.6532661318778992, 0.3999998867511749, 0.4248703718185425, 0.20689646899700165, 0.3523808717727661, 0.2603549063205719, 0.5825241804122925, 0.707547128200531, 0.6082472205162048, 0.24999991059303284, 0.40206170082092285, 0.5652172565460205, 0.6513760089874268, 0.5607475638389587, 0.22018341720104218, 0.6145831942558289, 0.44670039415359497, 0.575916051864624, 0.372548907995224, 0.7902437448501587, 0.5643563270568848, 0.5071768760681152, 0.486772358417511, 0.21428564190864563, 0.31372541189193726, 0.33333322405815125, 0.44444429874420166, 0.7821780443191528, 0.7156862020492554, 0.4975123405456543, 0.6698563694953918, 0.18719203770160675, 0.38251355290412903, 0.2901553809642792, 0.7135677337646484, 0.7403844594955444, 0.27884605526924133, 0.30526304244995117, 0.43749991059303284, 0.21782170236110687, 0.3636362552642822, 0.7323941588401794, 0.4210525155067444, 0.37158459424972534, 0.5700481534004211, 0.5185183882713318, 0.5428570508956909, 0.36111101508140564, 0.4186045527458191, 0.43835610151290894, 0.5858584046363831, 0.39999985694885254, 0.23529404401779175, 0.7487177848815918, 0.504761815071106, 0.3999998867511749, 0.40609124302864075, 0.2526314854621887, 0.44444435834884644 ], "time": 10.411118721589446, "param": null }, { "epoch": 57, "train_loss": 0.010039824061095715, "val_loss": 2.5141355991363525, "acc": 46.11, "f1": [ 0.7253884673118591, 0.4923075735569, 0.2797926664352417, 0.2906976044178009, 0.30392149090766907, 0.4734298884868622, 0.45320188999176025, 0.4077668786048889, 0.5539904832839966, 0.5999998450279236, 0.29213473200798035, 0.3352600038051605, 0.5049503445625305, 0.3756905198097229, 0.3091786503791809, 0.3711339235305786, 0.5168538093566895, 0.5825241804122925, 0.3586955666542053, 0.3838382363319397, 0.7164177894592285, 0.6055043935775757, 0.4210525155067444, 0.7005074620246887, 0.696078360080719, 0.34554967284202576, 0.42857128381729126, 0.3113206624984741, 0.6564101576805115, 0.4123710095882416, 0.4292236268520355, 0.445652037858963, 0.31249991059303284, 0.41071420907974243, 0.4306218922138214, 0.29850736260414124, 0.42162150144577026, 0.3699999153614044, 0.28444433212280273, 0.6060605049133301, 0.41935470700263977, 0.6499998569488525, 0.40552979707717896, 0.3999998867511749, 0.20689646899700165, 0.35071080923080444, 0.27118635177612305, 0.5728641748428345, 0.6929823160171509, 0.6421051621437073, 0.24999991059303284, 0.39548009634017944, 0.5676854848861694, 0.6451612114906311, 0.5837318897247314, 0.2233501821756363, 0.6224488615989685, 0.4670049846172333, 0.5757573843002319, 0.39622631669044495, 0.7864076495170593, 0.5989846587181091, 0.5233643651008606, 0.45248857140541077, 0.23204411566257477, 0.28999990224838257, 0.3247862458229065, 0.4347825050354004, 0.7821780443191528, 0.7156862020492554, 0.48309168219566345, 0.6730768084526062, 0.18604646623134613, 0.3653844892978668, 0.3076922297477722, 0.6829267144203186, 0.7403844594955444, 0.2751321792602539, 0.3084576427936554, 0.45128190517425537, 0.2021275758743286, 0.38938042521476746, 0.7207205295562744, 0.4242422580718994, 0.39130425453186035, 0.5576921701431274, 0.5217389464378357, 0.5550238490104675, 0.3706895411014557, 0.41441428661346436, 0.4495411515235901, 0.6069650650024414, 0.38888877630233765, 0.2404370754957199, 0.7586205005645752, 0.4924621880054474, 0.38636353611946106, 0.4226802885532379, 0.26455017924308777, 0.44444435834884644 ], "time": 10.047857476398349, "param": null }, { "epoch": 58, "train_loss": 0.0050722770392894745, "val_loss": 2.4153435230255127, "acc": 46.01, "f1": [ 0.7035174369812012, 0.48421040177345276, 0.28723397850990295, 0.2558138370513916, 0.29951682686805725, 0.4574466943740845, 0.43564343452453613, 0.40999990701675415, 0.5728641748428345, 0.5964910984039307, 0.2937852144241333, 0.31818172335624695, 0.4670049846172333, 0.3798881769180298, 0.3152172863483429, 0.37185919284820557, 0.5084744095802307, 0.5981307029724121, 0.35675665736198425, 0.372548907995224, 0.735751211643219, 0.5913042426109314, 0.4257424473762512, 0.6790696382522583, 0.6826921701431274, 0.32804223895072937, 0.43956032395362854, 0.3267325758934021, 0.6632652282714844, 0.41884803771972656, 0.42982450127601624, 0.43349742889404297, 0.31249991059303284, 0.4299998879432678, 0.41148313879966736, 0.29864245653152466, 0.446808397769928, 0.336633563041687, 0.2893615961074829, 0.6153844594955444, 0.4347825050354004, 0.6564101576805115, 0.4070795178413391, 0.4170615077018738, 0.19138747453689575, 0.364531934261322, 0.2366863340139389, 0.5888323187828064, 0.707547128200531, 0.6363635063171387, 0.2436547577381134, 0.4123710095882416, 0.585152804851532, 0.6604650020599365, 0.5742572546005249, 0.22748807072639465, 0.6363635063171387, 0.46231144666671753, 0.6041665077209473, 0.3942306339740753, 0.7846888303756714, 0.5925924777984619, 0.4976075291633606, 0.43835610151290894, 0.21890540421009064, 0.2955664098262787, 0.33035704493522644, 0.43715834617614746, 0.7783250212669373, 0.7149757146835327, 0.48309168219566345, 0.6699506640434265, 0.18779337406158447, 0.40206170082092285, 0.2999999225139618, 0.6995072364807129, 0.741783857345581, 0.2745097279548645, 0.3141360282897949, 0.45226117968559265, 0.23157887160778046, 0.3867923319339752, 0.7207205295562744, 0.43564343452453613, 0.36158180236816406, 0.5767440795898438, 0.502564013004303, 0.5499998927116394, 0.345177561044693, 0.43999987840652466, 0.44444432854652405, 0.5918366312980652, 0.37696322798728943, 0.21505369246006012, 0.7722770571708679, 0.4949493706226349, 0.43093910813331604, 0.37914684414863586, 0.25906726717948914, 0.4607841968536377 ], "time": 9.383736609481275, "param": null }, { "epoch": 59, "train_loss": 0.005656271241605282, "val_loss": 2.490992307662964, "acc": 45.73, "f1": [ 0.7244896292686462, 0.4795917272567749, 0.2810809910297394, 0.26666656136512756, 0.28846150636672974, 0.43902426958084106, 0.4577113389968872, 0.40404030680656433, 0.582914412021637, 0.603550136089325, 0.3068180978298187, 0.32183900475502014, 0.5050503611564636, 0.38888877630233765, 0.31746023893356323, 0.364531934261322, 0.5146197080612183, 0.6146787405014038, 0.3459458649158478, 0.3478260338306427, 0.7236180305480957, 0.6139533519744873, 0.4248703718185425, 0.6831682324409485, 0.7053138613700867, 0.3179486393928528, 0.4408600926399231, 0.2745097279548645, 0.6632652282714844, 0.4083768427371979, 0.42342329025268555, 0.3699999153614044, 0.31088075041770935, 0.4179103374481201, 0.40384599566459656, 0.3084111213684082, 0.42639580368995667, 0.35532984137535095, 0.2488888055086136, 0.6210525035858154, 0.423912912607193, 0.6666665077209473, 0.40740731358528137, 0.41666656732559204, 0.18779337406158447, 0.33333325386047363, 0.23255808651447296, 0.5771142840385437, 0.7305934429168701, 0.6435642242431641, 0.21621613204479218, 0.39784935116767883, 0.5726870894432068, 0.6574072241783142, 0.539215624332428, 0.19999992847442627, 0.6378377079963684, 0.45320188999176025, 0.5876287817955017, 0.3899998664855957, 0.7714284658432007, 0.6051281094551086, 0.5167463421821594, 0.4190475046634674, 0.20408155024051666, 0.2980768382549286, 0.31999990344047546, 0.42162150144577026, 0.7707315683364868, 0.7014216780662537, 0.4824119210243225, 0.6729856729507446, 0.19266046583652496, 0.3778800964355469, 0.2844826877117157, 0.6889951229095459, 0.7298576831817627, 0.27999991178512573, 0.306122362613678, 0.46391740441322327, 0.23913034796714783, 0.40740731358528137, 0.7511736154556274, 0.42639580368995667, 0.3837208151817322, 0.5860464572906494, 0.4923075735569, 0.5365853309631348, 0.3827749788761139, 0.4299998879432678, 0.4474884569644928, 0.5899998545646667, 0.4081631302833557, 0.21590900421142578, 0.7499999403953552, 0.4824119210243225, 0.44444432854652405, 0.3999998867511749, 0.25906726717948914, 0.4549761712551117 ], "time": 9.987132960930467, "param": null }, { "epoch": 60, "train_loss": 0.009502104483544827, "val_loss": 2.3821253776550293, "acc": 45.92, "f1": [ 0.7070705890655518, 0.48167529702186584, 0.25906726717948914, 0.2673795819282532, 0.2636362612247467, 0.4566209018230438, 0.4487804174423218, 0.38709667325019836, 0.582914412021637, 0.6021503806114197, 0.30337071418762207, 0.3406592309474945, 0.5123152136802673, 0.3783782720565796, 0.30526304244995117, 0.3696681261062622, 0.5133689045906067, 0.5767440795898438, 0.33720916509628296, 0.3707316219806671, 0.7087377309799194, 0.585152804851532, 0.43715834617614746, 0.6899998784065247, 0.7070705890655518, 0.31999990344047546, 0.41758227348327637, 0.3285022974014282, 0.6633662581443787, 0.4021162986755371, 0.43171796202659607, 0.41884803771972656, 0.3386242389678955, 0.41148313879966736, 0.42727261781692505, 0.3084111213684082, 0.4145076870918274, 0.35532984137535095, 0.28571420907974243, 0.6408838629722595, 0.3917524814605713, 0.6565654873847961, 0.3861384987831116, 0.42708319425582886, 0.23834188282489777, 0.3414633274078369, 0.2736841142177582, 0.582914412021637, 0.7255812287330627, 0.6349205374717712, 0.23834188282489777, 0.38341957330703735, 0.5829595327377319, 0.6543776988983154, 0.5572138428688049, 0.18867918848991394, 0.6349205374717712, 0.4574466943740845, 0.5816324949264526, 0.3861384987831116, 0.7669901251792908, 0.613756537437439, 0.5229355692863464, 0.4302324652671814, 0.19209031760692596, 0.2842104732990265, 0.31858399510383606, 0.45405393838882446, 0.7826085686683655, 0.6944442987442017, 0.4574466943740845, 0.6785712838172913, 0.1869158148765564, 0.39069753885269165, 0.2967032194137573, 0.6952379941940308, 0.7289717793464661, 0.3076922297477722, 0.32258057594299316, 0.446808397769928, 0.21538454294204712, 0.39631327986717224, 0.7397258281707764, 0.4343433380126953, 0.41935470700263977, 0.5566036701202393, 0.5027320981025696, 0.5277776718139648, 0.3738316595554352, 0.4186045527458191, 0.44827574491500854, 0.5951218605041504, 0.4021162986755371, 0.22093015909194946, 0.7627905607223511, 0.488262802362442, 0.38636353611946106, 0.3804876506328583, 0.2673266530036926, 0.44444429874420166 ], "time": 9.669173448346555, "param": null }, { "epoch": 61, "train_loss": 0.005407076794654131, "val_loss": 2.1949267387390137, "acc": 45.74, "f1": [ 0.725490152835846, 0.4631577730178833, 0.25945934653282166, 0.24580998718738556, 0.29126206040382385, 0.46231144666671753, 0.43269219994544983, 0.4183672070503235, 0.5820105075836182, 0.6171427369117737, 0.30769217014312744, 0.32748526334762573, 0.5125626921653748, 0.3675675094127655, 0.329670250415802, 0.34579432010650635, 0.5227271318435669, 0.6066349744796753, 0.36559128761291504, 0.37185919284820557, 0.711340069770813, 0.5714285373687744, 0.4410255253314972, 0.6729856729507446, 0.6896550059318542, 0.3316061198711395, 0.43956032395362854, 0.32195112109184265, 0.6734693050384521, 0.3939392864704132, 0.3999999165534973, 0.40579700469970703, 0.3179486393928528, 0.44221094250679016, 0.4331796169281006, 0.31858399510383606, 0.4120602011680603, 0.3654821515083313, 0.25316447019577026, 0.620320737361908, 0.40206170082092285, 0.6701029539108276, 0.42512065172195435, 0.42452818155288696, 0.21463409066200256, 0.3459458649158478, 0.2456139326095581, 0.5784311890602112, 0.7149757146835327, 0.6321242451667786, 0.24489787220954895, 0.36649200320243835, 0.555065929889679, 0.6515835523605347, 0.5238093733787537, 0.19607838988304138, 0.6358972787857056, 0.4413144290447235, 0.5925924777984619, 0.39195966720581055, 0.7772510051727295, 0.6113988757133484, 0.4951455295085907, 0.4411763548851013, 0.2072538137435913, 0.28999990224838257, 0.3148147463798523, 0.423912912607193, 0.7729466557502747, 0.704761803150177, 0.46231144666671753, 0.6857141852378845, 0.1864406168460846, 0.3939392864704132, 0.2955664098262787, 0.6919430494308472, 0.7383176684379578, 0.2944161295890808, 0.30303022265434265, 0.45918354392051697, 0.21359217166900635, 0.38775497674942017, 0.741783857345581, 0.43523305654525757, 0.3720929026603699, 0.5739909410476685, 0.5133689045906067, 0.5167463421821594, 0.37305691838264465, 0.4306218922138214, 0.42857131361961365, 0.5876287817955017, 0.36180898547172546, 0.2312137931585312, 0.7609753608703613, 0.49999988079071045, 0.4245808720588684, 0.40579700469970703, 0.2561575770378113, 0.46938762068748474 ], "time": 10.428461917676032, "param": null }, { "epoch": 62, "train_loss": 0.012399801053106785, "val_loss": 2.380180835723877, "acc": 45.9, "f1": [ 0.7135677337646484, 0.4808742105960846, 0.2577318847179413, 0.2558138370513916, 0.2786068916320801, 0.46376800537109375, 0.4630540609359741, 0.42780739068984985, 0.561576247215271, 0.6236557960510254, 0.2954544425010681, 0.32941165566444397, 0.5049503445625305, 0.3636362552642822, 0.329670250415802, 0.3636362552642822, 0.5240640044212341, 0.5963301062583923, 0.36158180236816406, 0.36893191933631897, 0.7135677337646484, 0.5938863754272461, 0.425531804561615, 0.6729856729507446, 0.6926827430725098, 0.3232322335243225, 0.4382021129131317, 0.29850736260414124, 0.6565654873847961, 0.4108106791973114, 0.4266665577888489, 0.4179103374481201, 0.32402223348617554, 0.4230768084526062, 0.4170615077018738, 0.31730762124061584, 0.42708319425582886, 0.3627450466156006, 0.2845187783241272, 0.6344084739685059, 0.4248703718185425, 0.6567163467407227, 0.3853210210800171, 0.43269219994544983, 0.2061854749917984, 0.3269230127334595, 0.228571355342865, 0.5700481534004211, 0.718893826007843, 0.613756537437439, 0.23350247740745544, 0.38974347710609436, 0.5791853666305542, 0.6543776988983154, 0.5714284181594849, 0.20388342440128326, 0.6243385076522827, 0.45918354392051697, 0.5937498807907104, 0.40191373229026794, 0.7745096683502197, 0.6122447848320007, 0.5140186548233032, 0.4315788447856903, 0.208791121840477, 0.31155768036842346, 0.31034475564956665, 0.4338623583316803, 0.7999998331069946, 0.7184464335441589, 0.45128190517425537, 0.6572768688201904, 0.2167486995458603, 0.39603951573371887, 0.282828152179718, 0.7019230127334595, 0.7264149188995361, 0.29319363832473755, 0.30456843972206116, 0.46391740441322327, 0.22772268950939178, 0.3982299864292145, 0.7323941588401794, 0.4162435233592987, 0.3478259742259979, 0.5740739107131958, 0.48205116391181946, 0.5116277933120728, 0.35294109582901, 0.43835610151290894, 0.4507041275501251, 0.6206895112991333, 0.39784935116767883, 0.22222214937210083, 0.742857038974762, 0.5145629644393921, 0.3468207120895386, 0.39090898633003235, 0.26262614130973816, 0.46739116311073303 ], "time": 10.282585863023996, "param": null }, { "epoch": 63, "train_loss": 0.005515503231436014, "val_loss": 2.2800371646881104, "acc": 45.96, "f1": [ 0.7053138613700867, 0.46739116311073303, 0.2564101815223694, 0.22950810194015503, 0.2616821527481079, 0.47524741291999817, 0.46534639596939087, 0.4162435233592987, 0.5685278177261353, 0.594594419002533, 0.2976189851760864, 0.31818172335624695, 0.4975123405456543, 0.36559128761291504, 0.33333322405815125, 0.3454544246196747, 0.5240640044212341, 0.5971562266349792, 0.35675665736198425, 0.3627450466156006, 0.7142855525016785, 0.5957446098327637, 0.43979042768478394, 0.6794257164001465, 0.7164177894592285, 0.3232322335243225, 0.44827571511268616, 0.30621999502182007, 0.6734693050384521, 0.4153004288673401, 0.4155843257904053, 0.43269219994544983, 0.3157893717288971, 0.45226117968559265, 0.4162435233592987, 0.31896543502807617, 0.4516127407550812, 0.37914684414863586, 0.2834007143974304, 0.6236557960510254, 0.41711217164993286, 0.6565654873847961, 0.40740731358528137, 0.43999987840652466, 0.20895515382289886, 0.35416656732559204, 0.22346359491348267, 0.5841582417488098, 0.7247704863548279, 0.6354165077209473, 0.25510191917419434, 0.36956506967544556, 0.5575219988822937, 0.6605502963066101, 0.563380241394043, 0.19469019770622253, 0.6217615604400635, 0.46391740441322327, 0.5698922872543335, 0.39195966720581055, 0.7904760241508484, 0.6122447848320007, 0.5118482112884521, 0.4221104085445404, 0.22222216427326202, 0.2797926664352417, 0.3287670314311981, 0.4491977095603943, 0.7939696907997131, 0.6851851344108582, 0.4705880880355835, 0.6731706857681274, 0.22660093009471893, 0.3894736170768738, 0.281406968832016, 0.6952379941940308, 0.7314813137054443, 0.2783504128456116, 0.30366483330726624, 0.44670039415359497, 0.2475246638059616, 0.4088887572288513, 0.741783857345581, 0.41414129734039307, 0.3583814203739166, 0.562211811542511, 0.4897957742214203, 0.5046727657318115, 0.38541653752326965, 0.44670039415359497, 0.4239630401134491, 0.596858561038971, 0.3917524814605713, 0.24137921631336212, 0.747572660446167, 0.5023695826530457, 0.43956032395362854, 0.39195966720581055, 0.24598921835422516, 0.45833322405815125 ], "time": 8.576196487993002, "param": null }, { "epoch": 64, "train_loss": 0.005166424438357353, "val_loss": 2.414243221282959, "acc": 45.54, "f1": [ 0.7263681292533875, 0.48421040177345276, 0.2888887822628021, 0.212290421128273, 0.28019312024116516, 0.4577113389968872, 0.42253509163856506, 0.40394076704978943, 0.568720281124115, 0.603351891040802, 0.2962961792945862, 0.33333319425582886, 0.5130888819694519, 0.3406592309474945, 0.2999999225139618, 0.32291656732559204, 0.5326085686683655, 0.5809522867202759, 0.364531934261322, 0.34343424439430237, 0.7282050251960754, 0.6090908050537109, 0.4301074147224426, 0.6903551816940308, 0.6923075318336487, 0.3260868787765503, 0.41666656732559204, 0.2815532982349396, 0.6766167879104614, 0.4081631302833557, 0.396135151386261, 0.40624988079071045, 0.30541861057281494, 0.4242422580718994, 0.40191373229026794, 0.3364485204219818, 0.446808397769928, 0.3599999248981476, 0.2883720099925995, 0.6310158967971802, 0.4338623583316803, 0.6432158946990967, 0.38427940011024475, 0.4236452281475067, 0.2121211439371109, 0.3441859781742096, 0.22222214937210083, 0.5728154182434082, 0.7348835468292236, 0.6105261445045471, 0.236453115940094, 0.36842095851898193, 0.5636362433433533, 0.6513760089874268, 0.5471696853637695, 0.22857137024402618, 0.6399998664855957, 0.4433496594429016, 0.5806450843811035, 0.41414129734039307, 0.7677723169326782, 0.5933012366294861, 0.5302324295043945, 0.4424777626991272, 0.210526242852211, 0.31999990344047546, 0.3478260338306427, 0.39325833320617676, 0.7722770571708679, 0.6985644102096558, 0.46153831481933594, 0.6635069251060486, 0.1818181276321411, 0.36820071935653687, 0.2901553809642792, 0.6999998688697815, 0.7586205005645752, 0.28571417927742004, 0.30150744318962097, 0.43999987840652466, 0.2403845638036728, 0.418803334236145, 0.7383176684379578, 0.40796008706092834, 0.3351954519748688, 0.5816324949264526, 0.49484527111053467, 0.53465336561203, 0.34343424439430237, 0.42477864027023315, 0.4195120930671692, 0.6153844594955444, 0.37681150436401367, 0.23529404401779175, 0.7389161586761475, 0.47826072573661804, 0.4022345542907715, 0.39195966720581055, 0.2736841142177582, 0.4232803285121918 ], "time": 9.622253498062491, "param": null }, { "epoch": 65, "train_loss": 0.005715951789170504, "val_loss": 2.438568353652954, "acc": 45.65, "f1": [ 0.7227722406387329, 0.4777776598930359, 0.2812499403953552, 0.24175815284252167, 0.29864245653152466, 0.4365480840206146, 0.43564343452453613, 0.42708319425582886, 0.5685278177261353, 0.5977010130882263, 0.3111110329627991, 0.3157894015312195, 0.5263156890869141, 0.382978618144989, 0.31249991059303284, 0.32804223895072937, 0.5376343131065369, 0.5741626024246216, 0.3406592309474945, 0.35359105467796326, 0.697435736656189, 0.5955554842948914, 0.4324323236942291, 0.6893202662467957, 0.6956520080566406, 0.31249991059303284, 0.44943806529045105, 0.28947362303733826, 0.6834169626235962, 0.40206170082092285, 0.3999998867511749, 0.434782475233078, 0.33333322405815125, 0.4221104085445404, 0.41474640369415283, 0.3147207200527191, 0.445652037858963, 0.3794870972633362, 0.2693876624107361, 0.6276593804359436, 0.425531804561615, 0.6372547745704651, 0.4122805893421173, 0.4253392219543457, 0.19289332628250122, 0.32075464725494385, 0.19631893932819366, 0.5728641748428345, 0.6995514035224915, 0.619289219379425, 0.24083760380744934, 0.3736262619495392, 0.5603446960449219, 0.6574072241783142, 0.5771142840385437, 0.23214277625083923, 0.6428569555282593, 0.45595842599868774, 0.5820105075836182, 0.372548907995224, 0.7772510051727295, 0.6082472205162048, 0.5118482112884521, 0.4463517963886261, 0.228260800242424, 0.2812499403953552, 0.3113206624984741, 0.43979042768478394, 0.776698887348175, 0.6854459643363953, 0.45631060004234314, 0.6542055010795593, 0.20304562151432037, 0.3609755337238312, 0.2954544425010681, 0.6834169626235962, 0.7499999403953552, 0.2769230008125305, 0.3147207200527191, 0.4565216302871704, 0.22999992966651917, 0.39330533146858215, 0.7348835468292236, 0.4162435233592987, 0.3542855978012085, 0.579439103603363, 0.47236168384552, 0.506912350654602, 0.3880595862865448, 0.4476189613342285, 0.4434387683868408, 0.613065242767334, 0.3763439953327179, 0.251428484916687, 0.7537687420845032, 0.46861910820007324, 0.39560428261756897, 0.39215680956840515, 0.24875615537166595, 0.44791656732559204 ], "time": 9.066904711537063, "param": null }, { "epoch": 66, "train_loss": 0.0051854755729436874, "val_loss": 2.279421329498291, "acc": 45.64, "f1": [ 0.7099998593330383, 0.48421040177345276, 0.30303022265434265, 0.20571422576904297, 0.2488478720188141, 0.47115376591682434, 0.4489794969558716, 0.3999998867511749, 0.5906734466552734, 0.5999998450279236, 0.3444443643093109, 0.29714274406433105, 0.505154550075531, 0.32142847776412964, 0.2934781610965729, 0.35071080923080444, 0.5423727631568909, 0.5628139972686768, 0.3736262619495392, 0.3711339235305786, 0.7216493487358093, 0.5903083086013794, 0.43749991059303284, 0.6731706857681274, 0.6829267144203186, 0.3135133981704712, 0.4301074147224426, 0.29906532168388367, 0.666666567325592, 0.39378228783607483, 0.41964274644851685, 0.38541653752326965, 0.3068782389163971, 0.43523305654525757, 0.40579700469970703, 0.29523801803588867, 0.45054933428764343, 0.3367346227169037, 0.2731276750564575, 0.6120217442512512, 0.40999990701675415, 0.669999897480011, 0.37962955236434937, 0.4509802758693695, 0.20895515382289886, 0.3271027207374573, 0.25274714827537537, 0.5989846587181091, 0.7214610576629639, 0.6091369390487671, 0.2659573554992676, 0.3809523284435272, 0.5791853666305542, 0.657534122467041, 0.5572138428688049, 0.20087330043315887, 0.633165717124939, 0.4577113389968872, 0.6086955666542053, 0.3904760777950287, 0.7641507983207703, 0.582914412021637, 0.5132741928100586, 0.44239622354507446, 0.19999991357326508, 0.26395928859710693, 0.3025209605693817, 0.4108106791973114, 0.7878786325454712, 0.6759257912635803, 0.47572803497314453, 0.6796115040779114, 0.20487797260284424, 0.3867923319339752, 0.28723397850990295, 0.7135677337646484, 0.7559806704521179, 0.2914571762084961, 0.3101603388786316, 0.42051267623901367, 0.2376236915588379, 0.4050632119178772, 0.747572660446167, 0.40609124302864075, 0.32369929552078247, 0.5555554032325745, 0.49214646220207214, 0.5550238490104675, 0.39810416102409363, 0.44776105880737305, 0.42790690064430237, 0.6048778891563416, 0.39795905351638794, 0.24999988079071045, 0.7864076495170593, 0.4903845191001892, 0.41573023796081543, 0.39378228783607483, 0.2786068916320801, 0.44976064562797546 ], "time": 9.276910399086773, "param": null }, { "epoch": 67, "train_loss": 0.005125672090798616, "val_loss": 2.2332661151885986, "acc": 45.25, "f1": [ 0.704761803150177, 0.4766837954521179, 0.29032251238822937, 0.2234041839838028, 0.29665064811706543, 0.4766837954521179, 0.43781083822250366, 0.45320188999176025, 0.594594419002533, 0.5999998450279236, 0.320441871881485, 0.3068180978298187, 0.5161289572715759, 0.3152172863483429, 0.3043477535247803, 0.32978713512420654, 0.5549131631851196, 0.5757573843002319, 0.36269423365592957, 0.36956506967544556, 0.7052630186080933, 0.6017698049545288, 0.413043349981308, 0.6411482095718384, 0.6729856729507446, 0.32804223895072937, 0.41379299759864807, 0.2882882058620453, 0.6934671998023987, 0.42162150144577026, 0.4206008017063141, 0.40999990701675415, 0.33333322405815125, 0.4361701011657715, 0.3926939368247986, 0.31067952513694763, 0.4226802885532379, 0.3315507173538208, 0.22707417607307434, 0.6270268559455872, 0.42639580368995667, 0.6600984334945679, 0.36893191933631897, 0.4729062616825104, 0.21198150515556335, 0.3152708411216736, 0.22222214937210083, 0.6010361909866333, 0.6999998688697815, 0.6060605049133301, 0.26315781474113464, 0.3529410660266876, 0.5726870894432068, 0.6488887667655945, 0.5700481534004211, 0.20338976383209229, 0.6268655061721802, 0.4545453190803528, 0.6010927557945251, 0.40394076704978943, 0.7488149404525757, 0.5876287817955017, 0.5296802520751953, 0.43243229389190674, 0.20224712789058685, 0.2673795819282532, 0.3517586886882782, 0.4232803285121918, 0.7358488440513611, 0.6636362671852112, 0.47115376591682434, 0.6696427464485168, 0.21100911498069763, 0.3859647810459137, 0.2559240758419037, 0.6699506640434265, 0.7549017667770386, 0.28571417927742004, 0.27777767181396484, 0.42780739068984985, 0.22549012303352356, 0.3383083641529083, 0.7499997615814209, 0.40404030680656433, 0.32941165566444397, 0.5446008443832397, 0.4973543584346771, 0.5380709171295166, 0.3463686406612396, 0.4466018080711365, 0.43362823128700256, 0.5849055051803589, 0.3440859317779541, 0.21301770210266113, 0.7589742541313171, 0.5076140761375427, 0.44210511445999146, 0.40206170082092285, 0.2685184180736542, 0.4454975128173828 ], "time": 9.829983627423644, "param": null }, { "epoch": 68, "train_loss": 2.4418163299560547, "val_loss": 6.261325359344482, "acc": 6.67, "f1": [ 0.01851850003004074, 0.0, 0.0, 0.07633582502603531, 0.0, 0.018691571429371834, 0.0, 0.018867909908294678, 0.0, 0.09492088854312897, 0.019230758771300316, 0.0, 0.048484791070222855, 0.037460967898368835, 0.05714283511042595, 0.05555552989244461, 0.0573476180434227, 0.18382348120212555, 0.01960783451795578, 0.08633087575435638, 0.21798358857631683, 0.0, 0.01960783451795578, 0.0, 0.0, 0.03448272496461868, 0.06106865406036377, 0.0, 0.0, 0.11320748925209045, 0.0, 0.06956518441438675, 0.01249995082616806, 0.0886075422167778, 0.0, 0.0, 0.0, 0.05689273774623871, 0.0, 0.0610196627676487, 0.1018766313791275, 0.1709401160478592, 0.0, 0.0, 0.0, 0.0, 0.0, 0.019801972433924675, 0.03773583099246025, 0.0, 0.0, 0.03389827162027359, 0.019230758771300316, 0.13675208389759064, 0.0, 0.0, 0.10084028542041779, 0.09174308180809021, 0.141592875123024, 0.0, 0.19095471501350403, 0.038834936916828156, 0.08759118616580963, 0.0, 0.0, 0.0, 0.0, 0.0, 0.19571860134601593, 0.08771926164627075, 0.0, 0.0, 0.0, 0.05607474222779274, 0.0, 0.21669624745845795, 0.12578611075878143, 0.0, 0.0, 0.0, 0.0, 0.0, 0.1983470320701599, 0.1457943469285965, 0.06837602704763412, 0.0, 0.019801972433924675, 0.09318991005420685, 0.0, 0.0, 0.09361696243286133, 0.22399991750717163, 0.10328631848096848, 0.0, 0.0, 0.06779656559228897, 0.03278684988617897, 0.0, 0.0, 0.03571426123380661 ], "time": 9.425899636931717, "param": null }, { "epoch": 69, "train_loss": 1.6132962703704834, "val_loss": 2.724520444869995, "acc": 35.31, "f1": [ 0.657142698764801, 0.4694834351539612, 0.22807011008262634, 0.2644627094268799, 0.21590900421142578, 0.26415085792541504, 0.39449530839920044, 0.4033612310886383, 0.41726604104042053, 0.5241377949714661, 0.2976743280887604, 0.12857137620449066, 0.3895130157470703, 0.3016759157180786, 0.26815634965896606, 0.21897803246974945, 0.39285704493522644, 0.4397162199020386, 0.2713567018508911, 0.32941165566444397, 0.6231154203414917, 0.527607262134552, 0.3060108423233032, 0.23809516429901123, 0.4999999403953552, 0.3428570628166199, 0.2815883457660675, 0.23809516429901123, 0.4606059193611145, 0.346666544675827, 0.2658958435058594, 0.32352930307388306, 0.3016759157180786, 0.44554442167282104, 0.3016759157180786, 0.07874010503292084, 0.32061055302619934, 0.3034482002258301, 0.17910441756248474, 0.396135151386261, 0.34013596177101135, 0.5851062536239624, 0.2653060555458069, 0.3070864975452423, 0.177358478307724, 0.21374039351940155, 0.28402355313301086, 0.49999988079071045, 0.6283184885978699, 0.45512813329696655, 0.09032251685857773, 0.2692306637763977, 0.5948274731636047, 0.6194689869880676, 0.5157893896102905, 0.12227068096399307, 0.3795619308948517, 0.3478260040283203, 0.47619032859802246, 0.36046499013900757, 0.7291665077209473, 0.34108519554138184, 0.4507041275501251, 0.3959389626979828, 0.10937494784593582, 0.2147650271654129, 0.16513757407665253, 0.17073164880275726, 0.7593581080436707, 0.5527637004852295, 0.31764698028564453, 0.5161288380622864, 0.15047016739845276, 0.22222214937210083, 0.21866659820079803, 0.6071426868438721, 0.6698563694953918, 0.1975308060646057, 0.15624994039535522, 0.3908045291900635, 0.12631572782993317, 0.35365843772888184, 0.6473027467727661, 0.3726235330104828, 0.2191779911518097, 0.44210511445999146, 0.3908045291900635, 0.5079363584518433, 0.2762430012226105, 0.432748407125473, 0.329670250415802, 0.41212108731269836, 0.22972965240478516, 0.13496926426887512, 0.6363635063171387, 0.43537408113479614, 0.36871495842933655, 0.3165466785430908, 0.1290321946144104, 0.1909814178943634 ], "time": 8.881216599605978, "param": null }, { "epoch": 70, "train_loss": 1.4582844972610474, "val_loss": 3.0012381076812744, "acc": 32.35, "f1": [ 0.6990289688110352, 0.48044681549072266, 0.1403508186340332, 0.15827332437038422, 0.10256405174732208, 0.2690582275390625, 0.37426888942718506, 0.28235283493995667, 0.45454534888267517, 0.4369746744632721, 0.20689649879932404, 0.24999991059303284, 0.24479161202907562, 0.3071894645690918, 0.23809516429901123, 0.17567561566829681, 0.3706895411014557, 0.3673468828201294, 0.2857142388820648, 0.29007625579833984, 0.5148513913154602, 0.4320986270904541, 0.3364485204219818, 0.160714253783226, 0.556212842464447, 0.2233501821756363, 0.3666665554046631, 0.12173908948898315, 0.490322470664978, 0.40174663066864014, 0.34722214937210083, 0.2794116735458374, 0.22399991750717163, 0.25093626976013184, 0.26845628023147583, 0.11111105233430862, 0.1951218694448471, 0.22346359491348267, 0.15384608507156372, 0.34337344765663147, 0.3225805461406708, 0.6231154203414917, 0.20125779509544373, 0.36158180236816406, 0.03669722378253937, 0.28767114877700806, 0.20408158004283905, 0.4096384644508362, 0.6060604453086853, 0.2314048856496811, 0.22522515058517456, 0.28260859847068787, 0.23076915740966797, 0.42253512144088745, 0.4292236268520355, 0.0491802878677845, 0.5294116139411926, 0.4043714702129364, 0.3828381896018982, 0.22058817744255066, 0.544217586517334, 0.5614033341407776, 0.4238409399986267, 0.24285705387592316, 0.16842098534107208, 0.1891891211271286, 0.25396817922592163, 0.30555546283721924, 0.6413041353225708, 0.35955044627189636, 0.47368407249450684, 0.4099377691745758, 0.11398956924676895, 0.3151514232158661, 0.18055549263954163, 0.6048778891563416, 0.2680412232875824, 0.1629629135131836, 0.17886172235012054, 0.29743579030036926, 0.08759118616580963, 0.3316582143306732, 0.7526880502700806, 0.29268282651901245, 0.22222213447093964, 0.4408600926399231, 0.34812280535697937, 0.3647798001766205, 0.25157222151756287, 0.25517234206199646, 0.2269502729177475, 0.5222928524017334, 0.27737218141555786, 0.22459883987903595, 0.587155818939209, 0.4347825050354004, 0.24573372304439545, 0.2120141088962555, 0.04999995976686478, 0.3489931523799896 ], "time": 10.542047793976963, "param": null }, { "epoch": 71, "train_loss": 1.073643445968628, "val_loss": 3.4027388095855713, "acc": 33.98, "f1": [ 0.3471073806285858, 0.40206170082092285, 0.20408158004283905, 0.20353974401950836, 0.20276491343975067, 0.3495144844055176, 0.3699420988559723, 0.36241599917411804, 0.36507928371429443, 0.43298959732055664, 0.2838283181190491, 0.2105262726545334, 0.38356152176856995, 0.300429105758667, 0.3529410660266876, 0.2872926890850067, 0.358024537563324, 0.5121949315071106, 0.30303022265434265, 0.27096763253211975, 0.6585364937782288, 0.474226713180542, 0.13138681650161743, 0.4170615077018738, 0.5820105075836182, 0.2832617461681366, 0.28571420907974243, 0.19827578961849213, 0.4905658960342407, 0.3195265531539917, 0.3196346163749695, 0.3670884966850281, 0.2944161295890808, 0.3165466785430908, 0.3957218527793884, 0.20105813443660736, 0.3586955666542053, 0.21621614694595337, 0.23021575808525085, 0.438709557056427, 0.2713177502155304, 0.6124400496482849, 0.12389375269412994, 0.2748090922832489, 0.15384608507156372, 0.15624994039535522, 0.1940297782421112, 0.43243229389190674, 0.549019455909729, 0.35365843772888184, 0.1449274867773056, 0.35121941566467285, 0.5628139972686768, 0.5067566633224487, 0.4044942855834961, 0.15929198265075684, 0.5837318897247314, 0.223776176571846, 0.49710968136787415, 0.279411643743515, 0.47120410203933716, 0.38028159737586975, 0.3957218527793884, 0.348314493894577, 0.2021275758743286, 0.19469019770622253, 0.24844713509082794, 0.3070864975452423, 0.6794257164001465, 0.5037035942077637, 0.2550334632396698, 0.44999995827674866, 0.16233761608600616, 0.22093015909194946, 0.21794864535331726, 0.6041665077209473, 0.6480445265769958, 0.1854303926229477, 0.21428564190864563, 0.24193541705608368, 0.05228752642869949, 0.1759999394416809, 0.6403507590293884, 0.2887699604034424, 0.27329182624816895, 0.4999998211860657, 0.39473676681518555, 0.3980098366737366, 0.09523806720972061, 0.3053433895111084, 0.2288556545972824, 0.4201679825782776, 0.2099999338388443, 0.18867918848991394, 0.5789472460746765, 0.40764325857162476, 0.3419688045978546, 0.31034475564956665, 0.15310998260974884, 0.274914026260376 ], "time": 10.217858132906258, "param": null }, { "epoch": 72, "train_loss": 0.775113582611084, "val_loss": 3.3562631607055664, "acc": 36.57, "f1": [ 0.6212764978408813, 0.3160493075847626, 0.2723403573036194, 0.21390368044376373, 0.08620686084032059, 0.36111101508140564, 0.3376622498035431, 0.33532923460006714, 0.4814813435077667, 0.37179476022720337, 0.27722764015197754, 0.21965309977531433, 0.3066665530204773, 0.3387977182865143, 0.2745096981525421, 0.30046939849853516, 0.4086955785751343, 0.4794519543647766, 0.29746830463409424, 0.29197070002555847, 0.6272187829017639, 0.4113473892211914, 0.351351261138916, 0.442857027053833, 0.6506022810935974, 0.24050623178482056, 0.3468207120895386, 0.24630534648895264, 0.5771142840385437, 0.38022807240486145, 0.3376622200012207, 0.2686566412448883, 0.3215685188770294, 0.3999999165534973, 0.2575341761112213, 0.1951218843460083, 0.2795030474662781, 0.2824857831001282, 0.12121206521987915, 0.4041811525821686, 0.35135123133659363, 0.6733667254447937, 0.2512076497077942, 0.2824857831001282, 0.13599994778633118, 0.26244333386421204, 0.18181811273097992, 0.49785396456718445, 0.6255505681037903, 0.39631327986717224, 0.17391297221183777, 0.3517586886882782, 0.5185183882713318, 0.5593868494033813, 0.35443025827407837, 0.13333328068256378, 0.5283017754554749, 0.3728812634944916, 0.524590015411377, 0.36842095851898193, 0.639593780040741, 0.5199998617172241, 0.3741934895515442, 0.32624104619026184, 0.07352935522794724, 0.22330091893672943, 0.3129250705242157, 0.34523800015449524, 0.6610168218612671, 0.5599998831748962, 0.3809523284435272, 0.5670101642608643, 0.14857135713100433, 0.33128824830055237, 0.13138681650161743, 0.6519335508346558, 0.7046630382537842, 0.18006426095962524, 0.2436974197626114, 0.45054933428764343, 0.16606493294239044, 0.3999998867511749, 0.5704224705696106, 0.3286384046077728, 0.20472434163093567, 0.34374991059303284, 0.4688993990421295, 0.5095540285110474, 0.2928570806980133, 0.39784935116767883, 0.32352930307388306, 0.47761180996894836, 0.278026819229126, 0.2436547577381134, 0.6589593291282654, 0.4574466943740845, 0.26086947321891785, 0.26666659116744995, 0.2046510875225067, 0.3495144844055176 ], "time": 9.249555390328169, "param": null }, { "epoch": 73, "train_loss": 0.5247029066085815, "val_loss": 3.152176856994629, "acc": 37.75, "f1": [ 0.6055043935775757, 0.43349742889404297, 0.2873562276363373, 0.19636358320713043, 0.23170723021030426, 0.360248327255249, 0.43749985098838806, 0.37668150663375854, 0.39705875515937805, 0.568720281124115, 0.2572613060474396, 0.22429899871349335, 0.4044942855834961, 0.3473052978515625, 0.3386242389678955, 0.290502667427063, 0.4069766402244568, 0.5157230496406555, 0.2972972095012665, 0.3018867075443268, 0.6417111158370972, 0.491227924823761, 0.40641695261001587, 0.351144939661026, 0.6145250201225281, 0.3025829493999481, 0.32365134358406067, 0.25373125076293945, 0.5496181845664978, 0.4056602716445923, 0.3926379084587097, 0.3657141625881195, 0.3043477535247803, 0.2898549735546112, 0.34905651211738586, 0.20231211185455322, 0.33744847774505615, 0.3351350426673889, 0.19444440305233002, 0.47120407223701477, 0.31275710463523865, 0.649214506149292, 0.256410151720047, 0.4043714702129364, 0.17543856799602509, 0.2692306935787201, 0.17910441756248474, 0.5517240166664124, 0.6790122389793396, 0.4615383744239807, 0.13461533188819885, 0.3740456998348236, 0.5595853924751282, 0.5727270841598511, 0.39145901799201965, 0.16033749282360077, 0.609625518321991, 0.34999990463256836, 0.4999998211860657, 0.3758388161659241, 0.6175437569618225, 0.4946235418319702, 0.4824119210243225, 0.4239630401134491, 0.12030069530010223, 0.2575106620788574, 0.31205663084983826, 0.36633655428886414, 0.7643977999687195, 0.5195728540420532, 0.318471223115921, 0.5384613871574402, 0.1156068742275238, 0.3209875524044037, 0.21126753091812134, 0.5482624769210815, 0.6951870322227478, 0.21568621695041656, 0.23157887160778046, 0.28148138523101807, 0.1558440923690796, 0.19672124087810516, 0.6741572022438049, 0.3462896943092346, 0.2771083414554596, 0.5274723768234253, 0.4401912987232208, 0.36090216040611267, 0.28767114877700806, 0.3453236222267151, 0.34234222769737244, 0.49999988079071045, 0.23041465878486633, 0.23255807161331177, 0.696132481098175, 0.4488188326358795, 0.37914684414863586, 0.3708608150482178, 0.1811320185661316, 0.3793102502822876 ], "time": 10.401550395414233, "param": null }, { "epoch": 74, "train_loss": 0.33560481667518616, "val_loss": 3.0863590240478516, "acc": 39.15, "f1": [ 0.6708073019981384, 0.4361701011657715, 0.314606636762619, 0.25396814942359924, 0.22099439799785614, 0.24460424482822418, 0.4024389386177063, 0.4269661605358124, 0.5287355184555054, 0.5194803476333618, 0.2761903405189514, 0.2181817591190338, 0.38281238079071045, 0.4265401363372803, 0.36046499013900757, 0.31325289607048035, 0.5054942965507507, 0.43902432918548584, 0.2999999225139618, 0.28415289521217346, 0.6551722884178162, 0.5257141590118408, 0.3981899321079254, 0.4980543851852417, 0.498168408870697, 0.2764226496219635, 0.3014492094516754, 0.210526242852211, 0.5888323187828064, 0.35877853631973267, 0.35294109582901, 0.4292682111263275, 0.3383083641529083, 0.4221104085445404, 0.3946187198162079, 0.2117646485567093, 0.35714274644851685, 0.314606636762619, 0.22393816709518433, 0.439344197511673, 0.39325833320617676, 0.6806281208992004, 0.274143248796463, 0.3435581922531128, 0.16113737225532532, 0.246575266122818, 0.18378373980522156, 0.511627733707428, 0.6504853367805481, 0.45344120264053345, 0.18257255852222443, 0.3428570628166199, 0.5145629644393921, 0.6304346323013306, 0.43749985098838806, 0.1219511553645134, 0.6086955070495605, 0.45398759841918945, 0.5086703896522522, 0.36714968085289, 0.6945605278015137, 0.4574466943740845, 0.497175008058548, 