smart_augmentation/higher/res/benchmark/CIFAR100/log/resnet18-200 epochs -2.json
Harle, Antoine (Contracteur) 4166922c34 Rangement
2020-02-28 16:46:37 -05:00

22029 lines
No EOL
509 KiB
JSON
Executable file

{
"Accuracy": 46.56,
"Time": [
6.168522266638465,
0.3335132200629521,
1509.264518033713
],
"Optimizer": {
"Meta": {
"optim": "Adam",
"lr": 0.01
},
"Inner": {
"optim": "SGD",
"lr": 0.1,
"momentum": 0.9,
"decay": 0.0005,
"nesterov": true,
"scheduler": "cosine"
}
},
"Device": "TITAN Xp",
"Memory": [
0.0,
0.0
],
"Log": [
{
"epoch": 0,
"train_loss": 3.363567590713501,
"val_loss": 3.3581860065460205,
"acc": 18.8,
"f1": [
0.37004393339157104,
0.2906976044178009,
0.11764701455831528,
0.11235948652029037,
0.019047604873776436,
0.21052628755569458,
0.03305782005190849,
0.16981124877929688,
0.15107905864715576,
0.2739725410938263,
0.03773583099246025,
0.0,
0.21719448268413544,
0.05607474222779274,
0.06278020888566971,
0.12322267889976501,
0.2212388664484024,
0.1481480896472931,
0.17977523803710938,
0.16187986731529236,
0.2972972095012665,
0.23744283616542816,
0.18045106530189514,
0.4274192452430725,
0.38732388615608215,
0.10084028542041779,
0.07499993592500687,
0.08823523670434952,
0.2749999165534973,
0.0701754093170166,
0.29629623889923096,
0.06779656559228897,
0.08928567916154861,
0.12167295068502426,
0.14897575974464417,
0.11735936999320984,
0.22775794565677643,
0.11111105233430862,
0.11545621603727341,
0.07999995350837708,
0.03478258103132248,
0.327868789434433,
0.0869564488530159,
0.1081080511212349,
0.09271517395973206,
0.0,
0.0,
0.318471223115921,
0.18897630274295807,
0.14379078149795532,
0.07058820128440857,
0.11363628506660461,
0.5660375952720642,
0.3698112368583679,
0.2612611949443817,
0.081632599234581,
0.22994644939899445,
0.04444439709186554,
0.09259255975484848,
0.043478213250637054,
0.483754426240921,
0.253807008266449,
0.39130425453186035,
0.24999991059303284,
0.019047604873776436,
0.13888882100582123,
0.0790959894657135,
0.17283941805362701,
0.41691839694976807,
0.2792791724205017,
0.28176790475845337,
0.29139062762260437,
0.03418800234794617,
0.2779660224914551,
0.017093989998102188,
0.43979042768478394,
0.31205663084983826,
0.05681813135743141,
0.018867909908294678,
0.07936502993106842,
0.019230758771300316,
0.05839410796761513,
0.5347592234611511,
0.15503868460655212,
0.04878043383359909,
0.20168058574199677,
0.09174308180809021,
0.1290322095155716,
0.10958899557590485,
0.16216209530830383,
0.019801972433924675,
0.19298243522644043,
0.15384609997272491,
0.057553909718990326,
0.30496448278427124,
0.17241373658180237,
0.1503758728504181,
0.17910441756248474,
0.09599995613098145,
0.08474572747945786
],
"time": 6.611110110767186,
"param": null
},
{
"epoch": 1,
"train_loss": 2.7678327560424805,
"val_loss": 3.3802573680877686,
"acc": 20.97,
"f1": [
0.41290315985679626,
0.3122362196445465,
0.11049720644950867,
0.19323663413524628,
0.03225803002715111,
0.19178074598312378,
0.15999993681907654,
0.19047611951828003,
0.12280696630477905,
0.2594935894012451,
0.05357140302658081,
0.0,
0.24137921631336212,
0.12598420679569244,
0.10526309162378311,
0.15151509642601013,
0.14516125619411469,
0.17699109017848969,
0.0,
0.13114748895168304,
0.4028775990009308,
0.1100916936993599,
0.06896547973155975,
0.23809516429901123,
0.37499991059303284,
0.26388877630233765,
0.07339446991682053,
0.10687018185853958,
0.328611820936203,
0.17322827875614166,
0.20883527398109436,
0.17910441756248474,
0.19689112901687622,
0.10909086465835571,
0.019047604873776436,
0.018348604440689087,
0.09599997848272324,
0.057692285627126694,
0.14718610048294067,
0.18749991059303284,
0.10714281350374222,
0.4179103374481201,
0.11382109671831131,
0.13872826099395752,
0.035398200154304504,
0.03846152126789093,
0.11678826063871384,
0.44585973024368286,
0.25599992275238037,
0.34905651211738586,
0.05161285027861595,
0.11678826063871384,
0.3259258270263672,
0.3164299726486206,
0.34013596177101135,
0.07216490805149078,
0.39473670721054077,
0.21587297320365906,
0.18897630274295807,
0.231999933719635,
0.5671641230583191,
0.32520318031311035,
0.3068782389163971,
0.1801801174879074,
0.018181798979640007,
0.0666666105389595,
0.0,
0.21728388965129852,
0.4505927860736847,
0.21605834364891052,
0.34513264894485474,
0.4397589862346649,
0.05813947692513466,
0.19230762124061584,
0.03738315775990486,
0.4840763211250305,
0.40955621004104614,
0.10144922137260437,
0.019047604873776436,
0.17419350147247314,
0.03333330154418945,
0.04799995943903923,
0.5084744691848755,
0.11382109671831131,
0.10476183891296387,
0.20168058574199677,
0.32051271200180054,
0.16666659712791443,
0.0,
0.2480619251728058,
0.06956518441438675,
0.34972667694091797,
0.09999995678663254,
0.0,
0.4596773386001587,
0.29861101508140564,
0.15384608507156372,
0.16113737225532532,
0.13852806389331818,
0.12206566333770752
],
"time": 6.105007400736213,
"param": null
},
{
"epoch": 2,
"train_loss": 2.535719156265259,
"val_loss": 3.38897442817688,
"acc": 21.82,
"f1": [
0.4477611184120178,
0.3253011107444763,
0.08928567916154861,
0.08866989612579346,
0.04999995976686478,
0.1449274718761444,
0.19047611951828003,
0.20472434163093567,
0.11836113035678864,
0.4098359942436218,
0.1594202220439911,
0.06837603449821472,
0.17744912207126617,
0.14171652495861053,
0.19534875452518463,
0.04761900380253792,
0.16055843234062195,
0.2127659022808075,
0.08928567916154861,
0.20817838609218597,
0.3197968900203705,
0.4148934781551361,
0.27777767181396484,
0.11214949190616608,
0.5502644181251526,
0.18404904007911682,
0.057692285627126694,
0.05555552989244461,
0.28947359323501587,
0.29850736260414124,
0.17187494039535522,
0.11111105233430862,
0.160714253783226,
0.32579174637794495,
0.13017743825912476,
0.15686267614364624,
0.0,
0.15723267197608948,
0.05555552989244461,
0.24285705387592316,
0.3050846755504608,
0.509316623210907,
0.06779656559228897,
0.0,
0.03448272496461868,
0.09032251685857773,
0.18292675912380219,
0.4148934781551361,
0.35036492347717285,
0.08474572747945786,
0.0,
0.0707964226603508,
0.5911328792572021,
0.442952960729599,
0.26666659116744995,
0.03669722378253937,
0.4189721941947937,
0.2314048856496811,
0.2212388664484024,
0.22222214937210083,
0.6291078925132751,
0.33333325386047363,
0.4149658977985382,
0.210526242852211,
0.03636360913515091,
0.03669722378253937,
0.09302320331335068,
0.20740734040737152,
0.6296294927597046,
0.4031619727611542,
0.3435581922531128,
0.4634144902229309,
0.0,
0.30150744318962097,
0.05454542860388756,
0.3025209307670593,
0.5034012794494629,
0.03809521719813347,
0.0,
0.20833326876163483,
0.06535942107439041,
0.1200827807188034,
0.5327867269515991,
0.24844713509082794,
0.09252665936946869,
0.11864402145147324,
0.2807016372680664,
0.140715092420578,
0.015747996047139168,
0.17670677602291107,
0.0754716694355011,
0.32520315051078796,
0.018867909908294678,
0.035398200154304504,
0.30666661262512207,
0.3733331859111786,
0.08928567916154861,
0.06557372957468033,
0.05357140302658081,
0.08620686084032059
],
"time": 5.942273147404194,
"param": null
},
{
"epoch": 3,
"train_loss": 2.285754919052124,
"val_loss": 2.7523093223571777,
"acc": 32.64,
"f1": [
0.6777776479721069,
0.44808733463287354,
0.2376236915588379,
0.11570242792367935,
0.1360543668270111,
0.360248327255249,
0.2587268352508545,
0.31901833415031433,
0.3100303113460541,
0.506493330001831,
0.22222214937210083,
0.20224712789058685,
0.3134327232837677,
0.26751580834388733,
0.24999991059303284,
0.18791939318180084,
0.34013596177101135,
0.5098037719726562,
0.29473677277565,
0.2721087336540222,
0.6508874893188477,
0.41975298523902893,
0.2794116735458374,
0.4408600926399231,
0.33846142888069153,
0.30107519030570984,
0.26388877630233765,
0.20501133799552917,
0.5185183882713318,
0.2397259622812271,
0.33884286880493164,
0.3463686406612396,
0.33939382433891296,
0.41573023796081543,
0.19801974296569824,
0.05454542860388756,
0.210526242852211,
0.32579174637794495,
0.17303818464279175,
0.4251967668533325,
0.33333322405815125,
0.6018517017364502,
0.22222216427326202,
0.14634142816066742,
0.15126045048236847,
0.13114747405052185,
0.23529404401779175,
0.43165460228919983,
0.39598986506462097,
0.48039206862449646,
0.09039541333913803,
0.27173903584480286,
0.596638560295105,
0.507771909236908,
0.4878047704696655,
0.11428564786911011,
0.5202310085296631,
0.4086019992828369,
0.3700786530971527,
0.37398362159729004,
0.6511626243591309,
0.41666656732559204,
0.34394893050193787,
0.423912912607193,
0.12765952944755554,
0.17679551243782043,
0.20155031979084015,
0.2264150083065033,
0.711340069770813,
0.5641024112701416,
0.3552630543708801,
0.5629627704620361,
0.09523804485797882,
0.31521734595298767,
0.16312050819396973,
0.5666665434837341,
0.40601497888565063,
0.12972965836524963,
0.14379078149795532,
0.30303022265434265,
0.05084741488099098,
0.18032778799533844,
0.5350876450538635,
0.30065348744392395,
0.21556879580020905,
0.47407400608062744,
0.3980098366737366,
0.2879999279975891,
0.19191910326480865,
0.3098590672016144,
0.3351954519748688,
0.36721307039260864,
0.08474572747945786,
0.16326524317264557,
0.6455695033073425,
0.38095223903656006,
0.2585032880306244,
0.213483065366745,
0.11538457125425339,
0.3088234066963196
],
"time": 5.8980889124795794,
"param": null
},
{
"epoch": 4,
"train_loss": 2.143537759780884,
"val_loss": 2.6251978874206543,
"acc": 35.26,
"f1": [
0.5910930633544922,
0.39215683937072754,
0.21343867480754852,
0.15068486332893372,
0.1414140909910202,
0.3274335563182831,
0.3709090054035187,
0.38636353611946106,
0.4460430443286896,
0.49710968136787415,
0.3195265531539917,
0.11764701455831528,
0.29940110445022583,
0.21705420315265656,
0.2751321792602539,
0.24472565948963165,
0.33783775568008423,
0.5531913638114929,
0.23703694343566895,
0.24580998718738556,
0.6941174864768982,
0.3600972592830658,
0.32142847776412964,
0.46153831481933594,
0.496402770280838,
0.13008125126361847,
0.1639343649148941,
0.23529404401779175,
0.5384613871574402,
0.31205663084983826,
0.378378301858902,
0.3743841052055359,
0.3282441794872284,
0.4105958938598633,
0.2939067482948303,
0.18060195446014404,
0.2758619785308838,
0.15624994039535522,
0.2207791656255722,
0.4550263583660126,
0.3435581922531128,
0.6354165077209473,
0.24657529592514038,
0.34745752811431885,
0.25203242897987366,
0.16883111000061035,
0.27306264638900757,
0.4777776598930359,
0.6413041353225708,
0.5314008593559265,
0.060150329023599625,
0.31872501969337463,
0.5714284777641296,
0.5209301114082336,
0.45833322405815125,
0.14213192462921143,
0.6195651292800903,
0.3908045291900635,
0.31249988079071045,
0.3707864284515381,
0.6919829845428467,
0.39735087752342224,
0.37602174282073975,
0.3771427571773529,
0.19791658222675323,
0.16216209530830383,
0.10169486701488495,
0.24460424482822418,
0.711340069770813,
0.47586193680763245,
0.26666659116744995,
0.4852069914340973,
0.17021270096302032,
0.38709673285484314,
0.24316103756427765,
0.6276593804359436,
0.6478871703147888,
0.16318781673908234,
0.18309852480888367,
0.29473677277565,
0.07100585103034973,
0.160714253783226,
0.5590060353279114,
0.35121941566467285,
0.27722764015197754,
0.5411763787269592,
0.29268285632133484,
0.4411763548851013,
0.2374998927116394,
0.3975153863430023,
0.23602473735809326,
0.5698922872543335,
0.15873010456562042,
0.10769226402044296,
0.6899998784065247,
0.41249990463256836,
0.3542855978012085,
0.32835814356803894,
0.12182734906673431,
0.35978829860687256
],
"time": 5.764552703127265,
"param": null
},
{
"epoch": 5,
"train_loss": 1.8286657333374023,
"val_loss": 2.8693649768829346,
"acc": 34.16,
"f1": [
0.6999998688697815,
0.3758388161659241,
0.20512811839580536,
0.08333329111337662,
0.08403357863426208,
0.23132525384426117,
0.4293783903121948,
0.4230768084526062,
0.331707239151001,
0.2669490873813629,
0.21582727134227753,
0.24516120553016663,
0.31764698028564453,
0.25688064098358154,
0.2193547636270523,
0.12499993294477463,
0.326315701007843,
0.4051947295665741,
0.26277366280555725,
0.32579174637794495,
0.6705200672149658,
0.45714274048805237,
0.3003951609134674,
0.14754094183444977,
0.5783131122589111,
0.16990287601947784,
0.2834644913673401,
0.19607838988304138,
0.5502644181251526,
0.36448585987091064,
0.33783775568008423,
0.25316447019577026,
0.38709667325019836,
0.3755101263523102,
0.29370617866516113,
0.16666659712791443,
0.15652169287204742,
0.2456139624118805,
0.15662643313407898,
0.3904108703136444,
0.267080694437027,
0.46202531456947327,
0.24113468825817108,
0.22222214937210083,
0.0958903580904007,
0.18055549263954163,
0.2681563198566437,
0.4836064279079437,
0.5652172565460205,
0.3129250705242157,
0.10714281350374222,
0.36065563559532166,
0.4749998450279236,
0.4741378724575043,
0.4608694612979889,
0.11475405097007751,
0.5579397678375244,
0.3826086223125458,
0.48401811718940735,
0.39826828241348267,
0.5732898116111755,
0.37681150436401367,
0.3850930631160736,
0.32061055302619934,
0.1799999475479126,
0.23574136197566986,
0.2129276990890503,
0.13445372879505157,
0.7303369045257568,
0.405714213848114,
0.23437494039535522,
0.5185183882713318,
0.10084028542041779,
0.38162538409233093,
0.11214949190616608,
0.5538460612297058,
0.6195651292800903,
0.1499999463558197,
0.2264150232076645,
0.3257574439048767,
0.1642511636018753,
0.3532763123512268,
0.5672725439071655,
0.31081071496009827,
0.30057793855667114,
0.3926379680633545,
0.4338623583316803,
0.36933788657188416,
0.23529404401779175,
0.3483870029449463,
0.32222211360931396,
0.4530385434627533,
0.1641024947166443,
0.1629629135131836,
0.6530610918998718,
0.3703702986240387,
0.3076922297477722,
0.3061888813972473,
0.03738315775990486,
0.37433144450187683
],
"time": 5.945476049557328,
"param": null
},
{
"epoch": 6,
"train_loss": 1.7594401836395264,
"val_loss": 2.7949564456939697,
"acc": 33.75,
"f1": [
0.6066349744796753,
0.42352932691574097,
0.22834637761116028,
0.09917350858449936,
0.19531244039535522,
0.31205663084983826,
0.21138201653957367,
0.37499991059303284,
0.38095226883888245,
0.486772358417511,
0.2564101815223694,
0.17843861877918243,
0.36879420280456543,
0.15999993681907654,
0.24427475035190582,
0.2399999350309372,
0.35714274644851685,
0.3050847053527832,
0.25352105498313904,
0.33333322405815125,
0.5945944786071777,
0.4426228404045105,
0.358024537563324,
0.3999999165534973,
0.4936707317829132,
0.323943555355072,
0.3496502637863159,
0.23904375731945038,
0.5628740787506104,
0.32061058282852173,
0.3630135953426361,
0.31325289607048035,
0.29351526498794556,
0.33576634526252747,
0.29473677277565,
0.14965979754924774,
0.2888086140155792,
0.3041473925113678,
0.2147650420665741,
0.36879420280456543,
0.3346938192844391,
0.5938863754272461,
0.22929932177066803,
0.30366483330726624,
0.154929518699646,
0.1834060400724411,
0.22818784415721893,
0.47999992966651917,
0.6019416451454163,
0.44347813725471497,
0.14778321981430054,
0.31775689125061035,
0.5714284181594849,
0.5419353246688843,
0.4249998927116394,
0.1103447824716568,
0.5918366312980652,
0.2389705330133438,
0.37410059571266174,
0.35714274644851685,
0.702702522277832,
0.447368323802948,
0.44444429874420166,
0.37696322798728943,
0.15999993681907654,
0.2436547577381134,
0.05714283511042595,
0.3593749403953552,
0.6266664862632751,
0.5566036701202393,
0.4154588282108307,
0.5381525158882141,
0.16666662693023682,
0.3135133981704712,
0.2287389487028122,
0.619999885559082,
0.7142854928970337,
0.2018347978591919,
0.19318175315856934,
0.19696961343288422,
0.13675208389759064,
0.23021577298641205,
0.5315313935279846,
0.2870812714099884,
0.21705420315265656,
0.5384613871574402,
0.4155843257904053,
0.44578301906585693,
0.2272726446390152,
0.3165466785430908,
0.34309613704681396,
0.5027931928634644,
0.054054029285907745,
0.20370367169380188,
0.4341084063053131,
0.36704114079475403,
0.2131146788597107,
0.3908045291900635,
0.19428567588329315,
0.331034392118454
],
"time": 6.124188027344644,
"param": null
},
{
"epoch": 7,
"train_loss": 1.4609061479568481,
"val_loss": 2.8210318088531494,
"acc": 36.37,
"f1": [
0.37837833166122437,
0.44537800550460815,
0.22707417607307434,
0.26666656136512756,
0.12598420679569244,
0.3489931523799896,
0.36842095851898193,
0.39330533146858215,
0.4477611184120178,
0.5053762197494507,
0.24598921835422516,
0.2258063703775406,
0.30769219994544983,
0.3832334280014038,
0.25675666332244873,
0.26785707473754883,
0.3862067759037018,
0.5549736618995667,
0.30697670578956604,
0.29813653230667114,
0.6274508237838745,
0.4914284646511078,
0.3116881847381592,
0.5051193833351135,
0.5076140761375427,
0.29139062762260437,
0.29951682686805725,
0.251428484916687,
0.6467065215110779,
0.3975153863430023,
0.362499862909317,
0.35897424817085266,
0.28859052062034607,
0.43216070532798767,
0.28855711221694946,
0.18090447783470154,
0.30115818977355957,
0.37885454297065735,
0.213483065366745,
0.45751625299453735,
0.3867923319339752,
0.6708073019981384,
0.26086944341659546,
0.3820223808288574,
0.13432830572128296,
0.1240309551358223,
0.19672124087810516,
0.5042734146118164,
0.6352940201759338,
0.462633341550827,
0.1417003720998764,
0.3184078335762024,
0.5858584046363831,
0.4969695806503296,
0.4269661605358124,
0.04799995943903923,
0.5645932555198669,
0.29429423809051514,
0.4645159840583801,
0.33451950550079346,
0.6227543354034424,
0.5714284777641296,
0.42704617977142334,
0.27373063564300537,
0.14838705956935883,
0.14479632675647736,
0.2773721516132355,
0.368663489818573,
0.6866952180862427,
0.5579397678375244,
0.3169397711753845,
0.4113473892211914,
0.17424236238002777,
0.35833320021629333,
0.26086950302124023,
0.6698111891746521,
0.6568626165390015,
0.18248169124126434,
0.22222214937210083,
0.3546098470687866,
0.09356718510389328,
0.4183005392551422,
0.6304346323013306,
0.21118006110191345,
0.32335323095321655,
0.5222928524017334,
0.4129031002521515,
0.42639580368995667,
0.1983470320701599,
0.3648647665977478,
0.3524589240550995,
0.526829183101654,
0.19540224969387054,
0.16901402175426483,
0.7046630382537842,
0.3053433895111084,
0.34042543172836304,
0.279411643743515,
0.17721512913703918,
0.37373724579811096
],
"time": 6.105078647844493,
"param": null
},
{
"epoch": 8,
"train_loss": 1.4518193006515503,
"val_loss": 3.335334539413452,
"acc": 31.09,
"f1": [
0.5270268321037292,
0.3832334280014038,
0.21989519894123077,
0.188888818025589,
0.1759258508682251,
0.20512811839580536,
0.3314284682273865,
0.3160621225833893,
0.22257548570632935,
0.41610726714134216,
0.24120594561100006,
0.17021268606185913,
0.08928567916154861,
0.36046499013900757,
0.2580644488334656,
0.28749987483024597,
0.3647797703742981,
0.28124991059303284,
0.2696628272533417,
0.33939382433891296,
0.5793101787567139,
0.5026736855506897,
0.3508770763874054,
0.5110130310058594,
0.5578945875167847,
0.2290075570344925,
0.2115868479013443,
0.17391297221183777,
0.5930231213569641,
0.33802807331085205,
0.3709090054035187,
0.29577454924583435,
0.33720916509628296,
0.26153838634490967,
0.25730982422828674,
0.16455689072608948,
0.24060142040252686,
0.281406968832016,
0.1126759946346283,
0.3690475523471832,
0.32467523217201233,
0.5523808598518372,
0.18009470403194427,
0.15748025476932526,
0.13173647224903107,
0.16935478150844574,
0.20895515382289886,
0.43835604190826416,
0.32108309864997864,
0.28853753209114075,
0.14285710453987122,
0.23580780625343323,
0.5971562266349792,
0.46808499097824097,
0.4622640609741211,
0.046511583030223846,
0.6111109852790833,
0.3431371748447418,
0.3636362850666046,
0.31506839394569397,
0.21428564190864563,
0.5073169469833374,
0.2769230008125305,
0.33576634526252747,
0.22549012303352356,
0.0491802878677845,
0.20553353428840637,
0.24427472054958344,
0.6918917894363403,
0.4507041275501251,
0.3468207120895386,
0.1454544961452484,
0.10738249123096466,
0.3295453190803528,
0.19230766594409943,
0.6742855310440063,
0.5306121110916138,
0.07339446991682053,
0.20054195821285248,
0.31999990344047546,
0.14184391498565674,
0.41379299759864807,
0.6854459643363953,
0.35359105467796326,
0.19259251654148102,
0.5443785786628723,
0.4417177140712738,
0.2276422083377838,
0.17712169885635376,
0.23357655107975006,
0.3170730471611023,
0.5188678503036499,
0.28915655612945557,
0.21428565680980682,
0.5294116735458374,
0.31818169355392456,
0.18032778799533844,
0.28444433212280273,
0.1499999314546585,
0.3166666030883789
],
"time": 6.134990180842578,
"param": null
},
{
"epoch": 9,
"train_loss": 1.2445995807647705,
"val_loss": 3.995985746383667,
"acc": 28.2,
"f1": [
0.6700506210327148,
0.34042543172836304,
0.18957340717315674,
0.14965979754924774,
0.16091948747634888,
0.2015809714794159,
0.20799992978572845,
0.2333332598209381,
0.38095226883888245,
0.22672061622142792,
0.2371133416891098,
0.1509433388710022,
0.35675665736198425,
0.31788066029548645,
0.3043477237224579,
0.09836061298847198,
0.31092432141304016,
0.4777776598930359,
0.2582780718803406,
0.25423723459243774,
0.5666665434837341,
0.3999998867511749,
0.2797201871871948,
0.28571417927742004,
0.5197739005088806,
0.15211264789104462,
0.12844032049179077,
0.20437948405742645,
0.38056668639183044,
0.27199992537498474,