0.3853210210800171, 0.18749994039535522, 0.1965317279100418, 0.26666659116744995, 0.15873010456562042, 0.6994534134864807, 0.6404492855072021, 0.43442606925964355, 0.6320753693580627, 0.09999993443489075, 0.3521125912666321, 0.23636355996131897, 0.6596857309341431, 0.5999999046325684, 0.21794864535331726, 0.26086950302124023, 0.3627450466156006, 0.11347512155771255, 0.37681150436401367, 0.6700506210327148, 0.3351954519748688, 0.32584258913993835, 0.4795917272567749, 0.4415583610534668, 0.521008312702179, 0.3121386468410492, 0.4052286446094513, 0.3603602349758148, 0.5599998831748962, 0.15999993681907654, 0.20168060064315796, 0.6545453071594238, 0.48305076360702515, 0.3720929026603699, 0.364531934261322, 0.1554403454065323, 0.3529410660266876 ], "time": 10.129073890857399, "param": null }, { "epoch": 75, "train_loss": 0.2725759744644165, "val_loss": 3.336599826812744, "acc": 39.47, "f1": [ 0.6113536357879639, 0.4178081452846527, 0.29951682686805725, 0.2264150232076645, 0.2560974657535553, 0.37499988079071045, 0.36633655428886414, 0.487046480178833, 0.529999852180481, 0.4765624403953552, 0.19095470011234283, 0.25101208686828613, 0.4081631600856781, 0.30490949749946594, 0.2959182858467102, 0.29032251238822937, 0.3243243098258972, 0.45976996421813965, 0.27160486578941345, 0.41269823908805847, 0.6802029013633728, 0.4727271497249603, 0.4257424473762512, 0.6049381494522095, 0.6749998331069946, 0.2514968812465668, 0.41379302740097046, 0.2736841142177582, 0.5485230684280396, 0.38427940011024475, 0.43881845474243164, 0.3921567499637604, 0.3428570628166199, 0.4411763548851013, 0.3878325819969177, 0.24083760380744934, 0.4028775990009308, 0.29508188366889954, 0.1818181276321411, 0.4772725999355316, 0.34920626878738403, 0.6228069067001343, 0.32258057594299316, 0.4081631600856781, 0.16867463290691376, 0.2153845578432083, 0.2681563198566437, 0.5192306637763977, 0.6560845375061035, 0.45283007621765137, 0.23204411566257477, 0.320441871881485, 0.5603446960449219, 0.569696843624115, 0.44444432854652405, 0.14379078149795532, 0.5971562266349792, 0.4857141971588135, 0.4083332419395447, 0.3696681261062622, 0.6823527216911316, 0.5185183882713318, 0.43181803822517395, 0.3976607024669647, 0.14379078149795532, 0.27755096554756165, 0.2686566412448883, 0.4088396728038788, 0.7081338167190552, 0.6775954961776733, 0.36065563559532166, 0.6194689869880676, 0.13513506948947906, 0.3260868787765503, 0.13008125126361847, 0.6470586061477661, 0.70588219165802, 0.21834053099155426, 0.3050846457481384, 0.4108106791973114, 0.17482511699199677, 0.3364485204219818, 0.5629627704620361, 0.29473677277565, 0.24999994039535522, 0.4736841022968292, 0.4222221076488495, 0.42105257511138916, 0.329317182302475, 0.30999991297721863, 0.31775689125061035, 0.4927534759044647, 0.27385884523391724, 0.3167419731616974, 0.653658390045166, 0.4973543584346771, 0.2533332407474518, 0.41758227348327637, 0.15662643313407898, 0.38974347710609436 ], "time": 8.870143312960863, "param": null }, { "epoch": 76, "train_loss": 0.217697411775589, "val_loss": 3.2725870609283447, "acc": 40.57, "f1": [ 0.7272725701332092, 0.4292236268520355, 0.2949307858943939, 0.12121206521987915, 0.21333324909210205, 0.32081902027130127, 0.4223601520061493, 0.45976996421813965, 0.5531913042068481, 0.5697672963142395, 0.21714277565479279, 0.2533332407474518, 0.3955222964286804, 0.3482586145401001, 0.37288129329681396, 0.34848475456237793, 0.4417177140712738, 0.5358489155769348, 0.322274774312973, 0.3208555281162262, 0.6380951404571533, 0.4949493706226349, 0.3208555281162262, 0.5135133862495422, 0.6417111158370972, 0.2594141364097595, 0.35341355204582214, 0.18390797078609467, 0.6304346323013306, 0.3804876506328583, 0.3820223808288574, 0.4042551815509796, 0.32369929552078247, 0.3502824008464813, 0.31724128127098083, 0.30107519030570984, 0.3119265139102936, 0.26724129915237427, 0.2153845578432083, 0.5257141590118408, 0.3636362850666046, 0.6918917894363403, 0.4042551815509796, 0.4191615581512451, 0.1716737449169159, 0.26455017924308777, 0.2830187678337097, 0.5829595327377319, 0.6576575636863708, 0.5361700654029846, 0.2071712464094162, 0.3636362552642822, 0.5550238490104675, 0.6595743298530579, 0.4834122061729431, 0.16993455588817596, 0.6043955087661743, 0.42285704612731934, 0.5308640599250793, 0.4179103374481201, 0.7289717793464661, 0.5482232570648193, 0.36464083194732666, 0.4222221076488495, 0.24028262495994568, 0.22459883987903595, 0.2953585684299469, 0.3524228036403656, 0.7684727907180786, 0.5819671154022217, 0.4022345542907715, 0.6603772640228271, 0.11538457125425339, 0.3575417995452881, 0.2616821527481079, 0.6553670763969421, 0.5614033937454224, 0.21495321393013, 0.31372541189193726, 0.35121941566467285, 0.18090447783470154, 0.390243798494339, 0.654761791229248, 0.4083768427371979, 0.309278279542923, 0.48510628938674927, 0.48167529702186584, 0.45569613575935364, 0.32584258913993835, 0.37558677792549133, 0.320441871881485, 0.4973543584346771, 0.30337071418762207, 0.24864855408668518, 0.6553189754486084, 0.46808499097824097, 0.32911381125450134, 0.37288129329681396, 0.08108101785182953, 0.3601531684398651 ], "time": 10.112061996944249, "param": null }, { "epoch": 77, "train_loss": 0.14564673602581024, "val_loss": 3.1324188709259033, "acc": 40.67, "f1": [ 0.6948355436325073, 0.47715723514556885, 0.24203814566135406, 0.18548381328582764, 0.25112098455429077, 0.3764704465866089, 0.5207098722457886, 0.44571414589881897, 0.5534589886665344, 0.569696843624115, 0.24999989569187164, 0.23529404401779175, 0.4183005392551422, 0.34177201986312866, 0.35294109582901, 0.2949307858943939, 0.4645159840583801, 0.5925924181938171, 0.28758159279823303, 0.2758620083332062, 0.7204300165176392, 0.42857134342193604, 0.37623751163482666, 0.4790418744087219, 0.6058090329170227, 0.3669723868370056, 0.3838382363319397, 0.3203882575035095, 0.6139533519744873, 0.39285704493522644, 0.4297519624233246, 0.3369174897670746, 0.3316061198711395, 0.39215680956840515, 0.2891565263271332, 0.18784524500370026, 0.4111110270023346, 0.319248765707016, 0.15602830052375793, 0.5164833664894104, 0.3568463623523712, 0.6627217531204224, 0.34163692593574524, 0.36296290159225464, 0.23602473735809326, 0.24719089269638062, 0.23448269069194794, 0.49999988079071045, 0.6181816458702087, 0.5425099730491638, 0.16666659712791443, 0.3351954519748688, 0.5205478072166443, 0.6559138894081116, 0.4608694612979889, 0.1777777075767517, 0.5317917466163635, 0.4414413571357727, 0.5316454768180847, 0.3923443853855133, 0.7589742541313171, 0.5699480772018433, 0.4111110270023346, 0.3098590672016144, 0.20224715769290924, 0.27551010251045227, 0.3076922297477722, 0.38974347710609436, 0.7204300165176392, 0.662983238697052, 0.45544540882110596, 0.6111109852790833, 0.18691585958003998, 0.2983870208263397, 0.3152708411216736, 0.6018517017364502, 0.6952379941940308, 0.22972965240478516, 0.2739725112915039, 0.4148934781551361, 0.13422814011573792, 0.33333322405815125, 0.7322402596473694, 0.3249998986721039, 0.29787224531173706, 0.5145629644393921, 0.5268816351890564, 0.4705880880355835, 0.20472434163093567, 0.43781083822250366, 0.2944161295890808, 0.5699480772018433, 0.27118635177612305, 0.2233501821756363, 0.7244896292686462, 0.5063290596008301, 0.3555554449558258, 0.3793102502822876, 0.16964279115200043, 0.3726707398891449 ], "time": 9.418460299260914, "param": null }, { "epoch": 78, "train_loss": 0.09303563088178635, "val_loss": 3.0689151287078857, "acc": 42.86, "f1": [ 0.7052630186080933, 0.5513511896133423, 0.31999990344047546, 0.2256409376859665, 0.2722512185573578, 0.3977271616458893, 0.45360812544822693, 0.44444432854652405, 0.5875704884529114, 0.5624998807907104, 0.27380943298339844, 0.2793295085430145, 0.4366810917854309, 0.3654821515083313, 0.3367346227169037, 0.31249991059303284, 0.4489794969558716, 0.5955054759979248, 0.3316061198711395, 0.3516482412815094, 0.6893202662467957, 0.46808499097824097, 0.4398338794708252, 0.6330273747444153, 0.6842104196548462, 0.3474177420139313, 0.4044942855834961, 0.32941165566444397, 0.6270268559455872, 0.434782475233078, 0.4521738290786743, 0.4504503309726715, 0.37209296226501465, 0.4198893904685974, 0.4093022048473358, 0.26262614130973816, 0.39603951573371887, 0.3384614586830139, 0.2064056247472763, 0.5513511896133423, 0.40206170082092285, 0.6834169626235962, 0.3350784480571747, 0.396624356508255, 0.10778438299894333, 0.29319363832473755, 0.23036640882492065, 0.525345504283905, 0.6598983407020569, 0.5975608825683594, 0.2054053246974945, 0.3563217520713806, 0.5483869910240173, 0.583690881729126, 0.5060239434242249, 0.2464454174041748, 0.5549736618995667, 0.44444432854652405, 0.5520360469818115, 0.4598929286003113, 0.7649767994880676, 0.5662099123001099, 0.40935659408569336, 0.40540531277656555, 0.22346359491348267, 0.2099999338388443, 0.331707239151001, 0.37614670395851135, 0.742267906665802, 0.6445496082305908, 0.4418603479862213, 0.6517856121063232, 0.17840369045734406, 0.36065563559532166, 0.2706766128540039, 0.6111109852790833, 0.679245114326477, 0.23376615345478058, 0.25396814942359924, 0.4195120930671692, 0.1746724247932434, 0.3654821515083313, 0.6966290473937988, 0.33220329880714417, 0.348314493894577, 0.5174128413200378, 0.5128204226493835, 0.4696355164051056, 0.34782594442367554, 0.40999990701675415, 0.34482747316360474, 0.5524860620498657, 0.31914883852005005, 0.23863628506660461, 0.6829267144203186, 0.4942527115345001, 0.38144323229789734, 0.3837208151817322, 0.22317588329315186, 0.4454975128173828 ], "time": 7.8752295803278685, "param": null }, { "epoch": 79, "train_loss": 0.10457039624452591, "val_loss": 3.3899619579315186, "acc": 42.27, "f1": [ 0.6968324184417725, 0.5326085686683655, 0.32160791754722595, 0.2374998927116394, 0.2983424663543701, 0.3519999384880066, 0.4099377691745758, 0.45714274048805237, 0.5592415928840637, 0.6217615604400635, 0.2887699604034424, 0.25301194190979004, 0.47368407249450684, 0.4301074147224426, 0.30097079277038574, 0.3225805461406708, 0.4615383744239807, 0.6098653674125671, 0.3663002848625183, 0.35675665736198425, 0.6990289688110352, 0.5212765336036682, 0.40350866317749023, 0.47560960054397583, 0.631578803062439, 0.329317182302475, 0.4269661605358124, 0.3128833770751953, 0.5569619536399841, 0.45901623368263245, 0.36815908551216125, 0.4183005392551422, 0.3882351815700531, 0.4145076870918274, 0.3841058313846588, 0.22459883987903595, 0.41666656732559204, 0.3442622125148773, 0.2094240039587021, 0.5257730484008789, 0.38053086400032043, 0.6878305077552795, 0.3669723868370056, 0.3976607024669647, 0.193548321723938, 0.28260859847068787, 0.19580411911010742, 0.5673075914382935, 0.662983238697052, 0.5608464479446411, 0.15757569670677185, 0.40624988079071045, 0.541666567325592, 0.6153844594955444, 0.4565216302871704, 0.23134320974349976, 0.5326085686683655, 0.4631577730178833, 0.5962731242179871, 0.3783782720565796, 0.702702522277832, 0.5402842164039612, 0.42857128381729126, 0.4021162986755371, 0.18934904038906097, 0.22522515058517456, 0.28260862827301025, 0.3722943067550659, 0.7236180305480957, 0.5866665840148926, 0.3576158285140991, 0.5846152901649475, 0.13756607472896576, 0.31730762124061584, 0.26804113388061523, 0.6349205374717712, 0.6824643611907959, 0.2378377616405487, 0.30830031633377075, 0.42857131361961365, 0.1899440735578537, 0.34101372957229614, 0.6999998688697815, 0.39778995513916016, 0.3139533996582031, 0.5063290596008301, 0.4731181561946869, 0.5052630305290222, 0.36792439222335815, 0.4222221076488495, 0.3926939368247986, 0.5444443225860596, 0.2820512056350708, 0.2446807622909546, 0.6406925916671753, 0.4806200861930847, 0.34394893050193787, 0.43181803822517395, 0.1279069036245346, 0.42647048830986023 ], "time": 9.800360546447337, "param": null }, { "epoch": 80, "train_loss": 0.06220299378037453, "val_loss": 3.0577592849731445, "acc": 42.95, "f1": [ 0.6698111891746521, 0.48447185754776, 0.3147207200527191, 0.22485199570655823, 0.2736841142177582, 0.41176459193229675, 0.4678361415863037, 0.4223601520061493, 0.5555554032325745, 0.5847951769828796, 0.32804223895072937, 0.23958325386047363, 0.4811319410800934, 0.4043714702129364, 0.3228698670864105, 0.35532984137535095, 0.4795917272567749, 0.5857739448547363, 0.26751580834388733, 0.38974347710609436, 0.70588219165802, 0.548076868057251, 0.42708319425582886, 0.5380709171295166, 0.6666665077209473, 0.30830031633377075, 0.4083768427371979, 0.2727271616458893, 0.6028706431388855, 0.3881855607032776, 0.42982450127601624, 0.3675212860107422, 0.28571417927742004, 0.4585364758968353, 0.3575417995452881, 0.18079088628292084, 0.360248327255249, 0.2872926890850067, 0.2621358335018158, 0.6444442868232727, 0.39215680956840515, 0.680412232875824, 0.3931623101234436, 0.43555545806884766, 0.1909089982509613, 0.28193822503089905, 0.278026819229126, 0.5189187526702881, 0.6834169626235962, 0.5621620416641235, 0.2340424805879593, 0.3838382363319397, 0.5577688217163086, 0.616278886795044, 0.4733726978302002, 0.2018347978591919, 0.5333331823348999, 0.4578312039375305, 0.5493561029434204, 0.3727271258831024, 0.704845666885376, 0.5632182359695435, 0.43902426958084106, 0.35714277625083923, 0.28426387906074524, 0.18390797078609467, 0.28444433212280273, 0.42342329025268555, 0.7474745512008667, 0.6820808053016663, 0.46938762068748474, 0.5915491580963135, 0.15969575941562653, 0.3383083641529083, 0.2692306935787201, 0.6851851344108582, 0.7079644799232483, 0.24999988079071045, 0.30232545733451843, 0.4249998927116394, 0.2181817591190338, 0.3838382363319397, 0.6865670084953308, 0.41340771317481995, 0.3529410660266876, 0.48421043157577515, 0.48044681549072266, 0.504132091999054, 0.28571417927742004, 0.46999987959861755, 0.3999998867511749, 0.5317917466163635, 0.27722764015197754, 0.2843601107597351, 0.6697246432304382, 0.46610158681869507, 0.3726707398891449, 0.3957218527793884, 0.23275858163833618, 0.47577083110809326 ], "time": 9.234460790641606, "param": null }, { "epoch": 81, "train_loss": 0.025380169972777367, "val_loss": 3.2874722480773926, "acc": 43.8, "f1": [ 0.7173911929130554, 0.46551719307899475, 0.3168315887451172, 0.228571355342865, 0.27385884523391724, 0.4195120930671692, 0.47963786125183105, 0.4824119210243225, 0.5824174284934998, 0.554216742515564, 0.2598869204521179, 0.23923437297344208, 0.43715834617614746, 0.3797467350959778, 0.3559320867061615, 0.33333325386047363, 0.5111110210418701, 0.6387433409690857, 0.3535352647304535, 0.36129021644592285, 0.7243241667747498, 0.5726870894432068, 0.42342329025268555, 0.6220471858978271, 0.6168223023414612, 0.3311257064342499, 0.3771928548812866, 0.3024389147758484, 0.6442306041717529, 0.4487804174423218, 0.42162150144577026, 0.45360812544822693, 0.34482747316360474, 0.4565216302871704, 0.4414413571357727, 0.2208588421344757, 0.381294846534729, 0.30232545733451843, 0.2577318847179413, 0.5088756084442139, 0.39449530839920044, 0.702702522277832, 0.3756905198097229, 0.4607841968536377, 0.17004041373729706, 0.2938774824142456, 0.2699999213218689, 0.5505616068840027, 0.702702522277832, 0.6139533519744873, 0.1858406364917755, 0.3943660855293274, 0.6113536357879639, 0.6280191540718079, 0.4499998688697815, 0.253807008266449, 0.6598983407020569, 0.4519229531288147, 0.559139609336853, 0.37499985098838806, 0.7351350784301758, 0.5444443225860596, 0.49019595980644226, 0.42857131361961365, 0.24999991059303284, 0.23829780519008636, 0.3317534327507019, 0.4170211851596832, 0.7638189196586609, 0.6630433797836304, 0.4537814259529114, 0.5730992555618286, 0.15957440435886383, 0.2838708758354187, 0.3111110329627991, 0.6504853367805481, 0.6990289688110352, 0.26728102564811707, 0.29166656732559204, 0.3435581922531128, 0.20264311134815216, 0.3675675094127655, 0.7487682700157166, 0.4090908467769623, 0.3276835083961487, 0.5555554628372192, 0.49999988079071045, 0.48076915740966797, 0.40796008706092834, 0.4507041275501251, 0.3964756429195404, 0.5862067937850952, 0.30588221549987793, 0.2830187678337097, 0.7064675688743591, 0.47963786125183105, 0.4277455508708954, 0.44303786754608154, 0.18269222974777222, 0.4651161730289459 ], "time": 9.901019342243671, "param": null }, { "epoch": 82, "train_loss": 0.009985353797674179, "val_loss": 2.806985378265381, "acc": 43.68, "f1": [ 0.741572916507721, 0.5227271318435669, 0.2944161295890808, 0.23655906319618225, 0.30208322405815125, 0.4161849021911621, 0.4306218922138214, 0.46082934737205505, 0.5658535361289978, 0.5751632452011108, 0.22818784415721893, 0.21590900421142578, 0.534031331539154, 0.44221094250679016, 0.362790584564209, 0.362499862909317, 0.4910178482532501, 0.5730335712432861, 0.33918121457099915, 0.3563217520713806, 0.6779659986495972, 0.5272725820541382, 0.3999998867511749, 0.5785122513771057, 0.6349205374717712, 0.3678159713745117, 0.3855420649051666, 0.3181817829608917, 0.6588233709335327, 0.4301074147224426, 0.40540531277656555, 0.502923846244812, 0.34999990463256836, 0.45833322405815125, 0.4137929677963257, 0.23589736223220825, 0.49664416909217834, 0.3482586145401001, 0.26315784454345703, 0.5185184478759766, 0.41711217164993286, 0.6865670084953308, 0.37446799874305725, 0.35390937328338623, 0.1759258508682251, 0.2605363130569458, 0.2944784462451935, 0.5247523188591003, 0.6454544067382812, 0.5291827917098999, 0.2659573554992676, 0.43564343452453613, 0.5520360469818115, 0.6635512709617615, 0.5021275877952576, 0.20960691571235657, 0.6600984334945679, 0.446808397769928, 0.5258214473724365, 0.4176705777645111, 0.7009344696998596, 0.5492226481437683, 0.4222221076488495, 0.43749988079071045, 0.23463678359985352, 0.2470587193965912, 0.3516482412815094, 0.43902426958084106, 0.7431692481040955, 0.7135133743286133, 0.4425530731678009, 0.5775399804115295, 0.13888882100582123, 0.3465345501899719, 0.2820512056350708, 0.6631577014923096, 0.6867468357086182, 0.2576685845851898, 0.3274335563182831, 0.45544540882110596, 0.22784802317619324, 0.3578946590423584, 0.6842103600502014, 0.41176459193229675, 0.30769217014312744, 0.5395347476005554, 0.5161289572715759, 0.554216742515564, 0.372548907995224, 0.36649200320243835, 0.3879309296607971, 0.4711109697818756, 0.32804223895072937, 0.3024389147758484, 0.6708073019981384, 0.4579438269138336, 0.33333322405815125, 0.41975298523902893, 0.23036640882492065, 0.46829259395599365 ], "time": 9.411851068027318, "param": null }, { "epoch": 83, "train_loss": 0.0038494900800287724, "val_loss": 2.731293201446533, "acc": 46.02, "f1": [ 0.725490152835846, 0.4857141971588135, 0.36065563559532166, 0.2890172600746155, 0.29885047674179077, 0.3946187198162079, 0.46601933240890503, 0.5081079602241516, 0.579710066318512, 0.5545453429222107, 0.3399999141693115, 0.25945934653282166, 0.46363624930381775, 0.415094256401062, 0.326315701007843, 0.3409090042114258, 0.4933919608592987, 0.6071427464485168, 0.3696681261062622, 0.35820886492729187, 0.728155255317688, 0.5906734466552734, 0.4491977095603943, 0.6740330457687378, 0.6698563694953918, 0.3317534327507019, 0.41052618622779846, 0.32124343514442444, 0.6567163467407227, 0.436893105506897, 0.4814813435077667, 0.5284972786903381, 0.3838382363319397, 0.39330533146858215, 0.4266665577888489, 0.23414628207683563, 0.44444429874420166, 0.3394494354724884, 0.2739725410938263, 0.5856351852416992, 0.3874344527721405, 0.6834169626235962, 0.41095879673957825, 0.48421040177345276, 0.1914892941713333, 0.323809415102005, 0.2793295085430145, 0.5429863333702087, 0.6938773989677429, 0.5578945875167847, 0.2333332598209381, 0.40975597500801086, 0.5741626024246216, 0.6358972787857056, 0.5314008593559265, 0.194871723651886, 0.6798028349876404, 0.46551719307899475, 0.5809522867202759, 0.4313724637031555, 0.7741933465003967, 0.505154550075531, 0.47715723514556885, 0.4731181561946869, 0.2658958435058594, 0.29850736260414124, 0.3786981403827667, 0.49756085872650146, 0.7572813630104065, 0.704761803150177, 0.41052618622779846, 0.6802029013633728, 0.15228420495986938, 0.3943660855293274, 0.32124343514442444, 0.6979165077209473, 0.7389161586761475, 0.21428564190864563, 0.3771427571773529, 0.4607328474521637, 0.24509796500205994, 0.3703702688217163, 0.6944442987442017, 0.4050631821155548, 0.39195966720581055, 0.582914412021637, 0.5081079602241516, 0.5545453429222107, 0.3716813027858734, 0.4083332419395447, 0.4072396755218506, 0.5454543828964233, 0.3627450466156006, 0.27118635177612305, 0.6968324184417725, 0.42528724670410156, 0.39130425453186035, 0.40404030680656433, 0.251428484916687, 0.5463916063308716 ], "time": 10.231529891490936, "param": null }, { "epoch": 84, "train_loss": 0.003393203020095825, "val_loss": 2.717545986175537, "acc": 45.94, "f1": [ 0.7192116975784302, 0.49756085872650146, 0.34343424439430237, 0.24615377187728882, 0.28571417927742004, 0.42735034227371216, 0.48598119616508484, 0.5027320981025696, 0.5989303588867188, 0.5728641748428345, 0.30057793855667114, 0.24719089269638062, 0.4593299925327301, 0.4499998688697815, 0.35748788714408875, 0.3417084515094757, 0.5050503611564636, 0.5963301062583923, 0.36607131361961365, 0.35978829860687256, 0.7437184453010559, 0.5599998831748962, 0.47619032859802246, 0.6442306041717529, 0.6829267144203186, 0.3516482412815094, 0.41758227348327637, 0.3076922297477722, 0.6528496146202087, 0.4454975128173828, 0.4507041275501251, 0.4930231273174286, 0.38502663373947144, 0.42253509163856506, 0.37999987602233887, 0.2371133416891098, 0.46739116311073303, 0.34862375259399414, 0.2882882058620453, 0.5820105075836182, 0.39195966720581055, 0.6836733222007751, 0.4137929677963257, 0.46428558230400085, 0.2010049670934677, 0.30541861057281494, 0.2754489779472351, 0.5592415928840637, 0.6907215118408203, 0.6451612114906311, 0.22222214937210083, 0.3939392864704132, 0.5700481534004211, 0.6451612114906311, 0.5212765336036682, 0.19565211236476898, 0.669999897480011, 0.46363624930381775, 0.579710066318512, 0.4307691156864166, 0.7641507983207703, 0.5319147706031799, 0.44444435834884644, 0.46391740441322327, 0.2681563198566437, 0.3047617971897125, 0.39778995513916016, 0.4705880880355835, 0.7878786325454712, 0.6790696382522583, 0.37288129329681396, 0.6572768688201904, 0.14778319001197815, 0.30337071418762207, 0.3084576427936554, 0.6831682324409485, 0.7169809341430664, 0.22619038820266724, 0.3794870972633362, 0.45685264468193054, 0.22660093009471893, 0.40552979707717896, 0.6976743340492249, 0.41340771317481995, 0.3999999165534973, 0.5865383148193359, 0.5414363145828247, 0.5428570508956909, 0.3470318615436554, 0.45106372237205505, 0.38862547278404236, 0.5549736618995667, 0.3697478175163269, 0.2686566412448883, 0.7207205295562744, 0.42727261781692505, 0.4574466943740845, 0.41346144676208496, 0.22950810194015503, 0.522222101688385 ], "time": 9.050474318675697, "param": null }, { "epoch": 85, "train_loss": 0.002696912968531251, "val_loss": 2.562417507171631, "acc": 46.47, "f1": [ 0.7142855525016785, 0.529999852180481, 0.3301886022090912, 0.27322396636009216, 0.2842104732990265, 0.42253509163856506, 0.49999988079071045, 0.525139570236206, 0.6210525035858154, 0.6043955087661743, 0.3113771378993988, 0.2446807622909546, 0.4788731336593628, 0.4365480840206146, 0.36180898547172546, 0.34736835956573486, 0.4999998211860657, 0.6146787405014038, 0.35359105467796326, 0.37288129329681396, 0.7263681292533875, 0.5648146867752075, 0.4577113389968872, 0.6538460850715637, 0.6635069251060486, 0.3586955666542053, 0.4338623583316803, 0.36607131361961365, 0.6489360928535461, 0.44791656732559204, 0.43171796202659607, 0.5177663564682007, 0.38190943002700806, 0.43349742889404297, 0.390243798494339, 0.21890540421009064, 0.44776105880737305, 0.3592231869697571, 0.2792791724205017, 0.5643563270568848, 0.37696322798728943, 0.7010307908058167, 0.41474640369415283, 0.46728962659835815, 0.2054053246974945, 0.29268285632133484, 0.26519328355789185, 0.5631066560745239, 0.7208120226860046, 0.6224488615989685, 0.26666656136512756, 0.4221104085445404, 0.5844747424125671, 0.6727271676063538, 0.5071768760681152, 0.19801974296569824, 0.669999897480011, 0.502564013004303, 0.5940592885017395, 0.40740731358528137, 0.7887322306632996, 0.5306121110916138, 0.488262802362442, 0.4744184911251068, 0.2673795819282532, 0.2705313265323639, 0.35978829860687256, 0.4954127371311188, 0.7881771922111511, 0.6952379941940308, 0.43979042768478394, 0.6602869629859924, 0.15533974766731262, 0.3384614586830139, 0.3383083641529083, 0.6766167879104614, 0.721153736114502, 0.26086944341659546, 0.35820886492729187, 0.45226117968559265, 0.2061854749917984, 0.39795905351638794, 0.7136148810386658, 0.4301074147224426, 0.41379299759864807, 0.5607475638389587, 0.5513511896133423, 0.5628139972686768, 0.3636362850666046, 0.46445485949516296, 0.4018690288066864, 0.534031331539154, 0.35820886492729187, 0.2780747711658478, 0.7196259498596191, 0.4744184911251068, 0.42352932691574097, 0.4183672070503235, 0.2244897186756134, 0.5125626921653748 ], "time": 10.276025514118373, "param": null }, { "epoch": 86, "train_loss": 0.008129569701850414, "val_loss": 2.5765998363494873, "acc": 46.77, "f1": [ 0.7115383744239807, 0.5217390656471252, 0.3384614586830139, 0.2696628272533417, 0.29166659712791443, 0.44239622354507446, 0.492890864610672, 0.5054942965507507, 0.6153844594955444, 0.5957446098327637, 0.3050846457481384, 0.2659573554992676, 0.4878047704696655, 0.43999987840652466, 0.36180898547172546, 0.3351350426673889, 0.5154638290405273, 0.6175113916397095, 0.3387977182865143, 0.3707864284515381, 0.7474745512008667, 0.5596328973770142, 0.46938762068748474, 0.6699027419090271, 0.6729856729507446, 0.3675675094127655, 0.42051267623901367, 0.3568074107170105, 0.6596857309341431, 0.4313724637031555, 0.45414838194847107, 0.5048542022705078, 0.39378228783607483, 0.43564343452453613, 0.3904760777950287, 0.24390237033367157, 0.4489794969558716, 0.35748788714408875, 0.27433618903160095, 0.5757573843002319, 0.39784935116767883, 0.7083331942558289, 0.40540531277656555, 0.4504503309726715, 0.193548321723938, 0.3091786503791809, 0.2840908169746399, 0.5714284181594849, 0.7192116975784302, 0.6358972787857056, 0.24489787220954895, 0.4387753903865814, 0.590908944606781, 0.6759257912635803, 0.5196077227592468, 0.19323663413524628, 0.6700506210327148, 0.4873095452785492, 0.5837318897247314, 0.4190475046634674, 0.7943924069404602, 0.5360823273658752, 0.4834122061729431, 0.4705880880355835, 0.2780747711658478, 0.26666656136512756, 0.34920626878738403, 0.49523797631263733, 0.7875646352767944, 0.6976743340492249, 0.45595842599868774, 0.6602869629859924, 0.1497325599193573, 0.34224584698677063, 0.29189181327819824, 0.6826921701431274, 0.728155255317688, 0.22988496720790863, 0.36269423365592957, 0.4670049846172333, 0.24210518598556519, 0.396135151386261, 0.7348835468292236, 0.43979042768478394, 0.3999998867511749, 0.5853657722473145, 0.5263156890869141, 0.5660375952720642, 0.3711339235305786, 0.47577083110809326, 0.40579700469970703, 0.5473682880401611, 0.38144323229789734, 0.29850736260414124, 0.7037035822868347, 0.4549761712551117, 0.4302324652671814, 0.4257424473762512, 0.22222216427326202, 0.5399999022483826 ], "time": 10.03366427961737, "param": null }, { "epoch": 87, "train_loss": 0.0031862794421613216, "val_loss": 2.5512776374816895, "acc": 46.92, "f1": [ 0.7192116975784302, 0.5217390656471252, 0.3301886022090912, 0.26373615860939026, 0.30051806569099426, 0.4319247901439667, 0.49999988079071045, 0.49999988079071045, 0.6178008913993835, 0.6054052114486694, 0.28571420907974243, 0.29032251238822937, 0.5025123953819275, 0.4278606176376343, 0.3399999141693115, 0.3440859317779541, 0.505154550075531, 0.6210044622421265, 0.3478259742259979, 0.3798881769180298, 0.7309643626213074, 0.5566036701202393, 0.4766837954521179, 0.669999897480011, 0.6831682324409485, 0.3510637581348419, 0.43523305654525757, 0.34389129281044006, 0.6666665077209473, 0.4499998688697815, 0.4502163529396057, 0.5221673846244812, 0.39999985694885254, 0.4242422580718994, 0.3923443853855133, 0.26666656136512756, 0.4656083285808563, 0.3636362552642822, 0.2844826877117157, 0.5656563639640808, 0.3936169147491455, 0.7195766568183899, 0.38961026072502136, 0.4415583610534668, 0.2072538137435913, 0.31632643938064575, 0.2890172600746155, 0.5643563270568848, 0.721153736114502, 0.6299998760223389, 0.2694299519062042, 0.4387753903865814, 0.5806450843811035, 0.6761903762817383, 0.5071768760681152, 0.2046510875225067, 0.6666665077209473, 0.5130888819694519, 0.589371919631958, 0.4292236268520355, 0.7943924069404602, 0.5291004180908203, 0.4814813435077667, 0.46376800537109375, 0.27472516894340515, 0.27649760246276855, 0.3636362850666046, 0.49261072278022766, 0.7817257046699524, 0.6948355436325073, 0.4545453190803528, 0.6730768084526062, 0.14213192462921143, 0.3414633274078369, 0.3465345501899719, 0.6824643611907959, 0.735293984413147, 0.2643677294254303, 0.3775508999824524, 0.45128190517425537, 0.2021275758743286, 0.4158414602279663, 0.7230044603347778, 0.43979042768478394, 0.39778995513916016, 0.5660375952720642, 0.5212765336036682, 0.5523808598518372, 0.36559128761291504, 0.4931505620479584, 0.41148313879966736, 0.559139609336853, 0.38144323229789734, 0.30526304244995117, 0.6976743340492249, 0.45918354392051697, 0.4640882611274719, 0.44444435834884644, 0.24999991059303284, 0.5373133420944214 ], "time": 10.186708206310868, "param": null }, { "epoch": 88, "train_loss": 0.0033392400946468115, "val_loss": 2.4388575553894043, "acc": 46.82, "f1": [ 0.7121950387954712, 0.529999852180481, 0.3428570628166199, 0.2444443702697754, 0.27083322405815125, 0.4413144290447235, 0.49261072278022766, 0.4974091649055481, 0.6113988757133484, 0.6113988757133484, 0.31638407707214355, 0.25906726717948914, 0.49999988079071045, 0.43298953771591187, 0.35643553733825684, 0.34042540192604065, 0.48936155438423157, 0.6350710391998291, 0.3478259742259979, 0.3756905198097229, 0.7525771856307983, 0.5454544425010681, 0.47368407249450684, 0.6728971004486084, 0.6761903762817383, 0.3636362552642822, 0.42708319425582886, 0.3348836302757263, 0.6808508634567261, 0.43298953771591187, 0.4385963976383209, 0.4976075291633606, 0.37563440203666687, 0.4365480840206146, 0.41176459193229675, 0.23115570843219757, 0.4499998688697815, 0.3636362552642822, 0.2695651352405548, 0.5773194432258606, 0.3917524814605713, 0.7046630382537842, 0.41474640369415283, 0.45581385493278503, 0.2010049670934677, 0.3069306015968323, 0.27218925952911377, 0.5560973882675171, 0.7192116975784302, 0.6268655061721802, 0.2713567018508911, 0.42639580368995667, 0.6055043935775757, 0.6696831583976746, 0.5120771527290344, 0.19889496266841888, 0.6633164882659912, 0.4950493574142456, 0.589371919631958, 0.42452818155288696, 0.7999998331069946, 0.5510202646255493, 0.4727271497249603, 0.45918354392051697, 0.27173903584480286, 0.25870639085769653, 0.37894728779792786, 0.504761815071106, 0.7777776122093201, 0.6952379941940308, 0.45595842599868774, 0.6633164882659912, 0.16744180023670197, 0.3440859317779541, 0.3540668785572052, 0.6859902143478394, 0.7389161586761475, 0.262857049703598, 0.367346853017807, 0.467661589384079, 0.18947362899780273, 0.4077668786048889, 0.7314813137054443, 0.44444435834884644, 0.39325833320617676, 0.5674417018890381, 0.5319147706031799, 0.5714284181594849, 0.3627450466156006, 0.47393354773521423, 0.40394076704978943, 0.5502644181251526, 0.36815908551216125, 0.27999991178512573, 0.7290639281272888, 0.4485980272293091, 0.44571414589881897, 0.45595842599868774, 0.2613064646720886, 0.5454543828964233 ], "time": 8.618607172742486, "param": null }, { "epoch": 89, "train_loss": 0.006455549970269203, "val_loss": 2.3583881855010986, "acc": 46.8, "f1": [ 0.7087377309799194, 0.5148513317108154, 0.31088075041770935, 0.2584269046783447, 0.281406968832016, 0.43720918893814087, 0.5073169469833374, 0.5106381177902222, 0.6113988757133484, 0.5989846587181091, 0.2888887822628021, 0.24719089269638062, 0.4878047704696655, 0.4410255253314972, 0.34999990463256836, 0.3316061198711395, 0.5263156890869141, 0.6238530874252319, 0.37158459424972534, 0.36464083194732666, 0.742574155330658, 0.5674417018890381, 0.4731181561946869, 0.6763284206390381, 0.6934671998023987, 0.3626372814178467, 0.42051267623901367, 0.3414633274078369, 0.6435642242431641, 0.43523305654525757, 0.439655065536499, 0.5048542022705078, 0.3775508999824524, 0.44670039415359497, 0.4299998879432678, 0.22660093009471893, 0.4489794969558716, 0.372548907995224, 0.2922373414039612, 0.5816324949264526, 0.38974347710609436, 0.7083331942558289, 0.4075828194618225, 0.4493390619754791, 0.2010049670934677, 0.3091786503791809, 0.2762430012226105, 0.5533979535102844, 0.7389161586761475, 0.6403939127922058, 0.2673266530036926, 0.43216070532798767, 0.5925924181938171, 0.6697246432304382, 0.5199998617172241, 0.19289332628250122, 0.6596857309341431, 0.4949493706226349, 0.5849055051803589, 0.42857131361961365, 0.796208381652832, 0.5656563639640808, 0.45871543884277344, 0.4615383446216583, 0.25945934653282166, 0.2735848128795624, 0.35978829860687256, 0.49756085872650146, 0.7722770571708679, 0.6820275187492371, 0.4361701011657715, 0.6602869629859924, 0.1584157794713974, 0.34482747316360474, 0.3195875287055969, 0.6862744092941284, 0.741463303565979, 0.24719089269638062, 0.3578946590423584, 0.45833322405815125, 0.2099446803331375, 0.4056602716445923, 0.7064219117164612, 0.45595842599868774, 0.3934425115585327, 0.5539904832839966, 0.5513511896133423, 0.5497629642486572, 0.3794870972633362, 0.48401811718940735, 0.4195120930671692, 0.5638296604156494, 0.37185919284820557, 0.29189181327819824, 0.693333089351654, 0.4499998688697815, 0.45054933428764343, 0.4630540609359741, 0.238805890083313, 0.5294116735458374 ], "time": 9.405059007927775, "param": null }, { "epoch": 90, "train_loss": 0.005774067714810371, "val_loss": 2.4457688331604004, "acc": 46.92, "f1": [ 0.7121950387954712, 0.5217390656471252, 0.35643553733825684, 0.2727271616458893, 0.28272244334220886, 0.44230756163597107, 0.4976075291633606, 0.502564013004303, 0.6122447848320007, 0.6105261445045471, 0.30337071418762207, 0.26881712675094604, 0.4903845191001892, 0.44670039415359497, 0.3535352647304535, 0.3440859317779541, 0.49746179580688477, 0.6355138421058655, 0.3783782720565796, 0.38674020767211914, 0.7363182306289673, 0.579439103603363, 0.486772358417511, 0.6886791586875916, 0.6761903762817383, 0.34920626878738403, 0.40999990701675415, 0.3414633274078369, 0.6524062752723694, 0.43749991059303284, 0.4414413571357727, 0.5123152136802673, 0.37563440203666687, 0.44444435834884644, 0.4271843731403351, 0.24120594561100006, 0.4646463394165039, 0.36633655428886414, 0.26086950302124023, 0.5599998831748962, 0.39378228783607483, 0.7070705890655518, 0.41818171739578247, 0.4537035822868347, 0.2061854749917984, 0.3047617971897125, 0.26900574564933777, 0.5560973882675171, 0.7342994213104248, 0.6368157267570496, 0.26600977778434753, 0.42857128381729126, 0.5972849726676941, 0.6636362671852112, 0.5024153590202332, 0.19095470011234283, 0.6666665077209473, 0.4924621880054474, 0.5887848734855652, 0.42512065172195435, 0.8056870102882385, 0.5628139972686768, 0.4727271497249603, 0.4545453190803528, 0.2702701687812805, 0.2629106938838959, 0.364531934261322, 0.4857141971588135, 0.7684727907180786, 0.6886791586875916, 0.4338623583316803, 0.6634145379066467, 0.15706801414489746, 0.364531934261322, 0.3417084515094757, 0.6763284206390381, 0.7290639281272888, 0.23863628506660461, 0.3419688045978546, 0.45128190517425537, 0.19459453225135803, 0.38834938406944275, 0.7358488440513611, 0.4410255253314972, 0.4043714702129364, 0.5412842631340027, 0.5454544425010681, 0.5550238490104675, 0.3654821515083313, 0.4818180501461029, 0.41176459193229675, 0.5624998807907104, 0.3794870972633362, 0.2886596620082855, 0.7087377309799194, 0.4502616822719574, 0.4565216302871704, 0.4615383446216583, 0.26804113388061523, 0.526829183101654 ], "time": 9.203161960467696, "param": null }, { "epoch": 91, "train_loss": 0.004163822624832392, "val_loss": 2.485790967941284, "acc": 46.84, "f1": [ 0.7263681292533875, 0.5263156890869141, 0.34999990463256836, 0.2598869204521179, 0.29032251238822937, 0.4474884569644928, 0.4951455295085907, 0.5026736855506897, 0.6231154203414917, 0.6054052114486694, 0.31638407707214355, 0.2795697748661041, 0.5025123953819275, 0.45360812544822693, 0.3383083641529083, 0.33684200048446655, 0.5025123953819275, 0.6355138421058655, 0.3636362552642822, 0.38674020767211914, 0.7448978424072266, 0.5520360469818115, 0.4731181561946869, 0.6829267144203186, 0.6859902143478394, 0.3387977182865143, 0.419999897480011, 0.34123215079307556, 0.6562498807907104, 0.44221094250679016, 0.46551719307899475, 0.5024629235267639, 0.39195966720581055, 0.4343433380126953, 0.403755784034729, 0.2403845638036728, 0.4607841968536377, 0.37373724579811096, 0.28571420907974243, 0.5876287817955017, 0.37499991059303284, 0.7106597423553467, 0.4122805893421173, 0.43404245376586914, 0.22330091893672943, 0.3121950626373291, 0.2762430012226105, 0.5757573843002319, 0.7115383744239807, 0.6403939127922058, 0.24598921835422516, 0.43298953771591187, 0.6063346862792969, 0.6543776988983154, 0.4903845191001892, 0.1990049034357071, 0.6666665077209473, 0.4923075735569, 0.5915491580963135, 0.41346144676208496, 0.7942582368850708, 0.5631066560745239, 0.4594593644142151, 0.4545453190803528, 0.26519328355789185, 0.24509796500205994, 0.36633655428886414, 0.5071768760681152, 0.7799997925758362, 0.6854459643363953, 0.43979042768478394, 0.663461446762085, 0.15135130286216736, 0.3469386696815491, 0.3383083641529083, 0.6729856729507446, 0.7290639281272888, 0.26136353611946106, 0.3417084515094757, 0.4365480840206146, 0.18579228222370148, 0.38862547278404236, 0.7323941588401794, 0.45833322405815125, 0.38888877630233765, 0.5497629642486572, 0.5347592234611511, 0.5523808598518372, 0.37499991059303284, 0.4886876940727234, 0.4179103374481201, 0.5578945875167847, 0.37563440203666687, 0.28272244334220886, 0.7109003663063049, 0.43298953771591187, 0.44827571511268616, 0.4509802758693695, 0.25125616788864136, 0.5483869910240173 ], "time": 8.937681722454727, "param": null }, { "epoch": 92, "train_loss": 0.005311203189194202, "val_loss": 2.483405590057373, "acc": 46.82, "f1": [ 0.7156862020492554, 0.5472635626792908, 0.3399999141693115, 0.24719089269638062, 0.28571420907974243, 0.4485980272293091, 0.5221673846244812, 0.502564013004303, 0.6105261445045471, 0.5894736051559448, 0.31818172335624695, 0.2569831311702728, 0.49756085872650146, 0.44559577107429504, 0.32820504903793335, 0.35051536560058594, 0.507771909236908, 0.6418603658676147, 0.35675665736198425, 0.39778995513916016, 0.729999840259552, 0.562211811542511, 0.4861876964569092, 0.6600984334945679, 0.6862744092941284, 0.3542855978012085, 0.396135151386261, 0.33497530221939087, 0.6701029539108276, 0.4550263583660126, 0.43049317598342896, 0.5098037719726562, 0.3743841052055359, 0.45128190517425537, 0.39631327986717224, 0.2536584436893463, 0.44559577107429504, 0.37373724579811096, 0.25892847776412964, 0.575916051864624, 0.38918909430503845, 0.7106597423553467, 0.4125559628009796, 0.44444432854652405, 0.2061854749917984, 0.3152708411216736, 0.280898779630661, 0.5643563270568848, 0.7290639281272888, 0.6432158946990967, 0.2564101815223694, 0.42639580368995667, 0.6044443249702454, 0.675555408000946, 0.4975123405456543, 0.17801040410995483, 0.649214506149292, 0.49019595980644226, 0.5860464572906494, 0.42156851291656494, 0.7999998331069946, 0.5656563639640808, 0.46428558230400085, 0.452830046415329, 0.2564101815223694, 0.27102795243263245, 0.38578668236732483, 0.4951455295085907, 0.7738691568374634, 0.6854459643363953, 0.41711217164993286, 0.6919430494308472, 0.17840369045734406, 0.336633563041687, 0.3469386696815491, 0.6826921701431274, 0.735293984413147, 0.262857049703598, 0.3617020547389984, 0.45918354392051697, 0.20304562151432037, 0.38862547278404236, 0.721153736114502, 0.44444435834884644, 0.3699420988559723, 0.5576921701431274, 0.5513511896133423, 0.5507245063781738, 0.3874344527721405, 0.48648640513420105, 0.42639580368995667, 0.5608464479446411, 0.364531934261322, 0.29292917251586914, 0.7255812287330627, 0.43298953771591187, 0.44827571511268616, 0.4313724637031555, 0.2561575770378113, 0.5408161878585815 ], "time": 10.009456381201744, "param": null }, { "epoch": 93, "train_loss": 0.004786151461303234, "val_loss": 2.4410550594329834, "acc": 46.92, "f1": [ 0.7236180305480957, 0.5527637004852295, 0.37864065170288086, 0.24175815284252167, 0.31067952513694763, 0.4401912987232208, 0.5170730352401733, 0.4864863455295563, 0.6170212030410767, 0.609625518321991, 0.3111110329627991, 0.25301194190979004, 0.5024153590202332, 0.4574466943740845, 0.3478260338306427, 0.3417084515094757, 0.5157893896102905, 0.6375544667243958, 0.36842095851898193, 0.3934425115585327, 0.7437184453010559, 0.5495494604110718, 0.46808499097824097, 0.6699506640434265, 0.6834169626235962, 0.3563217520713806, 0.4158414602279663, 0.3417084515094757, 0.645502507686615, 0.43749991059303284, 0.47210294008255005, 0.4953269362449646, 0.37623751163482666, 0.4607328474521637, 0.4018263518810272, 0.2376236915588379, 0.4565216302871704, 0.367346853017807, 0.2649571895599365, 0.5670101642608643, 0.38502663373947144, 0.7135677337646484, 0.38938042521476746, 0.4358973503112793, 0.20689646899700165, 0.30621999502182007, 0.3016759157180786, 0.5671641230583191, 0.7208120226860046, 0.6336632370948792, 0.2553190290927887, 0.4599998891353607, 0.6044443249702454, 0.6637553572654724, 0.504761815071106, 0.19459453225135803, 0.6528496146202087, 0.4975123405456543, 0.5990337133407593, 0.40975597500801086, 0.8097559213638306, 0.5816324949264526, 0.4748857021331787, 0.43601882457733154, 0.2702701687812805, 0.2524271011352539, 0.35978829860687256, 0.492890864610672, 0.7638189196586609, 0.6822428703308105, 0.43850257992744446, 0.6794257164001465, 0.16071423888206482, 0.3535352647304535, 0.326315701007843, 0.6698111891746521, 0.7342994213104248, 0.280898779630661, 0.34883710741996765, 0.43781083822250366, 0.2116401493549347, 0.4077668786048889, 0.742857038974762, 0.44444435834884644, 0.3820223808288574, 0.5462961196899414, 0.56043940782547, 0.5497629642486572, 0.3874344527721405, 0.5024153590202332, 0.4292682111263275, 0.5531913042068481, 0.37563440203666687, 0.26881712675094604, 0.7129628658294678, 0.45263150334358215, 0.44943806529045105, 0.4257424473762512, 0.23696675896644592, 0.5463413596153259 ], "time": 9.81518622301519, "param": null }, { "epoch": 94, "train_loss": 0.00525061646476388, "val_loss": 2.2532687187194824, "acc": 46.72, "f1": [ 0.7227722406387329, 0.542713463306427, 0.3364485204219818, 0.27777770161628723, 0.29292917251586914, 0.42790690064430237, 0.5145629644393921, 0.46938762068748474, 0.6122447848320007, 0.5876287817955017, 0.2937852144241333, 0.28571420907974243, 0.4949493706226349, 0.44670039415359497, 0.3482586145401001, 0.34042540192604065, 0.4950493574142456, 0.6278025507926941, 0.3793102502822876, 0.39560428261756897, 0.7309643626213074, 0.5405403971672058, 0.47826072573661804, 0.6565654873847961, 0.6601940989494324, 0.3522725999355316, 0.39603951573371887, 0.34482747316360474, 0.6666665077209473, 0.4574466943740845, 0.4745761752128601, 0.5148513317108154, 0.37681150436401367, 0.43216070532798767, 0.37962955236434937, 0.2376236915588379, 0.4574466943740845, 0.37563440203666687, 0.2512076497077942, 0.5786800384521484, 0.3936169147491455, 0.7199999094009399, 0.4279474914073944, 0.45248857140541077, 0.19095470011234283, 0.30769219994544983, 0.262857049703598, 0.561576247215271, 0.7203789353370667, 0.6399998664855957, 0.2553190290927887, 0.419999897480011, 0.6126124858856201, 0.6363635063171387, 0.5242717266082764, 0.20105813443660736, 0.6806281208992004, 0.505154550075531, 0.5865383148193359, 0.415094256401062, 0.8076921701431274, 0.5492226481437683, 0.4594593644142151, 0.44444435834884644, 0.27472516894340515, 0.23589736223220825, 0.35467973351478577, 0.49746179580688477, 0.7755100131034851, 0.6822428703308105, 0.4338623583316803, 0.666666567325592, 0.1485147923231125, 0.35643553733825684, 0.3399999141693115, 0.6728971004486084, 0.7192116975784302, 0.2558138370513916, 0.35748788714408875, 0.4607841968536377, 0.18579228222370148, 0.39622631669044495, 0.7196259498596191, 0.4489794969558716, 0.3675675094127655, 0.5671641230583191, 0.5405403971672058, 0.5645932555198669, 0.37185919284820557, 0.49549540877342224, 0.42512065172195435, 0.5621620416641235, 0.3398057222366333, 0.31249991059303284, 0.7102801203727722, 0.46153831481933594, 0.43786972761154175, 0.4516127407550812, 0.24390237033367157, 0.5463916063308716 ], "time": 9.58048248756677, "param": null }, { "epoch": 95, "train_loss": 0.004822955932468176, "val_loss": 2.481990098953247, "acc": 46.82, "f1": [ 0.7199999094009399, 0.53465336561203, 0.3578946590423584, 0.2793295085430145, 0.30303022265434265, 0.4401912987232208, 0.4976075291633606, 0.487046480178833, 0.5989846587181091, 0.5901637673377991, 0.29714274406433105, 0.27777770161628723, 0.48756206035614014, 0.4491977095603943, 0.3487178385257721, 0.35416656732559204, 0.4812833070755005, 0.6168223023414612, 0.382978618144989, 0.40677958726882935, 0.7411166429519653, 0.5607475638389587, 0.4646463394165039, 0.6540283560752869, 0.6857141852378845, 0.34254133701324463, 0.3940885663032532, 0.322274774312973, 0.6631014943122864, 0.45405393838882446, 0.4675323963165283, 0.5120771527290344, 0.372548907995224, 0.45595842599868774, 0.38497641682624817, 0.22772268950939178, 0.487046480178833, 0.3535352647304535, 0.26785707473754883, 0.5773194432258606, 0.39560428261756897, 0.7291665077209473, 0.4016735553741455, 0.47169798612594604, 0.2167486995458603, 0.2976743280887604, 0.2937852144241333, 0.5572138428688049, 0.7037035822868347, 0.6168223023414612, 0.29850736260414124, 0.42639580368995667, 0.5882351398468018, 0.672645628452301, 0.5073169469833374, 0.21890540421009064, 0.6767675280570984, 0.49999988079071045, 0.5821594595909119, 0.41148313879966736, 0.7999998331069946, 0.5656563639640808, 0.4705880880355835, 0.43902426958084106, 0.2843136191368103, 0.24271836876869202, 0.3775508999824524, 0.49261072278022766, 0.7684727907180786, 0.6990289688110352, 0.4307691156864166, 0.6634145379066467, 0.15999993681907654, 0.39069753885269165, 0.32160791754722595, 0.6540283560752869, 0.747572660446167, 0.2658958435058594, 0.3894736170768738, 0.42156851291656494, 0.193548321723938, 0.3867923319339752, 0.7255812287330627, 0.446808397769928, 0.3636362552642822, 0.5592415928840637, 0.5376343131065369, 0.582914412021637, 0.37623751163482666, 0.47222211956977844, 0.42857128381729126, 0.5531913042068481, 0.36815908551216125, 0.30456843972206116, 0.728155255317688, 0.4598929286003113, 0.43333321809768677, 0.4221104085445404, 0.238805890083313, 0.5524860620498657 ], "time": 9.22002350911498, "param": null }, { "epoch": 96, "train_loss": 0.005774580407887697, "val_loss": 2.3527801036834717, "acc": 46.73, "f1": [ 0.7227722406387329, 0.5555554032325745, 0.34482747316360474, 0.2696628272533417, 0.2842104732990265, 0.4413144290447235, 0.5098037719726562, 0.48167529702186584, 0.6082472205162048, 0.5937498807907104, 0.2840908169746399, 0.26519328355789185, 0.48756206035614014, 0.4787232577800751, 0.3367346227169037, 0.34224584698677063, 0.4946235418319702, 0.6451612114906311, 0.3657141625881195, 0.4088396728038788, 0.7227722406387329, 0.5470851063728333, 0.4835163354873657, 0.6570047736167908, 0.6859902143478394, 0.32432422041893005, 0.3999998867511749, 0.3414633274078369, 0.6666665077209473, 0.4607328474521637, 0.4529913365840912, 0.48598119616508484, 0.3707316219806671, 0.4387753903865814, 0.38095229864120483, 0.26086950302124023, 0.486772358417511, 0.37305691838264465, 0.2616821527481079, 0.5820105075836182, 0.3783782720565796, 0.7029701471328735, 0.41071420907974243, 0.4504503309726715, 0.19323663413524628, 0.29126206040382385, 0.2727271616458893, 0.5583755373954773, 0.7169809341430664, 0.6262625455856323, 0.2812499403953552, 0.42708319425582886, 0.6106193661689758, 0.6636362671852112, 0.48756206035614014, 0.19791658222675323, 0.6666665077209473, 0.518134593963623, 0.5904760956764221, 0.41314542293548584, 0.7943924069404602, 0.5799998641014099, 0.4705880880355835, 0.45833322405815125, 0.2536584436893463, 0.22857137024402618, 0.3609755337238312, 0.48803818225860596, 0.7777776122093201, 0.6854459643363953, 0.41269823908805847, 0.6794257164001465, 0.1706160604953766, 0.3431371748447418, 0.33816415071487427, 0.666666567325592, 0.7263681292533875, 0.3016759157180786, 0.36464083194732666, 0.44444435834884644, 0.20105813443660736, 0.38181808590888977, 0.7203789353370667, 0.43979042768478394, 0.3657141625881195, 0.5539904832839966, 0.5561496019363403, 0.5714284777641296, 0.38775497674942017, 0.4837207794189453, 0.40384599566459656, 0.5684208869934082, 0.3775508999824524, 0.299465149641037, 0.7196259498596191, 0.45685264468193054, 0.4204544126987457, 0.43298953771591187, 0.24074065685272217, 0.572916567325592 ], "time": 9.232182350941002, "param": null }, { "epoch": 97, "train_loss": 0.005214041098952293, "val_loss": 2.4394054412841797, "acc": 46.61, "f1": [ 0.7184464335441589, 0.5408161878585815, 0.33684200048446655, 0.2456139326095581, 0.3152708411216736, 0.4454147219657898, 0.5196077227592468, 0.47120407223701477, 0.5741626024246216, 0.6153844594955444, 0.3135133981704712, 0.28260859847068787, 0.4949493706226349, 0.4607841968536377, 0.3465345501899719, 0.3314915895462036, 0.4851484000682831, 0.6513760089874268, 0.3894736170768738, 0.4293783903121948, 0.7263681292533875, 0.5610858201980591, 0.4731181561946869, 0.6428569555282593, 0.6731706857681274, 0.33333325386047363, 0.4059404730796814, 0.3365383446216583, 0.6467660069465637, 0.46391740441322327, 0.45106372237205505, 0.5099998712539673, 0.39603951573371887, 0.4271843731403351, 0.40191373229026794, 0.239999920129776, 0.46739116311073303, 0.37305691838264465, 0.2559240758419037, 0.5803107619285583, 0.3775508999824524, 0.7106597423553467, 0.4112148582935333, 0.47236168384552, 0.17821775376796722, 0.2959182858467102, 0.28571417927742004, 0.5583755373954773, 0.7109003663063049, 0.6321242451667786, 0.2124999314546585, 0.42931926250457764, 0.5991188287734985, 0.6696831583976746, 0.48076915740966797, 0.210526242852211, 0.680412232875824, 0.49999988079071045, 0.5833331942558289, 0.396135151386261, 0.7870368957519531, 0.5799998641014099, 0.47222211956977844, 0.44554442167282104, 0.2643677294254303, 0.24154582619667053, 0.37185919284820557, 0.47169798612594604, 0.7647057771682739, 0.679245114326477, 0.4145076870918274, 0.6697246432304382, 0.1390373706817627, 0.3487178385257721, 0.3265305161476135, 0.6699506640434265, 0.7115383744239807, 0.2727271616458893, 0.35602086782455444, 0.44670039415359497, 0.1951218843460083, 0.37962955236434937, 0.7307690382003784, 0.4338623583316803, 0.38888877630233765, 0.5656563639640808, 0.5340908169746399, 0.5395347476005554, 0.3940885663032532, 0.4608694612979889, 0.4585364758968353, 0.5435895919799805, 0.3482586145401001, 0.30150744318962097, 0.6999998688697815, 0.4630540609359741, 0.4142010807991028, 0.43749991059303284, 0.253807008266449, 0.5174128413200378 ], "time": 9.107872725464404, "param": null }, { "epoch": 98, "train_loss": 0.00934245903044939, "val_loss": 2.4183483123779297, "acc": 46.55, "f1": [ 0.7058822512626648, 0.5435895919799805, 0.37305691838264465, 0.28415289521217346, 0.32352936267852783, 0.4299064576625824, 0.5199998617172241, 0.5189187526702881, 0.6122447848320007, 0.5846152901649475, 0.30057793855667114, 0.2681563198566437, 0.49019595980644226, 0.44808733463287354, 0.33684200048446655, 0.3195875287055969, 0.4949493706226349, 0.6126124858856201, 0.3736262619495392, 0.39784935116767883, 0.7164177894592285, 0.5570775270462036, 0.4918031394481659, 0.6634145379066467, 0.6698563694953918, 0.3152172863483429, 0.40404030680656433, 0.3157894015312195, 0.6666665077209473, 0.4408600926399231, 0.4824560582637787, 0.49090901017189026, 0.3775508999824524, 0.4433496594429016, 0.3926939368247986, 0.2376236915588379, 0.47715723514556885, 0.3699999153614044, 0.2621358335018158, 0.5833332538604736, 0.35483860969543457, 0.7234041690826416, 0.396624356508255, 0.4493390619754791, 0.18999992311000824, 0.30303022265434265, 0.2824857831001282, 0.575916051864624, 0.7053138613700867, 0.6169153451919556, 0.25906726717948914, 0.4183672070503235, 0.6052630543708801, 0.6545453667640686, 0.48756206035614014, 0.2094240039587021, 0.6528496146202087, 0.5185183882713318, 0.5865383148193359, 0.3923443853855133, 0.8076921701431274, 0.5685278177261353, 0.47222211956977844, 0.4630540609359741, 0.2617800235748291, 0.24999991059303284, 0.40796008706092834, 0.4577113389968872, 0.7699998021125793, 0.679245114326477, 0.40641695261001587, 0.6601940989494324, 0.1485147923231125, 0.3315507173538208, 0.3251230716705322, 0.6763284206390381, 0.7317072153091431, 0.29508185386657715, 0.34343424439430237, 0.44776105880737305, 0.1855669468641281, 0.38095229864120483, 0.7136148810386658, 0.45226117968559265, 0.3563217520713806, 0.5370368957519531, 0.5524860620498657, 0.5576921701431274, 0.3838382363319397, 0.4753361940383911, 0.42051267623901367, 0.5654449462890625, 0.39195966720581055, 0.31067952513694763, 0.6995514035224915, 0.4485980272293091, 0.4262293577194214, 0.42639580368995667, 0.2561575770378113, 0.5388599634170532 ], "time": 9.985063364729285, "param": null }, { "epoch": 99, "train_loss": 0.004989116918295622, "val_loss": 2.4675347805023193, "acc": 46.38, "f1": [ 0.7156862020492554, 0.5492226481437683, 0.33333325386047363, 0.26519328355789185, 0.28571420907974243, 0.4413144290447235, 0.5073169469833374, 0.48484835028648376, 0.6113988757133484, 0.6105261445045471, 0.290502667427063, 0.2780747711658478, 0.47169798612594604, 0.4623654782772064, 0.32989683747291565, 0.35602086782455444, 0.474226713180542, 0.6278025507926941, 0.3763439953327179, 0.3999999165534973, 0.7219511270523071, 0.5504586100578308, 0.4699452221393585, 0.6470587849617004, 0.6699027419090271, 0.3141360282897949, 0.42051267623901367, 0.336633563041687, 0.666666567325592, 0.44444429874420166, 0.4521738290786743, 0.4878047704696655, 0.3917524814605713, 0.43564343452453613, 0.40552979707717896, 0.24271836876869202, 0.5026176571846008, 0.37305691838264465, 0.2477063536643982, 0.5846152901649475, 0.36065563559532166, 0.7253884673118591, 0.404958575963974, 0.45535701513290405, 0.20792071521282196, 0.2999999225139618, 0.26519328355789185, 0.5583755373954773, 0.704761803150177, 0.6176469922065735, 0.23076915740966797, 0.43749991059303284, 0.6017698049545288, 0.6547083854675293, 0.4924621880054474, 0.2256409376859665, 0.6461536884307861, 0.5026176571846008, 0.5610858201980591, 0.4019606411457062, 0.7981219291687012, 0.5786800384521484, 0.46788978576660156, 0.4469272196292877, 0.2536584436893463, 0.2574256360530853, 0.3959389626979828, 0.5025123953819275, 0.7661689519882202, 0.6666665077209473, 0.39130425453186035, 0.657142698764801, 0.16580304503440857, 0.364531934261322, 0.3083699643611908, 0.6666665077209473, 0.7290639281272888, 0.262857049703598, 0.3440859317779541, 0.45320188999176025, 0.16666659712791443, 0.3981480300426483, 0.7169809341430664, 0.45128190517425537, 0.35955044627189636, 0.5645932555198669, 0.5347592234611511, 0.5327101349830627, 0.37696322798728943, 0.4705880880355835, 0.4221104085445404, 0.5531913042068481, 0.3482586145401001, 0.2872926890850067, 0.7079644799232483, 0.48453593254089355, 0.4088396728038788, 0.4271843731403351, 0.2376236915588379, 0.5263156890869141 ], "time": 8.875518861226737, "param": null }, { "epoch": 100, "train_loss": 0.012341906316578388, "val_loss": 2.4206531047821045, "acc": 46.12, "f1": [ 0.725490152835846, 0.5365853309631348, 0.3367346227169037, 0.280898779630661, 0.30621999502182007, 0.4266665577888489, 0.5151513814926147, 0.4947367310523987, 0.6060605049133301, 0.5918366312980652, 0.3068180978298187, 0.29473677277565, 0.4851484000682831, 0.44670039415359497, 0.34554967284202576, 0.3406592309474945, 0.48039206862449646, 0.6244342923164368, 0.38144323229789734, 0.40659332275390625, 0.7024388909339905, 0.5249999165534973, 0.48044681549072266, 0.649484395980835, 0.6733667254447937, 0.3068782389163971, 0.4162435233592987, 0.3431371748447418, 0.653465211391449, 0.4198893904685974, 0.4730289578437805, 0.47572803497314453, 0.36633655428886414, 0.44221094250679016, 0.39805811643600464, 0.2376236915588379, 0.4999998211860657, 0.3654821515083313, 0.25116273760795593, 0.5934064984321594, 0.35714274644851685, 0.7319586277008057, 0.4186045527458191, 0.4622640609741211, 0.17616572976112366, 0.29743579030036926, 0.2762430012226105, 0.5583755373954773, 0.7053138613700867, 0.619289219379425, 0.25906726717948914, 0.42051267623901367, 0.6017698049545288, 0.6515835523605347, 0.47715723514556885, 0.19191910326480865, 0.6666665077209473, 0.5174128413200378, 0.5767440795898438, 0.3980098366737366, 0.7870368957519531, 0.5743588209152222, 0.4766353964805603, 0.44705867767333984, 0.25274714827537537, 0.24390237033367157, 0.3707316219806671, 0.49019595980644226, 0.7738691568374634, 0.6636362671852112, 0.37696322798728943, 0.6603772640228271, 0.14583328366279602, 0.35294109582901, 0.30909082293510437, 0.6467660069465637, 0.7019230127334595, 0.24096375703811646, 0.3723403513431549, 0.45128190517425537, 0.18947362899780273, 0.387096643447876, 0.6976743340492249, 0.43298953771591187, 0.37499991059303284, 0.5572138428688049, 0.5434780716896057, 0.5420559644699097, 0.378109335899353, 0.4622220993041992, 0.42790690064430237, 0.5445024967193604, 0.35294109582901, 0.28260859847068787, 0.6872245073318481, 0.4466018080711365, 0.39548009634017944, 0.4095236659049988, 0.2288556545972824, 0.5268816351890564 ], "time": 9.484844104386866, "param": null }, { "epoch": 101, "train_loss": 0.005119762383401394, "val_loss": 2.1876213550567627, "acc": 46.68, "f1": [ 0.7164177894592285, 0.5567008852958679, 0.3627450466156006, 0.2937852144241333, 0.3131312429904938, 0.44339612126350403, 0.5025123953819275, 0.5052630305290222, 0.6153844594955444, 0.5863873362541199, 0.30409345030784607, 0.27322396636009216, 0.4899998903274536, 0.4432430863380432, 0.34224584698677063, 0.34224584698677063, 0.48421040177345276, 0.6161136031150818, 0.3999999165534973, 0.4111110270023346, 0.7199999094009399, 0.5479451417922974, 0.4705881178379059, 0.6570047736167908, 0.6603772640228271, 0.3314915895462036, 0.40609124302864075, 0.3271027207374573, 0.6565654873847961, 0.445652037858963, 0.4769873321056366, 0.4951455295085907, 0.3804876506328583, 0.44776105880737305, 0.42857131361961365, 0.26395928859710693, 0.4973543584346771, 0.37563440203666687, 0.23364479839801788, 0.5999999046325684, 0.37158459424972534, 0.7005074620246887, 0.40170925855636597, 0.45581385493278503, 0.21198150515556335, 0.30541861057281494, 0.2824857831001282, 0.5670101642608643, 0.7184464335441589, 0.6124400496482849, 0.26666656136512756, 0.42708319425582886, 0.5982142090797424, 0.6513760089874268, 0.4903845191001892, 0.21359217166900635, 0.6632652282714844, 0.4975123405456543, 0.5882351994514465, 0.4019606411457062, 0.7904760241508484, 0.5671641230583191, 0.47747737169265747, 0.4516127407550812, 0.2525251507759094, 0.24509796500205994, 0.41176459193229675, 0.4854367673397064, 0.7860695123672485, 0.6729856729507446, 0.4315788447856903, 0.663461446762085, 0.1641024947166443, 0.3804876506328583, 0.32579174637794495, 0.6930691599845886, 0.7219511270523071, 0.30107519030570984, 0.3141360282897949, 0.4499998688697815, 0.17171710729599, 0.41148313879966736, 0.7102801203727722, 0.4387753903865814, 0.38150280714035034, 0.5588234066963196, 0.5376343131065369, 0.5686272978782654, 0.34862375259399414, 0.4454544484615326, 0.4313724637031555, 0.5624998807907104, 0.3654821515083313, 0.2887699604034424, 0.7155961990356445, 0.46999987959861755, 0.43575406074523926, 0.4292682111263275, 0.21999992430210114, 0.5333331823348999 ], "time": 9.538590962998569, "param": null }, { "epoch": 102, "train_loss": 0.009199416264891624, "val_loss": 2.430415391921997, "acc": 46.59, "f1": [ 0.7115383744239807, 0.5510202646255493, 0.35294109582901, 0.2774565517902374, 0.2898550033569336, 0.41628947854042053, 0.49756085872650146, 0.5274723768234253, 0.6031745076179504, 0.5799998641014099, 0.2923975884914398, 0.28272244334220886, 0.4903845191001892, 0.42857128381729126, 0.3351350426673889, 0.34999990463256836, 0.48167529702186584, 0.6238530874252319, 0.3809523284435272, 0.41052618622779846, 0.7171715497970581, 0.5357142090797424, 0.4777776598930359, 0.653658390045166, 0.6985644102096558, 0.31088075041770935, 0.4102562665939331, 0.3286384046077728, 0.6600984334945679, 0.4315788447856903, 0.47008538246154785, 0.4834122061729431, 0.38775497674942017, 0.43999987840652466, 0.40394076704978943, 0.2376236915588379, 0.48484835028648376, 0.36893191933631897, 0.24630534648895264, 0.5948716402053833, 0.367346853017807, 0.6999998688697815, 0.4085105359554291, 0.46009382605552673, 0.1846153289079666, 0.2883720099925995, 0.2584269046783447, 0.5572138428688049, 0.7053138613700867, 0.6108372807502747, 0.1965317279100418, 0.41884803771972656, 0.5945944786071777, 0.6666665077209473, 0.48756206035614014, 0.19889496266841888, 0.6735749840736389, 0.502564013004303, 0.5837318897247314, 0.42051267623901367, 0.7887322306632996, 0.582914412021637, 0.49090901017189026, 0.44791656732559204, 0.2564101815223694, 0.26666656136512756, 0.4019606411457062, 0.492890864610672, 0.7661689519882202, 0.6790696382522583, 0.40641695261001587, 0.6854459643363953, 0.1485147923231125, 0.3465345501899719, 0.29951682686805725, 0.6829267144203186, 0.7246376276016235, 0.29714274406433105, 0.33684200048446655, 0.4615383446216583, 0.19791658222675323, 0.3981480300426483, 0.7238093614578247, 0.4502616822719574, 0.37288129329681396, 0.5550238490104675, 0.5670101642608643, 0.5603863000869751, 0.3626372814178467, 0.45871543884277344, 0.44221094250679016, 0.5549736618995667, 0.36180898547172546, 0.29787227511405945, 0.7181816697120667, 0.4607841968536377, 0.4324323236942291, 0.45128190517425537, 0.2647058069705963, 0.5268816351890564 ], "time": 9.557807595469058, "param": null }, { "epoch": 103, "train_loss": 0.0051418389193713665, "val_loss": 2.316476821899414, "acc": 46.65, "f1": [ 0.7236180305480957, 0.5221673846244812, 0.36815908551216125, 0.2758619785308838, 0.2830187678337097, 0.4484303891658783, 0.5145629644393921, 0.5052630305290222, 0.6073297262191772, 0.602040708065033, 0.31034475564956665, 0.2762430012226105, 0.4705880880355835, 0.4502616822719574, 0.3398057222366333, 0.3502824008464813, 0.4717947542667389, 0.6315788626670837, 0.37433144450187683, 0.40677958726882935, 0.7135677337646484, 0.5504586100578308, 0.47826072573661804, 0.6532661318778992, 0.6730768084526062, 0.31746023893356323, 0.3842363655567169, 0.3228698670864105, 0.6769229769706726, 0.45833322405815125, 0.47933873534202576, 0.5099998712539673, 0.38775497674942017, 0.4338623583316803, 0.4339621663093567, 0.2617800235748291, 0.47474732995033264, 0.3711339235305786, 0.2571427524089813, 0.6249998807907104, 0.35483860969543457, 0.7142855525016785, 0.3999998867511749, 0.4630540609359741, 0.18536579608917236, 0.2883720099925995, 0.2560974657535553, 0.5490195155143738, 0.7109003663063049, 0.6116504073143005, 0.23958325386047363, 0.4315788447856903, 0.602620005607605, 0.6457397937774658, 0.5049503445625305, 0.2061854749917984, 0.6666665077209473, 0.5212765336036682, 0.5865383148193359, 0.4158414602279663, 0.8019322156906128, 0.5858584046363831, 0.47747737169265747, 0.43979042768478394, 0.2769230008125305, 0.2692306935787201, 0.396135151386261, 0.4903845191001892, 0.7722770571708679, 0.6636362671852112, 0.4210525155067444, 0.6728971004486084, 0.16931210458278656, 0.3517586886882782, 0.31858399510383606, 0.6767675280570984, 0.7346937656402588, 0.2999999225139618, 0.35602086782455444, 0.45685264468193054, 0.1818181276321411, 0.4056602716445923, 0.7136148810386658, 0.425531804561615, 0.37499991059303284, 0.5550238490104675, 0.5684208869934082, 0.5560973882675171, 0.3419688045978546, 0.4579438269138336, 0.43601882457733154, 0.5560973882675171, 0.37696322798728943, 0.3024389147758484, 0.7024388909339905, 0.47236168384552, 0.4186045527458191, 0.4242422580718994, 0.20895515382289886, 0.5230767726898193 ], "time": 9.960702282376587, "param": null }, { "epoch": 104, "train_loss": 0.00855372752994299, "val_loss": 2.2323246002197266, "acc": 46.63, "f1": [ 0.7128711342811584, 0.5599998831748962, 0.33333322405815125, 0.2872926890850067, 0.3084576427936554, 0.44239622354507446, 0.5125626921653748, 0.4973543584346771, 0.613756537437439, 0.5812807083129883, 0.29714274406433105, 0.26373615860939026, 0.4897957742214203, 0.43956032395362854, 0.37563440203666687, 0.3535352647304535, 0.47916653752326965, 0.6454544067382812, 0.40624988079071045, 0.43715834617614746, 0.7064675688743591, 0.5437787175178528, 0.47190994024276733, 0.639593780040741, 0.6763284206390381, 0.31746023893356323, 0.41052618622779846, 0.3265305161476135, 0.6598983407020569, 0.43979042768478394, 0.4871794283390045, 0.49756085872650146, 0.3923443853855133, 0.44444435834884644, 0.4239630401134491, 0.24742262065410614, 0.4897957742214203, 0.3465345501899719, 0.2559240758419037, 0.5955054759979248, 0.3617020547389984, 0.7040814757347107, 0.40350866317749023, 0.4474884569644928, 0.18269222974777222, 0.28855711221694946, 0.2643677294254303, 0.5583755373954773, 0.7184464335441589, 0.619999885559082, 0.21505369246006012, 0.4183672070503235, 0.5955554842948914, 0.6311109066009521, 0.47524741291999817, 0.21359217166900635, 0.649484395980835, 0.4950493574142456, 0.5951218605041504, 0.4059404730796814, 0.7981219291687012, 0.5799998641014099, 0.49107134342193604, 0.46231144666671753, 0.2741115987300873, 0.26341456174850464, 0.38834938406944275, 0.4630540609359741, 0.7761192321777344, 0.6545453667640686, 0.4043714702129364, 0.679245114326477, 0.15920390188694, 0.37914684414863586, 0.32820504903793335, 0.6999998688697815, 0.7589742541313171, 0.3068180978298187, 0.37158459424972534, 0.4502616822719574, 0.1990049034357071, 0.40191373229026794, 0.7037035822868347, 0.43298953771591187, 0.37499991059303284, 0.5560973882675171, 0.5454544425010681, 0.5523808598518372, 0.345177561044693, 0.45132729411125183, 0.452830046415329, 0.5454543828964233, 0.37373724579811096, 0.2659573554992676, 0.6964284181594849, 0.48421040177345276, 0.44808733463287354, 0.40609124302864075, 0.26415085792541504, 0.5347592234611511 ], "time": 10.151526219211519, "param": null }, { "epoch": 105, "train_loss": 0.004765034653246403, "val_loss": 2.3563694953918457, "acc": 46.73, "f1": [ 0.729999840259552, 0.5531913042068481, 0.36649200320243835, 0.2558138370513916, 0.31279608607292175, 0.4259258210659027, 0.4975123405456543, 0.5108694434165955, 0.5882351994514465, 0.595959484577179, 0.2906976044178009, 0.2888887822628021, 0.4927534759044647, 0.43850257992744446, 0.34736835956573486, 0.34374991059303284, 0.47715723514556885, 0.6291078925132751, 0.382978618144989, 0.40624988079071045, 0.6923075318336487, 0.5327510237693787, 0.48913031816482544, 0.6428569555282593, 0.6731706857681274, 0.30303022265434265, 0.4226802885532379, 0.35748788714408875, 0.6633662581443787, 0.4705880880355835, 0.47008538246154785, 0.48309168219566345, 0.390243798494339, 0.45544540882110596, 0.4221104085445404, 0.24999991059303284, 0.5303866267204285, 0.3383083641529083, 0.2660549581050873, 0.6111109852790833, 0.3487178385257721, 0.7106597423553467, 0.39148926734924316, 0.45581385493278503, 0.1862744390964508, 0.28571420907974243, 0.2584269046783447, 0.5472635626792908, 0.6915886998176575, 0.6122447848320007, 0.19999992847442627, 0.4221104085445404, 0.5938863754272461, 0.635944664478302, 0.48484835028648376, 0.20792071521282196, 0.6836733222007751, 0.505154550075531, 0.5727698802947998, 0.4093022048473358, 0.786729633808136, 0.6039602756500244, 0.4931505620479584, 0.4577113389968872, 0.2513660192489624, 0.2621358335018158, 0.39999985694885254, 0.49999988079071045, 0.7918779850006104, 0.6635069251060486, 0.44559577107429504, 0.6948355436325073, 0.1546391248703003, 0.4075828194618225, 0.34224584698677063, 0.6834169626235962, 0.7363182306289673, 0.2941175401210785, 0.3578946590423584, 0.4731181561946869, 0.20765019953250885, 0.4018690288066864, 0.6944442987442017, 0.43298953771591187, 0.35955044627189636, 0.5454544425010681, 0.5502644181251526, 0.528846025466919, 0.37864065170288086, 0.45106372237205505, 0.436893105506897, 0.5492226481437683, 0.38043469190597534, 0.3118278682231903, 0.6869564056396484, 0.4799998700618744, 0.4022345542907715, 0.4313724637031555, 0.25688064098358154, 0.5106381177902222 ], "time": 9.292267675511539, "param": null }, { "epoch": 106, "train_loss": 0.005068773403763771, "val_loss": 2.1273412704467773, "acc": 46.47, "f1": [ 0.7216493487358093, 0.5326631665229797, 0.3654821515083313, 0.27777770161628723, 0.2815532982349396, 0.4651161730289459, 0.522612988948822, 0.4878047704696655, 0.6051281094551086, 0.5743588209152222, 0.30232545733451843, 0.27472516894340515, 0.49261072278022766, 0.44198882579803467, 0.3654821515083313, 0.32124343514442444, 0.49214646220207214, 0.6210044622421265, 0.37499991059303284, 0.41666656732559204, 0.7171715497970581, 0.5309733152389526, 0.4574466943740845, 0.6564101576805115, 0.6568626165390015, 0.31632643938064575, 0.42051267623901367, 0.33928561210632324, 0.6701029539108276, 0.41711217164993286, 0.4933919608592987, 0.49746179580688477, 0.39603951573371887, 0.4717947542667389, 0.4299064576625824, 0.2580644488334656, 0.49746179580688477, 0.3707316219806671, 0.24999991059303284, 0.6129031181335449, 0.3478259742259979, 0.7171715497970581, 0.40485823154449463, 0.4579438269138336, 0.18999992311000824, 0.2909089922904968, 0.23595495522022247, 0.5499998927116394, 0.6886791586875916, 0.6060605049133301, 0.2430938482284546, 0.425531804561615, 0.6086955070495605, 0.6451612114906311, 0.48039206862449646, 0.22222213447093964, 0.6633662581443787, 0.4812833070755005, 0.5660375952720642, 0.4307691156864166, 0.7605632543563843, 0.5858584046363831, 0.4814813435077667, 0.44776105880737305, 0.27722764015197754, 0.2673266530036926, 0.367346853017807, 0.46829259395599365, 0.7939696907997131, 0.6635943651199341, 0.45544540882110596, 0.6633164882659912, 0.17346931993961334, 0.40579700469970703, 0.3113206624984741, 0.6769229769706726, 0.7244896292686462, 0.320441871881485, 0.37288129329681396, 0.45595842599868774, 0.20192298293113708, 0.39449530839920044, 0.7136148810386658, 0.4123710095882416, 0.3841806650161743, 0.5233643651008606, 0.5368419289588928, 0.5209301114082336, 0.367346853017807, 0.43946176767349243, 0.42857131361961365, 0.5463916063308716, 0.38541653752326965, 0.28426387906074524, 0.6886791586875916, 0.47916653752326965, 0.41340771317481995, 0.43349742889404297, 0.22950810194015503, 0.5319147706031799 ], "time": 10.577545284293592, "param": null }, { "epoch": 107, "train_loss": 0.005933661013841629, "val_loss": 2.351604461669922, "acc": 46.41, "f1": [ 0.7244896292686462, 0.5373133420944214, 0.3482586145401001, 0.2681563198566437, 0.30046939849853516, 0.44036686420440674, 0.522612988948822, 0.48958322405815125, 0.5899998545646667, 0.5743588209152222, 0.2976189851760864, 0.29473677277565, 0.48756206035614014, 0.45263150334358215, 0.34920626878738403, 0.3510637581348419, 0.48205116391181946, 0.6363635063171387, 0.34972667694091797, 0.4315788447856903, 0.7164177894592285, 0.5511109828948975, 0.4516127407550812, 0.6528496146202087, 0.6439023613929749, 0.31088075041770935, 0.4236452281475067, 0.3636362552642822, 0.6701569557189941, 0.41935470700263977, 0.46551719307899475, 0.4975123405456543, 0.40394076704978943, 0.45631060004234314, 0.4380951225757599, 0.2473117560148239, 0.4873095452785492, 0.3316582143306732, 0.2583731412887573, 0.5937498807907104, 0.3510637581348419, 0.7179486155509949, 0.3966940939426422, 0.44642844796180725, 0.16842098534107208, 0.2949307858943939, 0.24719089269638062, 0.539215624332428, 0.7115383744239807, 0.619289219379425, 0.22099439799785614, 0.43850257992744446, 0.5826086401939392, 0.639269232749939, 0.49261072278022766, 0.22105254232883453, 0.6806281208992004, 0.48936155438423157, 0.5576921701431274, 0.4306218922138214, 0.7741933465003967, 0.5899998545646667, 0.45814967155456543, 0.46376800537109375, 0.2613064646720886, 0.27722764015197754, 0.372548907995224, 0.49019595980644226, 0.7999997735023499, 0.6547083854675293, 0.42857128381729126, 0.6698563694953918, 0.1683167666196823, 0.3867923319339752, 0.30769219994544983, 0.6799998879432678, 0.7346937656402588, 0.28402355313301086, 0.3657141625881195, 0.46632111072540283, 0.19191910326480865, 0.3923443853855133, 0.7102801203727722, 0.4262293577194214, 0.3820223808288574, 0.5402842164039612, 0.542713463306427, 0.5436891913414001, 0.3636362850666046, 0.44444432854652405, 0.4484303891658783, 0.5326631665229797, 0.3711339235305786, 0.2886596620082855, 0.6976743340492249, 0.48587560653686523, 0.38150280714035034, 0.40975597500801086, 0.2536584436893463, 0.5303866267204285 ], "time": 9.517031442373991, "param": null }, { "epoch": 108, "train_loss": 0.005829552188515663, "val_loss": 2.3133225440979004, "acc": 46.53, "f1": [ 0.7227722406387329, 0.5561496019363403, 0.3417084515094757, 0.2795697748661041, 0.2792791724205017, 0.4380951225757599, 0.5151513814926147, 0.5053762197494507, 0.5918366312980652, 0.5773194432258606, 0.29940110445022583, 0.3260868787765503, 0.5025123953819275, 0.45263150334358215, 0.35051536560058594, 0.3487178385257721, 0.48936155438423157, 0.6203702688217163, 0.36871495842933655, 0.4226802885532379, 0.7087377309799194, 0.5258619785308838, 0.48044681549072266, 0.6368157267570496, 0.6513760089874268, 0.32124343514442444, 0.42857128381729126, 0.3523808717727661, 0.6598983407020569, 0.4262293577194214, 0.46808499097824097, 0.4975123405456543, 0.37623751163482666, 0.4599998891353607, 0.43781083822250366, 0.25945934653282166, 0.48958322405815125, 0.3627450466156006, 0.26728102564811707, 0.6086955666542053, 0.3529410660266876, 0.7199999094009399, 0.4086955785751343, 0.4651161730289459, 0.18811874091625214, 0.2976743280887604, 0.2584269046783447, 0.5418717861175537, 0.704761803150177, 0.5979380011558533, 0.22099439799785614, 0.4387753903865814, 0.5826086401939392, 0.6543776988983154, 0.4975123405456543, 0.2121211439371109, 0.6632122993469238, 0.5128204226493835, 0.5645932555198669, 0.4299064576625824, 0.7772510051727295, 0.5951218605041504, 0.46445485949516296, 0.4183672070503235, 0.24615377187728882, 0.2647058069705963, 0.378109335899353, 0.47619035840034485, 0.7939696907997131, 0.6854459643363953, 0.4387753903865814, 0.6923075318336487, 0.1507537066936493, 0.34905651211738586, 0.31999990344047546, 0.6943003535270691, 0.7448978424072266, 0.31284910440444946, 0.34254133701324463, 0.45918354392051697, 0.20833326876163483, 0.3827749788761139, 0.704761803150177, 0.4262293577194214, 0.37499991059303284, 0.5446008443832397, 0.5368419289588928, 0.5333331823348999, 0.36815908551216125, 0.4413144290447235, 0.4545453190803528, 0.5757573843002319, 0.37563440203666687, 0.28999990224838257, 0.6936934590339661, 0.48453593254089355, 0.3977271616458893, 0.3999998867511749, 0.26415085792541504, 0.5079363584518433 ], "time": 10.232519536279142, "param": null }, { "epoch": 109, "train_loss": 0.005018105264753103, "val_loss": 2.4877679347991943, "acc": 46.35, "f1": [ 0.7244896292686462, 0.5555554032325745, 0.3535352647304535, 0.2603549063205719, 0.30621999502182007, 0.4519229531288147, 0.5099998712539673, 0.5026736855506897, 0.6041665077209473, 0.5490195155143738, 0.28571417927742004, 0.2736841142177582, 0.4834122061729431, 0.46874985098838806, 0.3440859317779541, 0.35897424817085266, 0.486772358417511, 0.6238530874252319, 0.3842363655567169, 0.42857128381729126, 0.7236180305480957, 0.5607475638389587, 0.4808742105960846, 0.6497460603713989, 0.6829267144203186, 0.3299999237060547, 0.41666656732559204, 0.35071080923080444, 0.6464645266532898, 0.43749991059303284, 0.48214277625083923, 0.4873095452785492, 0.3942306339740753, 0.4489794969558716, 0.44444435834884644, 0.2580644488334656, 0.4945053458213806, 0.3584904372692108, 0.24154582619667053, 0.6031745076179504, 0.34972667694091797, 0.6834169626235962, 0.39330533146858215, 0.4666665494441986, 0.18348616361618042, 0.262711763381958, 0.24390234053134918, 0.522612988948822, 0.7053138613700867, 0.613065242767334, 0.19459453225135803, 0.43850257992744446, 0.5855854153633118, 0.6542055010795593, 0.46999987959861755, 0.2244897186756134, 0.6467660069465637, 0.507771909236908, 0.5628139972686768, 0.4210525155067444, 0.7757007479667664, 0.5841582417488098, 0.4684683382511139, 0.4190475046634674, 0.2525251507759094, 0.25510191917419434, 0.3827749788761139, 0.4694834351539612, 0.7899998426437378, 0.6886791586875916, 0.4545453190803528, 0.6729856729507446, 0.16666659712791443, 0.38888880610466003, 0.3157894015312195, 0.6775954961776733, 0.7263681292533875, 0.3135133981704712, 0.3555554449558258, 0.4516127407550812, 0.2099999338388443, 0.39069753885269165, 0.7109003663063049, 0.40796008706092834, 0.3756905198097229, 0.5523808598518372, 0.5499998927116394, 0.5302324295043945, 0.3414633274078369, 0.4266665577888489, 0.4549761712551117, 0.5510202646255493, 0.38502663373947144, 0.290502667427063, 0.6995514035224915, 0.47826072573661804, 0.4044942855834961, 0.4278606176376343, 0.24509796500205994, 0.510416567325592 ], "time": 10.480212782509625, "param": null }, { "epoch": 110, "train_loss": 0.005159103777259588, "val_loss": 2.441256284713745, "acc": 46.11, "f1": [ 0.7058822512626648, 0.5595853924751282, 0.33333325386047363, 0.25274714827537537, 0.2949307858943939, 0.4292682111263275, 0.4824119210243225, 0.49729716777801514, 0.5714284777641296, 0.5656563639640808, 0.30588221549987793, 0.28571420907974243, 0.5123152136802673, 0.4432430863380432, 0.34972667694091797, 0.34123215079307556, 0.4824119210243225, 0.6283184885978699, 0.38974347710609436, 0.4088396728038788, 0.7121950387954712, 0.5504586100578308, 0.4812833070755005, 0.6274508833885193, 0.666666567325592, 0.29268285632133484, 0.425531804561615, 0.3316582143306732, 0.669999897480011, 0.43298953771591187, 0.47161564230918884, 0.4651161730289459, 0.3940885663032532, 0.4577113389968872, 0.4179103374481201, 0.2433861643075943, 0.505154550075531, 0.35602086782455444, 0.25112098455429077, 0.6105261445045471, 0.35675665736198425, 0.7106597423553467, 0.4016735553741455, 0.45814967155456543, 