0.25599992275238037,
0.23129244148731232,
0.19469021260738373,
0.34343424439430237,
0.2127659022808075,
0.11282043904066086,
0.15757569670677185,
0.21301770210266113,
0.08474572747945786,
0.40975597500801086,
0.11715478450059891,
0.580644965171814,
0.07476632297039032,
0.10909086465835571,
0.07741929590702057,
0.13846148550510406,
0.23204411566257477,
0.07619044184684753,
0.41538453102111816,
0.2519684433937073,
0.09248548746109009,
0.24034328758716583,
0.4662575423717499,
0.3999999165534973,
0.4266665279865265,
0.0451127365231514,
0.5297296643257141,
0.28482964634895325,
0.36129021644592285,
0.2933332324028015,
0.6199260354042053,
0.522222101688385,
0.31944435834884644,
0.32432422041893005,
0.12121206521987915,
0.15662643313407898,
0.1857142299413681,
0.3076922297477722,
0.6628569960594177,
0.3724927604198456,
0.2148759514093399,
0.43999993801116943,
0.19444438815116882,
0.31818172335624695,
0.19393931329250336,
0.5662649273872375,
0.4159543812274933,
0.16417904198169708,
0.152671679854393,
0.15929199755191803,
0.08648642897605896,
0.3008849024772644,
0.7142855525016785,
0.2705881595611572,
0.15432094037532806,
0.4785274565219879,
0.29803910851478577,
0.286666601896286,
0.09756092727184296,
0.22399991750717163,
0.36842095851898193,
0.4567900002002716,
0.03448272496461868,
0.10084028542041779,
0.22739017009735107,
0.367346853017807,
0.26515141129493713,
0.28571417927742004,
0.13054826855659485,
0.324607253074646
],
"time": 6.00160232745111,
"param": null
},
{
"epoch": 10,
"train_loss": 1.1790298223495483,
"val_loss": 2.8980677127838135,
"acc": 37.76,
"f1": [
0.53987717628479,
0.5076140761375427,
0.25906726717948914,
0.2629968822002411,
0.2345678210258484,
0.31901830434799194,
0.37373724579811096,
0.22222213447093964,
0.46753236651420593,
0.475524365901947,
0.2592591345310211,
0.20105813443660736,
0.3129250705242157,
0.3636362552642822,
0.2871793806552887,
0.33027511835098267,
0.44755232334136963,
0.547770619392395,
0.33333322405815125,
0.2754489779472351,
0.5670497417449951,
0.46808499097824097,
0.3568074107170105,
0.5026736855506897,
0.5933012366294861,
0.24034328758716583,
0.3445945084095001,
0.2540982663631439,
0.5663716197013855,
0.4177776873111725,
0.4499998986721039,
0.33333322405815125,
0.30065348744392395,
0.34177201986312866,
0.31067952513694763,
0.14473678171634674,
0.3895130157470703,
0.3459458649158478,
0.19047613441944122,
0.49756085872650146,
0.31067952513694763,
0.6521738171577454,
0.31055888533592224,
0.37704911828041077,
0.2264150232076645,
0.1648350954055786,
0.24262291193008423,
0.5161288976669312,
0.6136362552642822,
0.45847171545028687,
0.18072283267974854,
0.3113206624984741,
0.6384975910186768,
0.5593868494033813,
0.5252523422241211,
0.14285708963871002,
0.4782607853412628,
0.35294109582901,
0.47619032859802246,
0.3529410660266876,
0.7323941588401794,
0.4210525155067444,
0.46153831481933594,
0.3351350426673889,
0.2131146788597107,
0.2014387845993042,
0.21348309516906738,
0.35023030638694763,
0.7485378384590149,
0.5918366312980652,
0.3178293704986572,
0.5822783708572388,
0.12686562538146973,
0.3557691276073456,
0.2954544723033905,
0.5948274731636047,
0.5974024534225464,
0.2275448441505432,
0.25157222151756287,
0.37681150436401367,
0.07339446991682053,
0.3783782720565796,
0.6907215118408203,
0.31524544954299927,
0.31092432141304016,
0.43827152252197266,
0.41379302740097046,
0.46009382605552673,
0.29885047674179077,
0.4066389203071594,
0.3917524814605713,
0.539215624332428,
0.13836471736431122,
0.15028895437717438,
0.7272725701332092,
0.43850257992744446,
0.3831774890422821,
0.3350784480571747,
0.17948712408542633,
0.3088234066963196
],
"time": 5.960024475120008,
"param": null
},
{
"epoch": 11,
"train_loss": 0.9757397174835205,
"val_loss": 3.313260078430176,
"acc": 33.48,
"f1": [
0.5952380299568176,
0.41891881823539734,
0.20338977873325348,
0.1866666078567505,
0.1648351401090622,
0.3505975306034088,
0.41176459193229675,
0.4022345542907715,
0.40624988079071045,
0.5068492293357849,
0.2612611949443817,
0.2117646485567093,
0.2706766128540039,
0.26388877630233765,
0.2723003923892975,
0.1774192750453949,
0.3710406422615051,
0.4238409399986267,
0.1857142299413681,
0.17187494039535522,
0.666666567325592,
0.47761180996894836,
0.31764698028564453,
0.45348823070526123,
0.5027931928634644,
0.23030294477939606,
0.272108793258667,
0.1459227204322815,
0.5853657126426697,
0.4142010807991028,
0.3636362850666046,
0.31428563594818115,
0.3050846457481384,
0.3566878139972687,
0.22388054430484772,
0.2264150083065033,
0.32558128237724304,
0.17910441756248474,
0.21722839772701263,
0.44848471879959106,
0.29213473200798035,
0.5714284777641296,
0.22784802317619324,
0.3131312429904938,
0.13846150040626526,
0.1559632420539856,
0.2532750070095062,
0.4269661605358124,
0.5751632452011108,
0.46586331725120544,
0.16571423411369324,
0.3542434275150299,
0.48387083411216736,
0.5547444224357605,
0.4736841022968292,
0.08579083532094955,
0.5189871788024902,
0.3675212860107422,
0.3972601890563965,
0.31046923995018005,
0.6700506210327148,
0.49773746728897095,
0.4916665554046631,
0.3320156931877136,
0.19191910326480865,
0.11666662245988846,
0.29896897077560425,
0.26966285705566406,
0.6818180680274963,
0.5754715800285339,
0.23076915740966797,
0.56126469373703,
0.14723920822143555,
0.3439999520778656,
0.22857137024402618,
0.6222221255302429,
0.5882351994514465,
0.23611104488372803,
0.22321420907974243,
0.22222214937210083,
0.0886075422167778,
0.3829786479473114,
0.6829267144203186,
0.3276835083961487,
0.12698407471179962,
0.45226117968559265,
0.29139062762260437,
0.46242761611938477,
0.18867920339107513,
0.39285704493522644,
0.330826997756958,
0.36856362223625183,
0.18791939318180084,
0.15549592673778534,
0.474820077419281,
0.4433496594429016,
0.019230758771300316,
0.13675208389759064,
0.1970442682504654,
0.4018690288066864
],
"time": 5.953172726556659,
"param": null
},
{
"epoch": 12,
"train_loss": 0.7894476652145386,
"val_loss": 3.3836143016815186,
"acc": 35.99,
"f1": [
0.6721990704536438,
0.4946235418319702,
0.19736838340759277,
0.19004517793655396,
0.12949636578559875,
0.44970402121543884,
0.3289472758769989,
0.2677164673805237,
0.42682915925979614,
0.4413144290447235,
0.27329182624816895,
0.2100839763879776,
0.3841806650161743,
0.3499998450279236,
0.31818172335624695,
0.18749991059303284,
0.4203820824623108,
0.47999992966651917,
0.30621999502182007,
0.22429899871349335,
0.7093021869659424,
0.45454537868499756,
0.37499991059303284,
0.37499985098838806,
0.5548385381698608,
0.35294109582901,
0.23622041940689087,
0.2025315761566162,
0.45138877630233765,
0.41314542293548584,
0.36514514684677124,
0.36619704961776733,
0.3566878139972687,
0.36144569516181946,
0.283950537443161,
0.1509433388710022,
0.154929518699646,
0.30456843972206116,
0.23173800110816956,
0.4549761712551117,
0.2949307858943939,
0.602040708065033,
0.1768706887960434,
0.26573416590690613,
0.15517236292362213,
0.19999994337558746,
0.21978014707565308,
0.48587560653686523,
0.6054052114486694,
0.4672130346298218,
0.17112290859222412,
0.3186812400817871,
0.5409834980964661,
0.5544553399085999,
0.4907974302768707,
0.16888882219791412,
0.48398569226264954,
0.42290738224983215,
0.362318754196167,
0.27436816692352295,
0.6475408673286438,
0.4210525155067444,
0.4416665732860565,
0.34782594442367554,
0.14012733101844788,
0.23589736223220825,
0.2660549581050873,
0.32812491059303284,
0.5929647088050842,
0.5504586100578308,
0.34394893050193787,
0.4486485719680786,
0.13810737431049347,
0.34513264894485474,
0.20689648389816284,
0.6009851098060608,
0.587719202041626,
0.21965309977531433,
0.212290421128273,
0.2617800235748291,
0.09929072856903076,
0.4295300841331482,
0.6557375192642212,
0.291139155626297,
0.1951218694448471,
0.522222101688385,
0.43678146600723267,
0.46616533398628235,
0.19999992847442627,
0.2941175401210785,
0.4095236659049988,
0.5024629235267639,
0.03278684988617897,
0.21839071810245514,
0.7283235192298889,
0.38907843828201294,
0.28426387906074524,
0.37696322798728943,
0.18338105082511902,
0.35384607315063477
],
"time": 5.970737187191844,
"param": null
},
{
"epoch": 13,
"train_loss": 0.6899992227554321,
"val_loss": 3.2004640102386475,
"acc": 36.59,
"f1": [
0.6559138894081116,
0.45595842599868774,
0.2272726595401764,
0.24701185524463654,
0.19999992847442627,
0.3066665530204773,
0.30769217014312744,
0.4099377691745758,
0.4055943191051483,
0.43438899517059326,
0.268292635679245,
0.20494693517684937,
0.36423835158348083,
0.2774868309497833,
0.3165466785430908,
0.22939062118530273,
0.3827749788761139,
0.48387083411216736,
0.33992087841033936,
0.318471223115921,
0.6815640926361084,
0.47846877574920654,
0.3976607024669647,
0.4785274565219879,
0.5263156294822693,
0.23312877118587494,
0.30409345030784607,
0.217391237616539,
0.6081869602203369,
0.3076922297477722,
0.37125736474990845,
0.33027511835098267,
0.3026314675807953,
0.3464565873146057,
0.3320156931877136,
0.21978014707565308,
0.29931965470314026,
0.2622949779033661,
0.2547169029712677,
0.4604315757751465,
0.29523801803588867,
0.5773194432258606,
0.3026314675807953,
0.43564343452453613,
0.09722216427326202,
0.16842098534107208,
0.14925366640090942,
0.436893105506897,
0.5821594595909119,
0.4102562963962555,
0.1550387144088745,
0.37499985098838806,
0.5620436668395996,
0.5428570508956909,
0.4459458291530609,
0.16091948747634888,
0.5269460082054138,
0.40624988079071045,
0.42727261781692505,
0.3057323694229126,
0.6915886998176575,
0.44444432854652405,
0.38596484065055847,
0.3537413775920868,
0.2256409376859665,
0.2244897186756134,
0.24836592376232147,
0.3917524814605713,
0.6787328720092773,
0.5369648933410645,
0.40251561999320984,
0.5887095332145691,
0.1836734265089035,
0.3939392864704132,
0.26136353611946106,
0.5454544425010681,
0.5882351994514465,
0.17266181111335754,
0.2147650271654129,
0.30555543303489685,
0.1290322095155716,
0.3601531684398651,
0.5914396047592163,
0.256410151720047,
0.3096233606338501,
0.4307691156864166,
0.40764322876930237,
0.43199992179870605,
0.19277101755142212,
0.3230239748954773,
0.39195966720581055,
0.49773746728897095,
0.1768706887960434,
0.21538454294204712,
0.5787544846534729,
0.46363624930381775,
0.35964900255203247,
0.3367346227169037,
0.14634139835834503,
0.2758620083332062
],
"time": 6.198616484180093,
"param": null
},
{
"epoch": 14,
"train_loss": 0.5679335594177246,
"val_loss": 3.6152756214141846,
"acc": 36.07,
"f1": [
0.5133332014083862,
0.4819276034832001,
0.19811314344406128,
0.19230762124061584,
0.18834073841571808,
0.3714284896850586,
0.35102033615112305,
0.3763836622238159,
0.491227924823761,
0.5399999022483826,
0.16666659712791443,
0.2061854749917984,
0.41052618622779846,
0.3300969898700714,
0.306122362613678,
0.31372538208961487,
0.45360812544822693,
0.49006614089012146,
0.2550334632396698,
0.22619038820266724,
0.702702522277832,
0.510416567325592,
0.3495144844055176,
0.45121943950653076,
0.5252523422241211,
0.251308798789978,
0.24113468825817108,
0.20731700956821442,
0.534031331539154,
0.32978713512420654,
0.4059404730796814,
0.2790696918964386,
0.3316582143306732,
0.4096384644508362,
0.30409345030784607,
0.19444438815116882,
0.3147207200527191,
0.24999989569187164,
0.11864402145147324,
0.46017688512802124,
0.3738316595554352,
0.6043955087661743,
0.2533332407474518,
0.3529410660266876,
0.13559316098690033,
0.14046816527843475,
0.30275216698646545,
0.507936418056488,
0.4805193543434143,
0.5149252414703369,
0.2571427524089813,
0.3171805441379547,
0.38993698358535767,
0.5505616068840027,
0.25159233808517456,
0.13471496105194092,
0.6145831942558289,
0.39999985694885254,
0.4331796169281006,
0.33918121457099915,
0.7411763668060303,
0.4999998211860657,
0.40151503682136536,
0.35658904910087585,
0.24120594561100006,
0.2236841470003128,
0.26845628023147583,
0.40796008706092834,
0.7777776122093201,
0.5599998831748962,
0.2228260189294815,
0.5180721879005432,
0.14207643270492554,
0.3470318615436554,
0.1818181276321411,
0.5934064984321594,
0.6424240469932556,
0.17866000533103943,
0.20708440244197845,
0.3534882664680481,
0.1379309892654419,
0.3439999520778656,
0.630302906036377,
0.3168315887451172,
0.275229275226593,
0.42580634355545044,
0.4864863455295563,
0.48076915740966797,
0.18181811273097992,
0.28124991059303284,
0.35820886492729187,
0.5654449462890625,
0.17999997735023499,
0.2269502729177475,
0.6170212030410767,
0.4566209018230438,
0.36585354804992676,
0.33093518018722534,
0.210526242852211,
0.42570269107818604
],
"time": 6.2928467793390155,
"param": null
},
{
"epoch": 15,
"train_loss": 0.577828586101532,
"val_loss": 3.3217568397521973,
"acc": 38.2,
"f1": [
0.6404492855072021,
0.44787636399269104,
0.2812499403953552,
0.14545448124408722,
0.2345678210258484,
0.3285713195800781,
0.33210325241088867,
0.45595842599868774,
0.5644170045852661,
0.549019455909729,
0.2614377737045288,
0.2374998927116394,
0.42051267623901367,
0.39473676681518555,
0.29677411913871765,
0.26973676681518555,
0.335570365190506,
0.5833331942558289,
0.29581987857818604,
0.2702701687812805,
0.6595743298530579,
0.5058822631835938,
0.36464083194732666,
0.45751625299453735,
0.5520831942558289,
0.3063828945159912,
0.28855711221694946,
0.20388342440128326,
0.5757573843002319,
0.32107013463974,
0.41884803771972656,
0.37185919284820557,
0.28742504119873047,
0.39735087752342224,
0.29710137844085693,
0.18579228222370148,
0.28834348917007446,
0.2959182858467102,
0.24074065685272217,
0.4919784665107727,
0.30555543303489685,
0.6742855310440063,
0.228260800242424,
0.3399999141693115,
0.1829652488231659,
0.2842104732990265,
0.24999991059303284,
0.46376800537109375,
0.6701569557189941,
0.5680471658706665,
0.18705028295516968,
0.2839116156101227,
0.5991188287734985,
0.5362318158149719,
0.475806325674057,
0.18374551832675934,
0.5714284777641296,
0.40641695261001587,
0.47297289967536926,
0.3976607024669647,
0.70588219165802,
0.38028159737586975,
0.46728962659835815,
0.359550416469574,
0.24193541705608368,
0.1257142275571823,
0.30270257592201233,
0.25352105498313904,
0.7281104326248169,
0.6235292553901672,
0.3549782335758209,
0.5189871788024902,
0.13836471736431122,
0.33333319425582886,
0.24778753519058228,
0.6806281208992004,
0.6484017372131348,
0.261744886636734,
0.27380943298339844,
0.38427940011024475,
0.18181811273097992,
0.3885713219642639,
0.7593581080436707,
0.3463686406612396,
0.25862061977386475,
0.5445024967193604,
0.4043714702129364,
0.4210525155067444,
0.23312875628471375,
0.4705880880355835,
0.3885713219642639,
0.5371427536010742,
0.23204411566257477,
0.2583332359790802,
0.7213113307952881,
0.34177201986312866,
0.41148313879966736,
0.34883710741996765,
0.2274509072303772,
0.41935470700263977
],
"time": 6.224202691577375,
"param": null
},
{
"epoch": 16,
"train_loss": 0.4035574495792389,
"val_loss": 3.3431615829467773,
"acc": 36.33,
"f1": [
0.4984024465084076,
0.45859864354133606,
0.20118334889411926,
0.15294109284877777,
0.19780214130878448,
0.38341957330703735,
0.33576634526252747,
0.4358973205089569,
0.531468391418457,
0.41269832849502563,
0.30350184440612793,
0.206303671002388,
0.3272726237773895,
0.30864188075065613,
0.24113468825817108,
0.2842104732990265,
0.3809523284435272,
0.579234778881073,
0.40394076704978943,
0.2424241602420807,
0.7403313517570496,
0.42068955302238464,
0.3394494354724884,
0.45283010601997375,
0.5473682880401611,
0.2660549581050873,
0.3421051502227783,
0.16993455588817596,
0.5348835587501526,
0.44444435834884644,
0.39106133580207825,
0.31428563594818115,
0.28776973485946655,
0.36111101508140564,
0.3534882664680481,
0.12999993562698364,
0.3408070504665375,
0.30526304244995117,
0.3008129298686981,
0.5443036556243896,
0.26666656136512756,
0.64327472448349,
0.3037973642349243,
0.38251355290412903,
0.17435890436172485,
0.15950913727283478,
0.22772268950939178,
0.486772358417511,
0.6024094820022583,
0.29687491059303284,
0.19753079116344452,
0.3369564116001129,
0.40490788221359253,
0.5028570294380188,
0.3971630334854126,
0.1307189017534256,
0.5544553399085999,
0.2825484275817871,
0.5444443225860596,
0.4019606411457062,
0.6815640926361084,
0.47916653752326965,
0.40718549489974976,
0.35467973351478577,
0.22222214937210083,
0.22485199570655823,
0.2589927613735199,
0.3162054419517517,
0.7446807622909546,
0.5235601663589478,
0.28571417927742004,
0.5979380011558533,
0.15489746630191803,
0.32183900475502014,
0.26881712675094604,
0.5700933337211609,
0.41647589206695557,
0.21374039351940155,
0.26086947321891785,
0.3855420649051666,
0.15966379642486572,
0.3841806650161743,
0.7052022218704224,
0.24050623178482056,
0.27814561128616333,
0.5076140761375427,
0.434782475233078,
0.4777776598930359,
0.12068961560726166,
0.4028775990009308,
0.37433144450187683,
0.5454544425010681,
0.18518511950969696,
0.1694914698600769,
0.6926406025886536,
0.4259258210659027,
0.4170615077018738,
0.37681150436401367,
0.1277954876422882,
0.3904760777950287
],
"time": 6.191669411957264,
"param": null
},
{
"epoch": 17,
"train_loss": 0.42471855878829956,
"val_loss": 3.354111671447754,
"acc": 36.52,
"f1": [
0.6535946130752563,
0.47161564230918884,
0.21965309977531433,
0.14906825125217438,
0.1913042813539505,
0.3579765260219574,
0.2980768382549286,
0.3576158285140991,
0.4194755554199219,
0.4819276034832001,
0.2727271318435669,
0.2212388664484024,
0.3849371671676636,
0.331707239151001,
0.3523315489292145,
0.28749987483024597,
0.3917524814605713,
0.5258214473724365,
0.3529410660266876,
0.3208555281162262,
0.5333331823348999,
0.44067782163619995,
0.3373492956161499,
0.1864406168460846,
0.4379560947418213,
0.3348415493965149,
0.38150280714035034,
0.2243901938199997,
0.506493330001831,
0.31050220131874084,
0.4125559628009796,
0.3168315887451172,
0.3478259742259979,
0.3599999248981476,
0.26666656136512756,
0.20359273254871368,
0.2399999350309372,
0.2790696918964386,
0.18719203770160675,
0.4488188326358795,
0.3609755337238312,
0.6511626243591309,
0.2822822332382202,
0.3515150547027588,
0.11111105233430862,
0.1858406364917755,
0.17204295098781586,
0.4607328474521637,
0.5892114639282227,
0.4577113389968872,
0.2037036269903183,
0.36714968085289,
0.5463413596153259,
0.6261681318283081,
0.48484838008880615,
0.165217325091362,
0.5731706023216248,
0.35862061381340027,
0.5084744095802307,
0.3655913174152374,
0.7359305620193481,
0.3783782720565796,
0.4567900002002716,
0.2999998927116394,
0.18633535504341125,
0.23529404401779175,
0.2536872625350952,
0.2837836742401123,
0.734939694404602,
0.5990782380104065,
0.48453593254089355,
0.5990337133407593,
0.1052631139755249,
0.3285713195800781,
0.2399999350309372,
0.6399998664855957,
0.5844154953956604,
0.12280696630477905,
0.2082018405199051,
0.31390124559402466,
0.08759118616580963,
0.3763836622238159,
0.642857015132904,
0.3522011637687683,
0.23859642446041107,
0.4293783903121948,
0.4474884569644928,
0.38983041048049927,
0.20817838609218597,
0.3522011637687683,
0.4293783903121948,
0.5586591362953186,
0.3387977182865143,
0.20588228106498718,
0.5337619781494141,
0.40358731150627136,
0.14285710453987122,
0.29249006509780884,
0.16494840383529663,
0.34615373611450195
],
"time": 6.1619163900613785,
"param": null
},
{
"epoch": 18,
"train_loss": 0.3260752260684967,
"val_loss": 3.506207227706909,
"acc": 39.48,
"f1": [
0.6239315271377563,
0.5549736618995667,
0.19999994337558746,
0.21848732233047485,
0.22471901774406433,
0.43749991059303284,
0.31999990344047546,
0.41346144676208496,
0.5149698853492737,
0.46082934737205505,
0.30697670578956604,
0.20895513892173767,
0.36123335361480713,
0.43902432918548584,
0.2872926890850067,
0.24413138628005981,
0.3576158583164215,
0.5730992555618286,
0.3265305459499359,
0.30388686060905457,
0.635837972164154,
0.4976957440376282,
0.3489360511302948,
0.5408161878585815,
0.547485888004303,
0.3076922297477722,
0.3431951701641083,
0.2208588421344757,
0.5583332777023315,
0.4024389386177063,
0.4236452281475067,
0.43999987840652466,
0.35955044627189636,
0.36082467436790466,
0.3693692684173584,
0.2522521913051605,
0.3374998867511749,
0.30701744556427,
0.2780747711658478,
0.5050503611564636,
0.30337071418762207,
0.6783624887466431,
0.31506839394569397,
0.33548372983932495,
0.18575848639011383,
0.21582727134227753,
0.26341456174850464,
0.53987717628479,
0.6265058517456055,
0.5921786427497864,
0.21118006110191345,
0.2992125153541565,
0.5844747424125671,
0.6086955666542053,
0.49777767062187195,
0.09852210432291031,
0.5882351994514465,
0.3168316185474396,
0.5124998688697815,
0.3734438419342041,
0.6796874403953552,
0.4819276034832001,
0.4276728630065918,
0.3809523284435272,
0.1775147169828415,
0.23300965130329132,
0.2923975884914398,
0.3894736170768738,
0.704761803150177,
0.6153845191001892,
0.4372468888759613,
0.5714284777641296,
0.15624994039535522,
0.3885713219642639,
0.2524271011352539,
0.5990337133407593,
0.6777776479721069,
0.19999994337558746,
0.2643677294254303,
0.36529669165611267,
0.17721512913703918,
0.40609124302864075,
0.7303369045257568,
0.3316582143306732,
0.27173903584480286,
0.4858298599720001,
0.42857131361961365,
0.43171796202659607,