0.1792452037334442, 0.29126206040382385, 0.25555548071861267, 0.5252523422241211, 0.7115383744239807, 0.5999999046325684, 0.19318175315856934, 0.45263150334358215, 0.5814977288246155, 0.6484017372131348, 0.4824119210243225, 0.20895515382289886, 0.6387433409690857, 0.5154638290405273, 0.5714284181594849, 0.4292682111263275, 0.7906975150108337, 0.5416665077209473, 0.4976957440376282, 0.4183672070503235, 0.23834188282489777, 0.26341456174850464, 0.3804876506328583, 0.48421040177345276, 0.7918779850006104, 0.6790696382522583, 0.4387753903865814, 0.6981130838394165, 0.16580304503440857, 0.3599999248981476, 0.31730762124061584, 0.6775954961776733, 0.725490152835846, 0.28571420907974243, 0.35602086782455444, 0.47916653752326965, 0.16666659712791443, 0.390243798494339, 0.7102801203727722, 0.41052618622779846, 0.3657141625881195, 0.568720281124115, 0.5273630023002625, 0.5118482112884521, 0.3043477535247803, 0.44976064562797546, 0.4414413571357727, 0.5595853924751282, 0.36842095851898193, 0.2872926890850067, 0.675324559211731, 0.4744184911251068, 0.4232803285121918, 0.4301074147224426, 0.25339359045028687, 0.4999998211860657 ], "time": 10.646689262241125, "param": null }, { "epoch": 111, "train_loss": 0.008059387095272541, "val_loss": 2.3171422481536865, "acc": 46.47, "f1": [ 0.7236180305480957, 0.5492226481437683, 0.331707239151001, 0.2643677294254303, 0.28310492634773254, 0.43601882457733154, 0.5123152136802673, 0.49729716777801514, 0.582914412021637, 0.5654449462890625, 0.3151514232158661, 0.28571420907974243, 0.5320196151733398, 0.4574466943740845, 0.39603951573371887, 0.35897424817085266, 0.4946235418319702, 0.622641384601593, 0.35483860969543457, 0.425531804561615, 0.7156862020492554, 0.5769229531288147, 0.4656083285808563, 0.669999897480011, 0.6731706857681274, 0.309278279542923, 0.43298953771591187, 0.34821417927742004, 0.6666665077209473, 0.41269823908805847, 0.47577083110809326, 0.5076140761375427, 0.37499985098838806, 0.45595842599868774, 0.45320188999176025, 0.2256409376859665, 0.5125626921653748, 0.39090898633003235, 0.25112098455429077, 0.6185566186904907, 0.34224584698677063, 0.7035174369812012, 0.38524580001831055, 0.447368323802948, 0.1764705330133438, 0.3018867075443268, 0.24864855408668518, 0.5199998617172241, 0.7156862020492554, 0.5989846587181091, 0.2054053246974945, 0.4361701011657715, 0.592920184135437, 0.6422017216682434, 0.4924621880054474, 0.23589736223220825, 0.6632652282714844, 0.4949493706226349, 0.5645932555198669, 0.4495411515235901, 0.7809522151947021, 0.5911328792572021, 0.4615383744239807, 0.42857128381729126, 0.2525251507759094, 0.2790696918964386, 0.38341957330703735, 0.49019595980644226, 0.7899998426437378, 0.679245114326477, 0.4221104085445404, 0.7024388909339905, 0.1405404806137085, 0.3707316219806671, 0.3267325758934021, 0.6806281208992004, 0.711340069770813, 0.30232545733451843, 0.34972667694091797, 0.4725273549556732, 0.17616572976112366, 0.3999998867511749, 0.7298576831817627, 0.43850257992744446, 0.36065563559532166, 0.5507245063781738, 0.5463916063308716, 0.5118482112884521, 0.3469386696815491, 0.4366810917854309, 0.4495411515235901, 0.5599998831748962, 0.36269423365592957, 0.29292917251586914, 0.6912441253662109, 0.474226713180542, 0.39778995513916016, 0.42780739068984985, 0.25870639085769653, 0.4918031394481659 ], "time": 10.276268845424056, "param": null }, { "epoch": 112, "train_loss": 0.005680803209543228, "val_loss": 2.54620361328125, "acc": 46.11, "f1": [ 0.7244896292686462, 0.5425531268119812, 0.3251230716705322, 0.2795697748661041, 0.2820512056350708, 0.4585364758968353, 0.5025123953819275, 0.4947367310523987, 0.5771142840385437, 0.5608464479446411, 0.28402355313301086, 0.27118635177612305, 0.522612988948822, 0.4491977095603943, 0.34374991059303284, 0.35897424817085266, 0.4919784665107727, 0.6334840059280396, 0.3444443643093109, 0.3908045291900635, 0.7309643626213074, 0.5344826579093933, 0.46874985098838806, 0.6567163467407227, 0.666666567325592, 0.3232322335243225, 0.41884803771972656, 0.34579432010650635, 0.6532661318778992, 0.43956032395362854, 0.4552844762802124, 0.5049503445625305, 0.3999998867511749, 0.47619032859802246, 0.40552979707717896, 0.23958325386047363, 0.4918031394481659, 0.37681150436401367, 0.2347417026758194, 0.5937498807907104, 0.34736835956573486, 0.7070705890655518, 0.39837390184402466, 0.45248857140541077, 0.1658536046743393, 0.29665064811706543, 0.2696628272533417, 0.5445543527603149, 0.6985644102096558, 0.5899998545646667, 0.19047611951828003, 0.4145076870918274, 0.575107216835022, 0.6543776988983154, 0.5024629235267639, 0.2010049670934677, 0.6598983407020569, 0.5174128413200378, 0.5841582417488098, 0.42727261781692505, 0.7772510051727295, 0.5699998736381531, 0.49999988079071045, 0.42639580368995667, 0.2099999338388443, 0.24999991059303284, 0.3592231869697571, 0.47524741291999817, 0.7959181666374207, 0.6919430494308472, 0.42051267623901367, 0.6990289688110352, 0.1449274867773056, 0.38974347710609436, 0.32352936267852783, 0.6732671856880188, 0.7329840660095215, 0.31034475564956665, 0.3510637581348419, 0.47826072573661804, 0.18181811273097992, 0.37623751163482666, 0.7136148810386658, 0.43093910813331604, 0.37499991059303284, 0.5660375952720642, 0.5463916063308716, 0.5339804887771606, 0.35602086782455444, 0.4319247901439667, 0.4454975128173828, 0.5673075914382935, 0.35602086782455444, 0.29292917251586914, 0.6849313974380493, 0.4670049846172333, 0.4043714702129364, 0.425531804561615, 0.2488888055086136, 0.474226713180542 ], "time": 9.419982048682868, "param": null }, { "epoch": 113, "train_loss": 0.00801181886345148, "val_loss": 2.500410556793213, "acc": 45.92, "f1": [ 0.7099998593330383, 0.5418717861175537, 0.30357134342193604, 0.27118635177612305, 0.30697670578956604, 0.44210511445999146, 0.49756085872650146, 0.4949493706226349, 0.5654449462890625, 0.5921786427497864, 0.2727271616458893, 0.2485874742269516, 0.5081079602241516, 0.4245808720588684, 0.364531934261322, 0.3809523284435272, 0.48888877034187317, 0.6305417418479919, 0.378109335899353, 0.3723403513431549, 0.7208120226860046, 0.5370368957519531, 0.48387083411216736, 0.6403939127922058, 0.6448596715927124, 0.34042540192604065, 0.4338623583316803, 0.3421051502227783, 0.6595743298530579, 0.4623654782772064, 0.47747737169265747, 0.5076140761375427, 0.39603951573371887, 0.445652037858963, 0.4179103374481201, 0.24210518598556519, 0.45918354392051697, 0.37158459424972534, 0.24545449018478394, 0.596858561038971, 0.3586955666542053, 0.6999998688697815, 0.3779526650905609, 0.4192138612270355, 0.17840369045734406, 0.3018867075443268, 0.25730982422828674, 0.5157893896102905, 0.725490152835846, 0.619999885559082, 0.2054053246974945, 0.4083768427371979, 0.5726140141487122, 0.6301368474960327, 0.5074625611305237, 0.22119809687137604, 0.6464645266532898, 0.5053762197494507, 0.5645932555198669, 0.4493390619754791, 0.7714284658432007, 0.5728641748428345, 0.4976957440376282, 0.4077668786048889, 0.23469379544258118, 0.25870639085769653, 0.3636362552642822, 0.4688993990421295, 0.7860695123672485, 0.6857141852378845, 0.4183672070503235, 0.6956520080566406, 0.17142851650714874, 0.3831774890422821, 0.30909082293510437, 0.6938773989677429, 0.7187498211860657, 0.2871793806552887, 0.3351954519748688, 0.4646463394165039, 0.17511513829231262, 0.38190943002700806, 0.7014216780662537, 0.4307691156864166, 0.3583814203739166, 0.5662099123001099, 0.5454544425010681, 0.5572138428688049, 0.37305691838264465, 0.4380951225757599, 0.45161277055740356, 0.5684208869934082, 0.3469386696815491, 0.29166659712791443, 0.7263681292533875, 0.43999987840652466, 0.41269823908805847, 0.4232803285121918, 0.2571427524089813, 0.4974091649055481 ], "time": 10.164468264207244, "param": null }, { "epoch": 114, "train_loss": 0.007379421964287758, "val_loss": 2.5328495502471924, "acc": 44.42, "f1": [ 0.6580085158348083, 0.5352111458778381, 0.31050220131874084, 0.23312875628471375, 0.2456139624118805, 0.43171796202659607, 0.45535701513290405, 0.46829259395599365, 0.5851062536239624, 0.5922329425811768, 0.2807016372680664, 0.2561575770378113, 0.47715723514556885, 0.4418603479862213, 0.3523808717727661, 0.289308100938797, 0.43902426958084106, 0.6108372807502747, 0.34101372957229614, 0.34482747316360474, 0.7187498211860657, 0.4924241304397583, 0.4561401903629303, 0.6731706857681274, 0.6731706857681274, 0.3465345501899719, 0.41666656732559204, 0.3121386468410492, 0.6285713315010071, 0.4417177140712738, 0.47916653752326965, 0.35624995827674866, 0.34817805886268616, 0.4756755530834198, 0.40476179122924805, 0.2536584436893463, 0.4260868728160858, 0.35185176134109497, 0.1379309743642807, 0.5699998736381531, 0.3636362850666046, 0.7282606959342957, 0.40692633390426636, 0.3472221791744232, 0.2127658873796463, 0.2739725410938263, 0.22099439799785614, 0.5376343131065369, 0.6923075318336487, 0.619289219379425, 0.21505369246006012, 0.39583319425582886, 0.5898616909980774, 0.6028706431388855, 0.5099998712539673, 0.19689112901687622, 0.6222221255302429, 0.5099998712539673, 0.5685278177261353, 0.4549761712551117, 0.7684727907180786, 0.5595853924751282, 0.44559577107429504, 0.3999998867511749, 0.20858889818191528, 0.212290421128273, 0.36956506967544556, 0.41414129734039307, 0.7958113551139832, 0.679245114326477, 0.40404030680656433, 0.6896550059318542, 0.16748763620853424, 0.35643553733825684, 0.2883720099925995, 0.6666665077209473, 0.6995072364807129, 0.2702701687812805, 0.35502949357032776, 0.43979042768478394, 0.198198139667511, 0.36607131361961365, 0.7164177894592285, 0.4257424473762512, 0.4022345542907715, 0.57297283411026, 0.5054942965507507, 0.4799998998641968, 0.33939382433891296, 0.4242422580718994, 0.4056602716445923, 0.575916051864624, 0.32411059737205505, 0.25510191917419434, 0.6637929677963257, 0.445652037858963, 0.4042551815509796, 0.429447740316391, 0.23529402911663055, 0.47826072573661804 ], "time": 9.489202784374356, "param": null }, { "epoch": 115, "train_loss": 0.005487834569066763, "val_loss": 2.525695562362671, "acc": 46.05, "f1": [ 0.7087377309799194, 0.5196077227592468, 0.3316582143306732, 0.262857049703598, 0.27102795243263245, 0.4433496594429016, 0.49019595980644226, 0.4947367310523987, 0.5685278177261353, 0.6086955666542053, 0.34482747316360474, 0.26190465688705444, 0.5273630023002625, 0.44791656732559204, 0.34554967284202576, 0.36082467436790466, 0.4919784665107727, 0.6481480002403259, 0.3980098366737366, 0.40659332275390625, 0.696078360080719, 0.5566036701202393, 0.45360812544822693, 0.649484395980835, 0.6422017216682434, 0.30456843972206116, 0.4183672070503235, 0.3271027207374573, 0.6735749840736389, 0.41935470700263977, 0.4529913365840912, 0.4799998700618744, 0.39069753885269165, 0.45320188999176025, 0.4292682111263275, 0.2659573554992676, 0.5136610269546509, 0.35643553733825684, 0.25316447019577026, 0.5999999046325684, 0.35483860969543457, 0.7106597423553467, 0.3964756429195404, 0.46017688512802124, 0.17117109894752502, 0.2935778796672821, 0.290502667427063, 0.5595853924751282, 0.7128711342811584, 0.5999999046325684, 0.2116401493549347, 0.4432988464832306, 0.570175290107727, 0.6572768688201904, 0.5151513814926147, 0.21890540421009064, 0.6599999070167542, 0.48936155438423157, 0.5699998736381531, 0.452830046415329, 0.7943924069404602, 0.6116504073143005, 0.48401811718940735, 0.40641695261001587, 0.21568621695041656, 0.2525251507759094, 0.4186045527458191, 0.43564343452453613, 0.7738691568374634, 0.7019230127334595, 0.4242422580718994, 0.679245114326477, 0.1612902730703354, 0.34101372957229614, 0.3301886022090912, 0.6798028349876404, 0.7368419766426086, 0.2765956223011017, 0.3050846457481384, 0.48167529702186584, 0.15873010456562042, 0.4059404730796814, 0.7109003663063049, 0.4307691156864166, 0.37426888942718506, 0.5454544425010681, 0.5492226481437683, 0.525345504283905, 0.36893191933631897, 0.42452818155288696, 0.4019606411457062, 0.5670101642608643, 0.3575417995452881, 0.28712859749794006, 0.6796115040779114, 0.45128190517425537, 0.3837208151817322, 0.40641695261001587, 0.24413138628005981, 0.4873095452785492 ], "time": 10.750830207020044, "param": null }, { "epoch": 116, "train_loss": 0.004936854355037212, "val_loss": 2.277470350265503, "acc": 46.07, "f1": [ 0.696517288684845, 0.520408034324646, 0.30697670578956604, 0.2758619785308838, 0.33333322405815125, 0.45871543884277344, 0.5125626921653748, 0.48453593254089355, 0.5743588209152222, 0.5869563817977905, 0.30857133865356445, 0.27173903584480286, 0.5257730484008789, 0.4550263583660126, 0.35602086782455444, 0.35602086782455444, 0.4945053458213806, 0.635944664478302, 0.3959389626979828, 0.3977271616458893, 0.7093595266342163, 0.568720281124115, 0.4615383446216583, 0.6530610918998718, 0.6698111891746521, 0.3384614586830139, 0.4347825050354004, 0.34234222769737244, 0.6842104196548462, 0.4042551815509796, 0.47619038820266724, 0.48421040177345276, 0.36893191933631897, 0.4795917272567749, 0.45631060004234314, 0.22950810194015503, 0.48913031816482544, 0.3599999248981476, 0.2555064857006073, 0.6170212030410767, 0.36649200320243835, 0.7083331942558289, 0.38056668639183044, 0.43404245376586914, 0.16589856147766113, 0.27433618903160095, 0.26519328355789185, 0.5347592234611511, 0.7192116975784302, 0.6009851098060608, 0.19047614932060242, 0.4108106791973114, 0.5774056911468506, 0.6697673201560974, 0.5199998617172241, 0.239999920129776, 0.6565654873847961, 0.5026736855506897, 0.5841582417488098, 0.4278606176376343, 0.7830187082290649, 0.6183573603630066, 0.4770641028881073, 0.42857128381729126, 0.2243901938199997, 0.2314814031124115, 0.3957218527793884, 0.4257424473762512, 0.7777776122093201, 0.6952379941940308, 0.4271843731403351, 0.696078360080719, 0.17346931993961334, 0.35532984137535095, 0.309278279542923, 0.6910993456840515, 0.7301585674285889, 0.29629620909690857, 0.3208555281162262, 0.48913031816482544, 0.16744180023670197, 0.37681150436401367, 0.7230044603347778, 0.4179103374481201, 0.3707864284515381, 0.5412842631340027, 0.5612244009971619, 0.5418717861175537, 0.3551400303840637, 0.4018690288066864, 0.4253392219543457, 0.5567008852958679, 0.39153432846069336, 0.2886596620082855, 0.7024388909339905, 0.4717947542667389, 0.3957218527793884, 0.37499991059303284, 0.24630534648895264, 0.4924621880054474 ], "time": 10.468175427056849, "param": null }, { "epoch": 117, "train_loss": 0.004464647267013788, "val_loss": 2.393084764480591, "acc": 46.06, "f1": [ 0.7093595266342163, 0.5133689045906067, 0.36649200320243835, 0.2774565517902374, 0.35135123133659363, 0.4413144290447235, 0.48076915740966797, 0.47236168384552, 0.5714284181594849, 0.5699480772018433, 0.2941175401210785, 0.2696628272533417, 0.49773746728897095, 0.4607328474521637, 0.38578668236732483, 0.3529410660266876, 0.47916653752326965, 0.6249998807907104, 0.36619704961776733, 0.3999999165534973, 0.7164177894592285, 0.5499998927116394, 0.4491977095603943, 0.649484395980835, 0.666666567325592, 0.3316582143306732, 0.40609124302864075, 0.3470318615436554, 0.680412232875824, 0.38043469190597534, 0.4608694612979889, 0.49999988079071045, 0.39603951573371887, 0.4824119210243225, 0.4593299925327301, 0.2622949779033661, 0.5326085686683655, 0.3846152722835541, 0.26086950302124023, 0.5833332538604736, 0.37499991059303284, 0.7052630186080933, 0.35897424817085266, 0.4416665732860565, 0.1843317300081253, 0.29107969999313354, 0.2569831311702728, 0.5365853309631348, 0.7099998593330383, 0.595959484577179, 0.18279562890529633, 0.4278606176376343, 0.5897434949874878, 0.6476188898086548, 0.5174128413200378, 0.2436547577381134, 0.6666665077209473, 0.5130888819694519, 0.5841582417488098, 0.43216070532798767, 0.7757007479667664, 0.5940592885017395, 0.4694834351539612, 0.41269823908805847, 0.26455017924308777, 0.25961530208587646, 0.3675675094127655, 0.4499998688697815, 0.7857141494750977, 0.6990289688110352, 0.4183672070503235, 0.7029701471328735, 0.17346931993961334, 0.37320560216903687, 0.3024389147758484, 0.697435736656189, 0.7486629486083984, 0.31818172335624695, 0.3208555281162262, 0.46808499097824097, 0.17674411833286285, 0.3707316219806671, 0.7136148810386658, 0.4221104085445404, 0.348314493894577, 0.5700481534004211, 0.5567008852958679, 0.5140186548233032, 0.33962252736091614, 0.4018690288066864, 0.4125559628009796, 0.5757573843002319, 0.3617020547389984, 0.2812499403953552, 0.696078360080719, 0.474226713180542, 0.38502663373947144, 0.39153432846069336, 0.2376236915588379, 0.4799998700618744 ], "time": 10.029926309362054, "param": null }, { "epoch": 118, "train_loss": 0.004386594984680414, "val_loss": 2.517071008682251, "acc": 45.63, "f1": [ 0.7208120226860046, 0.5128204226493835, 0.32160791754722595, 0.2765956223011017, 0.31489354372024536, 0.44976064562797546, 0.505154550075531, 0.4999998211860657, 0.575916051864624, 0.582914412021637, 0.2543351650238037, 0.2528734505176544, 0.5352111458778381, 0.45128190517425537, 0.32804223895072937, 0.35532984137535095, 0.47619032859802246, 0.6255922317504883, 0.41148313879966736, 0.39106133580207825, 0.7236180305480957, 0.5504586100578308, 0.44210511445999146, 0.6421051621437073, 0.6568626165390015, 0.31730762124061584, 0.42708319425582886, 0.32195112109184265, 0.7127658128738403, 0.39378228783607483, 0.48034927248954773, 0.4615383446216583, 0.37623751163482666, 0.43298953771591187, 0.4599998891353607, 0.2340424805879593, 0.5423727631568909, 0.35820886492729187, 0.25570768117904663, 0.6195651292800903, 0.3523315489292145, 0.7046630382537842, 0.36363622546195984, 0.43404245376586914, 0.1891890913248062, 0.2870812714099884, 0.24999991059303284, 0.5654449462890625, 0.7035174369812012, 0.5937498807907104, 0.18181811273097992, 0.3894736170768738, 0.5892856121063232, 0.657142698764801, 0.5157893896102905, 0.22222216427326202, 0.6597937345504761, 0.5026736855506897, 0.5870645046234131, 0.42790690064430237, 0.7511310577392578, 0.5929647088050842, 0.47747737169265747, 0.40624988079071045, 0.21649475395679474, 0.22330091893672943, 0.3692306876182556, 0.44221094250679016, 0.7835050225257874, 0.704761803150177, 0.4248703718185425, 0.6470587849617004, 0.1546391248703003, 0.34920626878738403, 0.3184078335762024, 0.6806281208992004, 0.7329840660095215, 0.29714274406433105, 0.3478259742259979, 0.4973543584346771, 0.1650484949350357, 0.37962955236434937, 0.7129628658294678, 0.4278606176376343, 0.34920626878738403, 0.5412842631340027, 0.5388599634170532, 0.48888880014419556, 0.37864065170288086, 0.4072396755218506, 0.4279474914073944, 0.5471696853637695, 0.3510637581348419, 0.30303022265434265, 0.6912441253662109, 0.4646463394165039, 0.3936169147491455, 0.39378228783607483, 0.2561575770378113, 0.4731181561946869 ], "time": 9.990484391339123, "param": null }, { "epoch": 119, "train_loss": 0.0041274987161159515, "val_loss": 2.3873744010925293, "acc": 45.89, "f1": [ 0.6896550059318542, 0.49756085872650146, 0.309859037399292, 0.3101603388786316, 0.32599109411239624, 0.4210525155067444, 0.49999988079071045, 0.4824119210243225, 0.5775399804115295, 0.5894736051559448, 0.28220847249031067, 0.2430938482284546, 0.5435895919799805, 0.47916653752326965, 0.37563440203666687, 0.35051536560058594, 0.48387083411216736, 0.6103284358978271, 0.37320560216903687, 0.4210525155067444, 0.7263681292533875, 0.5588234066963196, 0.45555540919303894, 0.6733667254447937, 0.6764704585075378, 0.33027511835098267, 0.4301074147224426, 0.35294109582901, 0.6666665077209473, 0.425531804561615, 0.4484303891658783, 0.49999988079071045, 0.396135151386261, 0.4855490028858185, 0.44554442167282104, 0.23529404401779175, 0.5027931928634644, 0.3609755337238312, 0.26315784454345703, 0.6236557960510254, 0.36082467436790466, 0.7083331942558289, 0.39449530839920044, 0.4502163529396057, 0.19730934500694275, 0.2692306935787201, 0.2584269046783447, 0.520408034324646, 0.729999840259552, 0.5876287817955017, 0.17801040410995483, 0.425531804561615, 0.587719202041626, 0.6794257164001465, 0.49746179580688477, 0.24761897325515747, 0.6770831346511841, 0.5052630305290222, 0.5999999046325684, 0.44036686420440674, 0.7757007479667664, 0.5970147848129272, 0.4688993990421295, 0.39090898633003235, 0.21782170236110687, 0.24630534648895264, 0.3459458649158478, 0.43781083822250366, 0.8082899451255798, 0.6822428703308105, 0.42051267623901367, 0.6633164882659912, 0.17171710729599, 0.3696681261062622, 0.30769219994544983, 0.6910993456840515, 0.7291665077209473, 0.28260859847068787, 0.3522725999355316, 0.46486473083496094, 0.14977967739105225, 0.3853210210800171, 0.7142855525016785, 0.44444435834884644, 0.37426888942718506, 0.5572138428688049, 0.5654449462890625, 0.5145629644393921, 0.364531934261322, 0.39810416102409363, 0.41071420907974243, 0.5656563639640808, 0.345177561044693, 0.2694299519062042, 0.6886791586875916, 0.47916653752326965, 0.4042551815509796, 0.39784935116767883, 0.24999991059303284, 0.48936155438423157 ], "time": 10.407839621417224, "param": null }, { "epoch": 120, "train_loss": 0.005460319109261036, "val_loss": 2.533374071121216, "acc": 45.86, "f1": [ 0.6761903762817383, 0.507771909236908, 0.3121950626373291, 0.2980768382549286, 0.3271027207374573, 0.4221104085445404, 0.4949493706226349, 0.48167529702186584, 0.5806450843811035, 0.5894736051559448, 0.2807016372680664, 0.26086944341659546, 0.5445024967193604, 0.46739116311073303, 0.34374991059303284, 0.35416656732559204, 0.4812833070755005, 0.6336632370948792, 0.3842363655567169, 0.39784935116767883, 0.738461434841156, 0.562211811542511, 0.4271843731403351, 0.6565654873847961, 0.666666567325592, 0.3300969898700714, 0.4491977095603943, 0.33333325386047363, 0.683937668800354, 0.4222221076488495, 0.46696019172668457, 0.48421040177345276, 0.38647329807281494, 0.4623654782772064, 0.42201822996139526, 0.24864855408668518, 0.4946235418319702, 0.33497530221939087, 0.26484012603759766, 0.5937498807907104, 0.3823528587818146, 0.711340069770813, 0.3800903856754303, 0.45161277055740356, 0.16981124877929688, 0.2690582275390625, 0.2727271616458893, 0.5399999022483826, 0.7373736500740051, 0.6039602756500244, 0.19047614932060242, 0.41414129734039307, 0.592920184135437, 0.6635943651199341, 0.49484527111053467, 0.23809516429901123, 0.6772485375404358, 0.49484527111053467, 0.6060605049133301, 0.4541061818599701, 0.7655500173568726, 0.5858584046363831, 0.4788731336593628, 0.38647329807281494, 0.2433861643075943, 0.24074065685272217, 0.4083768427371979, 0.4509802758693695, 0.7817257046699524, 0.6759257912635803, 0.3936169147491455, 0.6826921701431274, 0.16113737225532532, 0.3534882664680481, 0.31914883852005005, 0.6930691599845886, 0.7243241667747498, 0.2967032194137573, 0.32432422041893005, 0.4705881178379059, 0.16589856147766113, 0.37681150436401367, 0.7058822512626648, 0.4615383446216583, 0.36871495842933655, 0.5544553399085999, 0.5567008852958679, 0.5023695826530457, 0.36180898547172546, 0.40579700469970703, 0.4253392219543457, 0.5714284777641296, 0.3743841052055359, 0.2727271616458893, 0.6886791586875916, 0.4999998211860657, 0.4042551815509796, 0.3999998867511749, 0.24999991059303284, 0.46632111072540283 ], "time": 10.143007913604379, "param": null }, { "epoch": 121, "train_loss": 0.0037206707056611776, "val_loss": 2.4160821437835693, "acc": 45.61, "f1": [ 0.7040814757347107, 0.48484835028648376, 0.30051806569099426, 0.32432422041893005, 0.33050838112831116, 0.43216070532798767, 0.5025123953819275, 0.47826072573661804, 0.5699480772018433, 0.5638296604156494, 0.2909089922904968, 0.26519328355789185, 0.5174128413200378, 0.4550263583660126, 0.3707316219806671, 0.3523315489292145, 0.46938762068748474, 0.6116504073143005, 0.3999998867511749, 0.39999985694885254, 0.7070705890655518, 0.5454544425010681, 0.4387753903865814, 0.6528496146202087, 0.663461446762085, 0.3417084515094757, 0.4112148582935333, 0.32432422041893005, 0.6874998807907104, 0.4145076870918274, 0.48927029967308044, 0.4947367310523987, 0.396135151386261, 0.446808397769928, 0.44670039415359497, 0.18604643642902374, 0.5348835587501526, 0.3383083641529083, 0.2545453906059265, 0.6041665077209473, 0.37735840678215027, 0.7204300165176392, 0.3760683238506317, 0.43555545806884766, 0.2062779664993286, 0.2719297707080841, 0.26315781474113464, 0.5454543828964233, 0.7177032232284546, 0.6091369390487671, 0.18478251993656158, 0.4021162986755371, 0.5689654350280762, 0.657142698764801, 0.4923075735569, 0.2264150083065033, 0.6631577014923096, 0.5185183882713318, 0.6030149459838867, 0.4466018080711365, 0.753488302230835, 0.5951218605041504, 0.47161564230918884, 0.4021162986755371, 0.24120594561100006, 0.22222216427326202, 0.37999987602233887, 0.4307691156864166, 0.7918779850006104, 0.6826921701431274, 0.41711217164993286, 0.6764704585075378, 0.16326524317264557, 0.3743841052055359, 0.2922373414039612, 0.6979165077209473, 0.7243241667747498, 0.30588221549987793, 0.35643553733825684, 0.4787232577800751, 0.16744180023670197, 0.35185176134109497, 0.7037035822868347, 0.42162150144577026, 0.34482747316360474, 0.5643563270568848, 0.5365853309631348, 0.5118482112884521, 0.3804876506328583, 0.38095229864120483, 0.4253392219543457, 0.5812807083129883, 0.3636362552642822, 0.2722512185573578, 0.6995072364807129, 0.4516127407550812, 0.40206170082092285, 0.3936169147491455, 0.21800939738750458, 0.4923075735569 ], "time": 9.633745611645281, "param": null }, { "epoch": 122, "train_loss": 0.00781859178096056, "val_loss": 2.4419777393341064, "acc": 45.38, "f1": [ 0.6938773989677429, 0.5128204226493835, 0.3269230127334595, 0.30208322405815125, 0.32432422041893005, 0.3982299864292145, 0.4923075735569, 0.48913031816482544, 0.5621620416641235, 0.575916051864624, 0.31325289607048035, 0.2569831311702728, 0.5333331823348999, 0.43979042768478394, 0.3540668785572052, 0.34972667694091797, 0.4999998211860657, 0.6376810669898987, 0.38974347710609436, 0.38918909430503845, 0.7099998593330383, 0.5523808598518372, 0.4432988464832306, 0.6424869298934937, 0.663461446762085, 0.30769219994544983, 0.4410255253314972, 0.33333325386047363, 0.6666665077209473, 0.39999985694885254, 0.45887434482574463, 0.5189187526702881, 0.37499985098838806, 0.45054933428764343, 0.4313724637031555, 0.2211054563522339, 0.48167529702186584, 0.30392149090766907, 0.26548662781715393, 0.6263735294342041, 0.37185919284820557, 0.72251296043396, 0.3800903856754303, 0.4380951225757599, 0.19383254647254944, 0.26794248819351196, 0.2793295085430145, 0.5339804887771606, 0.697435736656189, 0.5918366312980652, 0.20320846140384674, 0.4123710095882416, 0.5714284777641296, 0.6851851344108582, 0.4949493706226349, 0.22222214937210083, 0.6489360928535461, 0.5123152136802673, 0.582914412021637, 0.44444435834884644, 0.7605632543563843, 0.6315788626670837, 0.4744184911251068, 0.38541653752326965, 0.23913034796714783, 0.2314814031124115, 0.36649200320243835, 0.4059404730796814, 0.7777776122093201, 0.6822428703308105, 0.40624988079071045, 0.688372015953064, 0.17674411833286285, 0.37914684414863586, 0.27272719144821167, 0.7142855525016785, 0.7272725701332092, 0.320441871881485, 0.34042540192604065, 0.4615383446216583, 0.15668198466300964, 0.38095229864120483, 0.7169809341430664, 0.4236452281475067, 0.3351350426673889, 0.5527637004852295, 0.5221673846244812, 0.5102038979530334, 0.35483860969543457, 0.4019606411457062, 0.42253509163856506, 0.5671641230583191, 0.32989683747291565, 0.2722512185573578, 0.6981130838394165, 0.4491977095603943, 0.38636353611946106, 0.38709667325019836, 0.23414628207683563, 0.47715723514556885 ], "time": 10.265747132711112, "param": null }, { "epoch": 123, "train_loss": 0.008061202242970467, "val_loss": 2.5919477939605713, "acc": 44.43, "f1": [ 0.7099998593330383, 0.5242717266082764, 0.32258057594299316, 0.28723397850990295, 0.26794248819351196, 0.366972416639328, 0.46999987959861755, 0.46601933240890503, 0.5820105075836182, 0.5825241804122925, 0.2543351650238037, 0.23312875628471375, 0.49729716777801514, 0.45197728276252747, 0.36842095851898193, 0.31884050369262695, 0.4656083285808563, 0.6399998664855957, 0.33179715275764465, 0.4021162986755371, 0.7150257229804993, 0.5550238490104675, 0.446808397769928, 0.6631577014923096, 0.6733667254447937, 0.2741115987300873, 0.4361701011657715, 0.31999990344047546, 0.6777776479721069, 0.38502663373947144, 0.4550263583660126, 0.4499998688697815, 0.3470318615436554, 0.47524741291999817, 0.46534639596939087, 0.2580644190311432, 0.4666665494441986, 0.3594468832015991, 0.2272726446390152, 0.6010361909866333, 0.3675675094127655, 0.6878305077552795, 0.32812491059303284, 0.41474640369415283, 0.18333326280117035, 0.2718445658683777, 0.2696628272533417, 0.5151513814926147, 0.7142854928970337, 0.5913977026939392, 0.20320846140384674, 0.4095236659049988, 0.5511109828948975, 0.6697246432304382, 0.5454544425010681, 0.2262442708015442, 0.6214687824249268, 0.4623654782772064, 0.53465336561203, 0.43349742889404297, 0.7669901251792908, 0.5925924777984619, 0.47161564230918884, 0.43298953771591187, 0.22222214937210083, 0.23963125050067902, 0.37696322798728943, 0.3999999165534973, 0.8040199875831604, 0.6484017372131348, 0.40624988079071045, 0.6179773807525635, 0.14814810454845428, 0.3144652843475342, 0.3152708411216736, 0.696078360080719, 0.6903551816940308, 0.2886596620082855, 0.3157893717288971, 0.4623654782772064, 0.15859025716781616, 0.3722943067550659, 0.6952379941940308, 0.43333321809768677, 0.34042540192604065, 0.5418717861175537, 0.5384613871574402, 0.4975123405456543, 0.3523808717727661, 0.42639580368995667, 0.41414129734039307, 0.5549736618995667, 0.3383083641529083, 0.24509796500205994, 0.6909089088439941, 0.4634144902229309, 0.43564343452453613, 0.40659332275390625, 0.25116273760795593, 0.45348823070526123 ], "time": 10.142591875046492, "param": null }, { "epoch": 124, "train_loss": 1.9084123373031616, "val_loss": 3.807448625564575, "acc": 25.78, "f1": [ 0.44537800550460815, 0.22570528090000153, 0.15555550158023834, 0.11199995130300522, 0.01941746659576893, 0.01851850003004074, 0.22580638527870178, 0.29433953762054443, 0.4577113389968872, 0.44571414589881897, 0.11249993741512299, 0.1554403454065323, 0.29166656732559204, 0.20472434163093567, 0.14990857243537903, 0.052173878997564316, 0.32704389095306396, 0.4942527115345001, 0.09722216427326202, 0.24691346287727356, 0.5363982915878296, 0.07619044184684753, 0.18725094199180603, 0.27631568908691406, 0.1391303837299347, 0.17488785088062286, 0.20437948405742645, 0.07272724062204361, 0.35627520084381104, 0.35398221015930176, 0.22058817744255066, 0.1639343649148941, 0.29292917251586914, 0.24539868533611298, 0.1395348310470581, 0.19999994337558746, 0.3129250705242157, 0.3141360282897949, 0.13924044370651245, 0.17790527641773224, 0.3199998736381531, 0.397163063287735, 0.23863628506660461, 0.07407403737306595, 0.03999995067715645, 0.06779656559228897, 0.20731700956821442, 0.28740155696868896, 0.4491977095603943, 0.40160635113716125, 0.13533830642700195, 0.198198139667511, 0.2658958435058594, 0.42105257511138916, 0.3578946590423584, 0.0, 0.3465702533721924, 0.3523808717727661, 0.32183900475502014, 0.24475516378879547, 0.5578230023384094, 0.2716048061847687, 0.20913101732730865, 0.30172407627105713, 0.018691571429371834, 0.03773583099246025, 0.25165554881095886, 0.3170730471611023, 0.6022725701332092, 0.5106381177902222, 0.231511190533638, 0.12280696630477905, 0.07142854481935501, 0.3861384987831116, 0.06201545521616936, 0.4897957742214203, 0.42857134342193604, 0.17171710729599, 0.10769226402044296, 0.3195265531539917, 0.0, 0.2820512056350708, 0.31355929374694824, 0.19534875452518463, 0.21428565680980682, 0.4266665279865265, 0.29249006509780884, 0.18604643642902374, 0.26086944341659546, 0.09174308180809021, 0.27096763253211975, 0.41148313879966736, 0.19762840867042542, 0.06837603449821472, 0.31404948234558105, 0.31901830434799194, 0.07518791407346725, 0.13675208389759064, 0.035398200154304504, 0.18025743961334229 ], "time": 9.49133401736617, "param": null }, { "epoch": 125, "train_loss": 1.1535277366638184, "val_loss": 2.626929759979248, "acc": 38.13, "f1": [ 0.6135456562042236, 0.41059592366218567, 0.2371133416891098, 0.15277770161628723, 0.228260800242424, 0.35540062189102173, 0.3442622125148773, 0.3798881769180298, 0.5863873362541199, 0.5521470904350281, 0.27272719144821167, 0.217391237616539, 0.42051267623901367, 0.33802807331085205, 0.3173430860042572, 0.31284910440444946, 0.4472048580646515, 0.603351891040802, 0.2543351650238037, 0.29875513911247253, 0.6324785351753235, 0.4698793888092041, 0.32558128237724304, 0.5821594595909119, 0.45454540848731995, 0.2995593845844269, 0.2550334632396698, 0.18390797078609467, 0.5935482978820801, 0.31999990344047546, 0.4454975128173828, 0.4025973081588745, 0.31535258889198303, 0.378109335899353, 0.26277366280555725, 0.2014387845993042, 0.32748526334762573, 0.3135133981704712, 0.08333329111337662, 0.5031445622444153, 0.3394494354724884, 0.613496720790863, 0.2258063703775406, 0.30075180530548096, 0.12121206521987915, 0.24615377187728882, 0.2485874742269516, 0.4845814108848572, 0.6309522390365601, 0.5416665077209473, 0.16314195096492767, 0.30303019285202026, 0.5395347476005554, 0.562211811542511, 0.4867255389690399, 0.1405404806137085, 0.5638296604156494, 0.3793102502822876, 0.4867255389690399, 0.32222211360931396, 0.684410572052002, 0.4866918921470642, 0.3703702688217163, 0.3692306578159332, 0.21374039351940155, 0.20091316103935242, 0.2629106938838959, 0.31818169355392456, 0.683937668800354, 0.5583332777023315, 0.161290243268013, 0.6136362552642822, 0.12834219634532928, 0.2983424663543701, 0.20689648389816284, 0.5803107619285583, 0.6260868310928345, 0.24793381989002228, 0.19607838988304138, 0.3694778084754944, 0.2054053246974945, 0.3468207120895386, 0.6117646098136902, 0.26315778493881226, 0.33548372983932495, 0.41549286246299744, 0.4413144290447235, 0.446808397769928, 0.32432422041893005, 0.439655065536499, 0.32298123836517334, 0.48076915740966797, 0.3121386468410492, 0.19047611951828003, 0.6391751170158386, 0.4567900002002716, 0.326315701007843, 0.37333324551582336, 0.16883111000061035, 0.35019445419311523 ], "time": 9.880196132697165, "param": null }, { "epoch": 126, "train_loss": 0.7498607039451599, "val_loss": 3.125755548477173, "acc": 33.77, "f1": [ 0.6101693511009216, 0.4549018442630768, 0.19047611951828003, 0.19259251654148102, 0.15151509642601013, 0.28776970505714417, 0.36809808015823364, 0.36607131361961365, 0.5071768760681152, 0.4688993990421295, 0.21561333537101746, 0.22137397527694702, 0.4210525155067444, 0.17391297221183777, 0.3468207120895386, 0.24999992549419403, 0.3037974238395691, 0.5121949315071106, 0.31325292587280273, 0.2656249403953552, 0.624390184879303, 0.5199998617172241, 0.3112839460372925, 0.4262293577194214, 0.5133689045906067, 0.28358200192451477, 0.37499991059303284, 0.19999994337558746, 0.45081958174705505, 0.36129021644592285, 0.3543306291103363, 0.346666544675827, 0.3084576427936554, 0.23357655107975006, 0.25352105498313904, 0.11920525878667831, 0.38095229864120483, 0.19548864662647247, 0.1656804084777832, 0.18208512663841248, 0.32222211360931396, 0.619289219379425, 0.26666656136512756, 0.2399999350309372, 0.17391297221183777, 0.15384609997272491, 0.2473117560148239, 0.5161289572715759, 0.5650222897529602, 0.3255813419818878, 0.1559632420539856, 0.21518979966640472, 0.4705880880355835, 0.6180256605148315, 0.4115522801876068, 0.12499994784593582, 0.5492226481437683, 0.37096765637397766, 0.33802807331085205, 0.3439999520778656, 0.7040814757347107, 0.4135020077228546, 0.3508770763874054, 0.38150280714035034, 0.19209031760692596, 0.16666659712791443, 0.2727271318435669, 0.31932762265205383, 0.5960263609886169, 0.5121950507164001, 0.29577454924583435, 0.5257141590118408, 0.12087904661893845, 0.23958325386047363, 0.08333329111337662, 0.580644965171814, 0.6341462135314941, 0.22330091893672943, 0.17514121532440186, 0.3934425115585327, 0.08917191624641418, 0.26666659116744995, 0.6111109852790833, 0.2888086140155792, 0.1985815018415451, 0.42647045850753784, 0.31921815872192383, 0.34586456418037415, 0.2769230008125305, 0.3211677670478821, 0.35643553733825684, 0.4733726978302002, 0.20909084379673004, 0.20576126873493195, 0.5277776122093201, 0.36842095851898193, 0.24489788711071014, 0.348314493894577, 0.12149526178836823, 0.3659573495388031 ], "time": 9.424285952933133, "param": null }, { "epoch": 127, "train_loss": 0.4374369978904724, "val_loss": 3.2432892322540283, "acc": 37.9, "f1": [ 0.6476188898086548, 0.4725273549556732, 0.22459883987903595, 0.0813007652759552, 0.20740734040737152, 0.38356155157089233, 0.4331209361553192, 0.36018943786621094, 0.4942527115345001, 0.5034012794494629, 0.24844713509082794, 0.23595495522022247, 0.4504503309726715, 0.3098590672016144, 0.3032785952091217, 0.29931965470314026, 0.3428570628166199, 0.5882351994514465, 0.26486480236053467, 0.3351954519748688, 0.6923075318336487, 0.5092591643333435, 0.31386852264404297, 0.5422533750534058, 0.5549736618995667, 0.3714284896850586, 0.37999987602233887, 0.24999991059303284, 0.5911948084831238, 0.4153004288673401, 0.38815784454345703, 0.4608694612979889, 0.3068782389163971, 0.41474640369415283, 0.3151514232158661, 0.15662643313407898, 0.3706895411014557, 0.24539868533611298, 0.11494245380163193, 0.36216211318969727, 0.3496502637863159, 0.6860463619232178, 0.2798353135585785, 0.38888877630233765, 0.2115383893251419, 0.23529402911663055, 0.213483065366745, 0.490322470664978, 0.6210525035858154, 0.5333332419395447, 0.1639343649148941, 0.3448275029659271, 0.5148513317108154, 0.5981307029724121, 0.558139443397522, 0.08571422845125198, 0.5326085686683655, 0.43925222754478455, 0.47999992966651917, 0.37446799874305725, 0.7812498211860657, 0.4824119210243225, 0.4170615077018738, 0.35897424817085266, 0.17112290859222412, 0.20731700956821442, 0.3069306015968323, 0.30545443296432495, 0.6757989525794983, 0.6211178302764893, 0.36458322405815125, 0.4113473892211914, 0.13076917827129364, 0.3091786503791809, 0.22127652168273926, 0.6630433797836304, 0.58914715051651, 0.22413785755634308, 0.22549015283584595, 0.390243798494339, 0.1642228364944458, 0.23622041940689087, 0.6790696382522583, 0.3599999248981476, 0.23809516429901123, 0.4835163354873657, 0.4827585518360138, 0.4084506034851074, 0.27631568908691406, 0.30769219994544983, 0.30107519030570984, 0.5133689045906067, 0.20987647771835327, 0.18978095054626465, 0.6503065824508667, 0.4024389386177063, 0.33532923460006714, 0.38502663373947144, 0.23396219313144684, 0.3739129900932312 ], "time": 9.800220008939505, "param": null }, { "epoch": 128, "train_loss": 0.2531764805316925, "val_loss": 3.210327386856079, "acc": 38.05, "f1": [ 0.6947367191314697, 0.4585364758968353, 0.23744283616542816, 0.1931033730506897, 0.23754781484603882, 0.29295769333839417, 0.3950616121292114, 0.3508771061897278, 0.53987717628479, 0.46093741059303284, 0.29743579030036926, 0.22399993240833282, 0.29787230491638184, 0.3453814387321472, 0.3529410660266876, 0.2771083414554596, 0.36507928371429443, 0.5517240166664124, 0.3563217520713806, 0.331707239151001, 0.5846152901649475, 0.5495494604110718, 0.3999999165534973, 0.4823527932167053, 0.5781989693641663, 0.22009563446044922, 0.3841806650161743, 0.20512813329696655, 0.5410627126693726, 0.39805811643600464, 0.3084111213684082, 0.3723403513431549, 0.3586955666542053, 0.4215245544910431, 0.3314284682273865, 0.18867920339107513, 0.33333325386047363, 0.19047611951828003, 0.23287664353847504, 0.5988698601722717, 0.2532981038093567, 0.6763284206390381, 0.2816900610923767, 0.43636354804039, 0.1279069036245346, 0.15966379642486572, 0.2399999350309372, 0.5074625611305237, 0.6740330457687378, 0.4295300841331482, 0.14379078149795532, 0.28758159279823303, 0.5136610269546509, 0.5828570127487183, 0.5056177973747253, 0.13559316098690033, 0.5368419289588928, 0.4766353964805603, 0.48927029967308044, 0.3846152722835541, 0.6878305077552795, 0.5061726570129395, 0.4818180501461029, 0.36986294388771057, 0.21192045509815216, 0.1835748255252838, 0.3529410660266876, 0.36809808015823364, 0.6540879011154175, 0.494623601436615, 0.34374991059303284, 0.5984250903129578, 0.10843367874622345, 0.29714274406433105, 0.23602473735809326, 0.6448085904121399, 0.6301368474960327, 0.2193547636270523, 0.2025315761566162, 0.3999998867511749, 0.14084501564502716, 0.3739129900932312, 0.7216493487358093, 0.3186812400817871, 0.3113206624984741, 0.4520547091960907, 0.39826828241348267, 0.35687726736068726, 0.22222213447093964, 0.3406592309474945, 0.32599109411239624, 0.4549761712551117, 0.30392149090766907, 0.21951214969158173, 0.48795172572135925, 0.35820892453193665, 0.1940297782421112, 0.40764322876930237, 0.13725484907627106, 0.4170211851596832 ], "time": 9.101948242634535, "param": null }, { "epoch": 129, "train_loss": 0.11406955122947693, "val_loss": 2.7171528339385986, "acc": 42.16, "f1": [ 0.7551018595695496, 0.5164833664894104, 0.3043477535247803, 0.19999991357326508, 0.23580780625343323, 0.3878786563873291, 0.44651150703430176, 0.3540668785572052, 0.6299998760223389, 0.6051281094551086, 0.3428570628166199, 0.31764698028564453, 0.43749988079071045, 0.37696322798728943, 0.31818172335624695, 0.31147530674934387, 0.4022987186908722, 0.5550238490104675, 0.33928561210632324, 0.3517586886882782, 0.7253884673118591, 0.5384615063667297, 0.3628317713737488, 0.6244342923164368, 0.6228069067001343, 0.35344812273979187, 0.38775497674942017, 0.251428484916687, 0.603351891040802, 0.35365843772888184, 0.44444435834884644, 0.43404245376586914, 0.3089430034160614, 0.4259258210659027, 0.3707864284515381, 0.29508185386657715, 0.44047608971595764, 0.30851057171821594, 0.220779150724411, 0.5660375952720642, 0.4111110270023346, 0.6994534134864807, 0.31884050369262695, 0.43153515458106995, 0.23966935276985168, 0.30337071418762207, 0.27173903584480286, 0.5317917466163635, 0.6813185214996338, 0.5139663219451904, 0.12844032049179077, 0.36448585987091064, 0.5843619704246521, 0.6698563694953918, 0.5431033372879028, 0.17241373658180237, 0.5411763787269592, 0.47524741291999817, 0.5454543828964233, 0.3794870972633362, 0.7157893776893616, 0.5111110210418701, 0.4651162028312683, 0.3693692684173584, 0.21100911498069763, 0.21649475395679474, 0.3765689730644226, 0.3743841052055359, 0.7216493487358093, 0.6243385076522827, 0.34920626878738403, 0.6473428606987, 0.11320747435092926, 0.30674833059310913, 0.2530611455440521, 0.6847825050354004, 0.635593056678772, 0.2456139326095581, 0.3111110329627991, 0.48587560653686523, 0.21238930523395538, 0.3647797703742981, 0.7263681292533875, 0.35582810640335083, 0.3516482412815094, 0.5304347276687622, 0.5411763787269592, 0.46808499097824097, 0.29577454924583435, 0.382978618144989, 0.3899998664855957, 0.5161289572715759, 0.2211054563522339, 0.30769219994544983, 0.688372015953064, 0.44578301906585693, 0.3370785713195801, 0.3619908392429352, 0.1990949511528015, 0.40935659408569336 ], "time": 10.308204308152199, "param": null }, { "epoch": 130, "train_loss": 0.07745980471372604, "val_loss": 2.9316070079803467, "acc": 44.31, "f1": [ 0.7058822512626648, 0.5416665077209473, 0.25870639085769653, 0.14666660130023956, 0.26519328355789185, 0.3950616121292114, 0.45197728276252747, 0.43216070532798767, 0.6030149459838867, 0.517857015132904, 0.3463686406612396, 0.3315507173538208, 0.47747737169265747, 0.38190943002700806, 0.39805811643600464, 0.29166659712791443, 0.47761180996894836, 0.6190475225448608, 0.3428570628166199, 0.34615373611450195, 0.7005074620246887, 0.524590015411377, 0.39999985694885254, 0.5959182381629944, 0.6874998807907104, 0.3231440484523773, 0.41628947854042053, 0.3292180299758911, 0.6462881565093994, 0.41148313879966736, 0.4215245544910431, 0.40624988079071045, 0.36065563559532166, 0.38053086400032043, 0.4021162986755371, 0.22881349921226501, 0.42639580368995667, 0.3636362850666046, 0.280373752117157, 0.5684208869934082, 0.3644443452358246, 0.683937668800354, 0.4293783903121948, 0.4474884569644928, 0.2072538137435913, 0.28571420907974243, 0.2686566412448883, 0.5099998712539673, 0.7499999403953552, 0.556212842464447, 0.20895515382289886, 0.36714968085289, 0.5898616909980774, 0.6210044622421265, 0.5773194432258606, 0.2099446803331375, 0.57297283411026, 0.4629628360271454, 0.5698322653770447, 0.42857128381729126, 0.7461138963699341, 0.5921786427497864, 0.4331209361553192, 0.32911381125450134, 0.2553190290927887, 0.23595495522022247, 0.3277309536933899, 0.44559577107429504, 0.7722770571708679, 0.6017698049545288, 0.41884803771972656, 0.57297283411026, 0.11398956924676895, 0.3367346227169037, 0.2954544425010681, 0.6702701449394226, 0.7439612150192261, 0.256410151720047, 0.30939218401908875, 0.4974091649055481, 0.19642849266529083, 0.4170615077018738, 0.7040814757347107, 0.421052485704422, 0.38251355290412903, 0.5943394899368286, 0.5666665434837341, 0.49746179580688477, 0.3882351815700531, 0.44036686420440674, 0.3804876506328583, 0.5174128413200378, 0.3203882575035095, 0.28723397850990295, 0.7307690382003784, 0.529999852180481, 0.37681150436401367, 0.43428558111190796, 0.16666659712791443, 0.5221673846244812 ], "time": 10.874075513333082, "param": null }, { "epoch": 131, "train_loss": 0.029856109991669655, "val_loss": 3.1939003467559814, "acc": 44.58, "f1": [ 0.7234041690826416, 0.5358850359916687, 0.3063828945159912, 0.19565211236476898, 0.23350247740745544, 0.4338623583316803, 0.4541061818599701, 0.45320188999176025, 0.5999998450279236, 0.5757573843002319, 0.3522725999355316, 0.29743579030036926, 0.4711109697818756, 0.4299998879432678, 0.34254133701324463, 0.35714274644851685, 0.4969695806503296, 0.6161136031150818, 0.3926939368247986, 0.3318384885787964, 0.7322402596473694, 0.5314008593559265, 0.4174756109714508, 0.6027396321296692, 0.6633164882659912, 0.3666665554046631, 0.4717947542667389, 0.3417084515094757, 0.6630433797836304, 0.4248703718185425, 0.3846152722835541, 0.4081631302833557, 0.31168824434280396, 0.45555540919303894, 0.4262293577194214, 0.23214277625083923, 0.4766837954521179, 0.323809415102005, 0.2488037496805191, 0.5504586100578308, 0.3827749788761139, 0.7204300165176392, 0.3419688045978546, 0.4919784665107727, 0.1641024947166443, 0.2980768382549286, 0.2378377616405487, 0.4974091649055481, 0.7549017667770386, 0.5990337133407593, 0.17142851650714874, 0.3696681261062622, 0.5544553399085999, 0.6976743340492249, 0.48888880014419556, 0.21999992430210114, 0.5714284777641296, 0.4999998211860657, 0.6136362552642822, 0.419999897480011, 0.7772510051727295, 0.5699998736381531, 0.4656083285808563, 0.3942306339740753, 0.2783504128456116, 0.2347417026758194, 0.364531934261322, 0.43902426958084106, 0.7676765322685242, 0.6597937345504761, 0.467661589384079, 0.6265058517456055, 0.1749999225139618, 0.28571417927742004, 0.28999990224838257, 0.7150257229804993, 0.6754384636878967, 0.2617800235748291, 0.31818172335624695, 0.5130888819694519, 0.2204081267118454, 0.40718549489974976, 0.7399998903274536, 0.3880595862865448, 0.33333322405815125, 0.6027396321296692, 0.5158370137214661, 0.5339804887771606, 0.3421051502227783, 0.4352940320968628, 0.38139525055885315, 0.5130888819694519, 0.30697670578956604, 0.2692306935787201, 0.7070705890655518, 0.46999987959861755, 0.4741378724575043, 0.39639630913734436, 0.22549012303352356, 0.4945053458213806 ], "time": 9.245604919269681, "param": null }, { "epoch": 132, "train_loss": 0.009294400922954082, "val_loss": 2.738114595413208, "acc": 45.81, "f1": [ 0.7395831346511841, 0.5233643651008606, 0.322274774312973, 0.2622949779033661, 0.24509796500205994, 0.447368323802948, 0.44554442167282104, 0.4640882611274719, 0.6162160634994507, 0.6031745076179504, 0.382978618144989, 0.24210518598556519, 0.5116277933120728, 0.3999998867511749, 0.3823528587818146, 0.36649200320243835, 0.4766353964805603, 0.6432158946990967, 0.3809523284435272, 0.3495144844055176, 0.7157893776893616, 0.5523808598518372, 0.39784935116767883, 0.6376810669898987, 0.6733667254447937, 0.39795905351638794, 0.46632111072540283, 0.34123215079307556, 0.6432158946990967, 0.40552979707717896, 0.40975597500801086, 0.4183672070503235, 0.3431371748447418, 0.47236168384552, 0.45544540882110596, 0.18999992311000824, 0.45544540882110596, 0.34343424439430237, 0.309859037399292, 0.6145250201225281, 0.378109335899353, 0.7216493487358093, 0.39449530839920044, 0.47115376591682434, 0.16901402175426483, 0.30303022265434265, 0.2765956223011017, 0.5728641748428345, 0.741463303565979, 0.6145831942558289, 0.18009470403194427, 0.4021162986755371, 0.5855854153633118, 0.7263681292533875, 0.5217390656471252, 0.20105813443660736, 0.6310158967971802, 0.4766837954521179, 0.5492226481437683, 0.446808397769928, 0.7714284658432007, 0.5595853924751282, 0.5024629235267639, 0.4324323236942291, 0.2558138370513916, 0.22660093009471893, 0.3838382363319397, 0.40659332275390625, 0.7731956839561462, 0.6699027419090271, 0.45631060004234314, 0.6857141852378845, 0.16216209530830383, 0.29166659712791443, 0.280898779630661, 0.6735749840736389, 0.7115383744239807, 0.27322396636009216, 0.34449753165245056, 0.5024153590202332, 0.21463409066200256, 0.4401912987232208, 0.7333331108093262, 0.44210511445999146, 0.3599999248981476, 0.5799998641014099, 0.5326085686683655, 0.5244443416595459, 0.4102562665939331, 0.49107134342193604, 0.4593299925327301, 0.5319147706031799, 0.30541861057281494, 0.27884605526924133, 0.7236180305480957, 0.4770641028881073, 0.4180789887905121, 0.39622631669044495, 0.21100911498069763, 0.486772358417511 ], "time": 9.971326981671154, "param": null }, { "epoch": 133, "train_loss": 0.0027961330488324165, "val_loss": 2.782073736190796, "acc": 46.19, "f1": [ 0.7499998807907104, 0.5507245063781738, 0.32258057594299316, 0.2513660192489624, 0.28571420907974243, 0.4476189613342285, 0.46231144666671753, 0.4787232577800751, 0.6448085904121399, 0.5863873362541199, 0.37373724579811096, 0.2553190290927887, 0.4884791076183319, 0.38918909430503845, 0.38341957330703735, 0.3636362850666046, 0.4923075735569, 0.6183573603630066, 0.3979056477546692, 0.36633655428886414, 0.7157893776893616, 0.5291478633880615, 0.4153004288673401, 0.623255729675293, 0.6699027419090271, 0.4083768427371979, 0.4607841968536377, 0.34905651211738586, 0.6562498807907104, 0.4090907871723175, 0.4519229531288147, 0.4365480840206146, 0.3419688045978546, 0.4799998700618744, 0.4278606176376343, 0.19999992847442627, 0.446808397769928, 0.33816415071487427, 0.2976743280887604, 0.6031745076179504, 0.37681150436401367, 0.7291665077209473, 0.3727271258831024, 0.45132729411125183, 0.1846153289079666, 0.319248765707016, 0.28723397850990295, 0.5560973882675171, 0.7389161586761475, 0.6282721161842346, 0.16304342448711395, 0.38144323229789734, 0.5636362433433533, 0.7155961990356445, 0.539215624332428, 0.22325573861598969, 0.6113988757133484, 0.49261072278022766, 0.5714284777641296, 0.4299998879432678, 0.786729633808136, 0.5520831942558289, 0.4975123405456543, 0.4365480840206146, 0.2702701687812805, 0.23958325386047363, 0.3980098366737366, 0.41052618622779846, 0.7738691568374634, 0.6634145379066467, 0.4705880880355835, 0.6730768084526062, 0.15706801414489746, 0.34821417927742004, 0.33333322405815125, 0.6767675280570984, 0.7298576831817627, 0.2643677294254303, 0.3463686406612396, 0.47761180996894836, 0.20512813329696655, 0.41414129734039307, 0.7609753608703613, 0.45360812544822693, 0.3675675094127655, 0.6009851098060608, 0.5531913042068481, 0.49999988079071045, 0.40677958726882935, 0.47393354773521423, 0.4411763548851013, 0.5376343131065369, 0.3367346227169037, 0.29951682686805725, 0.742574155330658, 0.48803818225860596, 0.39106133580207825, 0.42051267623901367, 0.22421517968177795, 0.46601933240890503 ], "time": 9.15014783013612, "param": null }, { "epoch": 134, "train_loss": 0.002460221294313669, "val_loss": 2.4832592010498047, "acc": 46.16, "f1": [ 0.7564765214920044, 0.5603863000869751, 0.3317534327507019, 0.23834188282489777, 0.2815532982349396, 0.4292236268520355, 0.46601933240890503, 0.4574466943740845, 0.6236557960510254, 0.5863873362541199, 0.3692306876182556, 0.26804113388061523, 0.4799998998641968, 0.39795905351638794, 0.38974347710609436, 0.3495144844055176, 0.47524741291999817, 0.6274508833885193, 0.38974347710609436, 0.3482586145401001, 0.7052630186080933, 0.5446008443832397, 0.38144323229789734, 0.6285713315010071, 0.6764704585075378, 0.3794870972633362, 0.48205116391181946, 0.345177561044693, 0.6632652282714844, 0.4205606281757355, 0.4339621663093567, 0.43564343452453613, 0.34920626878738403, 0.46376800537109375, 0.44221094250679016, 0.19689112901687622, 0.45685264468193054, 0.3540668785572052, 0.2955664098262787, 0.5876287817955017, 0.390243798494339, 0.7244896292686462, 0.3926939368247986, 0.47115376591682434, 0.17910441756248474, 0.3431371748447418, 0.2871793806552887, 0.5435895919799805, 0.742857038974762, 0.6210525035858154, 0.17346931993961334, 0.37894728779792786, 0.5727270841598511, 0.722222089767456, 0.5436891913414001, 0.2202642410993576, 0.595959484577179, 0.5026176571846008, 0.5670101642608643, 0.43781083822250366, 0.7809522151947021, 0.5510202646255493, 0.507771909236908, 0.4221104085445404, 0.2702701687812805, 0.23115570843219757, 0.3899998664855957, 0.4248703718185425, 0.7938142418861389, 0.6634145379066467, 0.48039206862449646, 0.666666567325592, 0.15624994039535522, 0.3470318615436554, 0.30208322405815125, 0.6767675280570984, 0.7298576831817627, 0.2603549063205719, 0.34736835956573486, 0.4951455295085907, 0.2176164984703064, 0.4179103374481201, 0.7511736154556274, 0.4248703718185425, 0.36871495842933655, 0.5870645046234131, 0.5388599634170532, 0.5158370137214661, 0.3999998867511749, 0.4577113389968872, 0.4236452281475067, 0.5483869910240173, 0.3152708411216736, 0.3043477535247803, 0.728155255317688, 0.4903845191001892, 0.41269823908805847, 0.4120602011680603, 0.22222216427326202, 0.4974091649055481 ], "time": 9.883577784523368, "param": null }, { "epoch": 135, "train_loss": 0.006870028097182512, "val_loss": 2.501025438308716, "acc": 46.18, "f1": [ 0.7551018595695496, 0.5576921701431274, 0.3317534327507019, 0.23913034796714783, 0.28571420907974243, 0.42452818155288696, 0.48756206035614014, 0.46632111072540283, 0.6249998807907104, 0.5876287817955017, 0.3711339235305786, 0.2553190290927887, 0.48888880014419556, 0.39378228783607483, 0.38775497674942017, 0.364531934261322, 0.48484835028648376, 0.6336632370948792, 0.390243798494339, 0.3636362850666046, 0.6979165077209473, 0.558139443397522, 0.4083768427371979, 0.6341462135314941, 0.6764704585075378, 0.4083768427371979, 0.46999987959861755, 0.34579432010650635, 0.649484395980835, 0.4195120930671692, 0.4401912987232208, 0.4242422580718994, 0.35978829860687256, 0.4579438269138336, 0.43902426958084106, 0.210526242852211, 0.45128190517425537, 0.37681150436401367, 0.3203882575035095, 0.5799998641014099, 0.37563440203666687, 0.7208120226860046, 0.38862547278404236, 0.46534639596939087, 0.18274106085300446, 0.3301886022090912, 0.28571420907974243, 0.5555554032325745, 0.7121950387954712, 0.6178008913993835, 0.1773398518562317, 0.37696322798728943, 0.5739909410476685, 0.718893826007843, 0.5436891913414001, 0.21568621695041656, 0.5925924777984619, 0.4973543584346771, 0.5445024967193604, 0.4257424473762512, 0.7699528932571411, 0.5492226481437683, 0.5076140761375427, 0.44444435834884644, 0.26881712675094604, 0.23232315480709076, 0.390243798494339, 0.44670039415359497, 0.7857141494750977, 0.6570047736167908, 0.46153831481933594, 0.6822428703308105, 0.16494840383529663, 0.3203882575035095, 0.28426387906074524, 0.6632652282714844, 0.7403844594955444, 0.2954544425010681, 0.3469386696815491, 0.5024629235267639, 0.2021275758743286, 0.4278606176376343, 0.7499997615814209, 0.4550263583660126, 0.36158180236816406, 0.5911328792572021, 0.5492226481437683, 0.5132741928100586, 0.4043714702129364, 0.4688993990421295, 0.4271843731403351, 0.520408034324646, 0.31279608607292175, 0.29166659712791443, 0.7389161586761475, 0.48076915740966797, 0.3798881769180298, 0.40609124302864075, 0.22999992966651917, 0.4947367310523987 ], "time": 9.07363368012011, "param": null }, { "epoch": 136, "train_loss": 0.007763319183140993, "val_loss": 2.523911237716675, "acc": 46.29, "f1": [ 0.7619045972824097, 0.5544553399085999, 0.31818172335624695, 0.2404370754957199, 0.2694299519062042, 0.42452818155288696, 0.49019595980644226, 0.46938762068748474, 0.6236557960510254, 0.5906734466552734, 0.36842095851898193, 0.2783504128456116, 0.502282977104187, 0.38043469190597534, 0.35897424817085266, 0.36815908551216125, 0.48958322405815125, 0.6439023613929749, 0.3923443853855133, 0.36714968085289, 0.70588219165802, 0.5504586100578308, 0.4221104085445404, 0.6280191540718079, 0.6796115040779114, 0.3957218527793884, 0.467661589384079, 0.34905651211738586, 0.6526314616203308, 0.40975597500801086, 0.452830046415329, 0.4307691156864166, 0.36082467436790466, 0.47572803497314453, 0.4411763548851013, 0.21596238017082214, 0.4630540609359741, 0.3707316219806671, 0.32195112109184265, 0.5899998545646667, 0.3823528587818146, 0.7253884673118591, 0.38139525055885315, 0.4651161730289459, 0.18274106085300446, 0.3271027207374573, 0.28260859847068787, 0.5771142840385437, 0.721153736114502, 0.6217615604400635, 0.16580304503440857, 0.3809523284435272, 0.585152804851532, 0.7281104326248169, 0.5410627126693726, 0.21800939738750458, 0.5999999046325684, 0.4947367310523987, 0.5595853924751282, 0.42857131361961365, 0.7714284658432007, 0.5595853924751282, 0.4975123405456543, 0.4331796169281006, 0.27472516894340515, 0.2233501821756363, 0.3853210210800171, 0.43749991059303284, 0.7999997735023499, 0.6538460850715637, 0.47169798612594604, 0.6824643611907959, 0.17171710729599, 0.3285022974014282, 0.2736841142177582, 0.6770831346511841, 0.7378638982772827, 0.2727271616458893, 0.3419688045978546, 0.4899998903274536, 0.193548321723938, 0.419999897480011, 0.7441859841346741, 0.4338623583316803, 0.37777766585350037, 0.5911328792572021, 0.5473682880401611, 0.5181816816329956, 0.40659332275390625, 0.47572803497314453, 0.43781083822250366, 0.5513511896133423, 0.3024389147758484, 0.2901553809642792, 0.7199999094009399, 0.4950493574142456, 0.3756905198097229, 0.42051267623901367, 0.22999992966651917, 0.4974091649055481 ], "time": 8.600278021767735, "param": null }, { "epoch": 137, "train_loss": 0.0028415860142558813, "val_loss": 2.6019959449768066, "acc": 46.31, "f1": [ 0.7628865242004395, 0.5631066560745239, 0.31627896428108215, 0.213483065366745, 0.2731706500053406, 0.4299998879432678, 0.4780486822128296, 0.47524741291999817, 0.6082472205162048, 0.5989303588867188, 0.35359105467796326, 0.2797926664352417, 0.5185183882713318, 0.38251355290412903, 0.35602086782455444, 0.364531934261322, 0.487046480178833, 0.6467660069465637, 0.4019606411457062, 0.3743841052055359, 0.7096772789955139, 0.5514017343521118, 0.39378228783607483, 0.6380951404571533, 0.6699027419090271, 0.4042551815509796, 0.4585364758968353, 0.3478260338306427, 0.649214506149292, 0.40384599566459656, 0.4593299925327301, 0.4646463394165039, 0.3383083641529083, 0.46728962659835815, 0.43902426958084106, 0.20895515382289886, 0.4631577730178833, 0.37864065170288086, 0.30541861057281494, 0.5888323187828064, 0.38190943002700806, 0.7216493487358093, 0.40540531277656555, 0.4629628360271454, 0.16666659712791443, 0.3196346163749695, 0.29787227511405945, 0.5728641748428345, 0.7142855525016785, 0.6169153451919556, 0.17560969293117523, 0.39153432846069336, 0.5652172565460205, 0.7230044603347778, 0.5339804887771606, 0.22222216427326202, 0.6105261445045471, 0.4947367310523987, 0.5567008852958679, 0.42512065172195435, 0.7720928192138672, 0.5656563639640808, 0.510416567325592, 0.4259258210659027, 0.2617800235748291, 0.2288556545972824, 0.37614670395851135, 0.44444429874420166, 0.7794870138168335, 0.6603772640228271, 0.48076915740966797, 0.6834169626235962, 0.17435890436172485, 0.36018943786621094, 0.2872926890850067, 0.6666665077209473, 0.741463303565979, 0.2598869204521179, 0.34449753165245056, 0.5024153590202332, 0.19999991357326508, 0.4236452281475067, 0.7476633787155151, 0.4598929286003113, 0.3771427571773529, 0.5911328792572021, 0.5608464479446411, 0.5158370137214661, 0.42162150144577026, 0.4495411515235901, 0.4519229531288147, 0.5454544425010681, 0.2898550033569336, 0.28272244334220886, 0.7373736500740051, 0.505154550075531, 0.35955044627189636, 0.42708319425582886, 0.2244897186756134, 0.487046480178833 ], "time": 10.113374125212431, "param": null }, { "epoch": 138, "train_loss": 0.0026808325201272964, "val_loss": 2.379063129425049, "acc": 46.23, "f1": [ 0.7537687420845032, 0.5544553399085999, 0.3271027207374573, 0.2378377616405487, 0.27722764015197754, 0.42452818155288696, 0.47761180996894836, 0.45054933428764343, 0.6111109852790833, 0.5911328792572021, 0.35051536560058594, 0.2584269046783447, 0.5045870542526245, 0.3894736170768738, 0.3723403513431549, 0.35071080923080444, 0.507771909236908, 0.6442306041717529, 0.3861384987831116, 0.37320560216903687, 0.716577410697937, 0.5504586100578308, 0.425531804561615, 0.6255922317504883, 0.6764704585075378, 0.39153432846069336, 0.46534639596939087, 0.3316582143306732, 0.6666665077209473, 0.4210525155067444, 0.43720918893814087, 0.45320188999176025, 0.36082467436790466, 0.46534639596939087, 0.43999987840652466, 0.210526242852211, 0.4607328474521637, 0.35467973351478577, 0.3018867075443268, 0.6051281094551086, 0.3999998867511749, 0.7395831346511841, 0.42201822996139526, 0.4484303891658783, 0.1951218843460083, 0.33497530221939087, 0.28723397850990295, 0.5728154182434082, 0.735293984413147, 0.6229507327079773, 0.18749994039535522, 0.37696322798728943, 0.577777624130249, 0.722222089767456, 0.5445543527603149, 0.2095237374305725, 0.5858584046363831, 0.5076140761375427, 0.5612244009971619, 0.4174756109714508, 0.7735847234725952, 0.5510202646255493, 0.4923075735569, 0.44444432854652405, 0.2702701687812805, 0.24489787220954895, 0.37681150436401367, 0.44210511445999146, 0.7897433638572693, 0.6666665077209473, 0.47115376591682434, 0.6759257912635803, 0.16842098534107208, 0.3348836302757263, 0.26455017924308777, 0.6735749840736389, 0.7323941588401794, 0.2727271616458893, 0.33684200048446655, 0.47715723514556885, 0.1938774734735489, 0.4299998879432678, 0.7476633787155151, 0.44670039415359497, 0.3510637581348419, 0.5858584046363831, 0.5396823883056641, 0.5066665410995483, 0.3908045291900635, 0.45320188999176025, 0.4307691156864166, 0.5368419289588928, 0.31279608607292175, 0.28571420907974243, 0.7290639281272888, 0.4827585518360138, 0.38888877630233765, 0.4162435233592987, 0.24154582619667053, 0.4924621880054474 ], "time": 10.368002381175756, "param": null }, { "epoch": 139, "train_loss": 0.005115114152431488, "val_loss": 2.2319326400756836, "acc": 46.27, "f1": [ 0.7499998807907104, 0.5599998831748962, 0.3133639991283417, 0.228571355342865, 0.280373752117157, 0.4487804174423218, 0.4975123405456543, 0.4670049846172333, 0.6185566186904907, 0.5979380011558533, 0.3522725999355316, 0.2673795819282532, 0.5213268995285034, 0.39784935116767883, 0.36269423365592957, 0.37305691838264465, 0.49746179580688477, 0.6310677528381348, 0.3669723868370056, 0.38578668236732483, 0.7252746224403381, 0.5321099162101746, 0.39603951573371887, 0.6372547745704651, 0.6599999070167542, 0.4041449725627899, 0.4607841968536377, 0.34579432010650635, 0.6528496146202087, 0.4158414602279663, 0.43720918893814087, 0.4387753903865814, 0.35416656732559204, 0.45714277029037476, 0.4433496594429016, 0.19417467713356018, 0.46632111072540283, 0.3523808717727661, 0.30999991297721863, 0.5911328792572021, 0.3707316219806671, 0.7142855525016785, 0.39069753885269165, 0.47004595398902893, 0.194871723651886, 0.3253587782382965, 0.30270257592201233, 0.5714284181594849, 0.7149757146835327, 0.613065242767334, 0.1683167666196823, 0.3874344527721405, 0.5614033937454224, 0.7264149188995361, 0.5490195155143738, 0.22009563446044922, 0.6073297262191772, 0.5108694434165955, 0.5499998927116394, 0.42857131361961365, 0.7906975150108337, 0.5499998927116394, 0.5125626921653748, 0.43349742889404297, 0.25274714827537537, 0.23655906319618225, 0.37735840678215027, 0.43298953771591187, 0.7918779850006104, 0.6601940989494324, 0.48803818225860596, 0.6824643611907959, 0.16243648529052734, 0.3364485204219818, 0.29951682686805725, 0.669999897480011, 0.7439612150192261, 0.2558138370513916, 0.3419688045978546, 0.47715723514556885, 0.2099446803331375, 0.4174756109714508, 0.7476633787155151, 0.44444429874420166, 0.3934425115585327, 0.5858584046363831, 0.5405403971672058, 0.5089284181594849, 0.43850257992744446, 0.4630540609359741, 0.43781083822250366, 0.5125626921653748, 0.3113206624984741, 0.2741115987300873, 0.7363182306289673, 0.4854367673397064, 0.3666665554046631, 0.4315788447856903, 0.2256409376859665, 0.507771909236908 ], "time": 9.873047812841833, "param": null }, { "epoch": 140, "train_loss": 0.0025215402711182833, "val_loss": 2.517383098602295, "acc": 46.24, "f1": [ 0.7676765322685242, 0.5643563270568848, 0.331707239151001, 0.22222214937210083, 0.27173903584480286, 0.4339621663093567, 0.48205116391181946, 0.4408600926399231, 0.594594419002533, 0.6041665077209473, 0.34920626878738403, 0.24864855408668518, 0.49107134342193604, 0.4043714702129364, 0.3783782720565796, 0.3609755337238312, 0.4851484000682831, 0.6315788626670837, 0.4020099639892578, 0.36893191933631897, 0.7052630186080933, 0.5454544425010681, 0.4041449725627899, 0.6418603658676147, 0.6570047736167908, 0.38341957330703735, 0.467661589384079, 0.3253587782382965, 0.6530610918998718, 0.40384599566459656, 0.4541061818599701, 0.46376800537109375, 0.3617020547389984, 0.46534639596939087, 0.44776105880737305, 0.20792071521282196, 0.4731181561946869, 0.3398057222366333, 0.30621999502182007, 0.6091369390487671, 0.3880595862865448, 0.7236180305480957, 0.4088887572288513, 0.47004595398902893, 0.17435890436172485, 0.323809415102005, 0.28723397850990295, 0.5544553399085999, 0.7192116975784302, 0.625640869140625, 0.18999992311000824, 0.3874344527721405, 0.5726870894432068, 0.7230044603347778, 0.5463413596153259, 0.22535204887390137, 0.5833332538604736, 0.5079363584518433, 0.5656563639640808, 0.4095236659049988, 0.7757007479667664, 0.5567008852958679, 0.5076140761375427, 0.436893105506897, 0.25668442249298096, 0.2288556545972824, 0.3594468832015991, 0.43979042768478394, 0.7777776122093201, 0.6507176160812378, 0.4729062616825104, 0.6893202662467957, 0.17616572976112366, 0.33027511835098267, 0.28272244334220886, 0.669999897480011, 0.7264149188995361, 0.2872926890850067, 0.34554967284202576, 0.5025123953819275, 0.19689112901687622, 0.4174756109714508, 0.7596151828765869, 0.45595842599868774, 0.3723403513431549, 0.6039602756500244, 0.5624998807907104, 0.49999988079071045, 0.40677958726882935, 0.45226117968559265, 0.4299998879432678, 0.534031331539154, 0.31884050369262695, 0.2887699604034424, 0.725490152835846, 0.47393354773521423, 0.38251355290412903, 0.4179103374481201, 0.23232315480709076, 0.4999998211860657 ], "time": 9.5404933700338, "param": null }, { "epoch": 141, "train_loss": 0.0065411897376179695, "val_loss": 2.697190761566162, "acc": 46.32, "f1": [ 0.7659572958946228, 0.5628139972686768, 0.32075464725494385, 0.22598862648010254, 0.29107969999313354, 0.45631060004234314, 0.4924621880054474, 0.46632111072540283, 0.6010361909866333, 0.6073297262191772, 0.3617020547389984, 0.2580644488334656, 0.5188678503036499, 0.38461530208587646, 0.35978829860687256, 0.37696322798728943, 0.502564013004303, 0.6435642242431641, 0.39215680956840515, 0.38190943002700806, 0.7021275758743286, 0.5412842631340027, 0.41666656732559204, 0.6161136031150818, 0.6666665077209473, 0.39130425453186035, 0.4630540609359741, 0.3470318615436554, 0.6528496146202087, 0.4174756109714508, 0.4253392219543457, 0.4646463394165039, 0.35897424817085266, 0.47761180996894836, 0.4541061818599701, 0.2115383893251419, 0.47120407223701477, 0.35643553733825684, 0.309859037399292, 0.5870645046234131, 0.37999987602233887, 0.7171715497970581, 0.39639630913734436, 0.4622220993041992, 0.18999992311000824, 0.33816415071487427, 0.29473677277565, 0.5656563639640808, 0.728155255317688, 0.625640869140625, 0.17346931993961334, 0.4021162986755371, 0.5676854848861694, 0.7181816697120667, 0.5454544425010681, 0.20487797260284424, 0.6145831942558289, 0.48913031816482544, 0.5544553399085999, 0.4236452281475067, 0.7777776718139648, 0.5572138428688049, 0.5230767726898193, 0.4195120930671692, 0.27173903584480286, 0.22549012303352356, 0.38095229864120483, 0.44210511445999146, 0.7853401899337769, 0.6666665077209473, 0.47004595398902893, 0.6985644102096558, 0.1798941045999527, 0.3301886022090912, 0.2871793806552887, 0.6770831346511841, 0.7307690382003784, 0.2681563198566437, 0.3367346227169037, 0.4899998903274536, 0.194871723651886, 0.43216070532798767, 0.742857038974762, 0.4232803285121918, 0.3675675094127655, 0.5999999046325684, 0.5396823883056641, 0.511415421962738, 0.4226802885532379, 0.43902426958084106, 0.4433496594429016, 0.5396823883056641, 0.30097079277038574, 0.2783504128456116, 0.729999840259552, 0.47846877574920654, 0.37288129329681396, 0.4158414602279663, 0.236453115940094, 0.5081079602241516 ], "time": 9.197134256362915, "param": null }, { "epoch": 142, "train_loss": 0.0026188259944319725, "val_loss": 2.2386367321014404, "acc": 46.39, "f1": [ 0.7551018595695496, 0.548076868057251, 0.32835814356803894, 0.22471901774406433, 0.282828152179718, 0.452830046415329, 0.4851484000682831, 0.45544540882110596, 0.6263735294342041, 0.6113988757133484, 0.34224584698677063, 0.2622949779033661, 0.5142855644226074, 0.37433144450187683, 0.36269423365592957, 0.3711339235305786, 0.49484527111053467, 0.6502462029457092, 0.3904760777950287, 0.36633655428886414, 0.6984125375747681, 0.5437787175178528, 0.4324323236942291, 0.6285713315010071, 0.6601940989494324, 0.40641695261001587, 0.4630540609359741, 0.3428570628166199, 0.6530610918998718, 0.41176459193229675, 0.4319247901439667, 0.4577113389968872, 0.35897424817085266, 0.47524741291999817, 0.4434387683868408, 0.21890540421009064, 0.45918354392051697, 0.35714274644851685, 0.31155768036842346, 0.6041665077209473, 0.39195966720581055, 0.727272629737854, 0.4093022048473358, 0.45132729411125183, 0.1818181276321411, 0.323809415102005, 0.29032251238822937, 0.5656563639640808, 0.7184464335441589, 0.6249998807907104, 0.1844659447669983, 0.3979056477546692, 0.5575219988822937, 0.7272725701332092, 0.5436891913414001, 0.21999992430210114, 0.5906734466552734, 0.49999988079071045, 0.5699480772018433, 0.4278606176376343, 0.7685183882713318, 0.5595853924751282, 0.5049503445625305, 0.4236452281475067, 0.26041656732559204, 0.2424241602420807, 0.3823528587818146, 0.43349742889404297, 0.8020302057266235, 0.6634145379066467, 0.4688993990421295, 0.6857141852378845, 0.18652844429016113, 0.33179715275764465, 0.28855711221694946, 0.6769229769706726, 0.7298576831817627, 0.280898779630661, 0.3384614586830139, 0.4799998700618744, 0.20304562151432037, 0.4257424473762512, 0.7547168731689453, 0.4315788447856903, 0.3626372814178467, 0.6169153451919556, 0.5388599634170532, 0.5137613415718079, 0.41573023796081543, 0.43902426958084106, 0.44554442167282104, 0.5257730484008789, 0.3152708411216736, 0.281406968832016, 0.729999840259552, 0.4857141971588135, 0.40641695261001587, 0.40609124302864075, 0.24509796500205994, 0.5052630305290222 ], "time": 9.073479613289237, "param": null }, { "epoch": 143, "train_loss": 0.0028468347154557705, "val_loss": 2.471320390701294, "acc": 46.26, "f1": [ 0.7614211440086365, 0.5588234066963196, 0.31067952513694763, 0.22471901774406433, 0.2938387989997864, 0.42790690064430237, 0.4873095452785492, 0.46808499097824097, 0.5833332538604736, 0.6063828468322754, 0.3510637581348419, 0.2580644488334656, 0.5066665410995483, 0.39153432846069336, 0.36458322405815125, 0.367346853017807, 0.48484835028648376, 0.6411482095718384, 0.3827749788761139, 0.390243798494339, 0.6907215118408203, 0.5479451417922974, 0.41711217164993286, 0.622641384601593, 0.6601940989494324, 0.39999985694885254, 0.4607841968536377, 0.34123215079307556, 0.6528496146202087, 0.4230768084526062, 0.4413144290447235, 0.45226117968559265, 0.37433144450187683, 0.4780486822128296, 0.44776105880737305, 0.19801974296569824, 0.47619032859802246, 0.35532984137535095, 0.3152708411216736, 0.5951218605041504, 0.38341957330703735, 0.7199999094009399, 0.4018263518810272, 0.4415583610534668, 0.1818181276321411, 0.3203882575035095, 0.2736841142177582, 0.5583755373954773, 0.725490152835846, 0.6224488615989685, 0.2099999338388443, 0.39999985694885254, 0.5624998807907104, 0.722222089767456, 0.5517240166664124, 0.2121211439371109, 0.5876287817955017, 0.4918031394481659, 0.5628139972686768, 0.4120602011680603, 0.770642101764679, 0.5699480772018433, 0.5074625611305237, 0.40796008706092834, 0.2580644488334656, 0.22772268950939178, 0.3707316219806671, 0.44210511445999146, 0.7897433638572693, 0.653658390045166, 0.4694834351539612, 0.6824643611907959, 0.1675977110862732, 0.35023030638694763, 0.2934781610965729, 0.6701029539108276, 0.7129628658294678, 0.2873562276363373, 0.3419688045978546, 0.49019595980644226, 0.1989527940750122, 0.4195120930671692, 0.7499997615814209, 0.44444429874420166, 0.3578946590423584, 0.5929647088050842, 0.5454544425010681, 0.49999988079071045, 0.4262293577194214, 0.4585364758968353, 0.4278606176376343, 0.5154638290405273, 0.3157894015312195, 0.28855711221694946, 0.7263681292533875, 0.4903845191001892, 0.4086019992828369, 0.4242422580718994, 0.2403845638036728, 0.49484527111053467 ], "time": 9.368541231378913, "param": null }, { "epoch": 144, "train_loss": 0.002819633577018976, "val_loss": 2.4658737182617188, "acc": 46.37, "f1": [ 0.7551018595695496, 0.5499998927116394, 0.3148147463798523, 0.2444443702697754, 0.3024389147758484, 0.4476189613342285, 0.4824119210243225, 0.4646463394165039, 0.5989303588867188, 0.6073297262191772, 0.3626372814178467, 0.2541435658931732, 0.511415421962738, 0.38502663373947144, 0.3617020547389984, 0.364531934261322, 0.487046480178833, 0.6411482095718384, 0.3980098366737366, 0.372548907995224, 0.6947367191314697, 0.5412842631340027, 0.40404030680656433, 0.6350710391998291, 0.6565654873847961, 0.39153432846069336, 0.46999987959861755, 0.33802807331085205, 0.6597937345504761, 0.41176459193229675, 0.4454975128173828, 0.46829259395599365, 0.3763439953327179, 0.4729062616825104, 0.4380951225757599, 0.20895515382289886, 0.4795917272567749, 0.35643553733825684, 0.31730762124061584, 0.5970147848129272, 0.3794870972633362, 0.7236180305480957, 0.3943660855293274, 0.46363624930381775, 0.15873010456562042, 0.30541861057281494, 0.30270257592201233, 0.5757573843002319, 0.7219511270523071, 0.645502507686615, 0.18905465304851532, 0.39378228783607483, 0.5638765096664429, 0.718893826007843, 0.5463413596153259, 0.23300965130329132, 0.5979380011558533, 0.49214646220207214, 0.5643563270568848, 0.4174756109714508, 0.7671231031417847, 0.5743588209152222, 0.5125626921653748, 0.4162435233592987, 0.2580644488334656, 0.22772268950939178, 0.3636362552642822, 0.446808397769928, 0.7918779850006104, 0.6601940989494324, 0.4814813435077667, 0.6760562062263489, 0.16304342448711395, 0.3454544246196747, 0.28971952199935913, 0.666666567325592, 0.7342994213104248, 0.2824857831001282, 0.34343424439430237, 0.4949493706226349, 0.193548321723938, 0.4195120930671692, 0.7523808479309082, 0.43749991059303284, 0.38043469190597534, 0.6138612627983093, 0.5454544425010681, 0.49999988079071045, 0.423912912607193, 0.43902426958084106, 0.4299998879432678, 0.5284972786903381, 0.31372541189193726, 0.2736841142177582, 0.7263681292533875, 0.48803818225860596, 0.40217384696006775, 0.40999990701675415, 0.23350247740745544, 0.502564013004303 ], "time": 10.24562436901033, "param": null }, { "epoch": 145, "train_loss": 0.003382564289495349, "val_loss": 2.5716161727905273, "acc": 46.32, "f1": [ 0.7539265155792236, 0.5527637004852295, 0.32352936267852783, 0.2404370754957199, 0.29268285632133484, 0.4541061818599701, 0.4873095452785492, 0.4599998891353607, 0.5906734466552734, 0.6243385076522827, 0.329670250415802, 0.26666656136512756, 0.5045870542526245, 0.38709667325019836, 0.36649200320243835, 0.36082467436790466, 0.4897957742214203, 0.6372547745704651, 0.38139525055885315, 0.3861384987831116, 0.7052630186080933, 0.5437787175178528, 0.40404030680656433, 0.6380951404571533, 0.6538460850715637, 0.38502663373947144, 0.467661589384079, 0.3414633274078369, 0.6461536884307861, 0.4158414602279663, 0.4239630401134491, 0.44670039415359497, 0.3675675094127655, 0.4519229531288147, 0.4666665494441986, 0.1990049034357071, 0.46632111072540283, 0.3592231869697571, 0.28846150636672974, 0.595959484577179, 0.378109335899353, 0.7171715497970581, 0.4112148582935333, 0.4727271497249603, 0.17801040410995483, 0.3269230127334595, 0.28723397850990295, 0.561576247215271, 0.7149757146835327, 0.625640869140625, 0.1789472997188568, 0.39784935116767883, 0.5541123747825623, 0.7255812287330627, 0.5507245063781738, 0.22549012303352356, 0.5846152901649475, 0.486772358417511, 0.5685278177261353, 0.4112148582935333, 0.7657655477523804, 0.5599998831748962, 0.5024629235267639, 0.42253509163856506, 0.25274714827537537, 0.2403845638036728, 0.3714284896850586, 0.44791656732559204, 0.7857141494750977, 0.657142698764801, 0.4792625606060028, 0.6956520080566406, 0.1748633086681366, 0.31775689125061035, 0.2887699604034424, 0.6597937345504761, 0.7333331108093262, 0.2923975884914398, 0.35416656732559204, 0.49261072278022766, 0.18478251993656158, 0.41148313879966736, 0.7452828288078308, 0.43298953771591187, 0.38888877630233765, 0.6108372807502747, 0.5578945875167847, 0.49777767062187195, 0.41711217164993286, 0.46445485949516296, 0.4489794969558716, 0.534031331539154, 0.30769219994544983, 0.2812499403953552, 0.7317072153091431, 0.4903845191001892, 0.3586955666542053, 0.4183672070503235, 0.24489787220954895, 0.5157893896102905 ], "time": 9.745453623123467, "param": null }, { "epoch": 146, "train_loss": 0.008140276186168194, "val_loss": 2.429780960083008, "acc": 46.34, "f1": [ 0.7575755715370178, 0.5507245063781738, 0.31428563594818115, 0.24580998718738556, 0.2898550033569336, 0.4541061818599701, 0.49746179580688477, 0.46999987959861755, 0.5979380011558533, 0.6063828468322754, 0.3516482412815094, 0.2780747711658478, 0.504761815071106, 0.38461530208587646, 0.35602086782455444, 0.36633655428886414, 0.48453593254089355, 0.6407765746116638, 0.390243798494339, 0.378109335899353, 0.7089946269989014, 0.5388126373291016, 