0.19696961343288422,
0.3905324339866638,
0.4313724637031555,
0.5197739005088806,
0.27343741059303284,
0.22222213447093964,
0.6798028349876404,
0.44444435834884644,
0.314606636762619,
0.36018943786621094,
0.17283941805362701,
0.45810040831565857
],
"time": 6.046507662162185,
"param": null
},
{
"epoch": 19,
"train_loss": 0.3265097141265869,
"val_loss": 3.8343241214752197,
"acc": 36.18,
"f1": [
0.6774192452430725,
0.5197739005088806,
0.265060156583786,
0.16438350081443787,
0.2736841142177582,
0.3013697862625122,
0.3670884966850281,
0.34013596177101135,
0.3964756429195404,
0.3167154788970947,
0.1898733526468277,
0.24864855408668518,
0.2893400490283966,
0.3319837152957916,
0.2727271616458893,
0.1834060400724411,
0.34640514850616455,
0.5714284777641296,
0.32352930307388306,
0.24999991059303284,
0.6368157267570496,
0.47499990463256836,
0.36633655428886414,
0.31372538208961487,
0.53987717628479,
0.24999995529651642,
0.29850736260414124,
0.2577318847179413,
0.5550238490104675,
0.4153004288673401,
0.34042543172836304,
0.31081071496009827,
0.3522011637687683,
0.36241599917411804,
0.29268282651901245,
0.2117646485567093,
0.28148138523101807,
0.20224712789058685,
0.23270438611507416,
0.45685264468193054,
0.2868216037750244,
0.662650465965271,
0.23188398778438568,
0.36956506967544556,
0.17674411833286285,
0.18934904038906097,
0.24999991059303284,
0.5273630023002625,
0.6666665077209473,
0.32558128237724304,
0.17948710918426514,
0.279411643743515,
0.5679011344909668,
0.6145831942558289,
0.4635760486125946,
0.12785382568836212,
0.5649716258049011,
0.4200912117958069,
0.5137613415718079,
0.3699420988559723,
0.7263157367706299,
0.34108519554138184,
0.502564013004303,
0.36601296067237854,
0.12068961560726166,
0.213483065366745,
0.2790696918964386,
0.23188398778438568,
0.6820808053016663,
0.47970473766326904,
0.3374998867511749,
0.5309734344482422,
0.13197962939739227,
0.2783504128456116,
0.18461529910564423,
0.6570047736167908,
0.5443036556243896,
0.18848159909248352,
0.20634911954402924,
0.24324317276477814,
0.09722216427326202,
0.42477864027023315,
0.741463303565979,
0.34394893050193787,
0.3047617971897125,
0.44670039415359497,
0.3629031479358673,
0.31607621908187866,
0.26315781474113464,
0.3709090054035187,
0.376623272895813,
0.4615383744239807,
0.2124999314546585,
0.22222214937210083,
0.5860804915428162,
0.3622828423976898,
0.2676055133342743,
0.36190465092658997,
0.2099446803331375,
0.2601625323295593
],
"time": 5.9358786996454,
"param": null
},
{
"epoch": 20,
"train_loss": 0.3905673921108246,
"val_loss": 3.4261858463287354,
"acc": 38.45,
"f1": [
0.6941174864768982,
0.4651161730289459,
0.25352105498313904,
0.1499999314546585,
0.24096378684043884,
0.37623751163482666,
0.3414632976055145,
0.4301074147224426,
0.518518328666687,
0.3636362552642822,
0.2275448441505432,
0.23423415422439575,
0.30120471119880676,
0.3563217520713806,
0.292035311460495,
0.29896897077560425,
0.4102562963962555,
0.6054052114486694,
0.3096773326396942,
0.2683981955051422,
0.6627217531204224,
0.5108694434165955,
0.3926379084587097,
0.5572518110275269,
0.5937498807907104,
0.29585790634155273,
0.36470577120780945,
0.19277101755142212,
0.5714284777641296,
0.3666665554046631,
0.3563217520713806,
0.37815114855766296,
0.32124343514442444,
0.39999985694885254,
0.2695651352405548,
0.27173903584480286,
0.30851057171821594,
0.32432422041893005,
0.2412450611591339,
0.559139609336853,
0.3510637581348419,
0.5615383386611938,
0.2959640622138977,
0.3274335563182831,
0.1843317300081253,
0.1789472997188568,
0.24277448654174805,
0.43902432918548584,
0.5632182359695435,
0.49999988079071045,
0.2025315761566162,
0.3267325758934021,
0.6065572500228882,
0.6376810669898987,
0.45535701513290405,
0.1397058218717575,
0.5888887047767639,
0.35460981726646423,
0.510416567325592,
0.4043714702129364,
0.6335402131080627,
0.48447185754776,
0.403755784034729,
0.38541653752326965,
0.21774189174175262,
0.2959182858467102,
0.251308798789978,
0.3502824008464813,
0.721153736114502,
0.6363635063171387,
0.42051267623901367,
0.6181817054748535,
0.17837835848331451,
0.3855420649051666,
0.23655906319618225,
0.5714284777641296,
0.624203622341156,
0.18181811273097992,
0.23904375731945038,
0.3463686406612396,
0.148837149143219,
0.3523315489292145,
0.7234041690826416,
0.37804868817329407,
0.28571420907974243,
0.5308055877685547,
0.4491977095603943,
0.4249998927116394,
0.24472565948963165,
0.4615383744239807,
0.362790584564209,
0.5531913042068481,
0.2208588421344757,
0.193548321723938,
0.7195766568183899,
0.46351921558380127,
0.39153432846069336,
0.36956512928009033,
0.1989527940750122,
0.3352600038051605
],
"time": 6.116553771309555,
"param": null
},
{
"epoch": 21,
"train_loss": 0.3160269558429718,
"val_loss": 3.5866284370422363,
"acc": 38.15,
"f1": [
0.6378377079963684,
0.4454544484615326,
0.2758620083332062,
0.1818181276321411,
0.2488888055086136,
0.41048023104667664,
0.378109335899353,
0.36090216040611267,
0.4521738290786743,
0.42682915925979614,
0.2482757866382599,
0.22727267444133759,
0.3714284896850586,
0.3016759157180786,
0.27385884523391724,
0.3021581470966339,
0.3842363655567169,
0.6564101576805115,
0.2716048061847687,
0.26751580834388733,
0.6570047736167908,
0.4606059193611145,
0.34686335921287537,
0.44444432854652405,
0.492537260055542,
0.3316061198711395,
0.38095229864120483,
0.23280414938926697,
0.5714284181594849,
0.33333322405815125,
0.4177776873111725,
0.2992125153541565,
0.32369929552078247,
0.3711339235305786,
0.34920626878738403,
0.18009470403194427,
0.3057323694229126,
0.2790696620941162,
0.3157894015312195,
0.5157230496406555,
0.33333322405815125,
0.5806450843811035,
0.27160486578941345,
0.3529410660266876,
0.15384608507156372,
0.22478382289409637,
0.220779150724411,
0.46788978576660156,
0.6239315271377563,
0.5113635063171387,
0.14444437623023987,
0.364531934261322,
0.5296802520751953,
0.6421051621437073,
0.5309733152389526,
0.14166660606861115,
0.5789472460746765,
0.4685713052749634,
0.5121950507164001,
0.27631568908691406,
0.6942147016525269,
0.4794519543647766,
0.4433496594429016,
0.3800903856754303,
0.145695298910141,
0.23602473735809326,
0.2528735101222992,
0.2745096981525421,
0.7083331942558289,
0.6395347118377686,
0.393063485622406,
0.6161136031150818,
0.13836471736431122,
0.35897424817085266,
0.22321420907974243,
0.5953487157821655,
0.6543208360671997,
0.24193541705608368,
0.2129276990890503,
0.3389829695224762,
0.2095237374305725,
0.382978618144989,
0.715083658695221,
0.29677411913871765,
0.2965778410434723,
0.4331209361553192,
0.43708598613739014,
0.49019595980644226,
0.2575106620788574,
0.42051267623901367,
0.37433144450187683,
0.5188283324241638,
0.23255807161331177,
0.21722839772701263,
0.6969695687294006,
0.38578668236732483,
0.20270265638828278,
0.3195875287055969,
0.228571355342865,
0.31632643938064575
],
"time": 5.999811626970768,
"param": null
},
{
"epoch": 22,
"train_loss": 0.44097352027893066,
"val_loss": 3.8528196811676025,
"acc": 34.53,
"f1": [
0.5248225927352905,
0.47798728942871094,
0.19607838988304138,
0.11392398923635483,
0.20588228106498718,
0.40975597500801086,
0.3144652843475342,
0.3827749788761139,
0.40552979707717896,
0.48611095547676086,
0.18723398447036743,
0.23776216804981232,
0.39655160903930664,
0.2746780216693878,
0.3167419731616974,
0.1100916936993599,
0.3800903856754303,
0.35460981726646423,
0.3046356737613678,
0.36129021644592285,
0.5917158722877502,
0.4684683382511139,
0.29007625579833984,
0.47826072573661804,
0.5389220714569092,
0.2649005651473999,
0.35714274644851685,
0.24427475035190582,
0.5727270841598511,
0.4342104196548462,
0.33918121457099915,
0.3315507173538208,
0.31249991059303284,
0.3043477535247803,
0.35675665736198425,
0.19999992847442627,
0.30952370166778564,
0.2680411636829376,
0.18823520839214325,
0.4585364758968353,
0.38028159737586975,
0.577777624130249,
0.25116273760795593,
0.34177201986312866,
0.1194029375910759,
0.18106988072395325,
0.21978014707565308,
0.41568616032600403,
0.5929647088050842,
0.5380709171295166,
0.19269098341464996,
0.29508185386657715,
0.5217390656471252,
0.5194803476333618,
0.43678146600723267,
0.1672726720571518,
0.44559577107429504,
0.3157893419265747,
0.3962263762950897,
0.25499996542930603,
0.6705880761146545,
0.4057970345020294,
0.3731342554092407,
0.3373492956161499,
0.09374994784593582,
0.18749991059303284,
0.24390237033367157,
0.21621614694595337,
0.6216214895248413,
0.64327472448349,
0.39583325386047363,
0.5063289999961853,
0.12871280312538147,
0.23841053247451782,
0.13017743825912476,
0.6528496146202087,
0.5771810412406921,
0.22556383907794952,
0.18708235025405884,
0.3387977182865143,
0.07692302018404007,
0.37121203541755676,
0.657142698764801,
0.3529410660266876,
0.26160329580307007,
0.4640882611274719,
0.44848471879959106,
0.4260868728160858,
0.19191913306713104,
0.3152172863483429,
0.3448275029659271,
0.5154638290405273,
0.14173223078250885,
0.2121211588382721,
0.6467065215110779,
0.4087590277194977,
0.228571355342865,
0.28148138523101807,
0.1655171811580658,
0.29508185386657715
],
"time": 6.078125269152224,
"param": null
},
{
"epoch": 23,
"train_loss": 0.2792035937309265,
"val_loss": 3.7005739212036133,
"acc": 39.52,
"f1": [
0.6321837902069092,
0.5079363584518433,
0.2883720099925995,
0.1775147169828415,
0.2594141364097595,
0.40268445014953613,
0.35856562852859497,
0.40796008706092834,
0.4338623583316803,
0.5194803476333618,
0.2871793806552887,
0.23999996483325958,
0.4180789887905121,
0.29677411913871765,
0.3383083641529083,
0.3363635540008545,
0.4408600926399231,
0.5399999022483826,
0.3657141625881195,
0.28054288029670715,
0.6526314616203308,
0.49999988079071045,
0.39106133580207825,
0.511627733707428,
0.6249998807907104,
0.320441871881485,
0.35532984137535095,
0.2147650271654129,
0.569696843624115,
0.3496502637863159,
0.4052862524986267,
0.3232322335243225,
0.3699420988559723,
0.3714284598827362,
0.3320462703704834,
0.23008842766284943,
0.3240739703178406,
0.3228698670864105,
0.22222216427326202,
0.49350637197494507,
0.35365843772888184,
0.5887848734855652,
0.21722839772701263,
0.38356152176856995,
0.20209051668643951,
0.26540276408195496,
0.18404902517795563,
0.5662649273872375,
0.5825241804122925,
0.5208331942558289,
0.23622041940689087,
0.3542855978012085,
0.5725489854812622,
0.609625518321991,
0.5425531268119812,
0.15624994039535522,
0.5833332538604736,
0.47398826479911804,
0.524590015411377,
0.35064926743507385,
0.760416567325592,
0.45263150334358215,
0.42352932691574097,
0.37433144450187683,
0.22058817744255066,
0.19199994206428528,
0.362499862909317,
0.3798881769180298,
0.6832296252250671,
0.6105261445045471,
0.4835163652896881,
0.6698111891746521,
0.1449274867773056,
0.37158459424972534,
0.22377613186836243,
0.6113988757133484,
0.6405227184295654,
0.23280414938926697,
0.23157887160778046,
0.40206170082092285,
0.1725887656211853,
0.38043469190597534,
0.7499998807907104,
0.3999999165534973,
0.3364485204219818,
0.5471696853637695,
0.4678361415863037,
0.4662575423717499,
0.2763635516166687,
0.40384599566459656,
0.39166659116744995,
0.552941083908081,
0.2815532982349396,
0.2330826371908188,
0.721153736114502,
0.37499991059303284,
0.42708319425582886,
0.3899998664855957,
0.20645155012607574,
0.40217384696006775
],
"time": 6.057634918950498,
"param": null
},
{
"epoch": 24,
"train_loss": 0.2921842634677887,
"val_loss": 3.5568172931671143,
"acc": 38.78,
"f1": [
0.657534122467041,
0.49999988079071045,
0.251428484916687,
0.17708326876163483,
0.2419928014278412,
0.38043469190597534,
0.31506839394569397,
0.4338623583316803,
0.5035970211029053,
0.5561496019363403,
0.18300646543502808,
0.15126045048236847,
0.3862067759037018,
0.37804868817329407,
0.3319147825241089,
0.31489354372024536,
0.3657141625881195,
0.5462961196899414,
0.3419688045978546,
0.2790696918964386,
0.6703295111656189,
0.5517240166664124,
0.36470577120780945,
0.42857131361961365,
0.6222221255302429,
0.30674833059310913,
0.3522011637687683,
0.1546391248703003,
0.5135133862495422,
0.4302324652671814,
0.4239999055862427,
0.33913031220436096,
0.35820886492729187,
0.39189180731773376,
0.32432422041893005,
0.15966379642486572,
0.2967032194137573,
0.2790696620941162,
0.28464412689208984,
0.4782607853412628,
0.3083699643611908,
0.5953487157821655,
0.2692306935787201,
0.41304340958595276,
0.19780214130878448,
0.22881349921226501,
0.28310492634773254,
0.492890864610672,
0.6298341155052185,
0.5247523188591003,
0.21719448268413544,
0.31818169355392456,
0.511627733707428,
0.5964910984039307,
0.4777776598930359,
0.1461186707019806,
0.6031745076179504,
0.48387083411216736,
0.4999998211860657,
0.3999998867511749,
0.7263157367706299,
0.4873095452785492,
0.43925222754478455,
0.36082467436790466,
0.2136751413345337,
0.17959177494049072,
0.2705881595611572,
0.28806576132774353,
0.7359305620193481,
0.6461536884307861,
0.3763439953327179,
0.6368157267570496,
0.06944438815116882,
0.329268217086792,
0.2376236915588379,
0.5955054759979248,
0.6324785351753235,
0.2290075719356537,
0.21714277565479279,
0.3557691276073456,
0.14096909761428833,
0.43037962913513184,
0.6871793866157532,
0.35344812273979187,
0.24203814566135406,
0.5082871913909912,
0.4214874804019928,
0.4670049846172333,
0.2127659022808075,
0.37499991059303284,
0.42156851291656494,
0.5326085686683655,
0.25210076570510864,
0.22360241413116455,
0.7653059959411621,
0.3975153863430023,
0.38251355290412903,
0.35687726736068726,
0.20792071521282196,
0.423912912607193
],
"time": 6.121539140120149,
"param": null
},
{
"epoch": 25,
"train_loss": 0.23978330194950104,
"val_loss": 3.659250259399414,
"acc": 39.28,
"f1": [
0.6666665077209473,
0.47107425332069397,
0.28415289521217346,
0.1777777075767517,
0.23913034796714783,
0.4291844367980957,
0.34482747316360474,
0.42162150144577026,
0.49484527111053467,
0.48510628938674927,
0.30057793855667114,
0.2048192024230957,
0.37575745582580566,
0.34254133701324463,
0.2433861643075943,
0.2793295085430145,
0.45348823070526123,
0.5470851063728333,
0.33333322405815125,
0.2727271616458893,
0.6966290473937988,
0.522612988948822,
0.33050838112831116,
0.5191488265991211,
0.5882351398468018,
0.29473677277565,
0.3723403513431549,
0.1855669468641281,
0.5955054759979248,
0.43636354804039,
0.42063480615615845,
0.40476179122924805,
0.255208283662796,
0.36470577120780945,
0.36158180236816406,
0.2085307389497757,
0.348314493894577,
0.2838708758354187,
0.2755904495716095,
0.47161564230918884,
0.39449530839920044,
0.5739909410476685,
0.29059821367263794,
0.43678146600723267,
0.1792452037334442,
0.1773398518562317,
0.2721087336540222,
0.5118482112884521,
0.6488887667655945,
0.49599987268447876,
0.20444436371326447,
0.3386242389678955,
0.5197739005088806,
0.5588234066963196,
0.49999988079071045,
0.14285708963871002,
0.5925924777984619,
0.4851484000682831,
0.5809127688407898,
0.4410255253314972,
0.7513810992240906,
0.488262802362442,
0.43428558111190796,
0.41314542293548584,
0.21686740219593048,
0.23423415422439575,
0.24034328758716583,
0.3599999248981476,
0.7487682700157166,
0.6162160634994507,
0.36714968085289,
0.5131577253341675,
0.08092478662729263,
0.3489360511302948,
0.2634729743003845,
0.6595743298530579,
0.629441499710083,
0.16766461730003357,
0.15384608507156372,
0.3675675094127655,
0.16927896440029144,
0.3919999301433563,
0.7015705108642578,
0.40659332275390625,
0.3065692186355591,
0.5499998927116394,
0.4183672070503235,
0.452830046415329,
0.2793295085430145,
0.35616427659988403,
0.4081631302833557,
0.4931505620479584,
0.23030294477939606,
0.26984119415283203,
0.7065865993499756,
0.34586456418037415,
0.34920626878738403,
0.3502824008464813,
0.17333325743675232,
0.3211008310317993
],
"time": 6.1536984369158745,
"param": null
},
{
"epoch": 26,
"train_loss": 0.20271706581115723,
"val_loss": 3.5068211555480957,
"acc": 38.76,
"f1": [
0.6705880761146545,
0.5428570508956909,
0.2251655012369156,
0.21621613204479218,
0.1931033730506897,
0.3999998867511749,
0.35064926743507385,
0.35582810640335083,
0.5026176571846008,
0.49999988079071045,
0.12080531567335129,
0.14379078149795532,
0.3431371748447418,
0.33333325386047363,
0.2959640622138977,
0.3352600038051605,
0.3275861144065857,
0.5573769211769104,
0.34224584698677063,
0.31901830434799194,
0.6742855310440063,
0.42639580368995667,
0.4248703718185425,
0.5155554413795471,
0.5493561029434204,
0.3050846457481384,
0.38461530208587646,
0.17757000029087067,
0.48844873905181885,
0.3999999165534973,
0.35955044627189636,
0.3516482412815094,
0.2959640622138977,
0.3936169147491455,
0.38709667325019836,
0.22784805297851562,
0.35051536560058594,
0.2956520915031433,
0.29850736260414124,
0.49411749839782715,
0.30952370166778564,
0.5674417018890381,
0.2923975884914398,
0.4248703718185425,
0.16184966266155243,
0.2424241602420807,
0.23863628506660461,
0.4322032928466797,
0.6219511032104492,
0.5135133862495422,
0.1758241057395935,
0.35955044627189636,
0.43298953771591187,
0.5488720536231995,
0.5193368792533875,
0.1405404806137085,
0.528846025466919,
0.42512065172195435,
0.44578301906585693,
0.30172407627105713,
0.6666664481163025,
0.5053762197494507,
0.4690264165401459,
0.4277455508708954,
0.18181811273097992,
0.24778753519058228,
0.33333322405815125,
0.2901553809642792,
0.7019230127334595,
0.5617020726203918,
0.3411763310432434,
0.5675674080848694,
0.1693810522556305,
0.28193822503089905,
0.22935770452022552,
0.5488720536231995,
0.6380951404571533,
0.25490185618400574,
0.1775147169828415,
0.41935470700263977,
0.1642511636018753,
0.4221104085445404,
0.7486031651496887,
0.39999985694885254,
0.25352105498313904,
0.46534639596939087,
0.47398826479911804,
0.43749988079071045,
0.21118006110191345,
0.39560428261756897,
0.3951611816883087,
0.5164318084716797,
0.30864188075065613,
0.265060156583786,
0.7127658128738403,
0.4358973503112793,
0.39252325892448425,
0.37499985098838806,
0.19531244039535522,
0.3706895411014557
],
"time": 6.141901507973671,
"param": null
},
{
"epoch": 27,
"train_loss": 0.2309284806251526,
"val_loss": 3.9384238719940186,
"acc": 35.3,
"f1": [
0.5767440795898438,
0.46153831481933594,
0.15999992191791534,
0.2488888055086136,
0.19230762124061584,
0.34920626878738403,
0.28019312024116516,
0.3771928548812866,
0.48717936873435974,
0.4899998903274536,
0.24836592376232147,
0.2575756907463074,
0.2493886947631836,
0.26666656136512756,
0.300429105758667,
0.22099439799785614,
0.42982450127601624,
0.3836316168308258,
0.25531908869743347,
0.24999991059303284,
0.6138612627983093,
0.4084506034851074,
0.3764704465866089,
0.35820886492729187,
0.5769229531288147,
0.3083699643611908,
0.28767114877700806,
0.14516125619411469,
0.5930231213569641,
0.33492809534072876,
0.42352932691574097,
0.3047617971897125,
0.28571420907974243,
0.22088348865509033,
0.3568074107170105,
0.24161066114902496,
0.2575756907463074,
0.18348616361618042,
0.2553190588951111,
0.5092591643333435,
0.3195875287055969,
0.5875704884529114,
0.30952370166778564,
0.3862067759037018,
0.09374994784593582,
0.19277101755142212,
0.20689648389816284,
0.5280897617340088,
0.5810809135437012,
0.2413792610168457,
0.20930226147174835,
0.29213473200798035,
0.46511611342430115,
0.5202310085296631,
0.42962953448295593,
0.12941168248653412,
0.5443785786628723,
0.41269832849502563,
0.4177214205265045,
0.22377613186836243,
0.7179486155509949,
0.49689429998397827,
0.41721847653388977,
0.39520949125289917,
0.21714277565479279,
0.22222216427326202,
0.28402355313301086,
0.3195265531539917,
0.7106597423553467,
0.4705881178379059,
0.3365383446216583,
0.4942527115345001,
0.11023616790771484,
0.3523808717727661,
0.1951218694448471,
0.5769228935241699,
0.3799126446247101,
0.24528293311595917,
0.14634142816066742,
0.2745096981525421,
0.1993768960237503,
0.3365384042263031,
0.6465516090393066,
0.3268481194972992,
0.2268906980752945,
0.43749991059303284,
0.4222221076488495,
0.38888877630233765,
0.1951218843460083,
0.32369929552078247,
0.329670250415802,
0.49999988079071045,
0.239999920129776,
0.2097901701927185,
0.5766422748565674,
0.4588233530521393,
0.3392224907875061,
0.34920626878738403,
0.14864858984947205,
0.35294109582901
],
"time": 6.021984467282891,
"param": null
},
{
"epoch": 28,
"train_loss": 0.3317093551158905,
"val_loss": 3.68180513381958,
"acc": 37.86,
"f1": [
0.6153843998908997,
0.5098037719726562,
0.2475246638059616,
0.2167486995458603,
0.21551716327667236,
0.38666656613349915,
0.36470577120780945,
0.4192138612270355,
0.423912912607193,
0.48421040177345276,
0.2085307389497757,
0.1855669468641281,
0.42168664932250977,
0.29787224531173706,
0.28268545866012573,
0.22388054430484772,
0.37158459424972534,
0.5714284777641296,
0.22222214937210083,
0.2524271011352539,
0.6601940989494324,
0.45454537868499756,
0.2834645211696625,
0.507936418056488,
0.5876287817955017,
0.28426387906074524,
0.33333325386047363,
0.2536584436893463,
0.5876776576042175,
0.3141360282897949,
0.4311925768852234,
0.37499991059303284,
0.3354036211967468,
0.4069766402244568,
0.32467523217201233,
0.17610056698322296,
0.3144652843475342,
0.23312875628471375,
0.25870639085769653,
0.5297296643257141,
0.3386242389678955,
0.5486724376678467,
0.27999991178512573,
0.3421051502227783,
0.1682242453098297,
0.19444438815116882,
0.2470587193965912,
0.4674328565597534,
0.484276682138443,
0.5121950507164001,
0.23655906319618225,
0.2830187678337097,
0.505154550075531,
0.6120688319206238,
0.5111110210418701,
0.1410255879163742,
0.5894736051559448,
0.44970402121543884,
0.5485712885856628,
0.30275216698646545,
0.7812498211860657,
0.4125559628009796,
0.4308941662311554,
0.3939392864704132,
0.20779213309288025,
0.24836592376232147,
0.2310468554496765,
0.26573416590690613,
0.7455620169639587,
0.5812807083129883,
0.3627450466156006,
0.603351891040802,
0.16113737225532532,
0.22222214937210083,
0.21301770210266113,
0.5833332538604736,
0.6206895112991333,
0.24999992549419403,
0.18497104942798615,
0.3186812400817871,
0.15294109284877777,
0.33962252736091614,
0.6607928276062012,
0.3285022974014282,
0.2727271616458893,
0.49765241146087646,
0.3778800964355469,
0.4578312039375305,
0.277310848236084,
0.40404030680656433,
0.37864065170288086,
0.5310733318328857,
0.2672064006328583,
0.23391805589199066,
0.742574155330658,
0.42857128381729126,
0.32214754819869995,
0.30555546283721924,
0.10738249123096466,
0.3793102204799652
],
"time": 5.868100570514798,
"param": null
},
{
"epoch": 29,
"train_loss": 0.3870605230331421,
"val_loss": 3.7792208194732666,
"acc": 36.14,
"f1": [
0.6542055010795593,
0.47004595398902893,
0.2010049670934677,
0.14444437623023987,
0.2036363184452057,
0.29032251238822937,
0.33333322405815125,
0.3999998867511749,
0.47560960054397583,
0.45454534888267517,
0.2424241602420807,
0.17721512913703918,
0.3574143946170807,
0.3517586886882782,
0.24999989569187164,
0.23036640882492065,
0.3625729978084564,
0.5654007196426392,
0.3249998986721039,
0.2547169029712677,
0.48874589800834656,
0.4491977095603943,
0.28124991059303284,
0.5023695826530457,
0.579710066318512,
0.20083676278591156,
0.1913042962551117,
0.20125779509544373,
0.4945053458213806,
0.3678159713745117,
0.4615383744239807,
0.3089430034160614,
0.32704389095306396,
0.3832334280014038,
0.2909089922904968,
0.1803921014070511,
0.25116273760795593,
0.21989519894123077,
0.22772268950939178,
0.5023254752159119,
0.2611275315284729,
0.7199998497962952,
0.30588221549987793,
0.32704389095306396,
0.16487449407577515,
0.20430098474025726,
0.16753920912742615,
0.5196077227592468,
0.5859870910644531,
0.4975123405456543,
0.19076918065547943,
0.290502667427063,
0.5418717861175537,
0.598360538482666,
0.4782607853412628,
0.12227068096399307,
0.548076868057251,
0.4096384644508362,
0.4615383446216583,
0.4070795178413391,
0.6304346323013306,
0.4914284646511078,
0.39778995513916016,
0.28767114877700806,
0.18867920339107513,
0.24074065685272217,
0.280898779630661,
0.3098590672016144,
0.6570047736167908,
0.543859601020813,
0.18439710140228271,
0.48648643493652344,
0.19047613441944122,
0.26751580834388733,
0.18320602178573608,
0.5714284181594849,
0.5974025130271912,
0.2091502547264099,
0.23255807161331177,
0.31645557284355164,
0.17333325743675232,
0.3270776867866516,
0.715083658695221,
0.3272726535797119,
0.23880590498447418,
0.4840763211250305,
0.41414129734039307,
0.4070795178413391,
0.2097901701927185,
0.38674020767211914,
0.35714277625083923,
0.45238080620765686,
0.17857135832309723,
0.1759999394416809,
0.4911242127418518,
0.3999998867511749,
0.2765956223011017,
0.43055543303489685,
0.20276491343975067,
0.387096643447876
],
"time": 5.954470704309642,
"param": null
},
{
"epoch": 30,
"train_loss": 0.33840468525886536,
"val_loss": 3.4033894538879395,
"acc": 36.68,
"f1": [
0.6574072241783142,
0.509090781211853,
0.13333328068256378,
0.18713442981243134,
0.20779214799404144,
0.3253011107444763,
0.43428558111190796,
0.4651161730289459,
0.47953203320503235,
0.5240640044212341,
0.2288556545972824,
0.19867542386054993,
0.29607245326042175,
0.389104962348938,
0.2097901701927185,
0.22939062118530273,
0.3599999248981476,
0.4390243589878082,
0.3215685188770294,
0.2150537222623825,
0.6126124858856201,
0.4705881178379059,
0.2957197427749634,
0.4705880880355835,
0.5167463421821594,
0.3157893717288971,
0.3076922297477722,
0.24186037480831146,
0.609625518321991,
0.27118635177612305,
0.26446273922920227,
0.38216549158096313,
0.3018867075443268,
0.27138638496398926,
0.29629620909690857,
0.21359217166900635,
0.2556390166282654,
0.1789472997188568,
0.1965317279100418,
0.45161280035972595,
0.29268285632133484,
0.6086955666542053,
0.3101603388786316,
0.4042551815509796,
0.13749992847442627,
0.09917350858449936,
0.23255808651447296,
0.4774192273616791,
0.6195651292800903,
0.4766837954521179,
0.25730982422828674,
0.27976182103157043,
0.5576207041740417,
0.5560536980628967,
0.4717947542667389,
0.11904755234718323,
0.5575755834579468,
0.41095879673957825,
0.45454534888267517,
0.35532984137535095,
0.6549705862998962,
0.49261072278022766,
0.3959389626979828,
0.3862067759037018,
0.18791939318180084,
0.19889496266841888,
0.2583025097846985,
0.30392149090766907,
0.6943003535270691,
0.5306121110916138,
0.31764698028564453,
0.4936707317829132,
0.15322573482990265,
0.3319500982761383,
0.20945939421653748,
0.5255473256111145,
0.5358489155769348,
0.10084028542041779,
0.14062495529651642,
0.33333322405815125,
0.0934579074382782,
0.3999999463558197,
0.728155255317688,
0.3722943067550659,
0.23076918721199036,
0.42331281304359436,
0.44444435834884644,
0.45871543884277344,
0.18439710140228271,
0.39325833320617676,
0.36158180236816406,
0.48958322405815125,
0.2673266530036926,
0.2014387845993042,
0.727272629737854,
0.46391740441322327,
0.3195875287055969,
0.30656924843788147,
0.1648350954055786,
0.36085620522499084
],
"time": 6.173983234912157,
"param": null
},
{
"epoch": 31,
"train_loss": 0.218124121427536,
"val_loss": 3.388566255569458,
"acc": 39.54,
"f1": [
0.7058822512626648,
0.5371427536010742,
0.18633535504341125,
0.2062779664993286,
0.16993455588817596,
0.38095226883888245,
0.33816415071487427,
0.44230756163597107,
0.4927534759044647,
0.4409447908401489,
0.20547938346862793,
0.2871793806552887,
0.4090907871723175,
0.3694266378879547,
0.2528734505176544,
0.28971952199935913,
0.49999988079071045,
0.5583332777023315,
0.30877184867858887,
0.33064505457878113,
0.685082733631134,
0.4685713052749634,
0.3089430034160614,
0.48275846242904663,
0.5565216541290283,
0.3362067937850952,
0.2799999415874481,
0.2810809910297394,
0.6101693511009216,
0.3661970794200897,
0.4180789887905121,
0.3678159713745117,
0.32558128237724304,
0.34265726804733276,
0.2891565263271332,
0.2485205978155136,
0.32352936267852783,
0.37499988079071045,
0.2673795819282532,
0.4428570568561554,
0.3563217520713806,
0.6557375192642212,
0.31746023893356323,
0.4377681314945221,
0.17142851650714874,
0.26540276408195496,
0.28685250878334045,
0.4905659258365631,
0.6603772640228271,
0.48587560653686523,
0.2543858587741852,
0.32231393456459045,
0.5130888819694519,
0.6334840059280396,
0.4357975721359253,
0.18292675912380219,
0.5333331823348999,
0.42477864027023315,
0.5434780716896057,
0.3365383446216583,
0.7253884673118591,
0.43373486399650574,
0.4454544484615326,
0.4041449725627899,
0.2105262577533722,
0.21301770210266113,
0.2991451919078827,
0.34883710741996765,
0.7526880502700806,
0.5820105075836182,
0.40764325857162476,
0.527607262134552,
0.1792452037334442,
0.29508185386657715,
0.2470587193965912,
0.613496720790863,
0.6220094561576843,
0.19672125577926636,
0.2099446803331375,
0.31872501969337463,
0.180851012468338,
0.4810125529766083,
0.679245114326477,
0.40160635113716125,
0.3169397711753845,
0.5549736618995667,
0.4459458291530609,
0.4530385434627533,
0.21794864535331726,
0.45128190517425537,
0.4417177140712738,
0.4615383744239807,
0.265060156583786,
0.26262614130973816,
0.6914892196655273,
0.45544540882110596,
0.30303022265434265,
0.35955044627189636,
0.18045106530189514,
0.3905324339866638
],
"time": 5.95984757412225,
"param": null
},
{
"epoch": 32,
"train_loss": 0.1996714174747467,
"val_loss": 3.501347780227661,
"acc": 39.71,
"f1": [
0.6319998502731323,
0.42051267623901367,
0.28571420907974243,
0.21978014707565308,
0.22360244393348694,
0.4331209361553192,
0.3524228036403656,
0.3855420649051666,
0.5748501420021057,
0.5333332419395447,
0.24096375703811646,
0.20105813443660736,
0.3157893717288971,
0.3975902497768402,
0.3316061198711395,
0.30604973435401917,
0.48275846242904663,
0.5555554628372192,
0.324607253074646,
0.34883710741996765,
0.6666665077209473,
0.447552353143692,
0.37158459424972534,
0.45033106207847595,
0.619289219379425,
0.2941175401210785,
0.32888880372047424,
0.24761897325515747,
0.6350710391998291,
0.3578946590423584,
0.4219408333301544,
0.3979056477546692,
0.3636362552642822,
0.3628317713737488,
0.3468207120895386,
0.18749994039535522,
0.28187909722328186,
0.33532923460006714,
0.27049171924591064,
0.5621620416641235,
0.32258057594299316,
0.6382977366447449,
0.35416656732559204,
0.37992820143699646,
0.18811874091625214,
0.21590900421142578,
0.30456843972206116,
0.47715723514556885,
0.614718496799469,
0.5575755834579468,
0.23529404401779175,
0.29213473200798035,
0.6044443249702454,
0.6009851098060608,
0.4711109697818756,
0.1639343500137329,
0.6321242451667786,
0.41414129734039307,
0.4533332288265228,
0.3917524814605713,
0.6969695687294006,
0.4605261981487274,
0.4142010807991028,
0.39004138112068176,
0.22660093009471893,
0.22222214937210083,
0.3364485204219818,
0.30952370166778564,
0.6785712838172913,
0.5760868191719055,
0.4170615077018738,
0.5957446098327637,
0.1219511553645134,
0.32989683747291565,
0.28947362303733826,
0.6222221255302429,
0.7301585674285889,
0.16740082204341888,
0.27472516894340515,
0.3041473925113678,
0.13402055203914642,
0.413043349981308,
0.6909089088439941,
0.39810416102409363,
0.2840908169746399,
0.5125626921653748,
0.4142010807991028,
0.452830046415329,
0.2999999225139618,
0.45106372237205505,
0.44311365485191345,
0.48888877034187317,
0.26794248819351196,
0.2269502878189087,
0.6872245073318481,
0.3797467350959778,
0.41314542293548584,
0.2976743280887604,
0.16304342448711395,
0.4646463394165039
],
"time": 6.065916589461267,
"param": null
},
{
"epoch": 33,
"train_loss": 0.186165913939476,
"val_loss": 3.742269277572632,
"acc": 36.91,
"f1": [
0.6465516090393066,
0.4729062616825104,
0.19847320020198822,
0.19323663413524628,
0.20264311134815216,
0.3868311941623688,
0.3908045291900635,
0.3636362552642822,
0.4615383744239807,
0.4056938886642456,
0.3251230716705322,
0.1759999394416809,
0.3573881983757019,
0.320441871881485,
0.28181809186935425,
0.1914893090724945,
0.3494423031806946,
0.5294116139411926,
0.2999998927116394,
0.19999995827674866,
0.6464645266532898,
0.47715723514556885,
0.3711339235305786,
0.26277366280555725,
0.5787232518196106,
0.2622949779033661,
0.27419349551200867,
0.15151509642601013,
0.5917158722877502,
0.34123215079307556,
0.4484303891658783,
0.2937062084674835,
0.23021577298641205,
0.3568463623523712,
0.3135133981704712,
0.18779337406158447,
0.33333322405815125,
0.2276422381401062,
0.17266181111335754,
0.5031445622444153,
0.3580785095691681,
0.5565216541290283,
0.32214754819869995,
0.41573023796081543,
0.13664589822292328,
0.19548864662647247,
0.265060156583786,
0.42682915925979614,
0.5189871788024902,
0.3851850926876068,
0.15894033014774323,
0.2976743280887604,
0.5825241804122925,
0.6113988757133484,
0.520408034324646,
0.12927751243114471,
0.5555553436279297,
0.4163264036178589,
0.5066665410995483,
0.26153838634490967,
0.6956520080566406,
0.5359476208686829,
0.40206170082092285,
0.3493974804878235,
0.19178076088428497,
0.1983470320701599,
0.2492011934518814,
0.27777767181396484,
0.6824643611907959,
0.4787643849849701,
0.3087247312068939,
0.5620436668395996,
0.12213735282421112,
0.35627520084381104,
0.2658958435058594,
0.5590060353279114,
0.5991188287734985,
0.24324317276477814,
0.23129244148731232,
0.37777766585350037,
0.19266046583652496,
0.4237917363643646,
0.6941174864768982,
0.36206886172294617,
0.23853203654289246,
0.45106372237205505,
0.36986294388771057,
0.4432988464832306,
0.23437494039535522,
0.3783782124519348,
0.333333283662796,
0.46351921558380127,
0.2713567018508911,
0.24999991059303284,
0.540925145149231,
0.42639580368995667,
0.3131312429904938,
0.39999985694885254,
0.09160300344228745,
0.4088396728038788
],
"time": 6.0568139143288136,
"param": null
},
{
"epoch": 34,
"train_loss": 0.22262582182884216,
"val_loss": 3.5722413063049316,
"acc": 38.77,
"f1": [
0.6013070344924927,
0.5031445622444153,
0.22222213447093964,
0.21556879580020905,
0.21590900421142578,
0.4277455508708954,
0.39805811643600464,
0.4210525155067444,
0.4597700536251068,
0.5027320981025696,
0.2603549063205719,
0.275229275226593,
0.37450188398361206,
0.36298924684524536,
0.29473677277565,
0.3084576427936554,
0.3716215491294861,
0.6325579881668091,
0.36956506967544556,
0.2775118350982666,
0.7325579524040222,
0.4753361940383911,
0.35019445419311523,
0.4489794969558716,
0.506493330001831,
0.3314284682273865,
0.30115818977355957,
0.22093017399311066,
0.6117644906044006,
0.3999998867511749,
0.35714274644851685,
0.32432422041893005,
0.35135123133659363,
0.33035704493522644,
0.3542855978012085,
0.207547128200531,
0.3287670612335205,
0.30999991297721863,
0.25210076570510864,
0.5446427464485168,
0.3647797703742981,
0.6203702688217163,
0.2937062084674835,
0.40174663066864014,
0.17821775376796722,
0.265060156583786,
0.228260800242424,
0.45976996421813965,
0.5977010130882263,
0.5197739005088806,
0.16931210458278656,
0.29292917251586914,
0.5771142840385437,
0.6224488615989685,
0.4561401903629303,
0.16766461730003357,
0.6086955666542053,
0.3776223063468933,
0.5081079602241516,
0.3873516917228699,
0.697435736656189,
0.43428558111190796,
0.413043349981308,
0.3827749788761139,
0.22680403292179108,
0.14765094220638275,
0.3197278082370758,
0.31081071496009827,
0.6666665077209473,
0.5728641748428345,
0.45714277029037476,
0.6481480002403259,
0.14473678171634674,
0.34042543172836304,
0.2268906980752945,
0.5596706867218018,
0.6202530264854431,
0.2643677294254303,
0.206060528755188,
0.36559128761291504,
0.16243648529052734,
0.37815114855766296,
0.6050419211387634,
0.36904752254486084,
0.27428561449050903,
0.5899998545646667,
0.45871543884277344,
0.4519229531288147,
0.24778753519058228,
0.3823528587818146,
0.3781817555427551,
0.5058822631835938,
0.16058386862277985,
0.2234041839838028,
0.6703295111656189,
0.43601882457733154,
0.299465149641037,
0.3800903856754303,
0.13541659712791443,
0.31788066029548645
],
"time": 6.062029299326241,
"param": null
},
{
"epoch": 35,
"train_loss": 0.2576485872268677,
"val_loss": 3.578465700149536,
"acc": 38.23,
"f1": [
0.5671640634536743,
0.42352932691574097,
0.24418595433235168,
0.26540276408195496,
0.23728805780410767,
0.43902432918548584,
0.41975298523902893,
0.33816415071487427,
0.4814813435077667,
0.5194803476333618,
0.3118278682231903,
0.206060528755188,
0.40935659408569336,
0.3406592309474945,
0.2784809172153473,
0.28971952199935913,
0.36090216040611267,
0.5238093733787537,
0.3350784480571747,
0.25870639085769653,
0.6799998879432678,
0.49411749839782715,
0.2972972095012665,
0.47222211956977844,
0.6296295523643494,
0.3540668785572052,
0.30851057171821594,
0.23287662863731384,
0.613756537437439,
0.3804876506328583,
0.39543718099594116,
0.37154141068458557,
0.3064514994621277,
0.323943555355072,
0.299465149641037,
0.17857135832309723,
0.31055888533592224,
0.30588221549987793,
0.26540276408195496,
0.4476189613342285,
0.372548907995224,
0.6706585884094238,
0.2722512185573578,
0.41346144676208496,
0.1455938220024109,
0.25945934653282166,
0.19209031760692596,
0.4936169385910034,
0.6489360928535461,
0.5187968015670776,
0.15165871381759644,
0.3037973642349243,
0.517857015132904,
0.5272725820541382,
0.47115376591682434,
0.11707311123609543,
0.5783131122589111,
0.4725273549556732,
0.5024153590202332,
0.3555554449558258,
0.7078649997711182,
0.5053762197494507,
0.3843136429786682,
0.3094339072704315,
0.22222214937210083,
0.21459220349788666,
0.29508185386657715,
0.3822524845600128,
0.7599998116493225,
0.5398228764533997,
0.326315701007843,
0.6229507327079773,
0.1612902730703354,
0.33532923460006714,
0.23050840198993683,
0.5251798033714294,
0.6488887667655945,
0.2512076497077942,
0.20731700956821442,
0.3272726535797119,
0.16113737225532532,
0.35616427659988403,
0.6153843998908997,
0.3951611816883087,
0.20289847254753113,
0.4949493706226349,
0.42253509163856506,
0.4640882611274719,
0.18461529910564423,
0.4249998927116394,
0.37499985098838806,
0.46739116311073303,
0.16774186491966248,
0.17105257511138916,
0.7344631552696228,
0.43781083822250366,
0.30769217014312744,
0.3924049437046051,
0.22784805297851562,
0.4598929286003113
],
"time": 6.079652993008494,
"param": null
},
{
"epoch": 36,
"train_loss": 0.2350623458623886,
"val_loss": 3.403444290161133,
"acc": 38.95,
"f1": [
0.6896550059318542,
0.48484835028648376,
0.21789877116680145,
0.2531644403934479,
0.21686740219593048,
0.36111101508140564,
0.38918909430503845,
0.3983050286769867,
0.4596773386001587,
0.4634144902229309,
0.28272244334220886,
0.2695034444332123,
0.42352932691574097,
0.3367346227169037,
0.2686566412448883,
0.2547769844532013,
0.45689642429351807,
0.5322579741477966,
0.3101603388786316,
0.3287670314311981,
0.6111109852790833,
0.4914284646511078,
0.36714968085289,
0.46153831481933594,
0.6229507327079773,
0.29665064811706543,
0.31836724281311035,
0.20645155012607574,
0.5560973882675171,
0.27218925952911377,
0.36686381697654724,
0.28368785977363586,
0.3542855978012085,
0.3478260040283203,
0.3299999237060547,
0.24701185524463654,
0.27218925952911377,
0.2999999225139618,
0.12307687103748322,
0.5284551978111267,
0.3804876506328583,
0.6132074594497681,
0.28178685903549194,
0.4022345542907715,
0.1395348161458969,
0.19672124087810516,
0.22727267444133759,
0.49785396456718445,
0.6086955666542053,
0.5643152594566345,
0.24137921631336212,
0.30769217014312744,
0.5647058486938477,
0.4946235418319702,
0.4745761752128601,
0.20430098474025726,
0.5454544425010681,
0.4459458291530609,
0.5437787175178528,
0.33816415071487427,
0.7336682677268982,
0.4670657217502594,
0.4579438269138336,
0.33333322405815125,
0.19289332628250122,
0.1747572273015976,
0.32258057594299316,
0.29714274406433105,
0.711340069770813,
0.5938863754272461,
0.3208555281162262,
0.619289219379425,
0.14285710453987122,
0.403755784034729,
0.22891558706760406,
0.642857015132904,
0.5898616909980774,
0.17808210849761963,
0.24154582619667053,
0.32835814356803894,
0.19323663413524628,
0.36893191933631897,
0.662983238697052,
0.44827571511268616,
0.31034475564956665,
0.48453593254089355,
0.3793102502822876,
0.3892616331577301,
0.1844659447669983,
0.3983401656150818,
0.41284388303756714,
0.5402842164039612,
0.2638297379016876,
0.21374039351940155,
0.6608694195747375,
0.4311376214027405,
0.36871495842933655,
0.3867923319339752,
0.16783210635185242,
0.37860071659088135
],
"time": 5.964287077076733,
"param": null
},
{
"epoch": 37,
"train_loss": 0.28096264600753784,
"val_loss": 3.661578893661499,
"acc": 38.72,
"f1": [
0.7234041690826416,
0.45283007621765137,
0.22598862648010254,
0.24390234053134918,
0.24154582619667053,
0.4292682111263275,
0.3999998867511749,
0.3874998986721039,
0.5235601663589478,
0.45210719108581543,
0.3267325758934021,
0.24489788711071014,
0.3385579586029053,
0.2636362612247467,
0.314606636762619,
0.2697673439979553,
0.40677958726882935,
0.4615383446216583,
0.3175964951515198,
0.26728102564811707,
0.7085712552070618,
0.47161564230918884,
0.38461530208587646,
0.5714284777641296,
0.627906858921051,
0.2953585684299469,
0.372548907995224,
0.22222214937210083,
0.6219511032104492,
0.44444429874420166,
0.40999990701675415,
0.3271027207374573,
0.3795619308948517,
0.3781817555427551,
0.36046499013900757,
0.20105813443660736,
0.36241599917411804,
0.2713177502155304,
0.21978014707565308,
0.43650785088539124,
0.3314915895462036,
0.4868420660495758,
0.34126976132392883,
0.3783782124519348,
0.09876536577939987,
0.19889496266841888,
0.2658958435058594,
0.4606059193611145,
0.6568626165390015,
0.4539005756378174,
0.17333325743675232,
0.3692306876182556,
0.553571343421936,
0.5267488360404968,
0.45631060004234314,
0.11235948652029037,
0.5730335712432861,
0.4727271497249603,
0.4401912987232208,
0.3999998867511749,
0.6551722884178162,
0.5123152136802673,
0.4434387683868408,
0.3469386696815491,
0.17142851650714874,
0.206060528755188,
0.2799999415874481,
0.348314493894577,
0.6503065824508667,
0.6521738171577454,
0.4102562963962555,
0.5352111458778381,
0.1481480747461319,
0.35714277625083923,
0.2941175401210785,
0.5575219988822937,
0.683937668800354,
0.161290243268013,
0.2572613060474396,
0.47190994024276733,
0.11188805103302002,
0.35658904910087585,
0.684491753578186,
0.38914018869400024,
0.33333325386047363,
0.4621847867965698,
0.43298953771591187,
0.41379299759864807,
0.25730982422828674,
0.33043473958969116,
0.3885713219642639,
0.48314592242240906,
0.14285707473754883,
0.23076915740966797,
0.6912441253662109,
0.4324323236942291,
0.3351954519748688,
0.3678159713745117,
0.13636356592178345,