0.41666656732559204, 0.6124400496482849, 0.6600984334945679, 0.38502663373947144, 0.4630540609359741, 0.34449753165245056, 0.6562498807907104, 0.4257424473762512, 0.42727261781692505, 0.44554442167282104, 0.37499991059303284, 0.4729062616825104, 0.4622640609741211, 0.2115383893251419, 0.487046480178833, 0.37623751163482666, 0.29951682686805725, 0.6185566186904907, 0.3823528587818146, 0.7064675688743591, 0.40540531277656555, 0.4545453190803528, 0.16999994218349457, 0.3253587782382965, 0.29166659712791443, 0.5572138428688049, 0.7081338167190552, 0.6185566186904907, 0.19323663413524628, 0.4086019992828369, 0.5502182841300964, 0.7255812287330627, 0.5428570508956909, 0.21782170236110687, 0.602040708065033, 0.486772358417511, 0.5888323187828064, 0.4154588282108307, 0.7522933483123779, 0.5728641748428345, 0.49999988079071045, 0.3999998867511749, 0.2526314854621887, 0.24615377187728882, 0.372548907995224, 0.45918354392051697, 0.7835050225257874, 0.6666665077209473, 0.48076915740966797, 0.6899998784065247, 0.17021268606185913, 0.33333322405815125, 0.29896897077560425, 0.683937668800354, 0.7342994213104248, 0.26900574564933777, 0.3469386696815491, 0.4827585518360138, 0.20105813443660736, 0.42639580368995667, 0.7464112639427185, 0.44444429874420166, 0.3756905198097229, 0.5999999046325684, 0.5573769211769104, 0.5112106204032898, 0.4111110270023346, 0.44444435834884644, 0.4411763548851013, 0.5235601663589478, 0.32195112109184265, 0.2731706500053406, 0.7290639281272888, 0.4811319410800934, 0.37777766585350037, 0.4102562665939331, 0.2376236915588379, 0.5157893896102905 ], "time": 9.614878876134753, "param": null }, { "epoch": 147, "train_loss": 0.0035188086330890656, "val_loss": 2.365795373916626, "acc": 46.28, "f1": [ 0.7589742541313171, 0.5544553399085999, 0.3113206624984741, 0.24580998718738556, 0.2883720099925995, 0.4476189613342285, 0.4873095452785492, 0.45918354392051697, 0.6129031181335449, 0.6031745076179504, 0.33333322405815125, 0.24175815284252167, 0.5116277933120728, 0.3809523284435272, 0.37696322798728943, 0.36815908551216125, 0.4795917272567749, 0.6372547745704651, 0.4059404730796814, 0.378109335899353, 0.7120417356491089, 0.5412842631340027, 0.40206170082092285, 0.6320753693580627, 0.6635069251060486, 0.38709667325019836, 0.47236168384552, 0.34482747316360474, 0.6391751170158386, 0.4154588282108307, 0.43902426958084106, 0.44444435834884644, 0.3763439953327179, 0.45714277029037476, 0.44444435834884644, 0.211055189371109, 0.46808499097824097, 0.37185919284820557, 0.3069306015968323, 0.5999999046325684, 0.3794870972633362, 0.7236180305480957, 0.40552979707717896, 0.4690264165401459, 0.15217386186122894, 0.3269230127334595, 0.2887699604034424, 0.5555554032325745, 0.7109003663063049, 0.6282721161842346, 0.1846153289079666, 0.41052618622779846, 0.5493561029434204, 0.7255812287330627, 0.5550238490104675, 0.22330091893672943, 0.5929647088050842, 0.4946235418319702, 0.5743588209152222, 0.40579700469970703, 0.7649767994880676, 0.5583755373954773, 0.5151513814926147, 0.4095236659049988, 0.2371133416891098, 0.238805890083313, 0.3842363655567169, 0.43749991059303284, 0.7897433638572693, 0.6448596715927124, 0.47115376591682434, 0.6956520080566406, 0.1798941045999527, 0.34977567195892334, 0.2887699604034424, 0.6701029539108276, 0.7272725701332092, 0.2807016372680664, 0.3402060866355896, 0.4951455295085907, 0.2021275758743286, 0.4236452281475067, 0.7619046568870544, 0.4162435233592987, 0.3736262619495392, 0.6078430414199829, 0.5502644181251526, 0.49999988079071045, 0.40659332275390625, 0.4331796169281006, 0.436893105506897, 0.5235601663589478, 0.33333322405815125, 0.2727271616458893, 0.7290639281272888, 0.4899998903274536, 0.3575417995452881, 0.4137929677963257, 0.23115570843219757, 0.5230767726898193 ], "time": 10.570298040285707, "param": null }, { "epoch": 148, "train_loss": 0.0032850129064172506, "val_loss": 2.432058811187744, "acc": 46.54, "f1": [ 0.7676765322685242, 0.561576247215271, 0.3013697862625122, 0.2580644488334656, 0.29107969999313354, 0.4507041275501251, 0.48167529702186584, 0.4432430863380432, 0.6153845191001892, 0.6210525035858154, 0.3406592309474945, 0.27551010251045227, 0.5023254752159119, 0.3957218527793884, 0.3756905198097229, 0.378109335899353, 0.4873095452785492, 0.6310677528381348, 0.4059404730796814, 0.38190943002700806, 0.70588219165802, 0.5236050486564636, 0.40641695261001587, 0.635944664478302, 0.6476188898086548, 0.39999985694885254, 0.4973543584346771, 0.34482747316360474, 0.6428569555282593, 0.4221104085445404, 0.43601882457733154, 0.44776105880737305, 0.382978618144989, 0.4873095452785492, 0.4387753903865814, 0.21999992430210114, 0.4615383446216583, 0.35820886492729187, 0.3084111213684082, 0.6051281094551086, 0.39795905351638794, 0.7236180305480957, 0.41818171739578247, 0.46351921558380127, 0.1798941045999527, 0.3414633274078369, 0.29319363832473755, 0.5656563639640808, 0.7378638982772827, 0.6170212030410767, 0.18811874091625214, 0.3979056477546692, 0.5526314973831177, 0.7348835468292236, 0.5428570508956909, 0.22018341720104218, 0.5786800384521484, 0.5185183882713318, 0.6041665077209473, 0.40975597500801086, 0.7649767994880676, 0.5685278177261353, 0.5151513814926147, 0.4095236659049988, 0.24870456755161285, 0.2371133416891098, 0.3744291365146637, 0.45360812544822693, 0.7999998331069946, 0.6538460850715637, 0.48309168219566345, 0.6697673201560974, 0.1639343500137329, 0.34862375259399414, 0.2722512185573578, 0.6734693050384521, 0.7342994213104248, 0.31034475564956665, 0.3386242389678955, 0.49746179580688477, 0.2072538137435913, 0.42156851291656494, 0.7632849216461182, 0.42931926250457764, 0.37158459424972534, 0.6237622499465942, 0.5492226481437683, 0.49999988079071045, 0.38636353611946106, 0.4499998688697815, 0.43349742889404297, 0.534031331539154, 0.3316582143306732, 0.2769230008125305, 0.7192116975784302, 0.4857141971588135, 0.39784935116767883, 0.4020099639892578, 0.22748807072639465, 0.5208331942558289 ], "time": 9.922833920456469, "param": null }, { "epoch": 149, "train_loss": 0.0030412410851567984, "val_loss": 2.4001548290252686, "acc": 46.49, "f1": [ 0.7731956839561462, 0.561576247215271, 0.3119265139102936, 0.2444443702697754, 0.29126206040382385, 0.4476189613342285, 0.4949493706226349, 0.4656083285808563, 0.6043955087661743, 0.6082472205162048, 0.3351954519748688, 0.25274714827537537, 0.5092591643333435, 0.3894736170768738, 0.36559128761291504, 0.3894736170768738, 0.4873095452785492, 0.6435642242431641, 0.3923443853855133, 0.3917524814605713, 0.6984125375747681, 0.5495494604110718, 0.39999985694885254, 0.6296295523643494, 0.6699506640434265, 0.37158459424972534, 0.47236168384552, 0.3285022974014282, 0.6564101576805115, 0.4174756109714508, 0.4311925768852234, 0.4509802758693695, 0.38974347710609436, 0.4705880880355835, 0.4593299925327301, 0.2072538137435913, 0.48421040177345276, 0.35820886492729187, 0.30999991297721863, 0.6051281094551086, 0.39999985694885254, 0.7135677337646484, 0.4170615077018738, 0.4622220993041992, 0.16243648529052734, 0.3253587782382965, 0.2934781610965729, 0.5560973882675171, 0.7333331108093262, 0.6185566186904907, 0.194871723651886, 0.4102562665939331, 0.543859601020813, 0.7348835468292236, 0.5576921701431274, 0.21999992430210114, 0.5888323187828064, 0.5252523422241211, 0.5816324949264526, 0.403755784034729, 0.7592591643333435, 0.5599998831748962, 0.522612988948822, 0.41346144676208496, 0.24598921835422516, 0.24999991059303284, 0.3846152722835541, 0.4432988464832306, 0.7959181666374207, 0.6570047736167908, 0.4814813435077667, 0.6635943651199341, 0.1798941045999527, 0.3211008310317993, 0.2886596620082855, 0.6769229769706726, 0.7368419766426086, 0.2793295085430145, 0.34736835956573486, 0.4854367673397064, 0.20304562151432037, 0.4174756109714508, 0.7523808479309082, 0.4338623583316803, 0.3723403513431549, 0.6039602756500244, 0.5612244009971619, 0.5090908408164978, 0.39778995513916016, 0.43902426958084106, 0.45226117968559265, 0.5230767726898193, 0.3232322335243225, 0.28272244334220886, 0.729999840259552, 0.48803818225860596, 0.34254133701324463, 0.4232803285121918, 0.23529402911663055, 0.502564013004303 ], "time": 9.402923564426601, "param": null }, { "epoch": 150, "train_loss": 0.0033143095206469297, "val_loss": 2.1991372108459473, "acc": 46.37, "f1": [ 0.7578946352005005, 0.5517240166664124, 0.3084111213684082, 0.2569831311702728, 0.2955664098262787, 0.44339612126350403, 0.48484835028648376, 0.45685264468193054, 0.5989846587181091, 0.6170212030410767, 0.3369564116001129, 0.2598869204521179, 0.5070421695709229, 0.37894728779792786, 0.36458322405815125, 0.37433144450187683, 0.48756206035614014, 0.6435642242431641, 0.3827749788761139, 0.37623751163482666, 0.7010307908058167, 0.5529952645301819, 0.4083768427371979, 0.6220094561576843, 0.6766167879104614, 0.38541653752326965, 0.46999987959861755, 0.34123215079307556, 0.6358972787857056, 0.4123710095882416, 0.43601882457733154, 0.4729062616825104, 0.38341957330703735, 0.4688993990421295, 0.45714277029037476, 0.19689112901687622, 0.4766837954521179, 0.378109335899353, 0.2959182858467102, 0.5911328792572021, 0.38144323229789734, 0.7164177894592285, 0.4125559628009796, 0.46788978576660156, 0.16080394387245178, 0.33492809534072876, 0.28723397850990295, 0.5517240166664124, 0.7042252421379089, 0.6387433409690857, 0.17708326876163483, 0.4041449725627899, 0.5502182841300964, 0.7090908288955688, 0.558139443397522, 0.22009563446044922, 0.5948716402053833, 0.5106381177902222, 0.5685278177261353, 0.4077668786048889, 0.7636361122131348, 0.5624998807907104, 0.5123152136802673, 0.3999999165534973, 0.24999991059303284, 0.23958325386047363, 0.38862547278404236, 0.4432988464832306, 0.7959181666374207, 0.6445496082305908, 0.47846877574920654, 0.6889951229095459, 0.17525766789913177, 0.3348415493965149, 0.31279608607292175, 0.6802029013633728, 0.741463303565979, 0.2873562276363373, 0.35955044627189636, 0.47846877574920654, 0.19999991357326508, 0.4095236659049988, 0.7464112639427185, 0.42051267623901367, 0.3798881769180298, 0.6169153451919556, 0.5435895919799805, 0.511415421962738, 0.413043349981308, 0.4380951225757599, 0.4489794969558716, 0.5235601663589478, 0.3300969898700714, 0.2769230008125305, 0.729999840259552, 0.47846877574920654, 0.3389829397201538, 0.41666656732559204, 0.253807008266449, 0.507771909236908 ], "time": 9.213563987985253, "param": null }, { "epoch": 151, "train_loss": 0.003693863283842802, "val_loss": 2.439718723297119, "acc": 46.43, "f1": [ 0.7614211440086365, 0.5544553399085999, 0.3084111213684082, 0.23863628506660461, 0.29850736260414124, 0.4380951225757599, 0.48453593254089355, 0.4717947542667389, 0.6063828468322754, 0.609625518321991, 0.327868789434433, 0.2553190290927887, 0.5167463421821594, 0.37433144450187683, 0.37185919284820557, 0.3874344527721405, 0.4799998700618744, 0.6403939127922058, 0.39378228783607483, 0.3823528587818146, 0.7076921463012695, 0.5514017343521118, 0.4083768427371979, 0.6350710391998291, 0.663461446762085, 0.38918909430503845, 0.47393354773521423, 0.336633563041687, 0.6461536884307861, 0.4230768084526062, 0.42857131361961365, 0.4599998891353607, 0.38541653752326965, 0.47236168384552, 0.46376800537109375, 0.194871723651886, 0.47368407249450684, 0.36180898547172546, 0.3018867075443268, 0.5989846587181091, 0.3939392864704132, 0.7099998593330383, 0.41071420907974243, 0.46491214632987976, 0.17801040410995483, 0.3269230127334595, 0.2934781610965729, 0.5588234066963196, 0.7264149188995361, 0.625640869140625, 0.1764705330133438, 0.4102562665939331, 0.5486724376678467, 0.7255812287330627, 0.5514017343521118, 0.2314814031124115, 0.5858584046363831, 0.5026176571846008, 0.5888323187828064, 0.39622631669044495, 0.7579907178878784, 0.5572138428688049, 0.5074625611305237, 0.4154588282108307, 0.26086944341659546, 0.24630534648895264, 0.37558677792549133, 0.44791656732559204, 0.7999997735023499, 0.6442306041717529, 0.4953269362449646, 0.6857141852378845, 0.1648350954055786, 0.34905651211738586, 0.2901553809642792, 0.6767675280570984, 0.7317072153091431, 0.2873562276363373, 0.34554967284202576, 0.4949493706226349, 0.2054053246974945, 0.419999897480011, 0.7452828288078308, 0.4315788447856903, 0.37777766585350037, 0.6146340370178223, 0.5368419289588928, 0.5112106204032898, 0.4043714702129364, 0.4271843731403351, 0.43781083822250366, 0.5208331942558289, 0.3069306015968323, 0.2871793806552887, 0.725490152835846, 0.4903845191001892, 0.3444443643093109, 0.41414129734039307, 0.2475246638059616, 0.5052630305290222 ], "time": 9.54833816550672, "param": null }, { "epoch": 152, "train_loss": 0.003484664484858513, "val_loss": 2.535721778869629, "acc": 46.51, "f1": [ 0.7474745512008667, 0.5572138428688049, 0.3157894015312195, 0.26666656136512756, 0.2815532982349396, 0.4622640609741211, 0.4824119210243225, 0.4731181561946869, 0.6021503806114197, 0.5913977026939392, 0.32402223348617554, 0.2569831311702728, 0.5070421695709229, 0.38043469190597534, 0.35820886492729187, 0.367346853017807, 0.49214646220207214, 0.6403939127922058, 0.3861384987831116, 0.3743841052055359, 0.6979165077209473, 0.5412842631340027, 0.4183672070503235, 0.6249998807907104, 0.6831682324409485, 0.3736262619495392, 0.4729062616825104, 0.3300969898700714, 0.6596857309341431, 0.4137929677963257, 0.43925222754478455, 0.47761180996894836, 0.3794870972633362, 0.46829259395599365, 0.4504503309726715, 0.21999992430210114, 0.47368407249450684, 0.3699999153614044, 0.31279608607292175, 0.6030149459838867, 0.38190943002700806, 0.7171715497970581, 0.41071420907974243, 0.44827574491500854, 0.1818181276321411, 0.33333322405815125, 0.3060108423233032, 0.5499998927116394, 0.7219511270523071, 0.625640869140625, 0.19999992847442627, 0.4248703718185425, 0.5508472919464111, 0.7181816697120667, 0.5454544425010681, 0.22999992966651917, 0.5979380011558533, 0.5026176571846008, 0.5833332538604736, 0.4190475046634674, 0.7636361122131348, 0.5517240166664124, 0.5174128413200378, 0.41269823908805847, 0.27322396636009216, 0.2526314854621887, 0.38862547278404236, 0.44559577107429504, 0.7959181666374207, 0.6540283560752869, 0.4903845191001892, 0.6889951229095459, 0.17616572976112366, 0.3348836302757263, 0.29126206040382385, 0.6871793866157532, 0.7378638982772827, 0.28415289521217346, 0.34920626878738403, 0.4949493706226349, 0.19251330196857452, 0.4257424473762512, 0.7488149404525757, 0.4120602011680603, 0.36956506967544556, 0.6169153451919556, 0.5638296604156494, 0.5181816816329956, 0.4145076870918274, 0.44976064562797546, 0.44444435834884644, 0.5128204226493835, 0.31884050369262695, 0.29032251238822937, 0.7236180305480957, 0.4788731336593628, 0.34254133701324463, 0.4102562665939331, 0.236453115940094, 0.5128204226493835 ], "time": 9.6207983372733, "param": null }, { "epoch": 153, "train_loss": 0.0036028935573995113, "val_loss": 2.307785987854004, "acc": 46.35, "f1": [ 0.7589742541313171, 0.5445543527603149, 0.31730762124061584, 0.239999920129776, 0.2843136191368103, 0.4454975128173828, 0.4766837954521179, 0.47715723514556885, 0.5906734466552734, 0.6105261445045471, 0.3478259742259979, 0.26519328355789185, 0.5094338655471802, 0.38461530208587646, 0.36815908551216125, 0.36633655428886414, 0.47524741291999817, 0.6403939127922058, 0.39583319425582886, 0.37623751163482666, 0.7096772789955139, 0.5327510237693787, 0.40404030680656433, 0.6280191540718079, 0.6732671856880188, 0.38043469190597534, 0.48039206862449646, 0.33497530221939087, 0.6528496146202087, 0.4137929677963257, 0.4253392219543457, 0.48076915740966797, 0.39153432846069336, 0.4705880880355835, 0.44230756163597107, 0.211055189371109, 0.48913031816482544, 0.37864065170288086, 0.3047617971897125, 0.6060605049133301, 0.3707316219806671, 0.7128711342811584, 0.4070795178413391, 0.4549354910850525, 0.15706801414489746, 0.3285022974014282, 0.28571417927742004, 0.5499998927116394, 0.7169809341430664, 0.6288658380508423, 0.18905465304851532, 0.42931926250457764, 0.543859601020813, 0.722222089767456, 0.5471696853637695, 0.22772268950939178, 0.5918366312980652, 0.4999998211860657, 0.5803107619285583, 0.4112148582935333, 0.7557602524757385, 0.5583755373954773, 0.5073169469833374, 0.4158414602279663, 0.26086944341659546, 0.23958325386047363, 0.38497641682624817, 0.45263150334358215, 0.7839194536209106, 0.6442306041717529, 0.4780486822128296, 0.6857141852378845, 0.1612902730703354, 0.3286384046077728, 0.29850736260414124, 0.6802029013633728, 0.741463303565979, 0.2873562276363373, 0.36269423365592957, 0.4878047704696655, 0.20430098474025726, 0.4365480840206146, 0.7452828288078308, 0.4315788447856903, 0.37158459424972534, 0.6030149459838867, 0.5454544425010681, 0.5137613415718079, 0.4043714702129364, 0.46153831481933594, 0.4410255253314972, 0.520408034324646, 0.31428563594818115, 0.28571420907974243, 0.7227722406387329, 0.47004595398902893, 0.34254133701324463, 0.39603951573371887, 0.23115570843219757, 0.510416567325592 ], "time": 10.559078881517053, "param": null }, { "epoch": 154, "train_loss": 0.006108892150223255, "val_loss": 2.585421562194824, "acc": 46.43, "f1": [ 0.7512688636779785, 0.5588234066963196, 0.3211008310317993, 0.24277448654174805, 0.2718445658683777, 0.4585364758968353, 0.5123152136802673, 0.4577113389968872, 0.6105261445045471, 0.6063828468322754, 0.3295453190803528, 0.27083322405815125, 0.5142855644226074, 0.3763439953327179, 0.37373724579811096, 0.37185919284820557, 0.4795917272567749, 0.6435642242431641, 0.38834938406944275, 0.37185919284820557, 0.7216493487358093, 0.5488370656967163, 0.40999990701675415, 0.6341462135314941, 0.6730768084526062, 0.3783782720565796, 0.48076915740966797, 0.34999990463256836, 0.6524062752723694, 0.3923443853855133, 0.4339621663093567, 0.45918354392051697, 0.36269423365592957, 0.46601933240890503, 0.4593299925327301, 0.2072538137435913, 0.486772358417511, 0.39195966720581055, 0.2955664098262787, 0.6082472205162048, 0.38775497674942017, 0.7263681292533875, 0.4088887572288513, 0.46288198232650757, 0.16753920912742615, 0.3211008310317993, 0.2673795819282532, 0.5576921701431274, 0.7115383744239807, 0.613065242767334, 0.17821775376796722, 0.4145076870918274, 0.5541123747825623, 0.7155961990356445, 0.5514017343521118, 0.22950810194015503, 0.6041665077209473, 0.4973543584346771, 0.5816324949264526, 0.415094256401062, 0.742081344127655, 0.5769229531288147, 0.5242717266082764, 0.4093022048473358, 0.26881712675094604, 0.2446807622909546, 0.37962955236434937, 0.4299998879432678, 0.7799997925758362, 0.653658390045166, 0.4927534759044647, 0.6868685483932495, 0.15384609997272491, 0.3091786503791809, 0.30303022265434265, 0.6836733222007751, 0.7450978755950928, 0.2807016372680664, 0.35416656732559204, 0.4950493574142456, 0.18378373980522156, 0.42156851291656494, 0.7358488440513611, 0.4120602011680603, 0.37158459424972534, 0.6138612627983093, 0.5263156890869141, 0.5158370137214661, 0.4021162986755371, 0.44976064562797546, 0.43999987840652466, 0.5376343131065369, 0.32195112109184265, 0.28999990224838257, 0.7263681292533875, 0.4927534759044647, 0.33333322405815125, 0.4145076870918274, 0.253807008266449, 0.5079363584518433 ], "time": 9.25184528157115, "param": null }, { "epoch": 155, "train_loss": 0.003592419670894742, "val_loss": 2.3321921825408936, "acc": 46.52, "f1": [ 0.7628865242004395, 0.5555554032325745, 0.31279608607292175, 0.23863628506660461, 0.28426387906074524, 0.452830046415329, 0.487046480178833, 0.4631577730178833, 0.6031745076179504, 0.6041665077209473, 0.3463686406612396, 0.26455017924308777, 0.5023695826530457, 0.3809523284435272, 0.3711339235305786, 0.35714274644851685, 0.4799998700618744, 0.6341462135314941, 0.3899998664855957, 0.3842363655567169, 0.6979165077209473, 0.5412842631340027, 0.39795905351638794, 0.6380951404571533, 0.6798028349876404, 0.3736262619495392, 0.49999988079071045, 0.3365383446216583, 0.6596857309341431, 0.4257424473762512, 0.43601882457733154, 0.4729062616825104, 0.3874344527721405, 0.4607841968536377, 0.46445485949516296, 0.21999992430210114, 0.48167529702186584, 0.3627450466156006, 0.3091786503791809, 0.5989846587181091, 0.3775508999824524, 0.7164177894592285, 0.41284388303756714, 0.4615383744239807, 0.1846153289079666, 0.33333322405815125, 0.2937852144241333, 0.5641024112701416, 0.7203789353370667, 0.619289219379425, 0.18269222974777222, 0.42051267623901367, 0.5579397678375244, 0.7339447736740112, 0.5514017343521118, 0.22831043601036072, 0.5918366312980652, 0.5079363584518433, 0.5757573843002319, 0.41284388303756714, 0.7488582730293274, 0.5671641230583191, 0.5123152136802673, 0.40624988079071045, 0.26881712675094604, 0.23834188282489777, 0.38095229864120483, 0.45360812544822693, 0.7835050225257874, 0.6507176160812378, 0.4857141971588135, 0.6923075318336487, 0.15555550158023834, 0.3441859781742096, 0.29166659712791443, 0.697435736656189, 0.7203789353370667, 0.290502667427063, 0.36082467436790466, 0.5076140761375427, 0.2021275758743286, 0.4095236659049988, 0.7464112639427185, 0.42708319425582886, 0.3675675094127655, 0.595959484577179, 0.5376343131065369, 0.5158370137214661, 0.4148934781551361, 0.434782475233078, 0.4577113389968872, 0.5425531268119812, 0.32558128237724304, 0.28415289521217346, 0.728155255317688, 0.47222211956977844, 0.34254133701324463, 0.3980098366737366, 0.24630534648895264, 0.5208331942558289 ], "time": 9.314543468877673, "param": null }, { "epoch": 156, "train_loss": 0.0038667037151753902, "val_loss": 2.304661273956299, "acc": 46.42, "f1": [ 0.7525771856307983, 0.5445543527603149, 0.30769219994544983, 0.2598869204521179, 0.2941175699234009, 0.4651161730289459, 0.48484835028648376, 0.47715723514556885, 0.5876287817955017, 0.6031745076179504, 0.32584258913993835, 0.2580644488334656, 0.504761815071106, 0.3936169147491455, 0.364531934261322, 0.3874344527721405, 0.4729062616825104, 0.6435642242431641, 0.3939392864704132, 0.36649200320243835, 0.716577410697937, 0.5339365601539612, 0.3959389626979828, 0.6274508833885193, 0.6666665077209473, 0.3617020547389984, 0.46829259395599365, 0.3383083641529083, 0.6631577014923096, 0.4292682111263275, 0.42790690064430237, 0.4433496594429016, 0.39583319425582886, 0.46376800537109375, 0.452830046415329, 0.22325573861598969, 0.4945053458213806, 0.3904760777950287, 0.29665064811706543, 0.6217615604400635, 0.38578668236732483, 0.7199999094009399, 0.4093022048473358, 0.46363624930381775, 0.1485147923231125, 0.3474177420139313, 0.28415289521217346, 0.5454544425010681, 0.7169809341430664, 0.6387433409690857, 0.18999992311000824, 0.42931926250457764, 0.5675674080848694, 0.7129628658294678, 0.5529952645301819, 0.2167486995458603, 0.595959484577179, 0.49214646220207214, 0.5911328792572021, 0.4075828194618225, 0.7557602524757385, 0.5628139972686768, 0.5123152136802673, 0.3999998867511749, 0.25668442249298096, 0.24999991059303284, 0.3980098366737366, 0.446808397769928, 0.7897433638572693, 0.6476188898086548, 0.5024153590202332, 0.6824643611907959, 0.15957440435886383, 0.3394494354724884, 0.30366483330726624, 0.6834169626235962, 0.7378638982772827, 0.26900574564933777, 0.35675665736198425, 0.4899998903274536, 0.19607838988304138, 0.4154588282108307, 0.7464112639427185, 0.4120602011680603, 0.3763439953327179, 0.5989846587181091, 0.535519003868103, 0.5087717771530151, 0.3957218527793884, 0.4433496594429016, 0.44670039415359497, 0.5368419289588928, 0.33816415071487427, 0.2812499403953552, 0.7199999094009399, 0.5049503445625305, 0.348314493894577, 0.4081631302833557, 0.24489787220954895, 0.5319147706031799 ], "time": 9.563475286588073, "param": null }, { "epoch": 157, "train_loss": 0.004531838931143284, "val_loss": 2.5445992946624756, "acc": 46.63, "f1": [ 0.7614211440086365, 0.5517240166664124, 0.3271027207374573, 0.24418595433235168, 0.28999990224838257, 0.4454975128173828, 0.48205116391181946, 0.45263150334358215, 0.5846152901649475, 0.6105261445045471, 0.3636362552642822, 0.2553190290927887, 0.5120771527290344, 0.39325833320617676, 0.3636362850666046, 0.3842363655567169, 0.4824119210243225, 0.6372547745704651, 0.3899998664855957, 0.3861384987831116, 0.7052630186080933, 0.5381165146827698, 0.3959389626979828, 0.6280191540718079, 0.666666567325592, 0.3809523284435272, 0.4950493574142456, 0.336633563041687, 0.6701569557189941, 0.419999897480011, 0.4339621663093567, 0.46534639596939087, 0.3894736170768738, 0.46534639596939087, 0.44339612126350403, 0.239999920129776, 0.4766837954521179, 0.36893191933631897, 0.2938387989997864, 0.6161615252494812, 0.38578668236732483, 0.7236180305480957, 0.41628947854042053, 0.4491524398326874, 0.1725887656211853, 0.3428570628166199, 0.29508185386657715, 0.5641024112701416, 0.7238093614578247, 0.6354165077209473, 0.18947362899780273, 0.40624988079071045, 0.5627704858779907, 0.7383176684379578, 0.5576921701431274, 0.23809516429901123, 0.6105261445045471, 0.510416567325592, 0.6051281094551086, 0.40552979707717896, 0.7579907178878784, 0.582914412021637, 0.5199998617172241, 0.40975597500801086, 0.2702701687812805, 0.24489787220954895, 0.37558677792549133, 0.44559577107429504, 0.7959181666374207, 0.6507176160812378, 0.4854367673397064, 0.679245114326477, 0.1452513188123703, 0.34862375259399414, 0.2944161295890808, 0.6868685483932495, 0.721153736114502, 0.2807016372680664, 0.3535352647304535, 0.49999988079071045, 0.20765019953250885, 0.4292682111263275, 0.7523808479309082, 0.42051267623901367, 0.3636362552642822, 0.6116504073143005, 0.5326085686683655, 0.5065500736236572, 0.3837208151817322, 0.4509802758693695, 0.44554442167282104, 0.5368419289588928, 0.3398057222366333, 0.26881712675094604, 0.725490152835846, 0.4857141971588135, 0.3444443643093109, 0.39215680956840515, 0.23923437297344208, 0.5154638290405273 ], "time": 9.121734142303467, "param": null }, { "epoch": 158, "train_loss": 0.0037900530733168125, "val_loss": 2.5304558277130127, "acc": 46.65, "f1": [ 0.7653059959411621, 0.5544553399085999, 0.3286384046077728, 0.24999991059303284, 0.2898550033569336, 0.4585364758968353, 0.47916653752326965, 0.46938762068748474, 0.6031745076179504, 0.613756537437439, 0.3478259742259979, 0.26881712675094604, 0.504761815071106, 0.39560428261756897, 0.37563440203666687, 0.3627450466156006, 0.4795917272567749, 0.6435642242431641, 0.38775497674942017, 0.372548907995224, 0.7204300165176392, 0.5309733152389526, 0.4083768427371979, 0.6249998807907104, 0.6699506640434265, 0.38461530208587646, 0.49261072278022766, 0.3383083641529083, 0.6595743298530579, 0.4158414602279663, 0.4259258210659027, 0.49523797631263733, 0.39378228783607483, 0.4507041275501251, 0.4549761712551117, 0.22797919809818268, 0.48421040177345276, 0.3867923319339752, 0.2938387989997864, 0.6145831942558289, 0.3692306876182556, 0.727272629737854, 0.42342329025268555, 0.44444432854652405, 0.15789467096328735, 0.3383083641529083, 0.2824857831001282, 0.5671641230583191, 0.728155255317688, 0.6145831942558289, 0.1855669468641281, 0.42051267623901367, 0.5431033372879028, 0.7281104326248169, 0.5566036701202393, 0.21890540421009064, 0.582914412021637, 0.5026176571846008, 0.5999999046325684, 0.39449530839920044, 0.7601808309555054, 0.5825241804122925, 0.5170730352401733, 0.4077668786048889, 0.2702701687812805, 0.24210518598556519, 0.387096643447876, 0.45360812544822693, 0.7918779850006104, 0.6476188898086548, 0.48803818225860596, 0.6889951229095459, 0.15873010456562042, 0.3474177420139313, 0.2999999225139618, 0.6934671998023987, 0.735293984413147, 0.28571420907974243, 0.3459458649158478, 0.49261072278022766, 0.2054053246974945, 0.43349742889404297, 0.7523808479309082, 0.4183672070503235, 0.37158459424972534, 0.6019416451454163, 0.5408161878585815, 0.5045044422149658, 0.39548009634017944, 0.4519229531288147, 0.43902426958084106, 0.5347592234611511, 0.33492809534072876, 0.2812499403953552, 0.728155255317688, 0.4811319410800934, 0.3529410660266876, 0.40609124302864075, 0.23115570843219757, 0.5263156890869141 ], "time": 9.11473036184907, "param": null }, { "epoch": 159, "train_loss": 0.004101170692592859, "val_loss": 2.3795132637023926, "acc": 46.51, "f1": [ 0.7575755715370178, 0.5499998927116394, 0.323809415102005, 0.2430938482284546, 0.28999990224838257, 0.45631060004234314, 0.48484835028648376, 0.4670049846172333, 0.609625518321991, 0.6113988757133484, 0.3387977182865143, 0.27173903584480286, 0.5118482112884521, 0.38709667325019836, 0.37373724579811096, 0.36633655428886414, 0.4824119210243225, 0.6435642242431641, 0.396135151386261, 0.3743841052055359, 0.7083331942558289, 0.5291478633880615, 0.3999998867511749, 0.6176469922065735, 0.6601940989494324, 0.37433144450187683, 0.49019595980644226, 0.3285022974014282, 0.6562498807907104, 0.4075828194618225, 0.42253509163856506, 0.4599998891353607, 0.3936169147491455, 0.4666665494441986, 0.45631060004234314, 0.22999992966651917, 0.4919784665107727, 0.37681150436401367, 0.30621999502182007, 0.6145831942558289, 0.3711339235305786, 0.729999840259552, 0.4210525155067444, 0.4414413571357727, 0.1773398518562317, 0.33816415071487427, 0.26519328355789185, 0.561576247215271, 0.721153736114502, 0.6326529383659363, 0.18999992311000824, 0.4226802885532379, 0.5565216541290283, 0.7281104326248169, 0.5437787175178528, 0.2264150083065033, 0.6099998950958252, 0.510416567325592, 0.5846152901649475, 0.4210525155067444, 0.7636361122131348, 0.5699998736381531, 0.5221673846244812, 0.3999998867511749, 0.2762430012226105, 0.23655906319618225, 0.37864065170288086, 0.43850257992744446, 0.7878786325454712, 0.6445496082305908, 0.4854367673397064, 0.7024388909339905, 0.14606735110282898, 0.33789944648742676, 0.3069306015968323, 0.6943003535270691, 0.7272725701332092, 0.2774565517902374, 0.37499991059303284, 0.4924621880054474, 0.20105813443660736, 0.4292682111263275, 0.7452828288078308, 0.4183672070503235, 0.36956506967544556, 0.6009851098060608, 0.5319147706031799, 0.5022420287132263, 0.4044942855834961, 0.4292682111263275, 0.45685264468193054, 0.5230767726898193, 0.322274774312973, 0.2842104732990265, 0.7389161586761475, 0.47169798612594604, 0.32584258913993835, 0.40609124302864075, 0.22660093009471893, 0.534031331539154 ], "time": 8.99095993861556, "param": null }, { "epoch": 160, "train_loss": 0.004693524446338415, "val_loss": 2.4484751224517822, "acc": 46.5, "f1": [ 0.7589742541313171, 0.5544553399085999, 0.3211008310317993, 0.2569831311702728, 0.2886596620082855, 0.4519229531288147, 0.49746179580688477, 0.4599998891353607, 0.5937498807907104, 0.6113988757133484, 0.3459458649158478, 0.2824857831001282, 0.5096152424812317, 0.3934425115585327, 0.3775508999824524, 0.3699999153614044, 0.47524741291999817, 0.6372547745704651, 0.3880595862865448, 0.3838382363319397, 0.7204300165176392, 0.5315313935279846, 0.40404030680656433, 0.6320753693580627, 0.6666665077209473, 0.3675675094127655, 0.49261072278022766, 0.3469386696815491, 0.6560845375061035, 0.4221104085445404, 0.4380951225757599, 0.48803818225860596, 0.38541653752326965, 0.4646463394165039, 0.44230756163597107, 0.22222216427326202, 0.49484527111053467, 0.38834938406944275, 0.27722764015197754, 0.6091369390487671, 0.37499991059303284, 0.7099998593330383, 0.39655160903930664, 0.46788978576660156, 0.16304342448711395, 0.3478260338306427, 0.2696628272533417, 0.5533979535102844, 0.7219511270523071, 0.6153844594955444, 0.1809523105621338, 0.42708319425582886, 0.5462554097175598, 0.722222089767456, 0.5566036701202393, 0.23414628207683563, 0.5888323187828064, 0.49484527111053467, 0.5906734466552734, 0.4075828194618225, 0.7636361122131348, 0.579710066318512, 0.5170730352401733, 0.40579700469970703, 0.26881712675094604, 0.25906726717948914, 0.38914018869400024, 0.43523305654525757, 0.7817257046699524, 0.6380951404571533, 0.4857141971588135, 0.6857141852378845, 0.1604277491569519, 0.35185176134109497, 0.2727271616458893, 0.6943003535270691, 0.721153736114502, 0.2840908169746399, 0.3578946590423584, 0.5050503611564636, 0.2072538137435913, 0.4230768084526062, 0.7499997615814209, 0.41414129734039307, 0.3555554449558258, 0.6048778891563416, 0.5306121110916138, 0.5092591643333435, 0.40659332275390625, 0.43781083822250366, 0.4499998688697815, 0.5291004180908203, 0.3253587782382965, 0.2736841142177582, 0.735293984413147, 0.47393354773521423, 0.33333325386047363, 0.40609124302864075, 0.22999992966651917, 0.5212765336036682 ], "time": 11.10883282776922, "param": null }, { "epoch": 161, "train_loss": 0.003901950316503644, "val_loss": 2.3801169395446777, "acc": 46.53, "f1": [ 0.7653059959411621, 0.561576247215271, 0.31428563594818115, 0.24999991059303284, 0.2775118350982666, 0.44651150703430176, 0.47715723514556885, 0.4646463394165039, 0.6043955087661743, 0.6073297262191772, 0.3440859317779541, 0.26519328355789185, 0.5188678503036499, 0.4022345542907715, 0.38144323229789734, 0.36633655428886414, 0.47715723514556885, 0.6435642242431641, 0.39795905351638794, 0.3838382363319397, 0.7243241667747498, 0.5267855525016785, 0.413043349981308, 0.6346153020858765, 0.657142698764801, 0.37433144450187683, 0.49019595980644226, 0.336633563041687, 0.666666567325592, 0.4158414602279663, 0.42452818155288696, 0.4770641028881073, 0.39583319425582886, 0.467661589384079, 0.4485980272293091, 0.23232315480709076, 0.4812833070755005, 0.37185919284820557, 0.29523801803588867, 0.6060605049133301, 0.3692306876182556, 0.729999840259552, 0.41474640369415283, 0.4573989808559418, 0.16580304503440857, 0.33333322405815125, 0.28571417927742004, 0.5588234066963196, 0.7378638982772827, 0.629441499710083, 0.1862744390964508, 0.41666656732559204, 0.5493561029434204, 0.7214610576629639, 0.5514017343521118, 0.23076917231082916, 0.5989846587181091, 0.5052630305290222, 0.6010361909866333, 0.415094256401062, 0.7614678144454956, 0.5812807083129883, 0.5196077227592468, 0.40394076704978943, 0.27322396636009216, 0.25125616788864136, 0.3778800964355469, 0.4489794969558716, 0.7899998426437378, 0.6473428606987, 0.4857141971588135, 0.6990289688110352, 0.15469607710838318, 0.33962252736091614, 0.28999990224838257, 0.6868685483932495, 0.7203789353370667, 0.28571420907974243, 0.3723403513431549, 0.4878047704696655, 0.19459453225135803, 0.4292682111263275, 0.7407405376434326, 0.40609124302864075, 0.3626372814178467, 0.6039602756500244, 0.5130888819694519, 0.5045044422149658, 0.4111110270023346, 0.43781083822250366, 0.4411763548851013, 0.5235601663589478, 0.33333322405815125, 0.2694299519062042, 0.7227722406387329, 0.4903845191001892, 0.32402223348617554, 0.40206170082092285, 0.23584897816181183, 0.5106381177902222 ], "time": 11.89559330418706, "param": null }, { "epoch": 162, "train_loss": 0.00425769854336977, "val_loss": 2.315620183944702, "acc": 46.66, "f1": [ 0.7653059959411621, 0.5631066560745239, 0.3364485204219818, 0.24277448654174805, 0.27999991178512573, 0.4507041275501251, 0.4851484000682831, 0.4670049846172333, 0.6054052114486694, 0.613756537437439, 0.3351350426673889, 0.28260859847068787, 0.5188678503036499, 0.382978618144989, 0.38144323229789734, 0.36815908551216125, 0.47474732995033264, 0.6399998664855957, 0.38541653752326965, 0.3880595862865448, 0.7127658128738403, 0.5388126373291016, 0.39999985694885254, 0.6411482095718384, 0.6699027419090271, 0.37158459424972534, 0.4950493574142456, 0.3300969898700714, 0.6368157267570496, 0.4158414602279663, 0.44444435834884644, 0.47715723514556885, 0.3936169147491455, 0.4585364758968353, 0.4485980272293091, 0.2288556545972824, 0.4923075735569, 0.390243798494339, 0.28571420907974243, 0.6113988757133484, 0.378109335899353, 0.7171715497970581, 0.40358731150627136, 0.4594593644142151, 0.16931210458278656, 0.33816415071487427, 0.28415289521217346, 0.561576247215271, 0.7317072153091431, 0.6282721161842346, 0.19230762124061584, 0.41884803771972656, 0.5565216541290283, 0.7305934429168701, 0.5566036701202393, 0.23809516429901123, 0.5816324949264526, 0.5106381177902222, 0.5948716402053833, 0.415094256401062, 0.7623316645622253, 0.579710066318512, 0.5294116735458374, 0.40579700469970703, 0.2673795819282532, 0.25668442249298096, 0.37614670395851135, 0.44559577107429504, 0.7878786325454712, 0.6415093541145325, 0.4857141971588135, 0.6857141852378845, 0.15384609997272491, 0.3474177420139313, 0.28426387906074524, 0.6938773989677429, 0.7462685704231262, 0.2873562276363373, 0.3723403513431549, 0.4729062616825104, 0.2072538137435913, 0.4306218922138214, 0.7452828288078308, 0.4183672070503235, 0.3516482412815094, 0.6028706431388855, 0.5263156890869141, 0.5022025108337402, 0.4180789887905121, 0.43564343452453613, 0.44670039415359497, 0.5230767726898193, 0.3269230127334595, 0.2793295085430145, 0.7389161586761475, 0.4834122061729431, 0.3260868787765503, 0.3980098366737366, 0.2424241602420807, 0.5208331942558289 ], "time": 10.153725576587021, "param": null }, { "epoch": 163, "train_loss": 0.0039039296098053455, "val_loss": 2.409588098526001, "acc": 46.6, "f1": [ 0.7668392062187195, 0.5544553399085999, 0.3428570628166199, 0.239999920129776, 0.28855711221694946, 0.46376800537109375, 0.4795917272567749, 0.46534639596939087, 0.5937498807907104, 0.6153844594955444, 0.3351350426673889, 0.27173903584480286, 0.5118482112884521, 0.37499991059303284, 0.3794870972633362, 0.3794870972633362, 0.47572803497314453, 0.6467660069465637, 0.39805811643600464, 0.3959389626979828, 0.7120417356491089, 0.5437787175178528, 0.39999985694885254, 0.6372547745704651, 0.6634145379066467, 0.37433144450187683, 0.48309168219566345, 0.336633563041687, 0.666666567325592, 0.4210525155067444, 0.4380951225757599, 0.47236168384552, 0.3917524814605713, 0.4688993990421295, 0.434782475233078, 0.22105254232883453, 0.48387083411216736, 0.3823528587818146, 0.2870812714099884, 0.602040708065033, 0.37305691838264465, 0.7099998593330383, 0.40178558230400085, 0.45535701513290405, 0.1641024947166443, 0.3272726535797119, 0.28571417927742004, 0.5643563270568848, 0.7169809341430664, 0.625640869140625, 0.1846153289079666, 0.4210525155067444, 0.5714285373687744, 0.7247704863548279, 0.5566036701202393, 0.22748807072639465, 0.5803107619285583, 0.4999998211860657, 0.5888323187828064, 0.415094256401062, 0.7511310577392578, 0.579710066318512, 0.5365853309631348, 0.3999999165534973, 0.2622949779033661, 0.24210518598556519, 0.3943660855293274, 0.44210511445999146, 0.7897433638572693, 0.6538460850715637, 0.49999988079071045, 0.6956520080566406, 0.15384609997272491, 0.3271027207374573, 0.28855711221694946, 0.6868685483932495, 0.728155255317688, 0.2873562276363373, 0.36065563559532166, 0.49019595980644226, 0.19047614932060242, 0.4095236659049988, 0.7407405376434326, 0.4120602011680603, 0.3783782720565796, 0.5999999046325684, 0.534031331539154, 0.5158370137214661, 0.423912912607193, 0.436893105506897, 0.4545453190803528, 0.5284972786903381, 0.3384614586830139, 0.2871793806552887, 0.7244896292686462, 0.4744184911251068, 0.329670250415802, 0.4248703718185425, 0.23469379544258118, 0.5268816351890564 ], "time": 11.76164023205638, "param": null }, { "epoch": 164, "train_loss": 0.003988165874034166, "val_loss": 2.3112494945526123, "acc": 46.46, "f1": [ 0.7628865242004395, 0.5588234066963196, 0.319248765707016, 0.26519328355789185, 0.281406968832016, 0.4454975128173828, 0.474226713180542, 0.48453593254089355, 0.6054052114486694, 0.6063828468322754, 0.3315507173538208, 0.2795697748661041, 0.5142855644226074, 0.38709667325019836, 0.38578668236732483, 