0.3373492956161499
],
"time": 6.032900493592024,
"param": null
},
{
"epoch": 38,
"train_loss": 0.29740801453590393,
"val_loss": 3.661860227584839,
"acc": 38.25,
"f1": [
0.6808508634567261,
0.5028570294380188,
0.2545453608036041,
0.1556885540485382,
0.1596243679523468,
0.3555554449558258,
0.41379299759864807,
0.38983041048049927,
0.5181816816329956,
0.531468391418457,
0.2954544425010681,
0.15950913727283478,
0.3882351815700531,
0.4083768427371979,
0.28571420907974243,
0.2236841470003128,
0.4111110270023346,
0.4980543851852417,
0.24390234053134918,
0.32214754819869995,
0.7127658128738403,
0.4159020781517029,
0.39583319425582886,
0.5230768322944641,
0.575916051864624,
0.34177201986312866,
0.35714277625083923,
0.251082181930542,
0.5999998450279236,
0.3905324339866638,
0.3801651895046234,
0.31284910440444946,
0.35023030638694763,
0.3373492956161499,
0.36144572496414185,
0.21917803585529327,
0.33497530221939087,
0.2124999314546585,
0.2097901701927185,
0.4777776598930359,
0.3118278682231903,
0.6783624887466431,
0.26600977778434753,
0.3771427571773529,
0.1548386514186859,
0.21978014707565308,
0.2613064646720886,
0.5081079602241516,
0.6502462029457092,
0.5021275877952576,
0.2340424805879593,
0.38644057512283325,
0.5405403971672058,
0.5595853924751282,
0.5189187526702881,
0.15813946723937988,
0.6236557960510254,
0.4670657217502594,
0.4662575423717499,
0.40157467126846313,
0.7474745512008667,
0.4666665494441986,
0.43999987840652466,
0.26989611983299255,
0.19289334118366241,
0.2090591937303543,
0.23300965130329132,
0.3654821515083313,
0.6783624887466431,
0.5432096719741821,
0.33962252736091614,
0.5586591362953186,
0.14981268346309662,
0.4146340489387512,
0.19923365116119385,
0.6115701198577881,
0.6206895709037781,
0.1768706887960434,
0.15686267614364624,
0.32799988985061646,
0.18292675912380219,
0.331034392118454,
0.6802029013633728,
0.43243229389190674,
0.2906976044178009,
0.5192306637763977,
0.44210511445999146,
0.45810040831565857,
0.30337071418762207,
0.4133332371711731,
0.38983041048049927,
0.48888877034187317,
0.24710416793823242,
0.19999994337558746,
0.7118642330169678,
0.37288129329681396,
0.3931623101234436,
0.33179715275764465,
0.22009563446044922,
0.3469386696815491
],
"time": 5.981152480468154,
"param": null
},
{
"epoch": 39,
"train_loss": 0.325743168592453,
"val_loss": 3.542445421218872,
"acc": 36.65,
"f1": [
0.5363127589225769,
0.425855427980423,
0.2175731509923935,
0.2456139624118805,
0.21800939738750458,
0.34250757098197937,
0.3364485204219818,
0.38738730549812317,
0.511627733707428,
0.5126049518585205,
0.22686561942100525,
0.198198139667511,
0.34108519554138184,
0.3320753574371338,
0.32369929552078247,
0.26666656136512756,
0.3362831175327301,
0.574585497379303,
0.31081071496009827,
0.3069306015968323,
0.6074764728546143,
0.4338623583316803,
0.36842095851898193,
0.34586456418037415,
0.5955054759979248,
0.21774189174175262,
0.30303019285202026,
0.24083760380744934,
0.5247147083282471,
0.4260868728160858,
0.33939382433891296,
0.3625729978084564,
0.3551400303840637,
0.3975153863430023,
0.32160791754722595,
0.13714279234409332,
0.25352105498313904,
0.19004517793655396,
0.21118006110191345,
0.4947367310523987,
0.3076922297477722,
0.5641024708747864,
0.2517482042312622,
0.38993698358535767,
0.15714280307292938,
0.24083760380744934,
0.1916166990995407,
0.4927534759044647,
0.6099998950958252,
0.3969464600086212,
0.1379309892654419,
0.3369564116001129,
0.5333331823348999,
0.5999999046325684,
0.4262293577194214,
0.11173177510499954,
0.5201792120933533,
0.36904752254486084,
0.5073169469833374,
0.37158459424972534,
0.6513760089874268,
0.5108694434165955,
0.41212108731269836,
0.335570365190506,
0.08771926164627075,
0.16860459744930267,
0.24285705387592316,
0.390243798494339,
0.6851851344108582,
0.5698322653770447,
0.35833320021629333,
0.5175718069076538,
0.12307687103748322,
0.3301886022090912,
0.23841053247451782,
0.5487803816795349,
0.6770831346511841,
0.18404902517795563,
0.21463409066200256,
0.33802807331085205,
0.1803921014070511,
0.3625729978084564,
0.6554619669914246,
0.4075828194618225,
0.30065348744392395,
0.28571420907974243,
0.3157894015312195,
0.3529411256313324,
0.2983424663543701,
0.33502528071403503,
0.36585354804992676,
0.4851484000682831,
0.20105813443660736,
0.19230762124061584,
0.6443513035774231,
0.3746555745601654,
0.306122362613678,
0.32432422041893005,
0.1559632420539856,
0.4302324652671814
],
"time": 6.060284580104053,
"param": null
},
{
"epoch": 40,
"train_loss": 0.3090406656265259,
"val_loss": 3.3342926502227783,
"acc": 38.23,
"f1": [
0.6979165077209473,
0.47674402594566345,
0.27722764015197754,
0.1722487509250641,
0.2597401440143585,
0.39778995513916016,
0.3803679943084717,
0.4195120930671692,
0.5123152136802673,
0.4573989808559418,
0.2887699604034424,
0.22093015909194946,
0.40892186760902405,
0.331034392118454,
0.26190465688705444,
0.2833332419395447,
0.35897424817085266,
0.5082871913909912,
0.26598459482192993,
0.30555546283721924,
0.6772485375404358,
0.46231144666671753,
0.3535352647304535,
0.3999999165534973,
0.5742572546005249,
0.39330533146858215,
0.30630621314048767,
0.1379309743642807,
0.5643563270568848,
0.3575417995452881,
0.28749987483024597,
0.3318776488304138,
0.28440356254577637,
0.4059404730796814,
0.36180898547172546,
0.18867920339107513,
0.28187909722328186,
0.2692306637763977,
0.2403845638036728,
0.48484835028648376,
0.3157894015312195,
0.5865383148193359,
0.32124343514442444,
0.39090898633003235,
0.154545396566391,
0.22222214937210083,
0.16993455588817596,
0.4852069914340973,
0.6806281208992004,
0.5146197080612183,
0.17283941805362701,
0.35978829860687256,
0.5157893896102905,
0.5249998569488525,
0.4692735970020294,
0.16744180023670197,
0.6235292553901672,
0.37647050619125366,
0.5230767726898193,
0.438709557056427,
0.6509802341461182,
0.4594593644142151,
0.4358973205089569,
0.3487178385257721,
0.16216209530830383,
0.18478251993656158,
0.3678159713745117,
0.26086950302124023,
0.7022221088409424,
0.5658913850784302,
0.2721087336540222,
0.5764191746711731,
0.13483139872550964,
0.372548907995224,
0.21428564190864563,
0.6139533519744873,
0.6293102502822876,
0.19999992847442627,
0.10447756201028824,
0.2938387989997864,
0.2181817591190338,
0.42201822996139526,
0.7325579524040222,
0.3740456998348236,
0.2356494814157486,
0.5168538093566895,
0.39784935116767883,
0.4927534759044647,
0.25396814942359924,
0.37804868817329407,
0.36521732807159424,
0.5136610269546509,
0.28671321272850037,
0.22602730989456177,
0.6233765482902527,
0.40476179122924805,
0.3740456998348236,
0.36065563559532166,
0.23529404401779175,
0.4251967668533325
],
"time": 6.093156886287034,
"param": null
},
{
"epoch": 41,
"train_loss": 0.23173290491104126,
"val_loss": 3.437453508377075,
"acc": 39.62,
"f1": [
0.6081869602203369,
0.40540534257888794,
0.299999862909317,
0.15384608507156372,
0.20731700956821442,
0.3820223808288574,
0.3275260329246521,
0.4206008017063141,
0.4980236291885376,
0.5340908169746399,
0.27380943298339844,
0.2121211439371109,
0.4265401363372803,
0.329268217086792,
0.26582270860671997,
0.2545453906059265,
0.4886362552642822,
0.5760868191719055,
0.3208555281162262,
0.3217390477657318,
0.6445496082305908,
0.534031331539154,
0.36607131361961365,
0.560509443283081,
0.5868262648582458,
0.29906532168388367,
0.3473052978515625,
0.2576685845851898,
0.6107783317565918,
0.44444429874420166,
0.3820223808288574,
0.3599999248981476,
0.4077668786048889,
0.36158180236816406,
0.34905651211738586,
0.2121211439371109,
0.38341957330703735,
0.2659573554992676,
0.2521738111972809,
0.5680471658706665,
0.3522011637687683,
0.6338796615600586,
0.35193121433258057,
0.3923443853855133,
0.12371128052473068,
0.21374039351940155,
0.22393816709518433,
0.5531913638114929,
0.5748986601829529,
0.526829183101654,
0.22702695429325104,
0.29319363832473755,
0.5628139972686768,
0.595959484577179,
0.44444435834884644,
0.11518317461013794,
0.5800864696502686,
0.4255318343639374,
0.5030673146247864,
0.40609124302864075,
0.7553189396858215,
0.5492226481437683,
0.4343433380126953,
0.3542855978012085,
0.22222214937210083,
0.19323663413524628,
0.2436974197626114,
0.34523800015449524,
0.7783782482147217,
0.6444442868232727,
0.403755784034729,
0.6082472205162048,
0.1635219305753708,
0.3267972767353058,
0.253807008266449,
0.6041665077209473,
0.6666664481163025,
0.23809517920017242,
0.22222214937210083,
0.29268282651901245,
0.16835011541843414,
0.3917524814605713,
0.721153736114502,
0.3698629140853882,
0.31999990344047546,
0.5541123747825623,
0.36226406693458557,
0.44585973024368286,
0.30158719420433044,
0.44554442167282104,
0.44444432854652405,
0.5154638290405273,
0.3097344636917114,
0.2115383893251419,
0.7199998497962952,
0.44351452589035034,
0.3855420649051666,
0.42156851291656494,
0.22346359491348267,
0.4301074147224426
],
"time": 6.084605146199465,
"param": null
},
{
"epoch": 42,
"train_loss": 0.1917549967765808,
"val_loss": 3.5561511516571045,
"acc": 38.47,
"f1": [
0.6486485004425049,
0.46215128898620605,
0.255143940448761,
0.11688306927680969,
0.21505369246006012,
0.4090907871723175,
0.3628690838813782,
0.40624988079071045,
0.5590060353279114,
0.5624998807907104,
0.22972965240478516,
0.19178076088428497,
0.3354036211967468,
0.3134327232837677,
0.2513660192489624,
0.2692306935787201,
0.3936169147491455,
0.5679011344909668,
0.23974758386611938,
0.2597401440143585,
0.6597937345504761,
0.47572803497314453,
0.3760683238506317,
0.5541123747825623,
0.5764191746711731,
0.35675665736198425,
0.2983870208263397,
0.2371133416891098,
0.5999999046325684,
0.3999999165534973,
0.46231144666671753,
0.3369564116001129,
0.34042543172836304,
0.38888877630233765,
0.3894736170768738,
0.14736837148666382,
0.29452046751976013,
0.24719089269638062,
0.29508185386657715,
0.4408162534236908,
0.3276835083961487,
0.620320737361908,
0.2624998986721039,
0.35454532504081726,
0.18230560421943665,
0.23134320974349976,
0.20134222507476807,
0.5243901014328003,
0.6923075318336487,
0.5045870542526245,
0.21093745529651642,
0.31638407707214355,
0.5614033937454224,
0.5205478072166443,
0.423912912607193,
0.18749994039535522,
0.6227543354034424,
0.40624988079071045,
0.5029938817024231,
0.42857128381729126,
0.6785712838172913,
0.4698793888092041,
0.45320188999176025,
0.35064926743507385,
0.2430938482284546,
0.23655906319618225,
0.30120471119880676,
0.31764698028564453,
0.6964284181594849,
0.5945944786071777,
0.2976189851760864,
0.552941083908081,
0.1507537066936493,
0.37301579117774963,
0.2647058069705963,
0.6041665077209473,
0.6526314616203308,
0.2071712464094162,
0.1809954047203064,
0.3276835083961487,
0.18713442981243134,
0.45901623368263245,
0.6698563694953918,
0.35897424817085266,
0.2094240039587021,
0.5414363145828247,
0.4083768427371979,
0.37499991059303284,
0.2576685845851898,
0.4260353744029999,
0.43781083822250366,
0.505154550075531,
0.30769219994544983,
0.22710618376731873,
0.6739128828048706,
0.45454534888267517,
0.291139155626297,
0.37349388003349304,
0.2394365519285202,
0.4014083743095398
],
"time": 6.023869816213846,
"param": null
},
{
"epoch": 43,
"train_loss": 0.1609777957201004,
"val_loss": 3.5869321823120117,
"acc": 39.93,
"f1": [
0.6969695687294006,
0.5384613871574402,
0.20779214799404144,
0.21256029605865479,
0.21794864535331726,
0.4190475046634674,
0.38918909430503845,
0.45320188999176025,
0.41691839694976807,
0.48936155438423157,
0.15384607017040253,
0.2647058069705963,
0.3692306876182556,
0.3394494354724884,
0.3626372814178467,
0.3286384046077728,
0.44578301906585693,
0.5753422975540161,
0.29677411913871765,
0.327644944190979,
0.6763284206390381,
0.48044681549072266,
0.3560605049133301,
0.5149698853492737,
0.6439023613929749,
0.3469386696815491,
0.3692306876182556,
0.21917803585529327,
0.596684992313385,
0.37288129329681396,
0.3953487277030945,
0.34343424439430237,
0.39252325892448425,
0.39153432846069336,
0.3208555281162262,
0.2536584436893463,
0.35294109582901,
0.25490185618400574,
0.2751321792602539,
0.5063290596008301,
0.39778995513916016,
0.5692307353019714,
0.3139533996582031,
0.3817426860332489,
0.11235948652029037,
0.27102795243263245,
0.2276422381401062,
0.5042015910148621,
0.6058392524719238,
0.5648146867752075,
0.21794864535331726,
0.3068782389163971,
0.48936155438423157,
0.5549131631851196,
0.5123152136802673,
0.14925366640090942,
0.596858561038971,
0.4028775990009308,
0.4899998903274536,
0.4615383446216583,
0.738461434841156,
0.5174128413200378,
0.4745761752128601,
0.3096773326396942,
0.2037036269903183,
0.18749994039535522,
0.24999992549419403,
0.34394893050193787,
0.718562662601471,
0.6321242451667786,
0.4020099639892578,
0.631578803062439,
0.16748763620853424,
0.38862547278404236,
0.2575106620788574,
0.5847951769828796,
0.5802468061447144,
0.1655171811580658,
0.24475516378879547,
0.3868311941623688,
0.16326524317264557,
0.3999998867511749,
0.6952379941940308,
0.40358731150627136,
0.28699544072151184,
0.5520831942558289,
0.44444432854652405,
0.4306218922138214,
0.19607838988304138,
0.38497641682624817,
0.4302324652671814,
0.5199998617172241,
0.2617800235748291,
0.22891558706760406,
0.7628865242004395,
0.46530601382255554,
0.3999998867511749,
0.3157893717288971,
0.1556885540485382,
0.28571420907974243
],
"time": 6.027671438641846,
"param": null
},
{
"epoch": 44,
"train_loss": 0.12931515276432037,
"val_loss": 3.459611654281616,
"acc": 38.6,
"f1": [
0.657534122467041,
0.4505927860736847,
0.26086950302124023,
0.19251330196857452,
0.23628684878349304,
0.425531804561615,
0.3178807199001312,
0.37499988079071045,
0.5483869910240173,
0.48611095547676086,
0.2208588421344757,
0.17840369045734406,
0.36986294388771057,
0.3720929026603699,
0.28712859749794006,
0.23204411566257477,
0.4223601520061493,
0.5256409049034119,
0.3720929026603699,
0.2603549063205719,
0.7052022218704224,
0.5074625611305237,
0.3950616121292114,
0.5485712885856628,
0.5971562266349792,
0.2545453608036041,
0.3425924777984619,
0.2612243890762329,
0.6041665077209473,
0.3999998867511749,
0.4201679825782776,
0.4245808720588684,
0.4114284813404083,
0.3975153863430023,
0.3440859317779541,
0.2202642410993576,
0.29166656732559204,
0.2702701687812805,
0.22222214937210083,
0.5443785786628723,
0.3046356737613678,
0.5541123747825623,
0.329670250415802,
0.41935470700263977,
0.15819202363491058,
0.21874992549419403,
0.16923071444034576,
0.5137613415718079,
0.6111109852790833,
0.49350637197494507,
0.17021270096302032,
0.3524228036403656,
0.563380241394043,
0.5826770663261414,
0.5201792120933533,
0.143540620803833,
0.6486485004425049,
0.46999987959861755,
0.5339804887771606,
0.3425924777984619,
0.6863903999328613,
0.5070421695709229,
0.3972124755382538,
0.381294846534729,
0.14432983100414276,
0.18181811273097992,
0.299999862909317,
0.3516482412815094,
0.7525771856307983,
0.6514284610748291,
0.3794870972633362,
0.4942527115345001,
0.1584157794713974,
0.35658904910087585,
0.26881712675094604,
0.5957446098327637,
0.6410254836082458,
0.18133330345153809,
0.2399999350309372,
0.3555554449558258,
0.16170208156108856,
0.3999999463558197,
0.6422017216682434,
0.38367336988449097,
0.24999991059303284,
0.554216742515564,
0.40277767181396484,
0.45454534888267517,
0.30769219994544983,
0.4245808720588684,
0.3826086223125458,
0.5177663564682007,
0.1550387144088745,
0.2274509072303772,
0.589040994644165,
0.43037962913513184,
0.26728102564811707,
0.33333325386047363,
0.24999988079071045,
0.3953487277030945
],
"time": 6.047160537913442,
"param": null
},
{
"epoch": 45,
"train_loss": 0.13586971163749695,
"val_loss": 3.1398441791534424,
"acc": 41.63,
"f1": [
0.6923075914382935,
0.5371427536010742,
0.2723003923892975,
0.18518511950969696,
0.2061854749917984,
0.45544540882110596,
0.3923443853855133,
0.44444429874420166,
0.5999999046325684,
0.5192306637763977,
0.23287664353847504,
0.2430938482284546,
0.3754265010356903,
0.35714277625083923,
0.36956506967544556,
0.2999999225139618,
0.41884803771972656,
0.4945053458213806,
0.30046939849853516,
0.29213473200798035,
0.7213113307952881,
0.5151514410972595,
0.34977567195892334,
0.5939393043518066,
0.6704543232917786,
0.36559128761291504,
0.3523808717727661,
0.19999992847442627,
0.6363635063171387,
0.36018943786621094,
0.3763836622238159,
0.4215245544910431,
0.3934425115585327,
0.3441859781742096,
0.3804876506328583,
0.25116273760795593,
0.3409090042114258,
0.2977345883846283,
0.31999990344047546,
0.5333332419395447,
0.36871495842933655,
0.6363635063171387,
0.3393501043319702,
0.40160635113716125,
0.17801040410995483,
0.23387089371681213,
0.20645155012607574,
0.4787232577800751,
0.653658390045166,
0.547485888004303,
0.22598862648010254,
0.3979056477546692,
0.5360823273658752,
0.5882351994514465,
0.5170730352401733,
0.19266046583652496,
0.5649716258049011,
0.4873095452785492,
0.6010927557945251,
0.36956506967544556,
0.747572660446167,
0.5164318084716797,
0.4974091649055481,
0.3199998736381531,
0.19827578961849213,
0.22321420907974243,
0.33333322405815125,
0.3999998867511749,
0.6871164441108704,
0.6553670763969421,
0.34920626878738403,
0.6540283560752869,
0.1694914698600769,
0.4205606281757355,
0.27777767181396484,
0.6532661318778992,
0.6445496082305908,
0.24203814566135406,
0.2731276750564575,
0.38918909430503845,
0.22535204887390137,
0.41975298523902893,
0.7336682677268982,
0.3376622200012207,
0.2553190290927887,
0.5463916063308716,
0.44047608971595764,
0.4684683382511139,
0.30303019285202026,
0.4333331882953644,
0.38674020767211914,
0.5608464479446411,
0.32978713512420654,
0.2673795819282532,
0.7239817380905151,
0.4153004288673401,
0.45814967155456543,
0.3999999165534973,
0.2121211439371109,
0.46632111072540283
],
"time": 5.968319010920823,
"param": null
},
{
"epoch": 46,
"train_loss": 0.10158132761716843,
"val_loss": 3.2685694694519043,
"acc": 39.05,
"f1": [
0.6346153020858765,
0.4734298884868622,
0.18784524500370026,
0.13245026767253876,
0.21319790184497833,
0.31547611951828003,
0.39583319425582886,
0.393063485622406,
0.491227924823761,
0.46564874053001404,
0.30275216698646545,
0.212290421128273,
0.3487543761730194,
0.30769217014312744,
0.3267972767353058,
0.2136751413345337,
0.4148934781551361,
0.5999999046325684,
0.3316061198711395,
0.30769219994544983,
0.6306304931640625,
0.48936155438423157,
0.40251561999320984,
0.4113473892211914,
0.6417111158370972,
0.25961530208587646,
0.4145076870918274,
0.22099439799785614,
0.5550238490104675,
0.38596484065055847,
0.3726707398891449,
0.334727942943573,
0.39285704493522644,
0.37735840678215027,
0.3549782335758209,
0.2105262577533722,
0.3636362850666046,
0.27488142251968384,
0.22598862648010254,
0.5714284181594849,
0.3621397912502289,
0.5943394899368286,
0.2773721516132355,
0.3878786563873291,
0.12435225397348404,
0.2477063536643982,
0.2211054563522339,
0.5240640044212341,
0.6826921701431274,
0.39705875515937805,
0.15757569670677185,
0.30769217014312744,
0.45348823070526123,
0.6239998936653137,
0.5435895919799805,
0.16058388352394104,
0.5714284777641296,
0.419999897480011,
0.528846025466919,
0.31764698028564453,
0.7196259498596191,
0.4705881178379059,
0.4651161730289459,
0.3934425115585327,
0.17021268606185913,
0.23673462867736816,
0.3082706034183502,
0.32978713512420654,
0.7021275758743286,
0.5446807742118835,
0.3999999165534973,
0.6007903814315796,
0.11188805103302002,
0.4018690288066864,
0.20437948405742645,
0.5940592885017395,
0.6066349744796753,
0.22222213447093964,
0.2091502547264099,
0.2906976044178009,
0.19811314344406128,
0.36065569519996643,
0.741463303565979,
0.41379299759864807,
0.30621999502182007,
0.5494503974914551,
0.4192138612270355,
0.39310336112976074,
0.24113468825817108,
0.42352932691574097,
0.3376622498035431,
0.5296802520751953,
0.2780747711658478,
0.24358965456485748,
0.5943773984909058,
0.42639580368995667,
0.3699999153614044,
0.3443707227706909,
0.1639343649148941,
0.47190994024276733
],
"time": 6.095266930758953,
"param": null
},
{
"epoch": 47,
"train_loss": 0.14829577505588531,
"val_loss": 3.9790756702423096,
"acc": 36.68,
"f1": [
0.6918917894363403,
0.4410645365715027,
0.16161610186100006,
0.17616572976112366,
0.17964066565036774,
0.29743584990501404,
0.4102562665939331,
0.3369564116001129,
0.5714284181594849,
0.40476179122924805,
0.300429105758667,
0.19289332628250122,
0.3982299864292145,
0.36158180236816406,
0.2695034444332123,
0.20202013850212097,
0.38862547278404236,
0.5192306637763977,
0.30303022265434265,
0.2939067482948303,
0.459214448928833,
0.5240640044212341,
0.3373492956161499,
0.42580634355545044,
0.5526314973831177,
0.26728102564811707,
0.35714274644851685,
0.08403357863426208,
0.6054052114486694,
0.3101603388786316,
0.4221104085445404,
0.3621397912502289,
0.3483870029449463,
0.36633655428886414,
0.29032251238822937,
0.18181809782981873,
0.2366863340139389,
0.22857137024402618,
0.2138364166021347,
0.5111110210418701,
0.26666656136512756,
0.6071426868438721,
0.324607253074646,
0.393063485622406,
0.10322573781013489,
0.217391237616539,
0.19266046583652496,
0.44067782163619995,
0.624203622341156,
0.434782475233078,
0.20833326876163483,
0.3311257064342499,
0.5380709171295166,
0.5339804887771606,
0.462584912776947,
0.13824880123138428,
0.5828570127487183,
0.44705867767333984,
0.4919784665107727,
0.36601296067237854,
0.6948355436325073,
0.5217390060424805,
0.4315788447856903,
0.3771427571773529,
0.18404902517795563,
0.20289847254753113,
0.2886596620082855,
0.3786981403827667,
0.7395831346511841,
0.5588234066963196,
0.26277366280555725,
0.5932202339172363,
0.1696968972682953,
0.360248327255249,
0.2713567018508911,
0.6508874893188477,
0.52961665391922,
0.193548321723938,
0.22377613186836243,
0.26315778493881226,
0.23318377137184143,
0.3630768656730652,
0.765714168548584,
0.37179476022720337,
0.17766493558883667,
0.48623839020729065,
0.3804876506328583,
0.3216782510280609,
0.30150744318962097,
0.34254133701324463,
0.434782475233078,
0.509316623210907,
0.2612611949443817,
0.2649005651473999,
0.30851060152053833,
0.45454537868499756,
0.3169397711753845,
0.3798881769180298,
0.17886173725128174,
0.42857131361961365
],
"time": 5.992971895262599,
"param": null
},
{
"epoch": 48,
"train_loss": 0.22194933891296387,
"val_loss": 3.5089988708496094,
"acc": 36.83,
"f1": [
0.5486109852790833,
0.4607841968536377,
0.17142851650714874,
0.15384609997272491,
0.18292675912380219,
0.419999897480011,
0.3555554449558258,
0.34615373611450195,
0.46753236651420593,
0.5263156890869141,
0.26315778493881226,
0.19277101755142212,
0.4016735553741455,
0.33121007680892944,
0.31901830434799194,
0.25418055057525635,
0.36809808015823364,
0.5454544425010681,
0.2138364166021347,
0.27329182624816895,
0.6745560765266418,
0.4824560582637787,
0.38674020767211914,
0.46825385093688965,
0.5940592885017395,
0.30057793855667114,
0.29714274406433105,
0.20454540848731995,
0.5756096839904785,
0.3367346227169037,
0.33502528071403503,
0.3003951609134674,
0.33333322405815125,
0.4205606281757355,
0.2844826877117157,
0.1920529454946518,
0.3068180978298187,
0.2682925760746002,
0.23300965130329132,
0.5212765336036682,
0.34024888277053833,
0.6153845191001892,
0.30270257592201233,
0.42201822996139526,
0.08917191624641418,
0.20645155012607574,
0.2117646485567093,
0.42580634355545044,
0.6701569557189941,
0.4292682111263275,
0.17085421085357666,
0.3414632976055145,
0.44848471879959106,
0.45847171545028687,
0.4622640609741211,
0.08219172060489655,
0.5714284777641296,
0.33795008063316345,
0.47953203320503235,
0.4083768427371979,
0.6598983407020569,
0.4852069914340973,
0.45054933428764343,
0.26136353611946106,
0.17254894971847534,
0.16999994218349457,
0.2366863340139389,
0.32352936267852783,
0.7157893776893616,
0.5603863000869751,
0.25373128056526184,
0.5258619785308838,
0.12607446312904358,
0.2533332407474518,
0.2434781938791275,
0.579234778881073,
0.609625518321991,
0.24509796500205994,
0.14814810454845428,
0.32183900475502014,
0.15957440435886383,
0.3797467350959778,
0.6989246010780334,
0.3444443643093109,
0.30769217014312744,
0.5408803224563599,
0.41711217164993286,
0.48430484533309937,
0.23287664353847504,
0.4129031002521515,
0.3522011637687683,
0.4897957742214203,
0.2525251507759094,
0.19689112901687622,
0.7311826348304749,
0.4436618685722351,
0.4195120930671692,
0.38150280714035034,
0.2214285135269165,
0.35454532504081726
],
"time": 5.9834489384666085,
"param": null
},
{
"epoch": 49,
"train_loss": 0.41802695393562317,
"val_loss": 3.9365248680114746,
"acc": 33.41,
"f1": [
0.5572138428688049,
0.33953484892845154,
0.20606057345867157,
0.23602473735809326,
0.2513660192489624,
0.341666579246521,
0.31506839394569397,
0.3151514232158661,
0.48226940631866455,
0.4824119210243225,
0.24999988079071045,
0.20408156514167786,
0.27218925952911377,
0.31295835971832275,
0.19875767827033997,
0.14399996399879456,
0.4292236268520355,
0.3622046411037445,
0.3111110329627991,
0.27428561449050903,
0.6900583505630493,
0.41304340958595276,
0.4046241343021393,
0.3315507173538208,
0.4749998450279236,
0.18181811273097992,
0.3576158285140991,
0.19875767827033997,
0.5560973882675171,
0.3482586145401001,
0.3363913893699646,
0.40206170082092285,
0.2952028810977936,
0.25185176730155945,
0.29268285632133484,
0.1758241057395935,
0.27777770161628723,
0.2583731412887573,
0.2258063703775406,
0.41414129734039307,
0.24999994039535522,
0.6352940201759338,
0.15384608507156372,
0.2480619251728058,
0.11578940600156784,
0.1725887656211853,
0.1912349909543991,
0.44194743037223816,
0.6461536884307861,
0.3464202880859375,
0.14655166864395142,
0.26455017924308777,
0.42857131361961365,
0.43943652510643005,
0.49019595980644226,
0.11510785669088364,
0.5294116139411926,
0.32835814356803894,
0.43786972761154175,
0.3502824008464813,
0.48979583382606506,
0.4897957742214203,
0.46551719307899475,
0.26086950302124023,
0.09999995678663254,
0.14925366640090942,
0.2716048061847687,
0.2702701687812805,
0.6666665077209473,
0.5714284777641296,
0.3157894015312195,
0.397553414106369,
0.08571423590183258,
0.3039999008178711,
0.18421046435832977,
0.5298011898994446,
0.6063346862792969,
0.18779337406158447,
0.19537268579006195,
0.24999992549419403,
0.09937881678342819,
0.2575756907463074,
0.6082472205162048,
0.34666651487350464,
0.26388877630233765,
0.2601625323295593,
0.4083768427371979,
0.4692735970020294,
0.13533830642700195,
0.31205663084983826,
0.35443025827407837,
0.4195120930671692,
0.19108274579048157,
0.19999991357326508,
0.6737966537475586,
0.3853819966316223,
0.22556383907794952,
0.22399991750717163,
0.1811320185661316,
0.34309613704681396
],
"time": 5.948718165978789,
"param": null
},
{
"epoch": 50,
"train_loss": 0.34130096435546875,
"val_loss": 3.594139575958252,
"acc": 39.31,
"f1": [
0.727272629737854,
0.4918031394481659,
0.24074065685272217,
0.14666660130023956,
0.18999992311000824,
0.3551400303840637,
0.3723403513431549,
0.38341957330703735,
0.5142855644226074,
0.5964910984039307,
0.29577454924583435,
0.19847320020198822,
0.4090908169746399,
0.324607253074646,
0.29268282651901245,
0.32989683747291565,
0.41573023796081543,
0.48623839020729065,
0.31730762124061584,
0.28571417927742004,
0.5637064576148987,
0.486772358417511,
0.41717782616615295,
0.5841582417488098,
0.6229507327079773,
0.3119265139102936,
0.3287670314311981,
0.2272726446390152,
0.6129031181335449,
0.3669723868370056,
0.40476179122924805,
0.39153432846069336,
0.4551723301410675,
0.4262293577194214,
0.3535352647304535,
0.2575756907463074,
0.33333322405815125,
0.2877192199230194,
0.225680872797966,
0.4711109697818756,
0.3369564116001129,
0.6927372813224792,
0.2959999144077301,
0.33802807331085205,
0.16428565979003906,
0.1868131160736084,
0.2528734505176544,
0.47560960054397583,
0.6480445265769958,
0.5628139972686768,
0.22307686507701874,
0.3444443643093109,
0.5888323187828064,
0.5898616909980774,
0.4824560582637787,
0.12448127567768097,
0.5584414005279541,
0.4785274565219879,
0.518134593963623,
0.36904752254486084,
0.7439612150192261,
0.4897957742214203,
0.41975298523902893,
0.3431371748447418,
0.2464454174041748,
0.23893800377845764,
0.2809363603591919,
0.2647058069705963,
0.7142855525016785,
0.616278886795044,
0.3670884966850281,
0.5957446098327637,
0.11111105233430862,
0.37450188398361206,
0.27102795243263245,
0.5478259921073914,
0.712643563747406,
0.2558138370513916,
0.18181809782981873,
0.33497530221939087,
0.17391295731067657,
0.41935470700263977,
0.7173911929130554,
0.3503648638725281,
0.2939067482948303,
0.5268816351890564,
0.46808499097824097,
0.45398759841918945,
0.17931029200553894,
0.38578668236732483,
0.37209296226501465,
0.534031331539154,
0.2716048061847687,
0.1548386514186859,
0.7363634705543518,
0.5177663564682007,
0.4232803285121918,
0.30578503012657166,
0.20338976383209229,
0.3586205542087555
],
"time": 6.040762387216091,
"param": null
},
{
"epoch": 51,
"train_loss": 0.21431708335876465,
"val_loss": 3.284464120864868,
"acc": 39.18,
"f1": [
0.7157893776893616,
0.44578301906585693,
0.22222213447093964,
0.20809243619441986,
0.17449656128883362,
0.38095223903656006,
0.4083768427371979,
0.42290738224983215,
0.5137613415718079,
0.5024153590202332,
0.29365071654319763,
0.19767434895038605,
0.3931623101234436,
0.3157894015312195,
0.36180898547172546,
0.2722512185573578,
0.4495411515235901,
0.6195651292800903,
0.2815532982349396,
0.32456132769584656,
0.5897434949874878,
0.4897957742214203,
0.38095229864120483,
0.3566878139972687,
0.589371919631958,
0.2683981955051422,
0.3850930631160736,
0.2378377616405487,
0.5130433440208435,
0.3583814203739166,
0.3543306291103363,
0.3699999153614044,
0.3786981403827667,
0.33333325386047363,
0.37004393339157104,
0.21978014707565308,
0.3272726535797119,
0.2681563198566437,
0.30303022265434265,
0.49090901017189026,
0.3157894015312195,
0.5749998092651367,
0.35714277625083923,
0.4705880880355835,
0.1683167666196823,
0.228571355342865,
0.24999991059303284,
0.5286343097686768,
0.6632122993469238,
0.494381844997406,
0.2065216600894928,
0.32307684421539307,
0.43902432918548584,
0.5161289572715759,
0.4320986270904541,
0.1290322095155716,
0.5820105075836182,
0.46428558230400085,
0.49327346682548523,
0.393063485622406,
0.6271775364875793,
0.46874985098838806,
0.45414838194847107,
0.3209875524044037,
0.2124999314546585,
0.22222216427326202,
0.32584258913993835,
0.3586955666542053,
0.6481480002403259,
0.5810053944587708,
0.27472516894340515,
0.5469387173652649,
0.12698405981063843,
0.3706895411014557,
0.22707417607307434,
0.56043940782547,
0.6702126860618591,
0.16993455588817596,
0.29702961444854736,
0.3367346227169037,
0.22222214937210083,
0.36144569516181946,
0.7411166429519653,
0.3414632976055145,
0.27649760246276855,
0.5191488265991211,
0.4253392219543457,
0.4811319410800934,
0.25301194190979004,
0.4717947542667389,
0.38497641682624817,
0.5423727631568909,
0.210526242852211,
0.19230762124061584,
0.6818180680274963,
0.4491524398326874,
0.43265292048454285,
0.4075828194618225,
0.1410255879163742,
0.3367346227169037
],
"time": 6.176671035587788,
"param": null
},
{
"epoch": 52,
"train_loss": 0.14182277023792267,
"val_loss": 3.204472541809082,
"acc": 41.13,
"f1": [
0.6886791586875916,
0.5033111572265625,
0.2517482042312622,
0.16931210458278656,
0.28112441301345825,
0.47715723514556885,
0.3880595862865448,
0.4155843257904053,
0.522612988948822,
0.4927534759044647,
0.3121386468410492,
0.2580644190311432,
0.49999988079071045,
0.33333325386047363,
0.3692306876182556,
0.28699544072151184,
0.46540868282318115,
0.4924241304397583,
0.31901830434799194,
0.2983050048351288,
0.696132481098175,
0.45320188999176025,
0.4102562665939331,
0.5688071846961975,
0.6077346205711365,
0.3196720480918884,
0.38709667325019836,
0.2999999225139618,
0.6376810669898987,
0.35714274644851685,
0.4149376451969147,
0.3307085633277893,
0.37499988079071045,
0.33333322405815125,
0.3943660855293274,
0.2262442708015442,
0.34042543172836304,
0.29885047674179077,
0.2649006247520447,
0.5135133862495422,
0.3798881769180298,
0.5699480772018433,
0.31067952513694763,
0.4022345542907715,
0.1729728877544403,
0.23529404401779175,
0.25870639085769653,
0.5279186367988586,
0.6878305077552795,
0.5274723768234253,
0.306122362613678,
0.3763439953327179,
0.5587043762207031,
0.5513511896133423,
0.48167529702186584,
0.17872333526611328,
0.563535749912262,
0.47236168384552,
0.5454544425010681,
0.36158180236816406,
0.7348835468292236,
0.4942527115345001,
0.42682915925979614,
0.4108106791973114,
0.21897804737091064,
0.23728805780410767,
0.30172407627105713,
0.3775508999824524,
0.7593581080436707,
0.6048778891563416,
0.4223601520061493,
0.6542055010795593,
0.1639343649148941,
0.40740731358528137,
0.28426387906074524,
0.5963301062583923,
0.6943003535270691,
0.22485199570655823,
0.23602473735809326,
0.3534882664680481,
0.21014487743377686,
0.40609124302864075,
0.7244896292686462,
0.31428563594818115,
0.32941165566444397,
0.5812807083129883,
0.4744184911251068,
0.521008312702179,
0.3116881847381592,
0.44808733463287354,
0.43181803822517395,
0.5217389464378357,
0.2340424805879593,
0.2526314854621887,
0.7437184453010559,
0.44578301906585693,
0.3568074107170105,
0.3185184597969055,
0.1789472997188568,
0.3800903856754303
],
"time": 5.894649263471365,
"param": null
},
{
"epoch": 53,
"train_loss": 0.08417012542486191,
"val_loss": 3.5213215351104736,
"acc": 41.45,
"f1": [
0.680412232875824,
0.5371427536010742,
0.20472435653209686,
0.2075471132993698,
0.25255969166755676,
0.44791656732559204,
0.3868311941623688,
0.4574466943740845,
0.5287355184555054,
0.5230767726898193,
0.34920626878738403,
0.14772720634937286,
0.3678159713745117,
0.4022345542907715,
0.34123215079307556,
0.3578946590423584,
0.4499998688697815,
0.5754715800285339,
0.37373724579811096,
0.3253587782382965,
0.6629211902618408,
0.47346925735473633,
0.3908045291900635,
0.5833331942558289,
0.6091952323913574,
0.34042543172836304,
0.37815114855766296,
0.2944784462451935,
0.6770831346511841,
0.39639630913734436,
0.49411749839782715,
0.40485823154449463,
0.3793102502822876,
0.39583319425582886,
0.33962252736091614,
0.20304562151432037,
0.36842095851898193,
0.3387095630168915,
0.26190465688705444,
0.5022025108337402,
0.3636362850666046,
0.6338796615600586,
0.294573575258255,
0.3975902497768402,
0.13559316098690033,
0.278026819229126,
0.2842104732990265,
0.5106381177902222,
0.6728971004486084,
0.5555553436279297,
0.23529404401779175,
0.38095229864120483,
0.5531913042068481,
0.5555554628372192,
0.5142855644226074,
0.14814810454845428,
0.5913042426109314,
0.4056602716445923,
0.5023695826530457,
0.38043469190597534,
0.7272725701332092,
0.48717936873435974,
0.45685264468193054,
0.39603951573371887,
0.1748633086681366,
0.24489787220954895,
0.3540668785572052,
0.32402223348617554,
0.7342994213104248,
0.6263735294342041,
0.43216070532798767,
0.6039602756500244,
0.18719203770160675,
0.4090907871723175,
0.2470587193965912,
0.616278886795044,
0.6008967757225037,
0.23204411566257477,
0.2795697748661041,
0.4180789887905121,
0.19444440305233002,
0.42801550030708313,
0.6999998688697815,
0.40358731150627136,
0.30588221549987793,
0.5444443225860596,
0.43373486399650574,
0.4976075291633606,
0.28225794434547424,
0.4574466943740845,
0.47560960054397583,
0.569696843624115,
0.2935778796672821,
0.26415085792541504,
0.7499998807907104,
0.4976075291633606,
0.3540668785572052,
0.33333319425582886,
0.26717549562454224,
0.372413694858551
],
"time": 5.8667350094765425,
"param": null
},
{
"epoch": 54,
"train_loss": 0.08152840286493301,
"val_loss": 3.177431583404541,
"acc": 41.92,
"f1": [
0.6836733222007751,
0.49999988079071045,
0.28571420907974243,
0.2208588421344757,
0.26794248819351196,
0.46242761611938477,
0.3109539747238159,
0.43601882457733154,
0.5273630023002625,
0.5485712885856628,
0.20645155012607574,
0.2816900908946991,
0.4361701011657715,
0.38993698358535767,
0.323809415102005,
0.3675675094127655,
0.46231144666671753,
0.5333331823348999,
0.33027511835098267,
0.39805811643600464,
0.6496813893318176,
0.4854367673397064,
0.3826086223125458,
0.5422221422195435,
0.6195651292800903,
0.35416656732559204,
0.38636353611946106,
0.2686566412448883,
0.6779659986495972,
0.39603951573371887,
0.3786981403827667,
0.37768232822418213,
0.41666656732559204,
0.37735840678215027,
0.4432988464832306,
0.2211054563522339,
0.3953487277030945,
0.32124343514442444,
0.26136353611946106,
0.5461845993995667,
0.3387977182865143,
0.6526314616203308,
0.3495934009552002,
0.3970036506652832,
0.12565438449382782,
0.24999991059303284,
0.251428484916687,
0.5232066512107849,
0.6836733222007751,
0.5570775270462036,
0.22346359491348267,
0.4020099639892578,
0.5645932555198669,
0.5948716402053833,
0.48908287286758423,
0.14130428433418274,
0.6210525035858154,
0.5130888819694519,
0.6039602756500244,
0.41176459193229675,
0.7457625269889832,
0.5125626921653748,
0.4978164732456207,
0.36871495842933655,
0.21649475395679474,
0.22727267444133759,
0.3118278682231903,
0.32142847776412964,
0.7511310577392578,
0.6467660069465637,
0.44444435834884644,
0.5668447613716125,
0.16666659712791443,
0.3798881769180298,
0.2613064646720886,
0.649214506149292,
0.6701569557189941,
0.2473117560148239,
0.210526242852211,
0.4432988464832306,
0.17142853140830994,
0.44347813725471497,
0.6788989305496216,
0.37944653630256653,
0.3529410660266876,
0.5321099162101746,
0.4774192273616791,
0.5028570294380188,
0.2886596620082855,
0.4699452221393585,
0.3999998867511749,
0.4834122061729431,
0.23414628207683563,
0.2621721923351288,
0.7708331346511841,
0.4852069914340973,
0.30487796664237976,
0.34920623898506165,
0.2393161654472351,
0.4066389203071594
],
"time": 6.088941987603903,
"param": null
},
{
"epoch": 55,
"train_loss": 0.034181658178567886,
"val_loss": 3.1321394443511963,
"acc": 41.79,
"f1": [
0.7307690382003784,
0.5297296643257141,
0.29787224531173706,
0.24516120553016663,
0.2574256360530853,
0.4717947542667389,
0.4018690288066864,
0.4513617753982544,
0.5533979535102844,
0.5142855644226074,
0.32142847776412964,
0.2906976044178009,
0.42168664932250977,
0.33333322405815125,
0.33502528071403503,
0.30769217014312744,
0.43636354804039,
0.5308640599250793,
0.3146066665649414,
0.281406968832016,
0.72251296043396,
0.5149698853492737,
0.4056602716445923,
0.5454544425010681,
0.5771142840385437,
0.3363635540008545,
0.3409089744091034,
0.29665064811706543,
0.6169153451919556,
0.41379299759864807,
0.41935470700263977,
0.4022987186908722,
0.3714284896850586,
0.44303786754608154,
0.38053086400032043,
0.2054053246974945,
0.35483860969543457,
0.3666665554046631,
0.31884050369262695,
0.5144926309585571,
0.3523315489292145,
0.637362539768219,
0.35532984137535095,
0.423912912607193,
0.17391298711299896,
0.28855711221694946,
0.26315778493881226,
0.5539904832839966,
0.6697246432304382,
0.5507245063781738,
0.25116273760795593,
0.362790584564209,
0.5111110210418701,
0.589371919631958,
0.5384615063667297,
0.12244890630245209,
0.6489360928535461,
0.48167529702186584,
0.5990782380104065,
0.4271843731403351,
0.7100589871406555,
0.5418717861175537,
0.46632111072540283,
0.3580785095691681,
0.2167486995458603,
0.22707417607307434,
0.2783504128456116,
0.36809808015823364,
0.7922703623771667,
0.6217615604400635,
0.45128190517425537,
0.5472635626792908,
0.16793888807296753,
0.3636362552642822,
0.27160486578941345,
0.633333146572113,
0.6777776479721069,
0.2344321608543396,
0.24666662514209747,
0.37499991059303284,
0.20388342440128326,
0.46242761611938477,
0.6798028349876404,
0.38888877630233765,
0.31428563594818115,
0.603351891040802,
0.3999999165534973,
0.5444443225860596,
0.322274774312973,
0.43575406074523926,
0.43850257992744446,
0.520408034324646,
0.2345678210258484,
0.23715409636497498,
0.6751590371131897,
0.45238080620765686,
0.3678159713745117,
0.4022345542907715,
0.19889496266841888,
0.4155843257904053
],
"time": 5.895651244558394,
"param": null
},
{
"epoch": 56,
"train_loss": 0.015030392445623875,
"val_loss": 2.8192007541656494,
"acc": 44.32,
"f1": [
0.6905827522277832,
0.5230767726898193,
0.29629620909690857,
0.24545449018478394,
0.2962961792945862,
0.46082934737205505,
0.4148934781551361,
0.4999998211860657,
0.5684208869934082,
0.5572138428688049,
0.3351350426673889,
0.3195265531539917,
0.44670039415359497,
0.3975902497768402,
0.3934425115585327,
0.35616424679756165,
0.4411763548851013,
0.5658535361289978,
0.3504272401332855,
0.29629620909690857,
0.7419353127479553,
0.4729062616825104,
0.41666656732559204,
0.5855854153633118,
0.6767675280570984,
0.3964756429195404,
0.35978829860687256,
0.25555548071861267,
0.6376810669898987,
0.4075828194618225,
0.4021162986755371,
0.4541061818599701,
0.4153004288673401,
0.4347825050354004,
0.40329205989837646,
0.22325573861598969,
0.37563440203666687,
0.3534882664680481,
0.3225805461406708,
0.6628569960594177,
0.3957218527793884,
0.6108372807502747,
0.3459458649158478,
0.49214646220207214,
0.13559316098690033,
0.2983424663543701,
0.3068180978298187,
0.5531913042068481,
0.6907215118408203,
0.6111109852790833,
0.27884605526924133,
0.3999998867511749,
0.5523808598518372,
0.6439023613929749,
0.5370368957519531,
0.1759999543428421,
0.6282721161842346,
0.4366810917854309,
0.5668447613716125,
0.45595842599868774,
0.7078188061714172,
0.5989846587181091,
0.46610158681869507,
0.3885713219642639,
0.20118334889411926,
0.2723734676837921,
0.32558128237724304,
0.3826086223125458,
0.7575755715370178,
0.596858561038971,
0.3786981403827667,
0.6145250201225281,
0.194871723651886,
0.4056602716445923,
0.2816900908946991,
0.6874998807907104,
0.6175113916397095,
0.2718445658683777,
0.24999988079071045,
0.4148934781551361,
0.1990949511528015,
0.46788978576660156,
0.7461138963699341,
0.4114284813404083,
0.32124343514442444,
0.5999999046325684,
0.45976996421813965,
0.5258214473724365,
0.3369564116001129,
0.5042015910148621,
0.46231144666671753,
0.5744680166244507,
0.29473677277565,
0.26484012603759766,
0.775119423866272,
0.5199998617172241,
0.4075828194618225,
0.37185919284820557,
0.1990049034357071,
0.49999988079071045
],
"time": 6.006503459066153,
"param": null
},
{
"epoch": 57,
"train_loss": 0.013374370522797108,
"val_loss": 2.9271676540374756,
"acc": 44.66,
"f1": [
0.7938142418861389,
0.5876287817955017,
0.28723397850990295,
0.19631893932819366,