0.364531934261322, 0.467661589384079, 0.6403939127922058, 0.39153432846069336, 0.378109335899353, 0.716577410697937, 0.5198236703872681, 0.39999985694885254, 0.6442306041717529, 0.6666665077209473, 0.36559128761291504, 0.4878047704696655, 0.3399999141693115, 0.6560845375061035, 0.4190475046634674, 0.4339621663093567, 0.4666665494441986, 0.37894728779792786, 0.47236168384552, 0.44339612126350403, 0.22999992966651917, 0.48205116391181946, 0.3627450466156006, 0.3047617971897125, 0.613065242767334, 0.3692306876182556, 0.7227722406387329, 0.3999998867511749, 0.4502163529396057, 0.17204295098781586, 0.3431371748447418, 0.2888887822628021, 0.5757573843002319, 0.728155255317688, 0.6224488615989685, 0.18652844429016113, 0.4041449725627899, 0.5638765096664429, 0.7117116451263428, 0.5539904832839966, 0.2121211439371109, 0.5979380011558533, 0.5052630305290222, 0.5816324949264526, 0.40579700469970703, 0.7488582730293274, 0.579710066318512, 0.5333331823348999, 0.4077668786048889, 0.26881712675094604, 0.253807008266449, 0.3744291365146637, 0.44559577107429504, 0.7839194536209106, 0.657142698764801, 0.4927534759044647, 0.7029701471328735, 0.16931210458278656, 0.34579432010650635, 0.2959182858467102, 0.6868685483932495, 0.728155255317688, 0.27118635177612305, 0.3459458649158478, 0.4924621880054474, 0.19459453225135803, 0.4313724637031555, 0.7255812287330627, 0.3959389626979828, 0.3575417995452881, 0.6039602756500244, 0.5263156890869141, 0.5135133862495422, 0.41340771317481995, 0.43999987840652466, 0.45685264468193054, 0.5291004180908203, 0.3269230127334595, 0.2673795819282532, 0.7290639281272888, 0.47619035840034485, 0.34224584698677063, 0.390243798494339, 0.22549012303352356, 0.5291004180908203 ], "time": 10.515758353285491, "param": null }, { "epoch": 165, "train_loss": 0.004193929955363274, "val_loss": 2.3341336250305176, "acc": 46.64, "f1": [ 0.7575755715370178, 0.5517240166664124, 0.3271027207374573, 0.27173903584480286, 0.28855711221694946, 0.4585364758968353, 0.4923075735569, 0.48167529702186584, 0.6054052114486694, 0.5999999046325684, 0.34920626878738403, 0.28415289521217346, 0.5164318084716797, 0.3999998867511749, 0.37373724579811096, 0.35820886492729187, 0.46231144666671753, 0.6435642242431641, 0.40206170082092285, 0.37864065170288086, 0.7089946269989014, 0.5327510237693787, 0.4041449725627899, 0.624390184879303, 0.6764704585075378, 0.38043469190597534, 0.47846877574920654, 0.3399999141693115, 0.6596857309341431, 0.4230768084526062, 0.4200912117958069, 0.4585364758968353, 0.38341957330703735, 0.4666665494441986, 0.4474884569644928, 0.22222216427326202, 0.4947367310523987, 0.3904760777950287, 0.2870812714099884, 0.6153844594955444, 0.3711339235305786, 0.7263681292533875, 0.4205606281757355, 0.45535701513290405, 0.16931210458278656, 0.3299999237060547, 0.28260859847068787, 0.5507245063781738, 0.728155255317688, 0.629441499710083, 0.20304562151432037, 0.4248703718185425, 0.553571343421936, 0.7181816697120667, 0.5645932555198669, 0.21596238017082214, 0.5979380011558533, 0.4974091649055481, 0.5858584046363831, 0.4257424473762512, 0.7567564845085144, 0.5825241804122925, 0.5148513317108154, 0.4162435233592987, 0.2681563198566437, 0.24999991059303284, 0.36893191933631897, 0.4410255253314972, 0.7939696907997131, 0.6538460850715637, 0.4788731336593628, 0.6886791586875916, 0.17391297221183777, 0.33802807331085205, 0.2944161295890808, 0.6979165077209473, 0.7177032232284546, 0.2790696620941162, 0.3675675094127655, 0.48756206035614014, 0.20430098474025726, 0.43902426958084106, 0.742857038974762, 0.39583319425582886, 0.3586955666542053, 0.6122447848320007, 0.5185183882713318, 0.5225224494934082, 0.3999999165534973, 0.46153831481933594, 0.4411763548851013, 0.5291004180908203, 0.3317534327507019, 0.2780747711658478, 0.7246376276016235, 0.47004595398902893, 0.3459458649158478, 0.4123710095882416, 0.21890540421009064, 0.5257730484008789 ], "time": 11.989597458392382, "param": null }, { "epoch": 166, "train_loss": 0.004250917583703995, "val_loss": 2.4233078956604004, "acc": 46.5, "f1": [ 0.7628865242004395, 0.5544553399085999, 0.3300969898700714, 0.24137921631336212, 0.282828152179718, 0.4585364758968353, 0.4824119210243225, 0.46534639596939087, 0.6031745076179504, 0.5863873362541199, 0.329670250415802, 0.27322396636009216, 0.5192306637763977, 0.37499991059303284, 0.36815908551216125, 0.36180898547172546, 0.4795917272567749, 0.6403939127922058, 0.3838382363319397, 0.38190943002700806, 0.7127658128738403, 0.5488370656967163, 0.4083768427371979, 0.6285713315010071, 0.6730768084526062, 0.37433144450187683, 0.4950493574142456, 0.34343424439430237, 0.6560845375061035, 0.4380951225757599, 0.4299064576625824, 0.4622640609741211, 0.38144323229789734, 0.4593299925327301, 0.4485980272293091, 0.2244897186756134, 0.4947367310523987, 0.37681150436401367, 0.3018867075443268, 0.5989846587181091, 0.37373724579811096, 0.7171715497970581, 0.4072396755218506, 0.46363624930381775, 0.15957440435886383, 0.34579432010650635, 0.2888887822628021, 0.5583755373954773, 0.7203789353370667, 0.6231154203414917, 0.1844659447669983, 0.41269823908805847, 0.5652172565460205, 0.7247704863548279, 0.5488370656967163, 0.21649475395679474, 0.5918366312980652, 0.510416567325592, 0.5876287817955017, 0.40740731358528137, 0.7454543113708496, 0.5769229531288147, 0.5358850359916687, 0.3999998867511749, 0.2702701687812805, 0.2526314854621887, 0.38497641682624817, 0.44221094250679016, 0.7938142418861389, 0.6473428606987, 0.48803818225860596, 0.6956520080566406, 0.16304342448711395, 0.34862375259399414, 0.29292917251586914, 0.6868685483932495, 0.7238093614578247, 0.2807016372680664, 0.36065563559532166, 0.47474732995033264, 0.20430098474025726, 0.4174756109714508, 0.7383176684379578, 0.4020099639892578, 0.36065563559532166, 0.6028706431388855, 0.5157893896102905, 0.5089284181594849, 0.4180789887905121, 0.43902426958084106, 0.4656083285808563, 0.5157893896102905, 0.33497530221939087, 0.26455017924308777, 0.7290639281272888, 0.47169798612594604, 0.3459458649158478, 0.4019606411457062, 0.236453115940094, 0.5212765336036682 ], "time": 11.483952455222607, "param": null }, { "epoch": 167, "train_loss": 0.0038195319939404726, "val_loss": 2.3305575847625732, "acc": 46.6, "f1": [ 0.7575755715370178, 0.561576247215271, 0.33333322405815125, 0.23728805780410767, 0.2786068916320801, 0.4541061818599701, 0.4795917272567749, 0.46231144666671753, 0.5937498807907104, 0.6054052114486694, 0.34224584698677063, 0.27551010251045227, 0.5217390656471252, 0.3999998867511749, 0.3636362850666046, 0.3794870972633362, 0.46938762068748474, 0.6464645266532898, 0.39999985694885254, 0.3899998664855957, 0.7135133743286133, 0.5309733152389526, 0.425531804561615, 0.6336632370948792, 0.6699027419090271, 0.3763439953327179, 0.49261072278022766, 0.33497530221939087, 0.6560845375061035, 0.4170615077018738, 0.43601882457733154, 0.4788731336593628, 0.3894736170768738, 0.452830046415329, 0.43835610151290894, 0.22680403292179108, 0.48387083411216736, 0.3923443853855133, 0.29906532168388367, 0.6153844594955444, 0.36269423365592957, 0.7199999094009399, 0.39301300048828125, 0.4533332288265228, 0.15873010456562042, 0.3269230127334595, 0.2780747711658478, 0.5671641230583191, 0.7246376276016235, 0.6224488615989685, 0.1836734265089035, 0.4226802885532379, 0.5599998831748962, 0.7129628658294678, 0.5619046092033386, 0.23188398778438568, 0.5812807083129883, 0.49999988079071045, 0.5833332538604736, 0.40975597500801086, 0.7623316645622253, 0.5853657722473145, 0.5373133420944214, 0.4093022048473358, 0.2580644488334656, 0.25906726717948914, 0.37499985098838806, 0.44559577107429504, 0.8019800782203674, 0.6473428606987, 0.47393354773521423, 0.7058822512626648, 0.16279064118862152, 0.3269230127334595, 0.2959182858467102, 0.6938773989677429, 0.728155255317688, 0.2840908169746399, 0.3510637581348419, 0.4950493574142456, 0.19689112901687622, 0.43269219994544983, 0.7393363118171692, 0.4145076870918274, 0.3763439953327179, 0.6206895112991333, 0.5291004180908203, 0.5209301114082336, 0.4043714702129364, 0.4549761712551117, 0.45320188999176025, 0.5263156890869141, 0.32352936267852783, 0.26455017924308777, 0.742574155330658, 0.4766353964805603, 0.34042540192604065, 0.40609124302864075, 0.22772268950939178, 0.5368419289588928 ], "time": 11.905781304463744, "param": null }, { "epoch": 168, "train_loss": 0.005220111459493637, "val_loss": 2.570265054702759, "acc": 46.48, "f1": [ 0.7653059959411621, 0.5631066560745239, 0.3317534327507019, 0.27777770161628723, 0.29743579030036926, 0.4507041275501251, 0.4799998700618744, 0.46874985098838806, 0.5957446098327637, 0.6063828468322754, 0.3406592309474945, 0.2810809910297394, 0.5142855644226074, 0.39153432846069336, 0.3794870972633362, 0.37185919284820557, 0.49261072278022766, 0.6435642242431641, 0.3899998664855957, 0.38144323229789734, 0.7052630186080933, 0.5405403971672058, 0.40641695261001587, 0.6310677528381348, 0.6732671856880188, 0.3711339235305786, 0.505154550075531, 0.323809415102005, 0.6562498807907104, 0.4137929677963257, 0.4239630401134491, 0.4688993990421295, 0.38974347710609436, 0.46601933240890503, 0.4454975128173828, 0.22772268950939178, 0.48936155438423157, 0.35467973351478577, 0.28571420907974243, 0.5989846587181091, 0.36458322405815125, 0.7208120226860046, 0.4090907871723175, 0.4657532870769501, 0.16494840383529663, 0.33333322405815125, 0.2872926890850067, 0.548076868057251, 0.7307690382003784, 0.6217615604400635, 0.1846153289079666, 0.41269823908805847, 0.553571343421936, 0.7096772789955139, 0.5462961196899414, 0.22966498136520386, 0.5858584046363831, 0.5052630305290222, 0.5948716402053833, 0.4075828194618225, 0.754545271396637, 0.5699998736381531, 0.5339804887771606, 0.4120602011680603, 0.25906726717948914, 0.24864855408668518, 0.3738316595554352, 0.44559577107429504, 0.7918779850006104, 0.6507176160812378, 0.4834122061729431, 0.6857141852378845, 0.16216209530830383, 0.3348836302757263, 0.28855711221694946, 0.697435736656189, 0.7272725701332092, 0.27428561449050903, 0.36464083194732666, 0.4924621880054474, 0.20105813443660736, 0.42857131361961365, 0.7452828288078308, 0.4102562665939331, 0.3636362552642822, 0.6183573603630066, 0.5312498211860657, 0.5089284181594849, 0.39548009634017944, 0.46009382605552673, 0.44210511445999146, 0.5212765336036682, 0.3299999237060547, 0.2694299519062042, 0.7290639281272888, 0.47222211956977844, 0.32258057594299316, 0.39795905351638794, 0.24154582619667053, 0.5268816351890564 ], "time": 11.81150734052062, "param": null }, { "epoch": 169, "train_loss": 0.004433840047568083, "val_loss": 2.3248677253723145, "acc": 46.47, "f1": [ 0.7525771856307983, 0.5658535361289978, 0.3211008310317993, 0.2528734505176544, 0.2829267382621765, 0.4541061818599701, 0.47916653752326965, 0.4766837954521179, 0.6063828468322754, 0.6051281094551086, 0.33333325386047363, 0.27322396636009216, 0.5070421695709229, 0.39130425453186035, 0.37563440203666687, 0.3699999153614044, 0.47524741291999817, 0.6467660069465637, 0.3917524814605713, 0.38190943002700806, 0.7052630186080933, 0.5296802520751953, 0.4148934781551361, 0.6355138421058655, 0.6601940989494324, 0.3783782720565796, 0.49019595980644226, 0.331707239151001, 0.6631577014923096, 0.4339621663093567, 0.4401912987232208, 0.45631060004234314, 0.39378228783607483, 0.46534639596939087, 0.44239622354507446, 0.2233501821756363, 0.48936155438423157, 0.38647329807281494, 0.2843136191368103, 0.6210525035858154, 0.35897424817085266, 0.7236180305480957, 0.3964756429195404, 0.4377681314945221, 0.1497325599193573, 0.3267325758934021, 0.28415289521217346, 0.5572138428688049, 0.7246376276016235, 0.6153844594955444, 0.18947362899780273, 0.41666656732559204, 0.5603446960449219, 0.7085200548171997, 0.5619046092033386, 0.2243901938199997, 0.582914412021637, 0.510416567325592, 0.5876287817955017, 0.40579700469970703, 0.7567564845085144, 0.5714284181594849, 0.5209301114082336, 0.40975597500801086, 0.2617800235748291, 0.25906726717948914, 0.37962955236434937, 0.4502616822719574, 0.7878786325454712, 0.6507176160812378, 0.49261072278022766, 0.6923075318336487, 0.17142851650714874, 0.34905651211738586, 0.30208322405815125, 0.697435736656189, 0.7272725701332092, 0.2824857831001282, 0.3478259742259979, 0.48484835028648376, 0.2010049670934677, 0.434782475233078, 0.7289717793464661, 0.39583319425582886, 0.3555554449558258, 0.6048778891563416, 0.5185183882713318, 0.5181816816329956, 0.40641695261001587, 0.45714277029037476, 0.4545453190803528, 0.5208331942558289, 0.3300969898700714, 0.2722512185573578, 0.732673168182373, 0.4766353964805603, 0.3111110329627991, 0.4081631302833557, 0.22549012303352356, 0.5185183882713318 ], "time": 11.673133509233594, "param": null }, { "epoch": 170, "train_loss": 0.004475402180105448, "val_loss": 2.4178409576416016, "acc": 46.48, "f1": [ 0.7599998116493225, 0.5482232570648193, 0.3253587782382965, 0.2485874742269516, 0.28571417927742004, 0.4519229531288147, 0.4864863455295563, 0.46874985098838806, 0.5999999046325684, 0.5999999046325684, 0.34736835956573486, 0.26881712675094604, 0.5140186548233032, 0.37305691838264465, 0.38144323229789734, 0.36815908551216125, 0.47524741291999817, 0.6368157267570496, 0.39583319425582886, 0.3838382363319397, 0.7243241667747498, 0.5201792120933533, 0.4210525155067444, 0.6376810669898987, 0.6602869629859924, 0.38043469190597534, 0.4950493574142456, 0.3299999237060547, 0.6596857309341431, 0.4339621663093567, 0.4380951225757599, 0.4878047704696655, 0.3894736170768738, 0.46999987959861755, 0.43925222754478455, 0.23036640882492065, 0.47368407249450684, 0.3707316219806671, 0.2775118350982666, 0.6113988757133484, 0.36180898547172546, 0.7236180305480957, 0.3999998867511749, 0.4594593644142151, 0.1641024947166443, 0.33962252736091614, 0.27118635177612305, 0.5670101642608643, 0.7238093614578247, 0.6262625455856323, 0.17616572976112366, 0.4102562665939331, 0.5603446960449219, 0.722222089767456, 0.5514017343521118, 0.21698106825351715, 0.5906734466552734, 0.507771909236908, 0.5858584046363831, 0.4265401363372803, 0.7488582730293274, 0.5853657722473145, 0.535353422164917, 0.4174756109714508, 0.2577318847179413, 0.24999991059303284, 0.38095229864120483, 0.45226117968559265, 0.7878786325454712, 0.6509432196617126, 0.4975123405456543, 0.6956520080566406, 0.15300540626049042, 0.3286384046077728, 0.2914571762084961, 0.697435736656189, 0.7219511270523071, 0.2824857831001282, 0.3529410660266876, 0.4924621880054474, 0.18478251993656158, 0.4210525155067444, 0.7452828288078308, 0.4221104085445404, 0.35359105467796326, 0.5865383148193359, 0.5333331823348999, 0.5205478072166443, 0.4043714702129364, 0.44444435834884644, 0.44670039415359497, 0.5291004180908203, 0.345177561044693, 0.2694299519062042, 0.732673168182373, 0.47222211956977844, 0.3260868787765503, 0.4123710095882416, 0.2243901938199997, 0.522612988948822 ], "time": 10.945338854566216, "param": null }, { "epoch": 171, "train_loss": 0.005950153339654207, "val_loss": 2.4566898345947266, "acc": 46.53, "f1": [ 0.7537687420845032, 0.561576247215271, 0.3253587782382965, 0.24277448654174805, 0.27999991178512573, 0.452830046415329, 0.474226713180542, 0.47715723514556885, 0.596858561038971, 0.6129031181335449, 0.33333325386047363, 0.2793295085430145, 0.5263156890869141, 0.3934425115585327, 0.38775497674942017, 0.37373724579811096, 0.48039206862449646, 0.6439023613929749, 0.3959389626979828, 0.38144323229789734, 0.716577410697937, 0.5175436735153198, 0.4248703718185425, 0.6315788626670837, 0.6634145379066467, 0.37158459424972534, 0.49261072278022766, 0.33497530221939087, 0.6363635063171387, 0.42156851291656494, 0.4413144290447235, 0.488262802362442, 0.37563440203666687, 0.45631060004234314, 0.4519229531288147, 0.23469379544258118, 0.48958322405815125, 0.38834938406944275, 0.2745097279548645, 0.5989846587181091, 0.36082467436790466, 0.7199999094009399, 0.3999998867511749, 0.45132729411125183, 0.15135130286216736, 0.33333322405815125, 0.2758619785308838, 0.5628139972686768, 0.7307690382003784, 0.6358972787857056, 0.17085421085357666, 0.41666656732559204, 0.5676854848861694, 0.7004607319831848, 0.5673075914382935, 0.23076917231082916, 0.5771142840385437, 0.4974091649055481, 0.5989846587181091, 0.40975597500801086, 0.7601808309555054, 0.5784311890602112, 0.5247523188591003, 0.4158414602279663, 0.25906726717948914, 0.2433861643075943, 0.37558677792549133, 0.4343433380126953, 0.7817257046699524, 0.6478871703147888, 0.49019595980644226, 0.6990289688110352, 0.16494840383529663, 0.3414633274078369, 0.30392149090766907, 0.6834169626235962, 0.7363182306289673, 0.2793295085430145, 0.34920626878738403, 0.48756206035614014, 0.19791658222675323, 0.42857131361961365, 0.7393363118171692, 0.3999998867511749, 0.3675675094127655, 0.6124400496482849, 0.5157893896102905, 0.5277776718139648, 0.3999999165534973, 0.4519229531288147, 0.45320188999176025, 0.5291004180908203, 0.34482747316360474, 0.27173903584480286, 0.7219511270523071, 0.4899998903274536, 0.3440859317779541, 0.4081631302833557, 0.22115376591682434, 0.5240640044212341 ], "time": 12.06484217196703, "param": null }, { "epoch": 172, "train_loss": 0.004572076722979546, "val_loss": 2.428835391998291, "acc": 46.51, "f1": [ 0.7614211440086365, 0.5686272978782654, 0.33333322405815125, 0.2404370754957199, 0.29166659712791443, 0.44976064562797546, 0.486772358417511, 0.46231144666671753, 0.5937498807907104, 0.5989846587181091, 0.3351350426673889, 0.27777770161628723, 0.504761815071106, 0.3874344527721405, 0.364531934261322, 0.38144323229789734, 0.4729062616825104, 0.6435642242431641, 0.4019606411457062, 0.38578668236732483, 0.716577410697937, 0.5217390656471252, 0.40624988079071045, 0.6407765746116638, 0.6601940989494324, 0.3783782720565796, 0.4949493706226349, 0.331707239151001, 0.6528496146202087, 0.41176459193229675, 0.43601882457733154, 0.48039206862449646, 0.3838382363319397, 0.4670049846172333, 0.44976064562797546, 0.22916659712791443, 0.47916653752326965, 0.367346853017807, 0.28019312024116516, 0.6041665077209473, 0.37305691838264465, 0.7099998593330383, 0.4186045527458191, 0.46788978576660156, 0.17910441756248474, 0.3431371748447418, 0.2774565517902374, 0.5628139972686768, 0.7169809341430664, 0.6424869298934937, 0.1725887656211853, 0.4183672070503235, 0.5676854848861694, 0.7031961679458618, 0.5619046092033386, 0.22966498136520386, 0.5906734466552734, 0.49214646220207214, 0.5918366312980652, 0.4137929677963257, 0.7649767994880676, 0.5853657722473145, 0.5118482112884521, 0.4120602011680603, 0.26455017924308777, 0.24875615537166595, 0.37558677792549133, 0.44559577107429504, 0.8019800782203674, 0.6380951404571533, 0.48309168219566345, 0.6760562062263489, 0.15789467096328735, 0.362790584564209, 0.28712859749794006, 0.697435736656189, 0.7219511270523071, 0.2793295085430145, 0.3578946590423584, 0.4873095452785492, 0.1914892941713333, 0.42857131361961365, 0.7323941588401794, 0.39153432846069336, 0.35359105467796326, 0.6057690978050232, 0.5208331942558289, 0.5201792120933533, 0.39778995513916016, 0.44976064562797546, 0.45544540882110596, 0.5263156890869141, 0.3383083641529083, 0.2741115987300873, 0.7290639281272888, 0.4857141971588135, 0.3406592309474945, 0.40999990701675415, 0.22660093009471893, 0.5396823883056641 ], "time": 12.038338608108461, "param": null }, { "epoch": 173, "train_loss": 0.00420202873647213, "val_loss": 2.52797532081604, "acc": 46.52, "f1": [ 0.7551018595695496, 0.5658535361289978, 0.336633563041687, 0.2430938482284546, 0.2941175699234009, 0.44976064562797546, 0.474226713180542, 0.46231144666671753, 0.6031745076179504, 0.6031745076179504, 0.3529410660266876, 0.27777770161628723, 0.5188678503036499, 0.37894728779792786, 0.38190943002700806, 0.35748788714408875, 0.4607841968536377, 0.6502462029457092, 0.38578668236732483, 0.3880595862865448, 0.7127658128738403, 0.5339365601539612, 0.41052618622779846, 0.6380951404571533, 0.6732671856880188, 0.3723403513431549, 0.4975123405456543, 0.33497530221939087, 0.649484395980835, 0.4154588282108307, 0.43518510460853577, 0.47115376591682434, 0.39583319425582886, 0.46534639596939087, 0.4292682111263275, 0.23469379544258118, 0.486772358417511, 0.3707316219806671, 0.2815532982349396, 0.6113988757133484, 0.35897424817085266, 0.7171715497970581, 0.39473670721054077, 0.46636757254600525, 0.16494840383529663, 0.34482747316360474, 0.27777770161628723, 0.5599998831748962, 0.7230044603347778, 0.625640869140625, 0.18749994039535522, 0.4145076870918274, 0.570175290107727, 0.7129628658294678, 0.5488370656967163, 0.21890540421009064, 0.5906734466552734, 0.49999988079071045, 0.5989846587181091, 0.4306218922138214, 0.7488582730293274, 0.589371919631958, 0.526829183101654, 0.3980098366737366, 0.26455017924308777, 0.23913034796714783, 0.3703702688217163, 0.44559577107429504, 0.7939696907997131, 0.6507176160812378, 0.47619035840034485, 0.6857141852378845, 0.15909084677696228, 0.34615373611450195, 0.2959182858467102, 0.697435736656189, 0.7184464335441589, 0.280898779630661, 0.3586955666542053, 0.49484527111053467, 0.19791658222675323, 0.4170615077018738, 0.7348835468292236, 0.3917524814605713, 0.37499991059303284, 0.6066349744796753, 0.5208331942558289, 0.5229355692863464, 0.39325833320617676, 0.43925222754478455, 0.44776105880737305, 0.5263156890869141, 0.33497530221939087, 0.2797926664352417, 0.7363182306289673, 0.4792625606060028, 0.327868789434433, 0.41414129734039307, 0.23350247740745544, 0.5312498211860657 ], "time": 11.322557737119496, "param": null }, { "epoch": 174, "train_loss": 0.004746363498270512, "val_loss": 2.3113956451416016, "acc": 46.58, "f1": [ 0.7614211440086365, 0.5714284181594849, 0.3317534327507019, 0.2404370754957199, 0.282828152179718, 0.4607841968536377, 0.47715723514556885, 0.46999987959861755, 0.6054052114486694, 0.609625518321991, 0.33333325386047363, 0.27472516894340515, 0.5164318084716797, 0.382978618144989, 0.37185919284820557, 0.36815908551216125, 0.47236168384552, 0.6399998664855957, 0.39378228783607483, 0.3861384987831116, 0.7204300165176392, 0.5296802520751953, 0.42162150144577026, 0.6320753693580627, 0.6699506640434265, 0.38251355290412903, 0.4950493574142456, 0.3399999141693115, 0.6526314616203308, 0.4162435233592987, 0.43601882457733154, 0.4729062616825104, 0.3917524814605713, 0.4630540609359741, 0.4507041275501251, 0.2371133416891098, 0.49484527111053467, 0.37999987602233887, 0.29126206040382385, 0.6145831942558289, 0.36082467436790466, 0.7093595266342163, 0.39130425453186035, 0.4561402499675751, 0.17112290859222412, 0.3365383446216583, 0.2793295085430145, 0.5572138428688049, 0.7177032232284546, 0.6249998807907104, 0.1747572273015976, 0.41269823908805847, 0.5555554628372192, 0.7085200548171997, 0.5619046092033386, 0.22330091893672943, 0.5948716402053833, 0.518134593963623, 0.5906734466552734, 0.42452818155288696, 0.7601808309555054, 0.5837318897247314, 0.5373133420944214, 0.4020099639892578, 0.2564101815223694, 0.24870456755161285, 0.37668150663375854, 0.44670039415359497, 0.7918779850006104, 0.6415093541145325, 0.48309168219566345, 0.6889951229095459, 0.15469607710838318, 0.3523808717727661, 0.2959182858467102, 0.7046630382537842, 0.741463303565979, 0.2762430012226105, 0.34920626878738403, 0.4949493706226349, 0.1938774734735489, 0.41346144676208496, 0.7393363118171692, 0.4081631302833557, 0.37158459424972534, 0.6037734746932983, 0.5291004180908203, 0.5155554413795471, 0.4088396728038788, 0.4507041275501251, 0.46938762068748474, 0.5185183882713318, 0.3299999237060547, 0.2751321792602539, 0.7389161586761475, 0.47619035840034485, 0.314606636762619, 0.40404030680656433, 0.23188398778438568, 0.5388599634170532 ], "time": 12.625047747977078, "param": null }, { "epoch": 175, "train_loss": 0.003796026576310396, "val_loss": 2.6394529342651367, "acc": 46.34, "f1": [ 0.7512688636779785, 0.5700481534004211, 0.3285022974014282, 0.2569831311702728, 0.28426387906074524, 0.4585364758968353, 0.4795917272567749, 0.46534639596939087, 0.5957446098327637, 0.6105261445045471, 0.3478259742259979, 0.26086944341659546, 0.506912350654602, 0.3711339235305786, 0.3794870972633362, 0.36815908551216125, 0.4729062616825104, 0.6439023613929749, 0.39583319425582886, 0.3861384987831116, 0.7127658128738403, 0.5225224494934082, 0.4153004288673401, 0.6368157267570496, 0.6600984334945679, 0.36458322405815125, 0.4950493574142456, 0.34343424439430237, 0.6528496146202087, 0.4210525155067444, 0.436893105506897, 0.4688993990421295, 0.39378228783607483, 0.4487804174423218, 0.43518510460853577, 0.23350247740745544, 0.48421040177345276, 0.372548907995224, 0.282828152179718, 0.6073297262191772, 0.3517586886882782, 0.7128711342811584, 0.40540531277656555, 0.4521738290786743, 0.17204295098781586, 0.3383083641529083, 0.2762430012226105, 0.5544553399085999, 0.7142855525016785, 0.6321242451667786, 0.17112290859222412, 0.4226802885532379, 0.5652172565460205, 0.7090908288955688, 0.5539904832839966, 0.22009563446044922, 0.5771142840385437, 0.5052630305290222, 0.5918366312980652, 0.41346144676208496, 0.7636361122131348, 0.5865383148193359, 0.5213268995285034, 0.40384599566459656, 0.25396814942359924, 0.2564101815223694, 0.3696681261062622, 0.4502616822719574, 0.7857141494750977, 0.6476188898086548, 0.4878047704696655, 0.6923075318336487, 0.15135130286216736, 0.33816415071487427, 0.29896897077560425, 0.697435736656189, 0.732673168182373, 0.2793295085430145, 0.3626372814178467, 0.4949493706226349, 0.19689112901687622, 0.39805811643600464, 0.7255812287330627, 0.38541653752326965, 0.34972667694091797, 0.6037734746932983, 0.5157893896102905, 0.5110130310058594, 0.39560428261756897, 0.4485980272293091, 0.4577113389968872, 0.5268816351890564, 0.3300969898700714, 0.26395928859710693, 0.7317072153091431, 0.4811319410800934, 0.3387977182865143, 0.39999985694885254, 0.22222216427326202, 0.5268816351890564 ], "time": 11.411495543085039, "param": null }, { "epoch": 176, "train_loss": 0.003936130553483963, "val_loss": 2.25252366065979, "acc": 46.51, "f1": [ 0.7589742541313171, 0.5588234066963196, 0.33179715275764465, 0.24277448654174805, 0.2871793806552887, 0.44976064562797546, 0.4766837954521179, 0.45685264468193054, 0.5882351994514465, 0.5888323187828064, 0.3369564116001129, 0.26666656136512756, 0.5070421695709229, 0.3957218527793884, 0.39153432846069336, 0.37373724579811096, 0.4851484000682831, 0.6407765746116638, 0.3703702688217163, 0.3874344527721405, 0.7052630186080933, 0.5291478633880615, 0.41176459193229675, 0.6310677528381348, 0.6570047736167908, 0.3783782720565796, 0.4975123405456543, 0.33333325386047363, 0.6595743298530579, 0.43720918893814087, 0.4259258210659027, 0.46445485949516296, 0.3917524814605713, 0.45631060004234314, 0.4487804174423218, 0.22222216427326202, 0.486772358417511, 0.37320560216903687, 0.2938387989997864, 0.602040708065033, 0.35532984137535095, 0.7263681292533875, 0.41095879673957825, 0.4561402499675751, 0.17801040410995483, 0.323809415102005, 0.2762430012226105, 0.5628139972686768, 0.728155255317688, 0.6288658380508423, 0.17708326876163483, 0.41414129734039307, 0.5652172565460205, 0.7117116451263428, 0.5566036701202393, 0.22222216427326202, 0.5742572546005249, 0.507771909236908, 0.6041665077209473, 0.4154588282108307, 0.7557602524757385, 0.5784311890602112, 0.5258214473724365, 0.40609124302864075, 0.26455017924308777, 0.2699999213218689, 0.3831774890422821, 0.44210511445999146, 0.7960197329521179, 0.6476188898086548, 0.4878047704696655, 0.6952379941940308, 0.15909084677696228, 0.3584904372692108, 0.28426387906074524, 0.6979165077209473, 0.7136148810386658, 0.27777770161628723, 0.3586955666542053, 0.48484835028648376, 0.1989527940750122, 0.4265401363372803, 0.7264149188995361, 0.39378228783607483, 0.35675665736198425, 0.6176469922065735, 0.5454543828964233, 0.5229355692863464, 0.39778995513916016, 0.4433496594429016, 0.4630540609359741, 0.5185183882713318, 0.3487178385257721, 0.2622949779033661, 0.7290639281272888, 0.4854367673397064, 0.329670250415802, 0.39805811643600464, 0.22857137024402618, 0.5268816351890564 ], "time": 12.133198908530176, "param": null }, { "epoch": 177, "train_loss": 0.004143190570175648, "val_loss": 2.4256362915039062, "acc": 46.5, "f1": [ 0.7537687420845032, 0.5588234066963196, 0.319248765707016, 0.2513660192489624, 0.2797926664352417, 0.4413144290447235, 0.48205116391181946, 0.46632111072540283, 0.5999999046325684, 0.6162160634994507, 0.3440859317779541, 0.26881712675094604, 0.5142855644226074, 0.38578668236732483, 0.3707316219806671, 0.37563440203666687, 0.467661589384079, 0.6435642242431641, 0.37999987602233887, 0.3880595862865448, 0.7089946269989014, 0.5198236703872681, 0.42931926250457764, 0.6346153020858765, 0.6666665077209473, 0.3736262619495392, 0.49019595980644226, 0.33497530221939087, 0.6564101576805115, 0.4292682111263275, 0.4380951225757599, 0.46829259395599365, 0.39153432846069336, 0.45544540882110596, 0.44339612126350403, 0.238805890083313, 0.4812833070755005, 0.37681150436401367, 0.2815532982349396, 0.6073297262191772, 0.36458322405815125, 0.7064675688743591, 0.4072396755218506, 0.4622220993041992, 0.16999994218349457, 0.33502528071403503, 0.2795697748661041, 0.5656563639640808, 0.7109003663063049, 0.6249998807907104, 0.1683167666196823, 0.42051267623901367, 0.5764191746711731, 0.7155961990356445, 0.5619046092033386, 0.236453115940094, 0.5816324949264526, 0.5052630305290222, 0.6041665077209473, 0.4221104085445404, 0.7692306041717529, 0.5825241804122925, 0.526829183101654, 0.38974347710609436, 0.27173903584480286, 0.25668442249298096, 0.3738316595554352, 0.44791656732559204, 0.7979796528816223, 0.6411482095718384, 0.4854367673397064, 0.6889951229095459, 0.15642453730106354, 0.33816415071487427, 0.2870812714099884, 0.6903551816940308, 0.7246376276016235, 0.27118635177612305, 0.3626372814178467, 0.4873095452785492, 0.19999991357326508, 0.42452818155288696, 0.741783857345581, 0.4041449725627899, 0.36559128761291504, 0.6153844594955444, 0.518134593963623, 0.5181816816329956, 0.4088396728038788, 0.4339621663093567, 0.45544540882110596, 0.5291004180908203, 0.33333322405815125, 0.2659573554992676, 0.732673168182373, 0.488262802362442, 0.34042540192604065, 0.4020099639892578, 0.22330091893672943, 0.5416665077209473 ], "time": 11.424007303081453, "param": null }, { "epoch": 178, "train_loss": 0.004909807350486517, "val_loss": 2.3277413845062256, "acc": 46.52, "f1": [ 0.7653059959411621, 0.5714284181594849, 0.33816415071487427, 0.2541435658931732, 0.28571420907974243, 0.4585364758968353, 0.4799998700618744, 0.45833322405815125, 0.5937498807907104, 0.6162160634994507, 0.3351350426673889, 0.26881712675094604, 0.5263156890869141, 0.3894736170768738, 0.37623751163482666, 0.36815908551216125, 0.4670049846172333, 0.6599999070167542, 0.39378228783607483, 0.3794870972633362, 0.7089946269989014, 0.5333332419395447, 0.41666656732559204, 0.6336632370948792, 0.6540283560752869, 0.36842095851898193, 0.49999988079071045, 0.3269230127334595, 0.6526314616203308, 0.4306218922138214, 0.43601882457733154, 0.46728962659835815, 0.38775497674942017, 0.4579438269138336, 0.4507041275501251, 0.2234041839838028, 0.48167529702186584, 0.37864065170288086, 0.2829267382621765, 0.6010361909866333, 0.36842095851898193, 0.7135677337646484, 0.3964756429195404, 0.4454147219657898, 0.15957440435886383, 0.3317534327507019, 0.290502667427063, 0.5714284777641296, 0.7177032232284546, 0.6288658380508423, 0.1799999475479126, 0.40624988079071045, 0.5627704858779907, 0.7181816697120667, 0.5673075914382935, 0.21917803585529327, 0.5876287817955017, 0.510416567325592, 0.5979380011558533, 0.42156851291656494, 0.7614678144454956, 0.5933012366294861, 0.5326631665229797, 0.4077668786048889, 0.2577318847179413, 0.253807008266449, 0.3744291365146637, 0.44559577107429504, 0.7817257046699524, 0.6411482095718384, 0.49019595980644226, 0.696078360080719, 0.16216209530830383, 0.33333322405815125, 0.30541861057281494, 0.7046630382537842, 0.742574155330658, 0.28571420907974243, 0.35675665736198425, 0.49999988079071045, 0.18848159909248352, 0.40975597500801086, 0.7441859841346741, 0.40206170082092285, 0.38502663373947144, 0.5970147848129272, 0.5257730484008789, 0.5205478072166443, 0.4153004288673401, 0.44976064562797546, 0.4607328474521637, 0.5291004180908203, 0.33333322405815125, 0.26804113388061523, 0.732673168182373, 0.4788731336593628, 0.3315507173538208, 0.4041449725627899, 0.22330091893672943, 0.518134593963623 ], "time": 11.64149886649102, "param": null }, { "epoch": 179, "train_loss": 0.004156908020377159, "val_loss": 2.3855409622192383, "acc": 46.62, "f1": [ 0.7575755715370178, 0.5643563270568848, 0.33179715275764465, 0.228260800242424, 0.2783504128456116, 0.45631060004234314, 0.4897957742214203, 0.4630540609359741, 0.5999999046325684, 0.5937498807907104, 0.3369564116001129, 0.27173903584480286, 0.5217390656471252, 0.39778995513916016, 0.3775508999824524, 0.3699999153614044, 0.47572803497314453, 0.6467660069465637, 0.3809523284435272, 0.39795905351638794, 0.7127658128738403, 0.5267855525016785, 0.4145076870918274, 0.6435642242431641, 0.6570047736167908, 0.367346853017807, 0.4878047704696655, 0.336633563041687, 0.6632122993469238, 0.42857131361961365, 0.4339621663093567, 0.47115376591682434, 0.3894736170768738, 0.46153831481933594, 0.43925222754478455, 0.22797919809818268, 0.48421040177345276, 0.3804876506328583, 0.28571417927742004, 0.5979380011558533, 0.367346853017807, 0.7290639281272888, 0.39130425453186035, 0.47004595398902893, 0.17525766789913177, 0.3465345501899719, 0.2872926890850067, 0.5656563639640808, 0.721153736114502, 0.619289219379425, 0.19999992847442627, 0.4102562665939331, 0.5726870894432068, 0.7149319648742676, 0.5592415928840637, 0.2167486995458603, 0.6031745076179504, 0.5079363584518433, 0.6041665077209473, 0.436893105506897, 0.7522933483123779, 0.5904760956764221, 0.5339804887771606, 0.3999998867511749, 0.26881712675094604, 0.25668442249298096, 0.37735840678215027, 0.43999987840652466, 0.7979796528816223, 0.6442306041717529, 0.49019595980644226, 0.6923075318336487, 0.15555550158023834, 0.32352936267852783, 0.28999990224838257, 0.6903551816940308, 0.728155255317688, 0.2762430012226105, 0.3666665554046631, 0.48756206035614014, 0.20105813443660736, 0.4313724637031555, 0.7439612150192261, 0.419999897480011, 0.36559128761291504, 0.6009851098060608, 0.5157893896102905, 0.5272725820541382, 0.39778995513916016, 0.4549761712551117, 0.44776105880737305, 0.5235601663589478, 0.3398057222366333, 0.2780747711658478, 0.725490152835846, 0.4744184911251068, 0.34042540192604065, 0.4081631302833557, 0.22115376591682434, 0.5230767726898193 ], "time": 12.097630298696458, "param": null }, { "epoch": 180, "train_loss": 0.003972113132476807, "val_loss": 2.451040506362915, "acc": 46.59, "f1": [ 0.7653059959411621, 0.5686272978782654, 0.32558128237724304, 0.24999991059303284, 0.2871793806552887, 0.4607841968536377, 0.48756206035614014, 0.4599998891353607, 0.594594419002533, 0.596858561038971, 0.3387977182865143, 0.2824857831001282, 0.5045870542526245, 0.3775508999824524, 0.3775508999824524, 0.36815908551216125, 0.4851484000682831, 0.6470587849617004, 0.38974347710609436, 0.3880595862865448, 0.7127658128738403, 0.5471696853637695, 0.40975597500801086, 0.6336632370948792, 0.6601940989494324, 0.3783782720565796, 0.48309168219566345, 0.33333322405815125, 0.666666567325592, 0.43269219994544983, 0.43601882457733154, 0.4814813435077667, 0.3917524814605713, 0.45714277029037476, 0.42452818155288696, 0.22916659712791443, 0.4919784665107727, 0.36714968085289, 0.2938387989997864, 0.6041665077209473, 0.36082467436790466, 0.7192116975784302, 0.40358731150627136, 0.45535701513290405, 0.17708326876163483, 0.3425924777984619, 0.2873562276363373, 0.5656563639640808, 0.7177032232284546, 0.6210525035858154, 0.17708326876163483, 0.42708319425582886, 0.570175290107727, 0.7174886465072632, 0.5619046092033386, 0.22857137024402618, 0.5714284181594849, 0.510416567325592, 0.5888323187828064, 0.4137929677963257, 0.7567564845085144, 0.589371919631958, 0.5320196151733398, 0.40975597500801086, 0.26315781474113464, 0.24999991059303284, 0.37914684414863586, 0.44210511445999146, 0.7939696907997131, 0.6445496082305908, 0.4924621880054474, 0.6854459643363953, 0.15642453730106354, 0.35023030638694763, 0.29292917251586914, 0.7005074620246887, 0.7317072153091431, 0.280898779630661, 0.35483860969543457, 0.4924621880054474, 0.18848159909248352, 0.40975597500801086, 0.742857038974762, 0.40624988079071045, 0.34254133701324463, 0.5999999046325684, 0.5312498211860657, 0.5248867273330688, 0.40677958726882935, 0.45714277029037476, 0.44559577107429504, 0.5235601663589478, 0.3285022974014282, 0.27173903584480286, 0.735293984413147, 0.47393354773521423, 0.34224584698677063, 0.40624988079071045, 0.23188398778438568, 0.5306121110916138 ], "time": 12.517768748104572, "param": null }, { "epoch": 181, "train_loss": 0.004441439174115658, "val_loss": 2.2407310009002686, "acc": 46.53, "f1": [ 0.7537687420845032, 0.5631066560745239, 0.33333322405815125, 0.24580998718738556, 0.2886596620082855, 0.4541061818599701, 0.47916653752326965, 0.46938762068748474, 0.5989303588867188, 0.6031745076179504, 0.3351350426673889, 0.27118635177612305, 0.5242717266082764, 0.3809523284435272, 0.37373724579811096, 0.3627450466156006, 0.47619035840034485, 0.653465211391449, 0.3999998867511749, 0.3940885663032532, 0.7052630186080933, 0.5296802520751953, 0.4242422580718994, 0.6336632370948792, 0.6507176160812378, 0.3703702688217163, 0.4975123405456543, 0.33497530221939087, 0.6564101576805115, 0.43564343452453613, 0.4380951225757599, 0.4729062616825104, 0.3874344527721405, 0.4607841968536377, 0.44230756163597107, 0.23036640882492065, 0.4946235418319702, 0.37185919284820557, 0.2786068916320801, 0.5979380011558533, 0.36269423365592957, 0.7192116975784302, 0.42452818155288696, 0.46788978576660156, 0.16580304503440857, 0.35643553733825684, 0.27118635177612305, 0.548076868057251, 0.721153736114502, 0.6249998807907104, 0.19095470011234283, 0.4226802885532379, 0.5585584044456482, 0.7064219117164612, 0.5462961196899414, 0.23636355996131897, 0.596858561038971, 0.5052630305290222, 0.5979380011558533, 0.4190475046634674, 0.7557602524757385, 0.5865383148193359, 0.528846025466919, 0.4056602716445923, 0.2659573554992676, 0.2475246638059616, 0.3853210210800171, 0.4410255253314972, 0.7918779850006104, 0.6445496082305908, 0.48309168219566345, 0.6923075318336487, 0.15384609997272491, 0.32352936267852783, 0.2999999225139618, 0.6868685483932495, 0.7246376276016235, 0.27777770161628723, 0.36956506967544556, 0.4899998903274536, 0.20320846140384674, 0.4230768084526062, 0.7314813137054443, 0.4102562665939331, 0.3617020547389984, 0.6048778891563416, 0.505154550075531, 0.5155554413795471, 0.3999999165534973, 0.4509802758693695, 0.45320188999176025, 0.5130888819694519, 0.331707239151001, 0.2694299519062042, 0.7164177894592285, 0.4744184911251068, 0.34042540192604065, 0.4210525155067444, 0.22999992966651917, 0.5284972786903381 ], "time": 11.81304130051285, "param": null }, { "epoch": 182, "train_loss": 0.004186614882200956, "val_loss": 2.3575479984283447, "acc": 46.58, "f1": [ 0.7537687420845032, 0.5658535361289978, 0.3240739703178406, 0.2513660192489624, 