0.29951682686805725,
0.43548381328582764,
0.46632111072540283,
0.47398826479911804,
0.5701355934143066,
0.5063290596008301,
0.37623751163482666,
0.28571420907974243,
0.39730632305145264,
0.3771928548812866,
0.37305691838264465,
0.3299999237060547,
0.47008538246154785,
0.525345504283905,
0.39378228783607483,
0.3363635540008545,
0.6515835523605347,
0.5098037719726562,
0.43181803822517395,
0.45751625299453735,
0.6666665077209473,
0.3727271258831024,
0.44808733463287354,
0.2741115987300873,
0.6280191540718079,
0.42051267623901367,
0.3794870972633362,
0.38834938406944275,
0.4790417551994324,
0.3783782124519348,
0.42790690064430237,
0.21590900421142578,
0.36111101508140564,
0.28695645928382874,
0.30630621314048767,
0.6108372807502747,
0.36714968085289,
0.5882351398468018,
0.3853210210800171,
0.4923075735569,
0.13930343091487885,
0.30588221549987793,
0.29885047674179077,
0.563535749912262,
0.6600984334945679,
0.518518328666687,
0.3068180978298187,
0.38461530208587646,
0.6078430414199829,
0.6326529383659363,
0.5624998807907104,
0.19591830670833588,
0.603351891040802,
0.5086703896522522,
0.5775861144065857,
0.47190994024276733,
0.7368419766426086,
0.5280897617340088,
0.4593299925327301,
0.3764704465866089,
0.24203814566135406,
0.26881712675094604,
0.36792439222335815,
0.4146340489387512,
0.7640447616577148,
0.614718496799469,
0.4659089744091034,
0.6043164134025574,
0.23170723021030426,
0.41269823908805847,
0.3068180978298187,
0.6288658380508423,
0.6889951229095459,
0.2649005651473999,
0.2659573554992676,
0.42931926250457764,
0.20320846140384674,
0.4303796589374542,
0.7363634705543518,
0.4301074147224426,
0.29864245653152466,
0.5821594595909119,
0.44554442167282104,
0.4687499403953552,
0.3465345501899719,
0.4596773386001587,
0.4884791076183319,
0.5699480772018433,
0.33128824830055237,
0.299465149641037,
0.6384613513946533,
0.5504586100578308,
0.4239630401134491,
0.42639580368995667,
0.194871723651886,
0.49999988079071045
],
"time": 5.872464842163026,
"param": null
},
{
"epoch": 58,
"train_loss": 0.003261447185650468,
"val_loss": 2.6230270862579346,
"acc": 45.95,
"f1": [
0.7562187314033508,
0.5510202646255493,
0.29473677277565,
0.24175815284252167,
0.28855711221694946,
0.47846877574920654,
0.4411763548851013,
0.505154550075531,
0.5555554032325745,
0.5454544425010681,
0.3260868787765503,
0.25730982422828674,
0.4434387683868408,
0.39130425453186035,
0.3711339235305786,
0.345177561044693,
0.4903845191001892,
0.5714284777641296,
0.40796008706092834,
0.39195966720581055,
0.725490152835846,
0.5094338655471802,
0.4301074147224426,
0.5842695236206055,
0.6796115040779114,
0.36893191933631897,
0.43216070532798767,
0.26262614130973816,
0.6504853367805481,
0.45360812544822693,
0.4311925768852234,
0.42156851291656494,
0.4550263583660126,
0.40609124302864075,
0.4052862524986267,
0.2167486995458603,
0.39548009634017944,
0.31279608607292175,
0.31155768036842346,
0.6562498807907104,
0.41666656732559204,
0.6435642242431641,
0.38938042521476746,
0.45161277055740356,
0.13725484907627106,
0.28571420907974243,
0.30057793855667114,
0.5445543527603149,
0.6976743340492249,
0.6391751170158386,
0.28415289521217346,
0.4301074147224426,
0.589371919631958,
0.6099998950958252,
0.542713463306427,
0.1913042813539505,
0.6270268559455872,
0.5371427536010742,
0.6341462135314941,
0.4646463394165039,
0.7899998426437378,
0.5743588209152222,
0.4734298884868622,
0.382978618144989,
0.2404370754957199,
0.2999999225139618,
0.3431371748447418,
0.47368407249450684,
0.7772018909454346,
0.6445496082305908,
0.4799998700618744,
0.6861923336982727,
0.19791658222675323,
0.4236452281475067,
0.2944161295890808,
0.6702126860618591,
0.6868685483932495,
0.27322396636009216,
0.26540276408195496,
0.4499998688697815,
0.23423415422439575,
0.4545453190803528,
0.7203789353370667,
0.45360812544822693,
0.33497530221939087,
0.5837318897247314,
0.445652037858963,
0.5566036701202393,
0.32989683747291565,
0.49792519211769104,
0.46153831481933594,
0.5544553399085999,
0.3050846457481384,
0.31067952513694763,
0.7572813630104065,
0.5846152901649475,
0.4242422580718994,
0.3999998867511749,
0.212290421128273,
0.5418717861175537
],
"time": 6.140505751594901,
"param": null
},
{
"epoch": 59,
"train_loss": 0.0035186167806386948,
"val_loss": 2.561206340789795,
"acc": 46.41,
"f1": [
0.7586205005645752,
0.5527637004852295,
0.3043477535247803,
0.23204411566257477,
0.28712859749794006,
0.47846877574920654,
0.42857131361961365,
0.5252523422241211,
0.5523808598518372,
0.5652172565460205,
0.31999990344047546,
0.2558138370513916,
0.46728962659835815,
0.38043469190597534,
0.37999987602233887,
0.35294109582901,
0.4975123405456543,
0.5700481534004211,
0.40609124302864075,
0.3838382363319397,
0.7575755715370178,
0.5213268995285034,
0.44827571511268616,
0.6153844594955444,
0.6836733222007751,
0.3904760777950287,
0.4387753903865814,
0.27884605526924133,
0.6504853367805481,
0.4365480840206146,
0.436893105506897,
0.4205606281757355,
0.45833322405815125,
0.43749991059303284,
0.43362823128700256,
0.21890540421009064,
0.413043349981308,
0.34123215079307556,
0.3398057222366333,
0.6632652282714844,
0.3939392864704132,
0.6530610918998718,
0.3831774890422821,
0.4489794969558716,
0.1530611664056778,
0.29787227511405945,
0.3068180978298187,
0.5273630023002625,
0.6912441253662109,
0.6354165077209473,
0.26666656136512756,
0.4257424473762512,
0.5714284181594849,
0.6473428606987,
0.5533979535102844,
0.20353974401950836,
0.6382977366447449,
0.5240640044212341,
0.6315788626670837,
0.45685264468193054,
0.7783250212669373,
0.5612244009971619,
0.47619035840034485,
0.39603951573371887,
0.23529404401779175,
0.2999999225139618,
0.33179715275764465,
0.46874985098838806,
0.7916665077209473,
0.6567163467407227,
0.4646463394165039,
0.6926406025886536,
0.2243901938199997,
0.4331796169281006,
0.29702961444854736,
0.684491753578186,
0.6990289688110352,
0.2751321792602539,
0.29292917251586914,
0.44791656732559204,
0.2443438321352005,
0.4814813435077667,
0.7230044603347778,
0.44808733463287354,
0.33333322405815125,
0.5933012366294861,
0.45810040831565857,
0.5388126373291016,
0.3703702688217163,
0.5108224153518677,
0.4949493706226349,
0.5388599634170532,
0.3387977182865143,
0.2944161295890808,
0.7572813630104065,
0.559139609336853,
0.4257424473762512,
0.41284388303756714,
0.23036640882492065,
0.510416567325592
],
"time": 6.13619738817215,
"param": null
},
{
"epoch": 60,
"train_loss": 0.007015184499323368,
"val_loss": 2.488255739212036,
"acc": 46.14,
"f1": [
0.7586205005645752,
0.5567008852958679,
0.27884605526924133,
0.2234041839838028,
0.26484012603759766,
0.49756085872650146,
0.4313724637031555,
0.49999988079071045,
0.5841582417488098,
0.5925924777984619,
0.32402223348617554,
0.28571417927742004,
0.44976064562797546,
0.37777766585350037,
0.367346853017807,
0.3540668785572052,
0.4873095452785492,
0.5803107619285583,
0.3838382363319397,
0.3783782720565796,
0.7499999403953552,
0.5272725820541382,
0.43930622935295105,
0.633165717124939,
0.6699506640434265,
0.37623751163482666,
0.42051267623901367,
0.24761897325515747,
0.6473428606987,
0.42639580368995667,
0.44444432854652405,
0.4413144290447235,
0.4972374439239502,
0.4222221076488495,
0.4050632119178772,
0.23157887160778046,
0.42162150144577026,
0.33333322405815125,
0.3348415493965149,
0.6774192452430725,
0.3899998664855957,
0.6497460603713989,
0.38862547278404236,
0.46829259395599365,
0.1379309743642807,
0.29292917251586914,
0.30270257592201233,
0.5373133420944214,
0.6981130838394165,
0.6268655061721802,
0.2673795819282532,
0.4307691156864166,
0.5658535361289978,
0.6315788626670837,
0.5517240166664124,
0.20353974401950836,
0.6349205374717712,
0.5268816351890564,
0.6346153020858765,
0.4433496594429016,
0.7738691568374634,
0.5833332538604736,
0.48076915740966797,
0.3809523284435272,
0.22702695429325104,
0.2786068916320801,
0.3383083641529083,
0.43999987840652466,
0.7684727907180786,
0.6350710391998291,
0.45263150334358215,
0.7012985944747925,
0.20192298293113708,
0.4566209018230438,
0.3060108423233032,
0.6736840605735779,
0.6796115040779114,
0.2810809910297394,
0.29126206040382385,
0.4410255253314972,
0.24413138628005981,
0.4507041275501251,
0.7136148810386658,
0.4516127407550812,
0.3386242389678955,
0.5980390906333923,
0.4632767140865326,
0.5429863333702087,
0.331707239151001,
0.50862056016922,
0.47169798612594604,
0.5527637004852295,
0.31284910440444946,
0.31249991059303284,
0.7632849216461182,
0.5858584046363831,
0.4338623583316803,
0.39252325892448425,
0.20487797260284424,
0.5396823883056641
],
"time": 6.15034229401499,
"param": null
},
{
"epoch": 61,
"train_loss": 0.003781885839998722,
"val_loss": 2.3672406673431396,
"acc": 46.23,
"f1": [
0.7684727907180786,
0.5482232570648193,
0.29743579030036926,
0.23255808651447296,
0.2815532982349396,
0.46601933240890503,
0.43902426958084106,
0.5333331823348999,
0.5592415928840637,
0.572916567325592,
0.32748526334762573,
0.28048771619796753,
0.46728962659835815,
0.3763439953327179,
0.37623751163482666,
0.3653844892978668,
0.4897957742214203,
0.5533979535102844,
0.4020099639892578,
0.3654821515083313,
0.7562187314033508,
0.5395347476005554,
0.43930622935295105,
0.6249998807907104,
0.6766167879104614,
0.39195966720581055,
0.42708319425582886,
0.2786068916320801,
0.6346153020858765,
0.43564343452453613,
0.4454975128173828,
0.4331796169281006,
0.47513800859451294,
0.43298953771591187,
0.4405285120010376,
0.21463409066200256,
0.40206170082092285,
0.3287670314311981,
0.3286384046077728,
0.6666665077209473,
0.41414129734039307,
0.639593780040741,
0.3636362552642822,
0.45581385493278503,
0.13526564836502075,
0.30107519030570984,
0.3050846457481384,
0.5326631665229797,
0.6886791586875916,
0.6153844594955444,
0.2795697748661041,
0.40624988079071045,
0.5631066560745239,
0.6439023613929749,
0.5507245063781738,
0.1935483068227768,
0.6310158967971802,
0.535519003868103,
0.6315788626670837,
0.45128190517425537,
0.7632849216461182,
0.5463916063308716,
0.4834122061729431,
0.37999987602233887,
0.23913034796714783,
0.2955664098262787,
0.3383083641529083,
0.44670039415359497,
0.7715734243392944,
0.6473428606987,
0.43979042768478394,
0.6960350871086121,
0.20388342440128326,
0.4331796169281006,
0.3152172863483429,
0.6772485375404358,
0.6798028349876404,
0.2810809910297394,
0.30051806569099426,
0.4502616822719574,
0.24545449018478394,
0.47169798612594604,
0.7323941588401794,
0.4574466943740845,
0.2999999225139618,
0.5990337133407593,
0.45405393838882446,
0.5405403971672058,
0.34482747316360474,
0.5065500736236572,
0.5024629235267639,
0.5595853924751282,
0.31249991059303284,
0.2955664098262787,
0.7488149404525757,
0.5863873362541199,
0.4299998879432678,
0.40740731358528137,
0.2116401493549347,
0.5416665077209473
],
"time": 6.0853261211887,
"param": null
},
{
"epoch": 62,
"train_loss": 0.01167389191687107,
"val_loss": 2.4910988807678223,
"acc": 46.46,
"f1": [
0.762376070022583,
0.5670101642608643,
0.29896897077560425,
0.22727267444133759,
0.28571420907974243,
0.47524741291999817,
0.44444432854652405,
0.5102038979530334,
0.5700481534004211,
0.5913977026939392,
0.31638407707214355,
0.2944784462451935,
0.4670049846172333,
0.4111110270023346,
0.38578668236732483,
0.37209296226501465,
0.4974091649055481,
0.5576921701431274,
0.3904760777950287,
0.3617020547389984,
0.7524750828742981,
0.5167463421821594,
0.43093910813331604,
0.6599999070167542,
0.666666567325592,
0.3880595862865448,
0.4307691156864166,
0.28971952199935913,
0.653658390045166,
0.4387753903865814,
0.44444435834884644,
0.42857131361961365,
0.494381844997406,
0.4315788447856903,
0.4219408333301544,
0.22916659712791443,
0.3894736170768738,
0.32195112109184265,
0.31279608607292175,
0.6735749840736389,
0.4145076870918274,
0.6530610918998718,
0.34977567195892334,
0.46728962659835815,
0.14285708963871002,
0.30526304244995117,
0.3186812400817871,
0.535353422164917,
0.6886791586875916,
0.633165717124939,
0.28426387906074524,
0.4299998879432678,
0.5741626024246216,
0.6325579881668091,
0.5560973882675171,
0.20779213309288025,
0.6413041353225708,
0.5319147706031799,
0.6376810669898987,
0.4949493706226349,
0.7821780443191528,
0.5583755373954773,
0.4903845191001892,
0.3942306339740753,
0.23728805780410767,
0.28571420907974243,
0.3364485204219818,
0.4387753903865814,
0.7839194536209106,
0.6470587849617004,
0.4410255253314972,
0.6999998688697815,
0.19289332628250122,
0.4485980272293091,
0.29166659712791443,
0.6597937345504761,
0.6859902143478394,
0.2886596620082855,
0.2941175699234009,
0.47916653752326965,
0.24999991059303284,
0.4688993990421295,
0.7255812287330627,
0.4565216302871704,
0.3367346227169037,
0.5980390906333923,
0.445652037858963,
0.5388126373291016,
0.33502528071403503,
0.5022420287132263,
0.4857141971588135,
0.5520831942558289,
0.3186812400817871,
0.3184078335762024,
0.7647057771682739,
0.5699480772018433,
0.43749991059303284,
0.40178558230400085,
0.2099999338388443,
0.522222101688385
],
"time": 5.9859362514689565,
"param": null
},
{
"epoch": 63,
"train_loss": 0.004382506012916565,
"val_loss": 2.378342866897583,
"acc": 46.29,
"f1": [
0.7562187314033508,
0.5685278177261353,
0.2713567018508911,
0.239999920129776,
0.2980768382549286,
0.4593299925327301,
0.4306218922138214,
0.5128204226493835,
0.5833331942558289,
0.5806450843811035,
0.31638407707214355,
0.26666659116744995,
0.45320188999176025,
0.4111110270023346,
0.3804876506328583,
0.3627450466156006,
0.4950493574142456,
0.5728641748428345,
0.39195966720581055,
0.3756905198097229,
0.7317072153091431,
0.5472635626792908,
0.4180789887905121,
0.6170212030410767,
0.6796115040779114,
0.39999985694885254,
0.41176459193229675,
0.24120594561100006,
0.6700506210327148,
0.4411763548851013,
0.43720918893814087,
0.4195120930671692,
0.4812833070755005,
0.446808397769928,
0.43946176767349243,
0.2211054563522339,
0.39153432846069336,
0.31884050369262695,
0.3414633274078369,
0.6632652282714844,
0.41269823908805847,
0.6432158946990967,
0.3716813027858734,
0.46231144666671753,
0.15740735828876495,
0.2871793806552887,
0.30939218401908875,
0.5408161878585815,
0.6824643611907959,
0.625640869140625,
0.2914571762084961,
0.42162150144577026,
0.5728154182434082,
0.6605502963066101,
0.5671641230583191,
0.18260863423347473,
0.6486485004425049,
0.5363127589225769,
0.6502462029457092,
0.48453593254089355,
0.7684727907180786,
0.5527637004852295,
0.4854367673397064,
0.3904760777950287,
0.23655906319618225,
0.2901553809642792,
0.3248729705810547,
0.4242422580718994,
0.7738691568374634,
0.6372547745704651,
0.44670039415359497,
0.7149319648742676,
0.1798941045999527,
0.4519229531288147,
0.31249991059303284,
0.6666665077209473,
0.6826921701431274,
0.2886596620082855,
0.2898550033569336,
0.487046480178833,
0.23829780519008636,
0.4744184911251068,
0.7255812287330627,
0.446808397769928,
0.3399999141693115,
0.6161615252494812,
0.4491977095603943,
0.5412842631340027,
0.32456132769584656,
0.49565204977989197,
0.4837207794189453,
0.5499998927116394,
0.3260868787765503,
0.31155768036842346,
0.7684727907180786,
0.5863873362541199,
0.44791656732559204,
0.40394076704978943,
0.21999992430210114,
0.4897957742214203
],
"time": 6.090706440620124,
"param": null
},
{
"epoch": 64,
"train_loss": 0.0048540569841861725,
"val_loss": 2.4739699363708496,
"acc": 46.18,
"f1": [
0.7562187314033508,
0.5490195155143738,
0.26041656732559204,
0.239999920129776,
0.28571420907974243,
0.48484835028648376,
0.4413144290447235,
0.502564013004303,
0.5592415928840637,
0.5934064984321594,
0.3314284682273865,
0.28048771619796753,
0.46153831481933594,
0.3820223808288574,
0.3653844892978668,
0.3414633274078369,
0.5130888819694519,
0.5686272978782654,
0.3804876506328583,
0.37433144450187683,
0.742574155330658,
0.5402842164039612,
0.4180789887905121,
0.6464645266532898,
0.6666665077209473,
0.38578668236732483,
0.40394076704978943,
0.26666656136512756,
0.6732671856880188,
0.43349742889404297,
0.4190475046634674,
0.42156851291656494,
0.474226713180542,
0.446808397769928,
0.43720918893814087,
0.2099999338388443,
0.4120602011680603,
0.322274774312973,
0.33802807331085205,
0.6598983407020569,
0.42780739068984985,
0.6597937345504761,
0.33962252736091614,
0.43946176767349243,
0.15238089859485626,
0.28426387906074524,
0.33333322405815125,
0.5507245063781738,
0.6854459643363953,
0.629441499710083,
0.2713567018508911,
0.42639580368995667,
0.5619046092033386,
0.657534122467041,
0.5643563270568848,
0.18957340717315674,
0.6526314616203308,
0.5505616068840027,
0.622641384601593,
0.45918354392051697,
0.7783250212669373,
0.5643563270568848,
0.4814813435077667,
0.3917524814605713,
0.2378377616405487,
0.29166659712791443,
0.33333322405815125,
0.4236452281475067,
0.7817257046699524,
0.6407765746116638,
0.4343433380126953,
0.702702522277832,
0.20792071521282196,
0.4519229531288147,
0.299465149641037,
0.6632122993469238,
0.6799998879432678,
0.28723397850990295,
0.29245272278785706,
0.4766837954521179,
0.2399999350309372,
0.4688993990421295,
0.718893826007843,
0.4491977095603943,
0.324607253074646,
0.6009851098060608,
0.4712642431259155,
0.5545453429222107,
0.30270257592201233,
0.48305076360702515,
0.4878047704696655,
0.5435895919799805,
0.3111110329627991,
0.30456843972206116,
0.762376070022583,
0.5742572546005249,
0.4307691156864166,
0.390243798494339,
0.21782170236110687,
0.5133689045906067
],
"time": 6.244341745041311,
"param": null
},
{
"epoch": 65,
"train_loss": 0.005325210280716419,
"val_loss": 2.4588623046875,
"acc": 46.28,
"f1": [
0.7817257046699524,
0.5643563270568848,
0.2741115987300873,
0.251428484916687,
0.2561575770378113,
0.49746179580688477,
0.43720918893814087,
0.5230767726898193,
0.5741626024246216,
0.577777624130249,
0.33333319425582886,
0.31055888533592224,
0.44776105880737305,
0.38461530208587646,
0.378109335899353,
0.336633563041687,
0.48913031816482544,
0.5714284181594849,
0.364531934261322,
0.38709667325019836,
0.7586205005645752,
0.5428570508956909,
0.4090908467769623,
0.6368157267570496,
0.6568626165390015,
0.3711339235305786,
0.4162435233592987,
0.25570768117904663,
0.6532661318778992,
0.44554442167282104,
0.43349742889404297,
0.4401912987232208,
0.45918354392051697,
0.4365480840206146,
0.4585364758968353,
0.22702695429325104,
0.4210525155067444,
0.29850736260414124,
0.3551400303840637,
0.6532661318778992,
0.4226802885532379,
0.6499998569488525,
0.3744291365146637,
0.47761180996894836,
0.17117109894752502,
0.281406968832016,
0.3186812400817871,
0.5567008852958679,
0.6822428703308105,
0.6237622499465942,
0.2553190290927887,
0.4102562665939331,
0.5833331942558289,
0.6478871703147888,
0.5603863000869751,
0.1957446187734604,
0.6847825050354004,
0.5189187526702881,
0.6095237135887146,
0.4499998688697815,
0.7881771922111511,
0.5510202646255493,
0.46788978576660156,
0.36607131361961365,
0.2234041839838028,
0.2795697748661041,
0.3301886022090912,
0.4299998879432678,
0.7699998021125793,
0.6634145379066467,
0.46938762068748474,
0.6964284181594849,
0.2121211439371109,
0.4425530731678009,
0.3111110329627991,
0.6530610918998718,
0.6831682324409485,
0.28415289521217346,
0.2713567018508911,
0.4545453190803528,
0.2488037496805191,
0.4549761712551117,
0.7123286128044128,
0.4432430863380432,
0.3487178385257721,
0.579439103603363,
0.4699452221393585,
0.5545453429222107,
0.3169397711753845,
0.502282977104187,
0.5073169469833374,
0.5482232570648193,
0.314606636762619,
0.3147207200527191,
0.7661689519882202,
0.5654449462890625,
0.43523305654525757,
0.41048023104667664,
0.2121211439371109,
0.49729716777801514
],
"time": 5.922860581427813,
"param": null
},
{
"epoch": 66,
"train_loss": 0.005211639683693647,
"val_loss": 2.369680166244507,
"acc": 46.23,
"f1": [
0.7699998021125793,
0.5685278177261353,
0.2647058069705963,
0.22988496720790863,
0.26086950302124023,
0.4780486822128296,
0.4257424473762512,
0.5050503611564636,
0.5539904832839966,
0.57297283411026,
0.3428570628166199,
0.30303019285202026,
0.4509802758693695,
0.3999999165534973,
0.378109335899353,
0.33492809534072876,
0.4973543584346771,
0.5887848734855652,
0.36815908551216125,
0.3703702688217163,
0.7599998116493225,
0.5446008443832397,
0.43575406074523926,
0.619289219379425,
0.6733667254447937,
0.3880595862865448,
0.4081631302833557,
0.26600977778434753,
0.6633164882659912,
0.4433496594429016,
0.4306218922138214,
0.43902426958084106,
0.4731181561946869,
0.44210511445999146,
0.4253392219543457,
0.2211054563522339,
0.39795905351638794,
0.31372541189193726,
0.34101372957229614,
0.6666665077209473,
0.4226802885532379,
0.6432158946990967,
0.3508771061897278,
0.4629628360271454,
0.1509433388710022,
0.2797926664352417,
0.2934781610965729,
0.5499998927116394,
0.6698111891746521,
0.6358972787857056,
0.26086944341659546,
0.4145076870918274,
0.5727698802947998,
0.6380951404571533,
0.5656563639640808,
0.2018347978591919,
0.6740330457687378,
0.5227271318435669,
0.6111109852790833,
0.46632111072540283,
0.7745096683502197,
0.5408161878585815,
0.4694834351539612,
0.3703702688217163,
0.23913034796714783,
0.29629620909690857,
0.37558677792549133,
0.4307691156864166,
0.7857141494750977,