0.28571420907974243, 0.45714277029037476, 0.47368407249450684, 0.4646463394165039, 0.5989303588867188, 0.5858584046363831, 0.34972667694091797, 0.27322396636009216, 0.5142855644226074, 0.39560428261756897, 0.37563440203666687, 0.36633655428886414, 0.4780486822128296, 0.6439023613929749, 0.38578668236732483, 0.3939392864704132, 0.7127658128738403, 0.5363634824752808, 0.4086019992828369, 0.6435642242431641, 0.6570047736167908, 0.3675675094127655, 0.49019595980644226, 0.3399999141693115, 0.6631014943122864, 0.434782475233078, 0.42790690064430237, 0.4818180501461029, 0.3917524814605713, 0.44651150703430176, 0.43601882457733154, 0.22660093009471893, 0.486772358417511, 0.3707316219806671, 0.29268285632133484, 0.6073297262191772, 0.36269423365592957, 0.7309643626213074, 0.4090907871723175, 0.4533332288265228, 0.16580304503440857, 0.32195112109184265, 0.27428561449050903, 0.5599998831748962, 0.728155255317688, 0.6249998807907104, 0.20202013850212097, 0.4123710095882416, 0.5627704858779907, 0.706976592540741, 0.5673075914382935, 0.22330091893672943, 0.5858584046363831, 0.4974091649055481, 0.6010361909866333, 0.4230768084526062, 0.7671231031417847, 0.5853657722473145, 0.5238093733787537, 0.40796008706092834, 0.26315781474113464, 0.2613064646720886, 0.38497641682624817, 0.4365480840206146, 0.7960197329521179, 0.6540283560752869, 0.49261072278022766, 0.6990289688110352, 0.15909084677696228, 0.33962252736091614, 0.28855711221694946, 0.7035174369812012, 0.7317072153091431, 0.2696628272533417, 0.3657141625881195, 0.48484835028648376, 0.19791658222675323, 0.434782475233078, 0.7323941588401794, 0.4123710095882416, 0.35675665736198425, 0.5971562266349792, 0.510416567325592, 0.5132741928100586, 0.4022345542907715, 0.4401912987232208, 0.45544540882110596, 0.5263156890869141, 0.3383083641529083, 0.26881712675094604, 0.735293984413147, 0.48076915740966797, 0.3459458649158478, 0.40609124302864075, 0.23529402911663055, 0.5319147706031799 ], "time": 11.953797260299325, "param": null }, { "epoch": 183, "train_loss": 0.0048687090165913105, "val_loss": 2.3804919719696045, "acc": 46.46, "f1": [ 0.7487682700157166, 0.561576247215271, 0.33962252736091614, 0.2333332598209381, 0.2886596620082855, 0.4485980272293091, 0.4873095452785492, 0.46231144666671753, 0.5913977026939392, 0.6153844594955444, 0.33333325386047363, 0.2762430012226105, 0.5092591643333435, 0.38502663373947144, 0.3874344527721405, 0.37305691838264465, 0.46829259395599365, 0.6467660069465637, 0.3899998664855957, 0.37499991059303284, 0.7089946269989014, 0.517857015132904, 0.4301074147224426, 0.6376810669898987, 0.6507176160812378, 0.36842095851898193, 0.4950493574142456, 0.33497530221939087, 0.6562498807907104, 0.43925222754478455, 0.43601882457733154, 0.4729062616825104, 0.38541653752326965, 0.45320188999176025, 0.4401912987232208, 0.23115570843219757, 0.4947367310523987, 0.37563440203666687, 0.28855711221694946, 0.6010361909866333, 0.35714274644851685, 0.7199999094009399, 0.41284388303756714, 0.45814967155456543, 0.20388342440128326, 0.3271027207374573, 0.27173903584480286, 0.5599998831748962, 0.7317072153091431, 0.6217615604400635, 0.18947362899780273, 0.4041449725627899, 0.5676854848861694, 0.7090908288955688, 0.5539904832839966, 0.22966498136520386, 0.5714284181594849, 0.502564013004303, 0.595959484577179, 0.41176459193229675, 0.7692306041717529, 0.5882351994514465, 0.5221673846244812, 0.3980098366737366, 0.25396814942359924, 0.25396814942359924, 0.3823528587818146, 0.4387753903865814, 0.7979796528816223, 0.6478871703147888, 0.49019595980644226, 0.6956520080566406, 0.1497325599193573, 0.33492809534072876, 0.29787227511405945, 0.6938773989677429, 0.7290639281272888, 0.2727271616458893, 0.36464083194732666, 0.4851484000682831, 0.19999991357326508, 0.4230768084526062, 0.7368419766426086, 0.39999985694885254, 0.36649200320243835, 0.5925924181938171, 0.5157893896102905, 0.5090908408164978, 0.39778995513916016, 0.434782475233078, 0.4499998688697815, 0.5291004180908203, 0.3383083641529083, 0.25906726717948914, 0.7177032232284546, 0.47169798612594604, 0.33333325386047363, 0.41269823908805847, 0.23188398778438568, 0.5368419289588928 ], "time": 12.530204293318093, "param": null }, { "epoch": 184, "train_loss": 0.004598349332809448, "val_loss": 2.214618682861328, "acc": 46.62, "f1": [ 0.7575755715370178, 0.5560973882675171, 0.33027511835098267, 0.23204411566257477, 0.28571420907974243, 0.47524741291999817, 0.4899998903274536, 0.46601933240890503, 0.5957446098327637, 0.6051281094551086, 0.3406592309474945, 0.27777770161628723, 0.5167463421821594, 0.38502663373947144, 0.37185919284820557, 0.37373724579811096, 0.4705880880355835, 0.6407765746116638, 0.3899998664855957, 0.3861384987831116, 0.716577410697937, 0.5267855525016785, 0.413043349981308, 0.6346153020858765, 0.653658390045166, 0.3723403513431549, 0.49261072278022766, 0.3417084515094757, 0.6595743298530579, 0.436893105506897, 0.4401912987232208, 0.48598119616508484, 0.38578668236732483, 0.4607841968536377, 0.44036686420440674, 0.23589736223220825, 0.486772358417511, 0.3699999153614044, 0.2955664098262787, 0.6082472205162048, 0.36269423365592957, 0.7263681292533875, 0.4072396755218506, 0.4594593644142151, 0.17171710729599, 0.33497530221939087, 0.2807016372680664, 0.5544553399085999, 0.7238093614578247, 0.6282721161842346, 0.1789472997188568, 0.4226802885532379, 0.5676854848861694, 0.7090908288955688, 0.5488370656967163, 0.22660093009471893, 0.5876287817955017, 0.5026176571846008, 0.5979380011558533, 0.42512065172195435, 0.7657655477523804, 0.5853657722473145, 0.5167463421821594, 0.4120602011680603, 0.26315781474113464, 0.24489787220954895, 0.3831774890422821, 0.44791656732559204, 0.7979796528816223, 0.6445496082305908, 0.4878047704696655, 0.6889951229095459, 0.1657457947731018, 0.34101372957229614, 0.29702961444854736, 0.6938773989677429, 0.735293984413147, 0.27322396636009216, 0.3666665554046631, 0.48039206862449646, 0.1938774734735489, 0.4292682111263275, 0.7499997615814209, 0.3957218527793884, 0.3723403513431549, 0.5981307029724121, 0.5157893896102905, 0.5225224494934082, 0.3999998867511749, 0.43269219994544983, 0.4646463394165039, 0.5212765336036682, 0.3253587782382965, 0.27322396636009216, 0.735293984413147, 0.48076915740966797, 0.3369564116001129, 0.41414129734039307, 0.2243901938199997, 0.5319147706031799 ], "time": 12.29448474291712, "param": null }, { "epoch": 185, "train_loss": 0.004192594904452562, "val_loss": 2.3937385082244873, "acc": 46.43, "f1": [ 0.7628865242004395, 0.5463413596153259, 0.32558128237724304, 0.2659573554992676, 0.28426387906074524, 0.4549761712551117, 0.47916653752326965, 0.45918354392051697, 0.5925924777984619, 0.596858561038971, 0.348314493894577, 0.27777770161628723, 0.5142855644226074, 0.38775497674942017, 0.38541653752326965, 0.37185919284820557, 0.46534639596939087, 0.6502462029457092, 0.37696322798728943, 0.3711339235305786, 0.7052630186080933, 0.5175436735153198, 0.4183672070503235, 0.6310677528381348, 0.6601940989494324, 0.37158459424972534, 0.4975123405456543, 0.34920626878738403, 0.6701569557189941, 0.4401912987232208, 0.42790690064430237, 0.47115376591682434, 0.3874344527721405, 0.4509802758693695, 0.4401912987232208, 0.2244897186756134, 0.48421040177345276, 0.3609755337238312, 0.2786068916320801, 0.6170212030410767, 0.36269423365592957, 0.7236180305480957, 0.41666656732559204, 0.447368323802948, 0.1641024947166443, 0.34615373611450195, 0.2696628272533417, 0.5544553399085999, 0.7246376276016235, 0.6224488615989685, 0.19191910326480865, 0.4145076870918274, 0.5603446960449219, 0.705357015132904, 0.5619046092033386, 0.2243901938199997, 0.5757573843002319, 0.505154550075531, 0.5948716402053833, 0.4077668786048889, 0.754545271396637, 0.5865383148193359, 0.5277776718139648, 0.419999897480011, 0.27173903584480286, 0.25510191917419434, 0.3827749788761139, 0.43979042768478394, 0.7979796528816223, 0.6476188898086548, 0.4950493574142456, 0.6985644102096558, 0.15384609997272491, 0.3568074107170105, 0.2959182858467102, 0.6969695687294006, 0.7169809341430664, 0.2762430012226105, 0.3529410660266876, 0.4873095452785492, 0.19999991357326508, 0.42857131361961365, 0.7289717793464661, 0.39583319425582886, 0.3703702688217163, 0.5990337133407593, 0.510416567325592, 0.5090908408164978, 0.3934425115585327, 0.4306218922138214, 0.44444435834884644, 0.5212765336036682, 0.3317534327507019, 0.26086944341659546, 0.721153736114502, 0.47619035840034485, 0.33333322405815125, 0.4041449725627899, 0.2243901938199997, 0.5284972786903381 ], "time": 12.09968600794673, "param": null }, { "epoch": 186, "train_loss": 0.004129817709326744, "val_loss": 2.555997848510742, "acc": 46.56, "f1": [ 0.7614211440086365, 0.5603863000869751, 0.32558128237724304, 0.2470587193965912, 0.2829267382621765, 0.45631060004234314, 0.47474732995033264, 0.4670049846172333, 0.5978259444236755, 0.609625518321991, 0.3314915895462036, 0.2762430012226105, 0.5142855644226074, 0.38709667325019836, 0.3794870972633362, 0.37185919284820557, 0.47715723514556885, 0.6403939127922058, 0.39378228783607483, 0.37305691838264465, 0.716577410697937, 0.5267855525016785, 0.42931926250457764, 0.6280191540718079, 0.6600984334945679, 0.38043469190597534, 0.5025123953819275, 0.331707239151001, 0.6595743298530579, 0.4401912987232208, 0.4331796169281006, 0.4729062616825104, 0.3917524814605713, 0.46534639596939087, 0.4401912987232208, 0.23232315480709076, 0.5133689045906067, 0.3804876506328583, 0.28971952199935913, 0.5979380011558533, 0.36649200320243835, 0.7236180305480957, 0.4205606281757355, 0.4622220993041992, 0.15957440435886383, 0.3523808717727661, 0.280898779630661, 0.5428570508956909, 0.728155255317688, 0.619289219379425, 0.20512813329696655, 0.4248703718185425, 0.5575219988822937, 0.7085200548171997, 0.5539904832839966, 0.2167486995458603, 0.5784311890602112, 0.5052630305290222, 0.6010361909866333, 0.40384599566459656, 0.7557602524757385, 0.5971562266349792, 0.5213268995285034, 0.4020099639892578, 0.26315781474113464, 0.26041656732559204, 0.37735840678215027, 0.43216070532798767, 0.7960197329521179, 0.6445496082305908, 0.48309168219566345, 0.6952379941940308, 0.16091948747634888, 0.3474177420139313, 0.2914571762084961, 0.7010307908058167, 0.7238093614578247, 0.2793295085430145, 0.34736835956573486, 0.4827585518360138, 0.19289332628250122, 0.4319247901439667, 0.7298576831817627, 0.39378228783607483, 0.3675675094127655, 0.5953487157821655, 0.5208331942558289, 0.5135133862495422, 0.4021162986755371, 0.434782475233078, 0.4670049846172333, 0.5212765336036682, 0.3232322335243225, 0.2722512185573578, 0.732673168182373, 0.47846877574920654, 0.3351350426673889, 0.40999990701675415, 0.22549012303352356, 0.5263156890869141 ], "time": 11.86433221027255, "param": null }, { "epoch": 187, "train_loss": 0.005252981558442116, "val_loss": 2.3836092948913574, "acc": 46.42, "f1": [ 0.7638189196586609, 0.5631066560745239, 0.3317534327507019, 0.24277448654174805, 0.28571420907974243, 0.4549761712551117, 0.474226713180542, 0.4545453190803528, 0.5913977026939392, 0.620320737361908, 0.3387977182865143, 0.26315781474113464, 0.5164318084716797, 0.3957218527793884, 0.3699999153614044, 0.36815908551216125, 0.46534639596939087, 0.6467660069465637, 0.3959389626979828, 0.3794870972633362, 0.7052630186080933, 0.5420559644699097, 0.4232803285121918, 0.6399998664855957, 0.666666567325592, 0.37433144450187683, 0.4950493574142456, 0.34343424439430237, 0.6497460603713989, 0.4454975128173828, 0.4331796169281006, 0.4899998903274536, 0.38578668236732483, 0.45320188999176025, 0.42156851291656494, 0.22797919809818268, 0.4974091649055481, 0.3846152722835541, 0.29906532168388367, 0.5979380011558533, 0.35897424817085266, 0.7164177894592285, 0.40540531277656555, 0.45814967155456543, 0.16494840383529663, 0.34905651211738586, 0.27777770161628723, 0.5572138428688049, 0.721153736114502, 0.6122447848320007, 0.1862744390964508, 0.41052618622779846, 0.5579397678375244, 0.7085200548171997, 0.5592415928840637, 0.2243901938199997, 0.5757573843002319, 0.5052630305290222, 0.5979380011558533, 0.4077668786048889, 0.7373270392417908, 0.5841582417488098, 0.5314008593559265, 0.40394076704978943, 0.27173903584480286, 0.2404370754957199, 0.37914684414863586, 0.4410255253314972, 0.7878786325454712, 0.6380951404571533, 0.4950493574142456, 0.6956520080566406, 0.15300540626049042, 0.34615373611450195, 0.29850736260414124, 0.6969695687294006, 0.742574155330658, 0.2793295085430145, 0.34736835956573486, 0.49746179580688477, 0.193548321723938, 0.42857131361961365, 0.7255812287330627, 0.39378228783607483, 0.3703702688217163, 0.6183573603630066, 0.510416567325592, 0.5135133862495422, 0.382978618144989, 0.4476189613342285, 0.4380951225757599, 0.5185183882713318, 0.3316582143306732, 0.26455017924308777, 0.7246376276016235, 0.4694834351539612, 0.329670250415802, 0.4102562665939331, 0.22660093009471893, 0.5208331942558289 ], "time": 12.139792361296713, "param": null }, { "epoch": 188, "train_loss": 0.004169931635260582, "val_loss": 2.6444897651672363, "acc": 46.54, "f1": [ 0.7614211440086365, 0.5658535361289978, 0.33333322405815125, 0.2485205978155136, 0.2786068916320801, 0.4519229531288147, 0.4795917272567749, 0.4599998891353607, 0.5925924777984619, 0.6063828468322754, 0.3350784480571747, 0.2673795819282532, 0.5314008593559265, 0.3934425115585327, 0.3775508999824524, 0.36633655428886414, 0.4827585518360138, 0.6439023613929749, 0.4041449725627899, 0.3899998664855957, 0.7052630186080933, 0.5286343097686768, 0.4226802885532379, 0.6350710391998291, 0.6602869629859924, 0.37696322798728943, 0.4950493574142456, 0.336633563041687, 0.6461536884307861, 0.4306218922138214, 0.4401912987232208, 0.47572803497314453, 0.38190943002700806, 0.4630540609359741, 0.4306218922138214, 0.2244897186756134, 0.4973543584346771, 0.3804876506328583, 0.28571417927742004, 0.602040708065033, 0.35714274644851685, 0.7208120226860046, 0.39301300048828125, 0.4493390619754791, 0.1648350954055786, 0.34449753165245056, 0.280898779630661, 0.5588234066963196, 0.7238093614578247, 0.6321242451667786, 0.1725887656211853, 0.4145076870918274, 0.577777624130249, 0.7155961990356445, 0.5619046092033386, 0.21800939738750458, 0.5757573843002319, 0.5052630305290222, 0.602040708065033, 0.41176459193229675, 0.7601808309555054, 0.5904760956764221, 0.5308055877685547, 0.40999990701675415, 0.2659573554992676, 0.2446807622909546, 0.3714284896850586, 0.4343433380126953, 0.7999998331069946, 0.6411482095718384, 0.48309168219566345, 0.6857141852378845, 0.15642453730106354, 0.3267325758934021, 0.28712859749794006, 0.6934671998023987, 0.742574155330658, 0.2727271616458893, 0.35483860969543457, 0.48039206862449646, 0.194871723651886, 0.44230756163597107, 0.7358488440513611, 0.3894736170768738, 0.35483860969543457, 0.6028706431388855, 0.5212765336036682, 0.525345504283905, 0.4088396728038788, 0.44230756163597107, 0.45226117968559265, 0.5185183882713318, 0.3419688045978546, 0.2673795819282532, 0.7389161586761475, 0.4811319410800934, 0.3459458649158478, 0.4059404730796814, 0.23115570843219757, 0.507771909236908 ], "time": 11.785631975159049, "param": null }, { "epoch": 189, "train_loss": 0.0046136523596942425, "val_loss": 2.358882427215576, "acc": 46.55, "f1": [ 0.7564765214920044, 0.5658535361289978, 0.33816415071487427, 0.2598869204521179, 0.29629620909690857, 0.46601933240890503, 0.4897957742214203, 0.4615383446216583, 0.5882351994514465, 0.6129031181335449, 0.3387977182865143, 0.2751321792602539, 0.5188678503036499, 0.3917524814605713, 0.3627450466156006, 0.37185919284820557, 0.467661589384079, 0.6346153020858765, 0.38144323229789734, 0.38190943002700806, 0.7127658128738403, 0.5296802520751953, 0.4315788447856903, 0.6336632370948792, 0.666666567325592, 0.37433144450187683, 0.5076140761375427, 0.331707239151001, 0.6562498807907104, 0.4313724637031555, 0.41818171739578247, 0.47393354773521423, 0.39583319425582886, 0.452830046415329, 0.44444435834884644, 0.23469379544258118, 0.49214646220207214, 0.37209296226501465, 0.3018867075443268, 0.6051281094551086, 0.36082467436790466, 0.7164177894592285, 0.41284388303756714, 0.45414838194847107, 0.17021268606185913, 0.33816415071487427, 0.28571417927742004, 0.5628139972686768, 0.728155255317688, 0.625640869140625, 0.17801040410995483, 0.42051267623901367, 0.5531913638114929, 0.7111109495162964, 0.5619046092033386, 0.23300965130329132, 0.5671641230583191, 0.5079363584518433, 0.6041665077209473, 0.42452818155288696, 0.7657655477523804, 0.5784311890602112, 0.5273630023002625, 0.3999998867511749, 0.2617800235748291, 0.25668442249298096, 0.37499985098838806, 0.44791656732559204, 0.7918779850006104, 0.6538460850715637, 0.49019595980644226, 0.6923075318336487, 0.15053758025169373, 0.34449753165245056, 0.29292917251586914, 0.7035174369812012, 0.7399998903274536, 0.27777770161628723, 0.35675665736198425, 0.4924621880054474, 0.20304562151432037, 0.4154588282108307, 0.7393363118171692, 0.39195966720581055, 0.3703702688217163, 0.5943394899368286, 0.5130888819694519, 0.5205478072166443, 0.3936169147491455, 0.4271843731403351, 0.4607328474521637, 0.5240640044212341, 0.32835814356803894, 0.26041656732559204, 0.732673168182373, 0.488262802362442, 0.3351350426673889, 0.4102562665939331, 0.23076917231082916, 0.5257730484008789 ], "time": 11.798693483695388, "param": null }, { "epoch": 190, "train_loss": 0.003956406842917204, "val_loss": 2.436732769012451, "acc": 46.55, "f1": [ 0.7539265155792236, 0.5588234066963196, 0.33333322405815125, 0.23463678359985352, 0.2886596620082855, 0.4705880880355835, 0.4795917272567749, 0.46231144666671753, 0.5913977026939392, 0.6129031181335449, 0.348314493894577, 0.2762430012226105, 0.5118482112884521, 0.38918909430503845, 0.3609755337238312, 0.3557691276073456, 0.47715723514556885, 0.6499998569488525, 0.40206170082092285, 0.37999987602233887, 0.7282606959342957, 0.5225224494934082, 0.4262293577194214, 0.6305417418479919, 0.6568626165390015, 0.37158459424972534, 0.49999988079071045, 0.336633563041687, 0.6526314616203308, 0.4306218922138214, 0.4485980272293091, 0.47846877574920654, 0.39583319425582886, 0.4476189613342285, 0.4174756109714508, 0.24083760380744934, 0.48453593254089355, 0.378109335899353, 0.3041473925113678, 0.6060605049133301, 0.36458322405815125, 0.7263681292533875, 0.39301300048828125, 0.4561402499675751, 0.1773398518562317, 0.33492809534072876, 0.290502667427063, 0.5599998831748962, 0.7238093614578247, 0.619999885559082, 0.17910441756248474, 0.41884803771972656, 0.5603446960449219, 0.7111109495162964, 0.5592415928840637, 0.2167486995458603, 0.5888323187828064, 0.502564013004303, 0.5979380011558533, 0.4154588282108307, 0.7465436458587646, 0.5922329425811768, 0.526829183101654, 0.3939392864704132, 0.2617800235748291, 0.2473117560148239, 0.37735840678215027, 0.45263150334358215, 0.8099998235702515, 0.6504853367805481, 0.47761180996894836, 0.6923075318336487, 0.17021268606185913, 0.33816415071487427, 0.29292917251586914, 0.6969695687294006, 0.7378638982772827, 0.27777770161628723, 0.35483860969543457, 0.4824119210243225, 0.18947362899780273, 0.40975597500801086, 0.7289717793464661, 0.39378228783607483, 0.3723403513431549, 0.6028706431388855, 0.5235601663589478, 0.525345504283905, 0.40217384696006775, 0.4549761712551117, 0.46231144666671753, 0.5263156890869141, 0.3285022974014282, 0.2780747711658478, 0.742574155330658, 0.488262802362442, 0.3440859317779541, 0.41414129734039307, 0.23414628207683563, 0.5148513317108154 ], "time": 11.170970268547535, "param": null }, { "epoch": 191, "train_loss": 0.00409815926104784, "val_loss": 2.3657474517822266, "acc": 46.42, "f1": [ 0.7589742541313171, 0.5588234066963196, 0.33333322405815125, 0.2430938482284546, 0.2842104732990265, 0.4519229531288147, 0.487046480178833, 0.45128190517425537, 0.5925924777984619, 0.6178008913993835, 0.3315507173538208, 0.2765956223011017, 0.5167463421821594, 0.37305691838264465, 0.37373724579811096, 0.36633655428886414, 0.48039206862449646, 0.6435642242431641, 0.3979056477546692, 0.3794870972633362, 0.7052630186080933, 0.5381165146827698, 0.41711217164993286, 0.6411482095718384, 0.653658390045166, 0.3763439953327179, 0.4950493574142456, 0.3419688045978546, 0.649484395980835, 0.4271843731403351, 0.42452818155288696, 0.47524741291999817, 0.38341957330703735, 0.45544540882110596, 0.4319247901439667, 0.23469379544258118, 0.48453593254089355, 0.36633655428886414, 0.2829267382621765, 0.6073297262191772, 0.35897424817085266, 0.7192116975784302, 0.4205606281757355, 0.4533332288265228, 0.1725887656211853, 0.34123215079307556, 0.2727271616458893, 0.5544553399085999, 0.7246376276016235, 0.6224488615989685, 0.1773398518562317, 0.41269823908805847, 0.5652172565460205, 0.705357015132904, 0.5645932555198669, 0.23809516429901123, 0.5937498807907104, 0.5130888819694519, 0.5918366312980652, 0.42512065172195435, 0.7454543113708496, 0.589371919631958, 0.5263156890869141, 0.40624988079071045, 0.26455017924308777, 0.2553190290927887, 0.37735840678215027, 0.4343433380126953, 0.7979796528816223, 0.6445496082305908, 0.49999988079071045, 0.6824643611907959, 0.16853927075862885, 0.35616424679756165, 0.2944161295890808, 0.6969695687294006, 0.728155255317688, 0.2696628272533417, 0.3636362552642822, 0.48453593254089355, 0.19999991357326508, 0.41346144676208496, 0.7333331108093262, 0.38578668236732483, 0.3617020547389984, 0.5961536765098572, 0.510416567325592, 0.5089284181594849, 0.3934425115585327, 0.44339612126350403, 0.45685264468193054, 0.5157893896102905, 0.33497530221939087, 0.27722764015197754, 0.725490152835846, 0.47619035840034485, 0.32402223348617554, 0.4081631302833557, 0.22857137024402618, 0.5257730484008789 ], "time": 11.528130810707808, "param": null }, { "epoch": 192, "train_loss": 0.004304513800889254, "val_loss": 2.5060808658599854, "acc": 46.5, "f1": [ 0.7653059959411621, 0.5631066560745239, 0.33027511835098267, 0.2643677294254303, 0.28571420907974243, 0.44976064562797546, 0.47916653752326965, 0.4631577730178833, 0.5957446098327637, 0.5999999046325684, 0.3369564116001129, 0.2810809910297394, 0.5242717266082764, 0.38341957330703735, 0.37373724579811096, 0.36633655428886414, 0.47236168384552, 0.6372547745704651, 0.3874344527721405, 0.3775508999824524, 0.7089946269989014, 0.5225224494934082, 0.425531804561615, 0.6368157267570496, 0.6538460850715637, 0.36956506967544556, 0.4975123405456543, 0.3399999141693115, 0.6702126860618591, 0.4306218922138214, 0.4319247901439667, 0.4744184911251068, 0.3894736170768738, 0.45320188999176025, 0.43564343452453613, 0.23232315480709076, 0.48958322405815125, 0.37623751163482666, 0.29268285632133484, 0.6073297262191772, 0.35820886492729187, 0.7199999094009399, 0.3982299864292145, 0.46363624930381775, 0.17021268606185913, 0.33333322405815125, 0.2681563198566437, 0.5517240166664124, 0.7317072153091431, 0.619289219379425, 0.1855669468641281, 0.4226802885532379, 0.5555554628372192, 0.7117116451263428, 0.5462961196899414, 0.23300965130329132, 0.5816324949264526, 0.49999988079071045, 0.595959484577179, 0.4306218922138214, 0.754545271396637, 0.589371919631958, 0.526829183101654, 0.4137929677963257, 0.25906726717948914, 0.27173903584480286, 0.37558677792549133, 0.4365480840206146, 0.7960197329521179, 0.6355138421058655, 0.47846877574920654, 0.7019230127334595, 0.15053758025169373, 0.34449753165245056, 0.2944161295890808, 0.7076921463012695, 0.7342994213104248, 0.26666656136512756, 0.36065563559532166, 0.49746179580688477, 0.20105813443660736, 0.4210525155067444, 0.7323941588401794, 0.38974347710609436, 0.3636362552642822, 0.6009388566017151, 0.505154550075531, 0.5044246912002563, 0.39325833320617676, 0.4507041275501251, 0.46632111072540283, 0.5185183882713318, 0.3383083641529083, 0.2751321792602539, 0.7219511270523071, 0.48309168219566345, 0.327868789434433, 0.3959389626979828, 0.22549012303352356, 0.5396823883056641 ], "time": 11.867693417705595, "param": null }, { "epoch": 193, "train_loss": 0.004370613489300013, "val_loss": 2.2752130031585693, "acc": 46.62, "f1": [ 0.7575755715370178, 0.5714284181594849, 0.3286384046077728, 0.24277448654174805, 0.282828152179718, 0.4585364758968353, 0.4812833070755005, 0.46632111072540283, 0.5957446098327637, 0.6113988757133484, 0.3459458649158478, 0.26881712675094604, 0.5118482112884521, 0.3999999165534973, 0.37999987602233887, 0.3627450466156006, 0.467661589384079, 0.6599999070167542, 0.4041449725627899, 0.3880595862865448, 0.7052630186080933, 0.5272725820541382, 0.41711217164993286, 0.6439023613929749, 0.6699506640434265, 0.3763439953327179, 0.49999988079071045, 0.331707239151001, 0.6631577014923096, 0.44444435834884644, 0.43269219994544983, 0.47846877574920654, 0.38578668236732483, 0.4519229531288147, 0.42857131361961365, 0.23589736223220825, 0.4864863455295563, 0.3981480300426483, 0.2898550033569336, 0.6073297262191772, 0.36082467436790466, 0.7219511270523071, 0.3999998867511749, 0.46017688512802124, 0.1546391248703003, 0.34449753165245056, 0.2824857831001282, 0.5544553399085999, 0.7177032232284546, 0.6282721161842346, 0.2010049670934677, 0.4226802885532379, 0.5676854848861694, 0.7123286128044128, 0.5619046092033386, 0.2314814031124115, 0.5728641748428345, 0.49999988079071045, 0.6010361909866333, 0.4154588282108307, 0.7601808309555054, 0.5853657722473145, 0.5242717266082764, 0.41414129734039307, 0.26315781474113464, 0.251308798789978, 0.37320560216903687, 0.44559577107429504, 0.7959181666374207, 0.6411482095718384, 0.49019595980644226, 0.6923075318336487, 0.14814810454845428, 0.34905651211738586, 0.29292917251586914, 0.7052630186080933, 0.7389161586761475, 0.280898779630661, 0.35675665736198425, 0.4949493706226349, 0.19587622582912445, 0.4433496594429016, 0.7323941588401794, 0.3874344527721405, 0.3723403513431549, 0.6138612627983093, 0.510416567325592, 0.5201792120933533, 0.4022345542907715, 0.44230756163597107, 0.45226117968559265, 0.518134593963623, 0.3300969898700714, 0.28426387906074524, 0.7317072153091431, 0.4814813435077667, 0.3351350426673889, 0.40999990701675415, 0.23300965130329132, 0.534031331539154 ], "time": 11.890453051775694, "param": null }, { "epoch": 194, "train_loss": 0.004075339064002037, "val_loss": 2.3999903202056885, "acc": 46.53, "f1": [ 0.7537687420845032, 0.5631066560745239, 0.33816415071487427, 0.24418595433235168, 0.2769230008125305, 0.44976064562797546, 0.46632111072540283, 0.45918354392051697, 0.6021503806114197, 0.6031745076179504, 0.3387977182865143, 0.2681563198566437, 0.5094338655471802, 0.3809523284435272, 0.36714968085289, 0.3874344527721405, 0.46534639596939087, 0.6372547745704651, 0.3880595862865448, 0.37563440203666687, 0.7127658128738403, 0.5363634824752808, 0.4301074147224426, 0.6305417418479919, 0.6733667254447937, 0.3675675094127655, 0.49999988079071045, 0.336633563041687, 0.6632122993469238, 0.42639580368995667, 0.42727261781692505, 0.492890864610672, 0.38974347710609436, 0.4413144290447235, 0.4507041275501251, 0.23834188282489777, 0.4923075735569, 0.3743841052055359, 0.2898550033569336, 0.5948716402053833, 0.36082467436790466, 0.7121950387954712, 0.40178558230400085, 0.44642844796180725, 0.1855669468641281, 0.34615373611450195, 0.2807016372680664, 0.5588234066963196, 0.7246376276016235, 0.629441499710083, 0.17560969293117523, 0.4248703718185425, 0.5663716197013855, 0.7085200548171997, 0.5645932555198669, 0.21649475395679474, 0.5799998641014099, 0.49484527111053467, 0.5906734466552734, 0.4339621663093567, 0.7454543113708496, 0.5961536765098572, 0.5238093733787537, 0.4020099639892578, 0.26881712675094604, 0.26666656136512756, 0.37962955236434937, 0.4410255253314972, 0.7918779850006104, 0.6442306041717529, 0.49999988079071045, 0.6854459643363953, 0.1675977110862732, 0.35071080923080444, 0.29292917251586914, 0.6969695687294006, 0.728155255317688, 0.2762430012226105, 0.3626372814178467, 0.4949493706226349, 0.18749994039535522, 0.4158414602279663, 0.7264149188995361, 0.4041449725627899, 0.3636362552642822, 0.5953487157821655, 0.510416567325592, 0.5181816816329956, 0.40641695261001587, 0.434782475233078, 0.44670039415359497, 0.5240640044212341, 0.3365383446216583, 0.26315781474113464, 0.732673168182373, 0.4788731336593628, 0.34042540192604065, 0.40999990701675415, 0.2288556545972824, 0.5333331823348999 ], "time": 11.704983986914158, "param": null }, { "epoch": 195, "train_loss": 0.0040142349898815155, "val_loss": 2.381302833557129, "acc": 46.59, "f1": [ 0.7499999403953552, 0.5588234066963196, 0.33816415071487427, 0.25555548071861267, 0.28571420907974243, 0.45320188999176025, 0.48205116391181946, 0.4670049846172333, 0.5925924777984619, 0.6051281094551086, 0.3315507173538208, 0.28571417927742004, 0.5217390656471252, 0.39560428261756897, 0.37563440203666687, 0.3592231869697571, 0.4729062616825104, 0.6499998569488525, 0.3979056477546692, 0.38144323229789734, 0.716577410697937, 0.5225224494934082, 0.4148934781551361, 0.6442306041717529, 0.6470587849617004, 0.382978618144989, 0.5154638290405273, 0.33502528071403503, 0.6595743298530579, 0.43902426958084106, 0.4380951225757599, 0.4788731336593628, 0.39378228783607483, 0.4607841968536377, 0.4485980272293091, 0.23036640882492065, 0.4899998903274536, 0.36893191933631897, 0.2941175699234009, 0.6051281094551086, 0.36649200320243835, 0.7363182306289673, 0.3964756429195404, 0.45132729411125183, 0.1641024947166443, 0.33333322405815125, 0.2937852144241333, 0.5656563639640808, 0.7317072153091431, 0.6153844594955444, 0.1862744390964508, 0.4183672070503235, 0.5638765096664429, 0.705357015132904, 0.5514017343521118, 0.23529402911663055, 0.5906734466552734, 0.505154550075531, 0.596858561038971, 0.43349742889404297, 0.754545271396637, 0.589371919631958, 0.5377357006072998, 0.41176459193229675, 0.26315781474113464, 0.24999991059303284, 0.3926939368247986, 0.4410255253314972, 0.7999998331069946, 0.6380951404571533, 0.4878047704696655, 0.6889951229095459, 0.1604277491569519, 0.3301886022090912, 0.27884605526924133, 0.7015705108642578, 0.7389161586761475, 0.2702701687812805, 0.3586955666542053, 0.48756206035614014, 0.19689112901687622, 0.434782475233078, 0.7333331108093262, 0.39583319425582886, 0.3586955666542053, 0.613065242767334, 0.5284972786903381, 0.5161288380622864, 0.4153004288673401, 0.4585364758968353, 0.45263150334358215, 0.5235601663589478, 0.323809415102005, 0.27083322405815125, 0.7290639281272888, 0.4729062616825104, 0.34224584698677063, 0.4059404730796814, 0.22115376591682434, 0.5128204226493835 ], "time": 11.934679267928004, "param": null }, { "epoch": 196, "train_loss": 0.005701771937310696, "val_loss": 2.2404234409332275, "acc": 46.49, "f1": [ 0.7653059959411621, 0.5544553399085999, 0.33027511835098267, 0.24719089269638062, 0.29032251238822937, 0.4519229531288147, 0.47474732995033264, 0.47236168384552, 0.5999999046325684, 0.5979380011558533, 0.3314915895462036, 0.27472516894340515, 0.5167463421821594, 0.3894736170768738, 0.38341957330703735, 0.35748788714408875, 0.46231144666671753, 0.6470587849617004, 0.4041449725627899, 0.378109335899353, 0.7157893776893616, 0.5370368957519531, 0.41269823908805847, 0.6346153020858765, 0.6600984334945679, 0.36956506967544556, 0.4950493574142456, 0.3417084515094757, 0.666666567325592, 0.4380951225757599, 0.4339621663093567, 0.47222211956977844, 0.3794870972633362, 0.45544540882110596, 0.4311925768852234, 0.23589736223220825, 0.4766837954521179, 0.364531934261322, 0.2829267382621765, 0.5929647088050842, 0.36649200320243835, 0.7171715497970581, 0.39130425453186035, 0.4493390619754791, 0.17435890436172485, 0.34123215079307556, 0.2727271616458893, 0.5572138428688049, 0.7203789353370667, 0.6185566186904907, 0.1836734265089035, 0.4021162986755371, 0.5555554628372192, 0.7207205295562744, 0.5514017343521118, 0.24390237033367157, 0.5714284181594849, 0.5102038979530334, 0.6030149459838867, 0.41148313879966736, 0.7465436458587646, 0.5971562266349792, 0.5399999022483826, 0.40206170082092285, 0.26455017924308777, 0.24870456755161285, 0.37962955236434937, 0.4365480840206146, 0.7918779850006104, 0.6445496082305908, 0.4878047704696655, 0.6893202662467957, 0.17112290859222412, 0.3474177420139313, 0.30051806569099426, 0.7010307908058167, 0.7342994213104248, 0.2762430012226105, 0.35359105467796326, 0.4924621880054474, 0.20320846140384674, 0.4077668786048889, 0.741783857345581, 0.40624988079071045, 0.3516482412815094, 0.6108372807502747, 0.542713463306427, 0.5137613415718079, 0.3999998867511749, 0.452830046415329, 0.4670049846172333, 0.5212765336036682, 0.323809415102005, 0.26519328355789185, 0.7246376276016235, 0.47004595398902893, 0.320441871881485, 0.4041449725627899, 0.23529402911663055, 0.5297296643257141 ], "time": 11.336096432991326, "param": null }, { "epoch": 197, "train_loss": 0.003964866511523724, "val_loss": 2.553851842880249, "acc": 46.42, "f1": [ 0.7512688636779785, 0.5603863000869751, 0.32558128237724304, 0.24137921631336212, 0.30051806569099426, 0.4593299925327301, 0.4897957742214203, 0.45918354392051697, 0.5957446098327637, 0.6210525035858154, 0.3370785713195801, 0.26455017924308777, 0.5167463421821594, 0.37373724579811096, 0.3699999153614044, 0.36815908551216125, 0.4670049846172333, 0.6499998569488525, 0.38775497674942017, 0.3861384987831116, 0.7120417356491089, 0.5296802520751953, 0.4153004288673401, 0.6372547745704651, 0.6601940989494324, 0.3703702688217163, 0.5025123953819275, 0.336633563041687, 0.6631577014923096, 0.4401912987232208, 0.44230756163597107, 0.48039206862449646, 0.3894736170768738, 0.4519229531288147, 0.4299064576625824, 0.22797919809818268, 0.487046480178833, 0.3599999248981476, 0.2829267382621765, 0.6041665077209473, 0.35714274644851685, 0.7192116975784302, 0.4072396755218506, 0.4533332288265228, 0.17435890436172485, 0.3441859781742096, 0.2765956223011017, 0.5628139972686768, 0.7177032232284546, 0.625640869140625, 0.18274106085300446, 0.41052618622779846, 0.5555554628372192, 0.705357015132904, 0.5645932555198669, 0.22115376591682434, 0.5846152901649475, 0.5026176571846008, 0.5858584046363831, 0.4190475046634674, 0.7557602524757385, 0.5951218605041504, 0.5242717266082764, 0.4120602011680603, 0.26881712675094604, 0.2564101815223694, 0.37320560216903687, 0.44559577107429504, 0.7939696907997131, 0.6350710391998291, 0.4975123405456543, 0.6919430494308472, 0.15469607710838318, 0.3398057222366333, 0.28712859749794006, 0.7010307908058167, 0.7389161586761475, 0.2824857831001282, 0.34736835956573486, 0.4923075735569, 0.19791658222675323, 0.39805811643600464, 0.7264149188995361, 0.3917524814605713, 0.3478259742259979, 0.6095237135887146, 0.518134593963623, 0.5112106204032898, 0.4043714702129364, 0.4507041275501251, 0.45544540882110596, 0.5157893896102905, 0.34615373611450195, 0.27173903584480286, 0.7290639281272888, 0.47846877574920654, 0.327868789434433, 0.39999985694885254, 0.22966498136520386, 0.534031331539154 ], "time": 12.375429715029895, "param": null }, { "epoch": 198, "train_loss": 0.004391808994114399, "val_loss": 2.3874168395996094, "acc": 46.55, "f1": [ 0.7537687420845032, 0.5599998831748962, 0.3414633274078369, 0.23204411566257477, 0.2871793806552887, 0.4607841968536377, 0.47916653752326965, 0.467661589384079, 0.5989303588867188, 0.596858561038971, 0.324607253074646, 0.2793295085430145, 0.526829183101654, 0.37696322798728943, 0.3775508999824524, 0.3699999153614044, 0.4630540609359741, 0.6467660069465637, 0.3899998664855957, 0.38190943002700806, 0.7282606959342957, 0.5267855525016785, 0.41414129734039307, 0.6341462135314941, 0.666666567325592, 0.3763439953327179, 0.49999988079071045, 0.3285022974014282, 0.6631577014923096, 0.43902426958084106, 0.4319247901439667, 0.4766353964805603, 0.3894736170768738, 0.4454975128173828, 0.43902426958084106, 0.22916659712791443, 0.49214646220207214, 0.39069753885269165, 0.29268285632133484, 0.6073297262191772, 0.36269423365592957, 0.727272629737854, 0.41474640369415283, 0.46636757254600525, 0.17801040410995483, 0.34615373611450195, 0.27428561449050903, 0.5463413596153259, 0.7246376276016235, 0.6169153451919556, 0.17910441756248474, 0.42051267623901367, 0.5579397678375244, 0.7085200548171997, 0.5566036701202393, 0.2264150083065033, 0.5816324949264526, 0.505154550075531, 0.5876287817955017, 0.4306218922138214, 0.742081344127655, 0.5990337133407593, 0.5399999022483826, 0.419999897480011, 0.27173903584480286, 0.26804113388061523, 0.37209296226501465, 0.4489794969558716, 0.7835050225257874, 0.6411482095718384, 0.4878047704696655, 0.6857141852378845, 0.14736837148666382, 0.34615373611450195, 0.2914571762084961, 0.7010307908058167, 0.735293984413147, 0.280898779630661, 0.3578946590423584, 0.48039206862449646, 0.19047614932060242, 0.43564343452453613, 0.7264149188995361, 0.39999985694885254, 0.3711339235305786, 0.5943394899368286, 0.5157893896102905, 0.5229355692863464, 0.41340771317481995, 0.4476189613342285, 0.45595842599868774, 0.5263156890869141, 0.322274774312973, 0.27173903584480286, 0.7208120226860046, 0.488262802362442, 0.329670250415802, 0.40796008706092834, 0.23350247740745544, 0.5333331823348999 ], "time": 11.208019763231277, "param": null }, { "epoch": 199, "train_loss": 0.0045523690059781075, "val_loss": 2.3429574966430664, "acc": 46.56, "f1": [ 0.7614211440086365, 0.5656563639640808, 0.32558128237724304, 0.2456139326095581, 0.2783504128456116, 0.4607841968536377, 0.4949493706226349, 0.4615383446216583, 0.6031745076179504, 0.6105261445045471, 0.33333322405815125, 0.2727271616458893, 0.5164318084716797, 0.39130425453186035, 0.3775508999824524, 0.36633655428886414, 0.4646463394165039, 0.6439023613929749, 0.39999985694885254, 0.38541653752326965, 0.7204300165176392, 0.5272725820541382, 0.41414129734039307, 0.6274508833885193, 0.6570047736167908, 0.3763439953327179, 0.4975123405456543, 0.3367346227169037, 0.6595743298530579, 0.4454975128173828, 0.43601882457733154, 0.4854367673397064, 0.39583319425582886, 0.4487804174423218, 0.42512065172195435, 0.23350247740745544, 0.47916653752326965, 0.3804876506328583, 0.29126206040382385, 0.6039602756500244, 0.36082467436790466, 0.7236180305480957, 0.39473670721054077, 0.4502163529396057, 0.16494840383529663, 0.33333322405815125, 0.28571417927742004, 0.5714284777641296, 0.7246376276016235, 0.6326529383659363, 0.1773398518562317, 0.4232803285121918, 0.5627704858779907, 0.7117116451263428, 0.5462961196899414, 0.23300965130329132, 0.5816324949264526, 0.5154638290405273, 0.5948716402053833, 0.4190475046634674, 0.754545271396637, 0.5961536765098572, 0.53465336561203, 0.4162435233592987, 0.2617800235748291, 0.2525251507759094, 0.37614670395851135, 0.44221094250679016, 0.7839194536209106, 0.6504853367805481, 0.4878047704696655, 0.6952379941940308, 0.15300540626049042, 0.34615373611450195, 0.2914571762084961, 0.6865670084953308, 0.732673168182373, 0.28260859847068787, 0.3529410660266876, 0.4899998903274536, 0.19999991357326508, 0.42857131361961365, 0.7403844594955444, 0.40624988079071045, 0.3516482412815094, 0.5898616909980774, 0.5312498211860657, 0.5283017754554749, 0.4111110270023346, 0.436893105506897, 0.4599998891353607, 0.5263156890869141, 0.331707239151001, 0.2783504128456116, 0.7317072153091431, 0.4734298884868622, 0.3260868787765503, 0.3939392864704132, 0.22966498136520386, 0.534031331539154 ], "time": 12.17386141512543, "param": null } ] }