0.6666665077209473,
0.47524741291999817,
0.7111109495162964,
0.17525766789913177,
0.44651150703430176,
0.30526304244995117,
0.6598983407020569,
0.696517288684845,
0.3111110329627991,
0.281406968832016,
0.47715723514556885,
0.23255807161331177,
0.4792625606060028,
0.7136148810386658,
0.43715834617614746,
0.3248729705810547,
0.563380241394043,
0.4835163354873657,
0.5454544425010681,
0.3084111213684082,
0.5065500736236572,
0.4927534759044647,
0.5624998807907104,
0.3351954519748688,
0.31249991059303284,
0.7549017667770386,
0.5714284777641296,
0.4248703718185425,
0.3981480300426483,
0.2211054563522339,
0.5291004180908203
],
"time": 6.01175145059824,
"param": null
},
{
"epoch": 67,
"train_loss": 0.005690139252692461,
"val_loss": 2.4338088035583496,
"acc": 46.0,
"f1": [
0.7676765322685242,
0.5588234066963196,
0.28571420907974243,
0.22950810194015503,
0.2536584436893463,
0.505154550075531,
0.4541061818599701,
0.49999988079071045,
0.5728154182434082,
0.596684992313385,
0.3409090042114258,
0.3113771378993988,
0.43781083822250366,
0.39560428261756897,
0.36893191933631897,
0.3523808717727661,
0.5133689045906067,
0.5566036701202393,
0.36815908551216125,
0.35483860969543457,
0.7411166429519653,
0.5294116735458374,
0.4269661605358124,
0.639593780040741,
0.6763284206390381,
0.35532984137535095,
0.4020099639892578,
0.2613064646720886,
0.6565654873847961,
0.43902426958084106,
0.40191373229026794,
0.4137929677963257,
0.45595842599868774,
0.4153004288673401,
0.4331796169281006,
0.22549012303352356,
0.4077668786048889,
0.3024389147758484,
0.34123215079307556,
0.6598983407020569,
0.4102562665939331,
0.6432158946990967,
0.3551400303840637,
0.47572803497314453,
0.15999993681907654,
0.28712859749794006,
0.29032251238822937,
0.5510202646255493,
0.6854459643363953,
0.639593780040741,
0.2713567018508911,
0.43523305654525757,
0.5673075914382935,
0.6422017216682434,
0.5550238490104675,
0.2075471132993698,
0.6631014943122864,
0.5054942965507507,
0.6190475225448608,
0.4670049846172333,
0.7586205005645752,
0.5656563639640808,
0.4837207794189453,
0.3826086223125458,
0.22797919809818268,
0.27999991178512573,
0.35748788714408875,
0.4242422580718994,
0.7715734243392944,
0.6509432196617126,
0.45544540882110596,
0.7043477296829224,
0.1764705330133438,
0.43946176767349243,
0.31034475564956665,
0.6701569557189941,
0.6896550059318542,
0.29896897077560425,
0.2797926664352417,
0.4615383446216583,
0.2545453906059265,
0.47572803497314453,
0.6972475647926331,
0.44198882579803467,
0.3386242389678955,
0.5990337133407593,
0.47953203320503235,
0.5381165146827698,
0.3068782389163971,
0.49777767062187195,
0.4729062616825104,
0.5549736618995667,
0.2999999225139618,
0.3399999141693115,
0.7647057771682739,
0.5668447613716125,
0.419999897480011,
0.38647329807281494,
0.21359217166900635,
0.5133689045906067
],
"time": 6.229040984995663,
"param": null
},
{
"epoch": 68,
"train_loss": 0.005487530957907438,
"val_loss": 2.5322883129119873,
"acc": 46.21,
"f1": [
0.7499997615814209,
0.5699998736381531,
0.2914571762084961,
0.2485874742269516,
0.2815532982349396,
0.48205116391181946,
0.43269219994544983,
0.518134593963623,
0.5741626024246216,
0.5842695236206055,
0.3314915895462036,
0.3037973642349243,
0.45544540882110596,
0.3699420988559723,
0.3711339235305786,
0.36018943786621094,
0.486772358417511,
0.5728154182434082,
0.3465345501899719,
0.35978829860687256,
0.729999840259552,
0.5370368957519531,
0.42528724670410156,
0.6237622499465942,
0.6666665077209473,
0.3923443853855133,
0.4102562665939331,
0.2488478720188141,
0.6633662581443787,
0.43902426958084106,
0.4200912117958069,
0.45544540882110596,
0.47120407223701477,
0.4301074147224426,
0.4210525453090668,
0.210526242852211,
0.4183672070503235,
0.2999999225139618,
0.34234222769737244,
0.6562498807907104,
0.42931926250457764,
0.6666665077209473,
0.3823528587818146,
0.4579438269138336,
0.1559632420539856,
0.2886596620082855,
0.30270257592201233,
0.5549736618995667,
0.6820275187492371,
0.6299998760223389,
0.2736841142177582,
0.40206170082092285,
0.5821594595909119,
0.6517856121063232,
0.5418717861175537,
0.1891890913248062,
0.6559138894081116,
0.4946235418319702,
0.6220094561576843,
0.46999987959861755,
0.7707315683364868,
0.5870645046234131,
0.4884791076183319,
0.3867923319339752,
0.23529404401779175,
0.28723397850990295,
0.3592231869697571,
0.4489794969558716,
0.7738691568374634,
0.6601940989494324,
0.4232803285121918,
0.6866952180862427,
0.19534875452518463,
0.43518510460853577,
0.32160791754722595,
0.6769229769706726,
0.6868685483932495,
0.320441871881485,
0.2736841142177582,
0.4338623583316803,
0.2464454174041748,
0.47572803497314453,
0.7136148810386658,
0.4301074147224426,
0.32978713512420654,
0.5933012366294861,
0.4914284646511078,
0.5405403971672058,
0.33333325386047363,
0.49999988079071045,
0.4827585518360138,
0.5549736618995667,
0.3351350426673889,
0.3186812400817871,
0.7684727907180786,
0.5410627126693726,
0.42639580368995667,
0.3943660855293274,
0.2095237374305725,
0.5024153590202332
],
"time": 6.323711751960218,
"param": null
},
{
"epoch": 69,
"train_loss": 0.005723960697650909,
"val_loss": 2.400834321975708,
"acc": 46.32,
"f1": [
0.7715734243392944,
0.5533979535102844,
0.29268285632133484,
0.2430938482284546,
0.2545453906059265,
0.4923075735569,
0.4466018080711365,
0.4974091649055481,
0.5645932555198669,
0.6077346205711365,
0.3563217520713806,
0.3018867075443268,
0.42857128381729126,
0.39784935116767883,
0.34374991059303284,
0.368663489818573,
0.5217389464378357,
0.5971562266349792,
0.3517586886882782,
0.33684200048446655,
0.729999840259552,
0.5428570508956909,
0.4260353744029999,
0.6358972787857056,
0.6733667254447937,
0.3999998867511749,
0.3838382363319397,
0.27272719144821167,
0.6699506640434265,
0.4299998879432678,
0.4339621663093567,
0.4299998879432678,
0.4516127407550812,
0.4347825050354004,
0.44444432854652405,
0.2176164984703064,
0.4162435233592987,
0.30097079277038574,
0.34862375259399414,
0.6598983407020569,
0.41884803771972656,
0.6567163467407227,
0.37320560216903687,
0.4857141971588135,
0.14678892493247986,
0.2886596620082855,
0.3101603388786316,
0.5555554032325745,
0.688372015953064,
0.6231154203414917,
0.2795697748661041,
0.4021162986755371,
0.5727698802947998,
0.6486485004425049,
0.5497629642486572,
0.1722487509250641,
0.6808508634567261,
0.5082871913909912,
0.6203702688217163,
0.4827585518360138,
0.7729466557502747,
0.5612244009971619,
0.48803818225860596,
0.3809523284435272,
0.23157887160778046,
0.3068782389163971,
0.3495144844055176,
0.4387753903865814,
0.7835050225257874,
0.663461446762085,
0.474226713180542,
0.7192980647087097,
0.17674411833286285,
0.4214874804019928,
0.2870812714099884,
0.666666567325592,
0.6934671998023987,
0.2999999225139618,
0.2696628272533417,
0.4615383446216583,
0.2547169029712677,
0.47115376591682434,
0.7255812287330627,
0.425531804561615,
0.2983424663543701,
0.5951218605041504,
0.497175008058548,
0.5405403971672058,
0.3121950626373291,
0.4912279546260834,
0.4837207794189453,
0.5463916063308716,
0.3186812400817871,
0.36649200320243835,
0.775119423866272,
0.5624998807907104,
0.40641695261001587,
0.3999998867511749,
0.21495321393013,
0.5279186367988586
],
"time": 6.095461747609079,
"param": null
},
{
"epoch": 70,
"train_loss": 0.0054811155423521996,
"val_loss": 2.285348653793335,
"acc": 46.4,
"f1": [
0.7599998116493225,
0.5699998736381531,
0.28426387906074524,
0.22222214937210083,
0.2477063536643982,
0.5074625611305237,
0.41666656732559204,
0.5073169469833374,
0.579439103603363,
0.6086955666542053,
0.34254133701324463,
0.31788066029548645,
0.4717947542667389,
0.4022987186908722,
0.3711339235305786,
0.362790584564209,
0.48387083411216736,
0.5904760956764221,
0.36792439222335815,
0.35978829860687256,
0.7336682677268982,
0.5321099162101746,
0.4508668780326843,
0.6358972787857056,
0.6632652282714844,
0.3763439953327179,
0.38834938406944275,
0.27488142251968384,
0.6470587849617004,
0.43979042768478394,
0.4230768084526062,
0.4265401363372803,
0.4577113389968872,
0.4301074147224426,
0.42452818155288696,
0.21890540421009064,
0.44670039415359497,
0.3299999237060547,
0.3441859781742096,
0.6737966537475586,
0.42931926250457764,
0.6567163467407227,
0.39252325892448425,
0.4502163529396057,
0.1391303837299347,
0.2959182858467102,
0.30337071418762207,
0.5561496019363403,
0.7155961990356445,
0.629441499710083,
0.2588233947753906,
0.3999998867511749,
0.5943394899368286,
0.635944664478302,
0.5603863000869751,
0.19730934500694275,
0.6956520080566406,
0.5111110210418701,
0.6161136031150818,
0.4949493706226349,
0.7647057771682739,
0.5756096839904785,
0.4933919608592987,
0.3728812634944916,
0.22680403292179108,
0.2797926664352417,
0.3707316219806671,
0.4083768427371979,
0.7738691568374634,
0.666666567325592,
0.45544540882110596,
0.7090908288955688,
0.16580304503440857,
0.4085105359554291,
0.30208322405815125,
0.6632122993469238,
0.7019230127334595,
0.33333325386047363,
0.28415289521217346,
0.4631577730178833,
0.25777769088745117,
0.47524741291999817,
0.7255812287330627,
0.41711217164993286,
0.30057793855667114,
0.6048778891563416,
0.5056177973747253,
0.5315313935279846,
0.306122362613678,
0.4786323606967926,
0.48309168219566345,
0.5520831942558289,
0.32222211360931396,
0.3295453190803528,
0.7692306041717529,
0.5658535361289978,
0.4221104085445404,
0.41176459193229675,
0.21495321393013,
0.5235601663589478
],
"time": 5.9134097611531615,
"param": null
},
{
"epoch": 71,
"train_loss": 0.005236833356320858,
"val_loss": 2.605226516723633,
"acc": 45.98,
"f1": [
0.7699998021125793,
0.5599998831748962,
0.306122362613678,
0.2275448441505432,
0.24107137322425842,
0.48936155438423157,
0.45581385493278503,
0.4923075735569,
0.5816324949264526,
0.6086955666542053,
0.36065563559532166,
0.33333325386047363,
0.44791656732559204,
0.3707864284515381,
0.3469386696815491,
0.35051536560058594,
0.49729716777801514,
0.5714284181594849,
0.3568074107170105,
0.3529410660266876,
0.7564765214920044,
0.5267855525016785,
0.42285704612731934,
0.6116504073143005,
0.6829267144203186,
0.3804876506328583,
0.40206170082092285,
0.26244333386421204,
0.666666567325592,
0.4210525155067444,
0.4186045527458191,
0.42857128381729126,
0.4432988464832306,
0.43333321809768677,
0.43720918893814087,
0.2127658873796463,
0.4153004288673401,
0.3316582143306732,
0.3348836302757263,
0.6701569557189941,
0.4145076870918274,
0.6470587849617004,
0.36111101508140564,
0.46534639596939087,
0.17840369045734406,
0.2914571762084961,
0.3157893717288971,
0.5612244009971619,
0.6972475647926331,
0.6299998760223389,
0.2713567018508911,
0.40206170082092285,
0.5837318897247314,
0.6517856121063232,
0.5428570508956909,
0.18749992549419403,
0.6666665077209473,
0.5026736855506897,
0.622641384601593,
0.47236168384552,
0.7632849216461182,
0.5699998736381531,
0.48401811718940735,
0.3587442934513092,
0.2541435658931732,
0.26041656732559204,
0.3711339235305786,
0.4186045527458191,
0.7857141494750977,
0.6600984334945679,
0.45833322405815125,
0.6638653874397278,
0.1843317300081253,
0.4339621663093567,
0.2959182858467102,
0.6770831346511841,
0.6926827430725098,
0.30366483330726624,
0.2765956223011017,
0.41935470700263977,
0.2399999350309372,
0.47761180996894836,
0.7155961990356445,
0.41340771317481995,
0.3050846457481384,
0.5961536765098572,
0.5294116139411926,
0.5132741928100586,
0.30392149090766907,
0.4799998998641968,
0.4666665494441986,
0.5326631665229797,
0.3043477535247803,
0.34343424439430237,
0.7609753608703613,
0.5837836861610413,
0.42857128381729126,
0.38647329807281494,
0.21100911498069763,
0.49999988079071045
],
"time": 6.047419178299606,
"param": null
},
{
"epoch": 72,
"train_loss": 0.005007968749850988,
"val_loss": 2.383580207824707,
"acc": 46.13,
"f1": [
0.7715734243392944,
0.5699998736381531,
0.2944161295890808,
0.24999991059303284,
0.2488478720188141,
0.47619032859802246,
0.46082934737205505,
0.48484835028648376,
0.5714284181594849,
0.5934064984321594,
0.3502824008464813,
0.3144652843475342,
0.44221094250679016,
0.36871495842933655,
0.35897424817085266,
0.34482747316360474,
0.48387083411216736,
0.5981307029724121,
0.3636362850666046,
0.37373724579811096,
0.735293984413147,
0.5352111458778381,
0.43956032395362854,
0.619999885559082,
0.6799998879432678,
0.3980098366737366,
0.3842363655567169,
0.2816900908946991,
0.6769229769706726,
0.4226802885532379,
0.4090907871723175,
0.4343433380126953,
0.46632111072540283,
0.4111110270023346,
0.42790690064430237,
0.23350247740745544,
0.4299998879432678,
0.31372541189193726,
0.32160791754722595,
0.649484395980835,
0.41711217164993286,
0.6565654873847961,
0.3699999153614044,
0.45814967155456543,
0.17040351033210754,
0.26086950302124023,
0.2793295085430145,
0.5492226481437683,
0.6844443082809448,
0.6528496146202087,
0.2842104732990265,
0.40641695261001587,
0.5882351398468018,
0.6517856121063232,
0.5302324295043945,
0.19811314344406128,
0.6772485375404358,
0.5164833664894104,
0.6082947254180908,
0.47572803497314453,
0.7714284658432007,
0.535353422164917,
0.4814813435077667,
0.3827749788761139,
0.24864855408668518,
0.2795697748661041,
0.36018943786621094,
0.4292682111263275,
0.8061222434043884,
0.663461446762085,
0.48387083411216736,
0.6905827522277832,
0.1799999475479126,
0.4205606281757355,
0.2769230008125305,
0.6632652282714844,
0.6969695687294006,
0.31638407707214355,
0.29213473200798035,
0.4502616822719574,
0.24413138628005981,
0.4507041275501251,
0.7203789353370667,
0.42708319425582886,
0.3384614586830139,
0.6082472205162048,
0.5142855644226074,
0.5321099162101746,
0.3076922297477722,
0.4765956401824951,
0.46601933240890503,
0.5177663564682007,
0.30366483330726624,
0.35416656732559204,
0.7638189196586609,
0.5399999022483826,
0.4123710095882416,
0.3942306339740753,
0.21800939738750458,
0.5074625611305237
],
"time": 6.138038272969425,
"param": null
},
{
"epoch": 73,
"train_loss": 0.005204303190112114,
"val_loss": 2.428022861480713,
"acc": 46.01,
"f1": [
0.7537687420845032,
0.5937498807907104,
0.2941175699234009,
0.21428564190864563,
0.28695645928382874,
0.4923075735569,
0.44444432854652405,
0.47916653752326965,
0.558139443397522,
0.5978259444236755,
0.3502824008464813,
0.32911381125450134,
0.44976064562797546,
0.3771427571773529,
0.35978829860687256,
0.3523808717727661,
0.4812833070755005,
0.5991188287734985,
0.35643553733825684,
0.36649200320243835,
0.7184464335441589,
0.5327101349830627,
0.4180789887905121,
0.6185566186904907,
0.6567163467407227,
0.35416656732559204,
0.372548907995224,
0.2758619785308838,
0.666666567325592,
0.42639580368995667,
0.4190475046634674,
0.4299998879432678,
0.446808397769928,
0.41666656732559204,
0.43835610151290894,
0.22966498136520386,
0.42051267623901367,
0.31884050369262695,
0.3301886022090912,
0.6666665077209473,
0.3999999165534973,
0.6424869298934937,
0.3677128851413727,
0.4788731336593628,
0.15859025716781616,
0.28712859749794006,
0.3118278682231903,
0.5714284777641296,
0.6972475647926331,
0.6344084739685059,
0.30208322405815125,
0.3942306339740753,
0.5887848734855652,
0.6445496082305908,
0.5523808598518372,
0.1844659447669983,
0.6739128828048706,
0.5130888819694519,
0.6161136031150818,
0.46874985098838806,
0.7729466557502747,
0.5492226481437683,
0.4834122061729431,
0.38144323229789734,
0.22916659712791443,
0.2553190290927887,
0.3693692684173584,
0.42857128381729126,
0.7979272603988647,
0.6568626165390015,
0.45595842599868774,
0.7074234485626221,
0.19095470011234283,
0.41095879673957825,
0.29743579030036926,
0.6701569557189941,
0.7019230127334595,
0.2923975884914398,
0.28723397850990295,
0.4301074147224426,
0.23580780625343323,
0.45714277029037476,
0.7058822512626648,
0.4148934781551361,
0.3195875287055969,
0.5904760956764221,
0.5317917466163635,
0.5405403971672058,
0.31249991059303284,
0.47963786125183105,
0.46601933240890503,
0.5561496019363403,
0.3267325758934021,
0.3152172863483429,
0.7692306041717529,
0.5499998927116394,
0.4343433380126953,
0.39805811643600464,
0.22549012303352356,
0.49999988079071045
],
"time": 6.298864328302443,
"param": null
},
{
"epoch": 74,
"train_loss": 0.008159023709595203,
"val_loss": 2.2931861877441406,
"acc": 45.98,
"f1": [
0.7512193918228149,
0.5510202646255493,
0.2758619785308838,
0.2105262726545334,
0.263374388217926,
0.4729062616825104,
0.44651150703430176,
0.5148513317108154,
0.5781989693641663,
0.6041665077209473,
0.35955044627189636,
0.32335323095321655,
0.4433496594429016,
0.36464083194732666,
0.3675675094127655,
0.35416656732559204,
0.5106381177902222,
0.6009388566017151,
0.390243798494339,
0.36842095851898193,
0.7227722406387329,
0.5302324295043945,
0.39560428261756897,
0.6305417418479919,
0.6699506640434265,
0.3999998867511749,
0.3823528587818146,
0.26086950302124023,
0.6868685483932495,
0.4248703718185425,
0.41346144676208496,
0.40796008706092834,
0.45128190517425537,
0.41935470700263977,
0.4292682111263275,
0.23041465878486633,
0.4210525155067444,
0.32160791754722595,
0.32258057594299316,
0.6403939127922058,
0.41711217164993286,
0.6305417418479919,
0.3861384987831116,
0.46363624930381775,
0.16901402175426483,
0.29292917251586914,
0.299465149641037,
0.5583755373954773,
0.7009344696998596,
0.6304346323013306,
0.27118635177612305,
0.39795905351638794,
0.5933012366294861,
0.6418603658676147,
0.5576921701431274,
0.16999994218349457,
0.7015705108642578,
0.5052630305290222,
0.6139533519744873,
0.47761180996894836,
0.7655500173568726,
0.5624998807907104,
0.4705880880355835,
0.3804876506328583,
0.2340424805879593,
0.26086944341659546,
0.3465345501899719,
0.4081631302833557,
0.7857141494750977,
0.6633164882659912,
0.4787232577800751,
0.689655065536499,
0.17840369045734406,
0.40191373229026794,
0.2829267382621765,
0.6770831346511841,
0.7192116975784302,
0.2937852144241333,
0.2793295085430145,
0.4408600926399231,
0.21904754638671875,
0.47846877574920654,
0.7109003663063049,
0.4083768427371979,
0.34736835956573486,
0.5870645046234131,
0.517646849155426,
0.5327101349830627,
0.30851057171821594,
0.49327346682548523,
0.4622640609741211,
0.5399999022483826,
0.32258057594299316,
0.3478259742259979,
0.7677723169326782,
0.5445543527603149,
0.40796008706092834,
0.39252325892448425,
0.1971830278635025,
0.4854367673397064
],
"time": 6.37783794477582,
"param": null
},
{
"epoch": 75,
"train_loss": 0.005458432715386152,
"val_loss": 2.454725742340088,
"acc": 46.06,
"f1": [
0.7499999403953552,
0.5775399804115295,
0.2870369255542755,
0.20987647771835327,
0.2477063536643982,
0.49729716777801514,
0.43835610151290894,
0.5170730352401733,
0.579439103603363,
0.6206895709037781,
0.38674020767211914,
0.2987011969089508,
0.48484835028648376,
0.3529410660266876,
0.38709667325019836,
0.3636362850666046,
0.45454537868499756,
0.6039602756500244,
0.3699999153614044,
0.3699420988559723,
0.7448978424072266,
0.5533979535102844,
0.4044942855834961,
0.633165717124939,
0.6407765746116638,
0.42162150144577026,
0.4083768427371979,
0.2545453906059265,
0.6632652282714844,
0.45833322405815125,
0.4072396755218506,
0.4221104085445404,
0.4545453190803528,
0.41758227348327637,
0.4319247901439667,
0.23111103475093842,
0.4183672070503235,
0.34042540192604065,
0.3076922297477722,
0.6633164882659912,
0.4180789887905121,
0.6358972787857056,
0.37209296226501465,
0.46009382605552673,
0.1545064002275467,
0.2636362612247467,
0.2727271616458893,
0.5520831942558289,
0.7123286128044128,
0.6262625455856323,
0.2629106938838959,
0.4190475046634674,
0.587155818939209,
0.657534122467041,
0.5395347476005554,
0.19047613441944122,
0.6703295111656189,
0.5027320981025696,
0.6046510338783264,
0.47619035840034485,
0.7605632543563843,
0.5527637004852295,
0.47787603735923767,
0.3881855607032776,
0.2424241602420807,
0.2793295085430145,
0.36792439222335815,
0.4299064576625824,
0.7960197329521179,
0.6599999070167542,
0.5125626921653748,
0.672810971736908,
0.1834060400724411,
0.3999999165534973,
0.3047617971897125,
0.6806281208992004,
0.7083331942558289,
0.3118278682231903,
0.28855711221694946,
0.4432988464832306,
0.24413138628005981,
0.48484835028648376,
0.7142855525016785,
0.4245808720588684,
0.3386242389678955,
0.5911328792572021,
0.5172412991523743,
0.5428570508956909,
0.28723397850990295,
0.4912279546260834,
0.47761180996894836,
0.5492226481437683,
0.320441871881485,
0.3232322335243225,
0.7835050225257874,
0.5155554413795471,
0.40999990701675415,
0.4056602716445923,
0.22680403292179108,
0.48167529702186584
],
"time": 6.103769041597843,
"param": null
},
{
"epoch": 76,
"train_loss": 1.9141820669174194,
"val_loss": 4.46157169342041,
"acc": 20.9,
"f1": [
0.531745970249176,
0.32432422041893005,
0.1403508186340332,
0.03738315775990486,
0.019801972433924675,
0.20329667627811432,
0.24999994039535522,
0.0806451216340065,
0.09523806720972061,
0.12476721405982971,
0.1866666078567505,
0.1290322095155716,
0.14081142842769623,
0.21621616184711456,
0.2739725112915039,
0.05882347747683525,
0.08139529079198837,
0.22549012303352356,
0.2014387845993042,
0.18068529665470123,
0.16507934033870697,
0.238805890083313,
0.26666659116744995,
0.07619044184684753,
0.4594593644142151,
0.16974163055419922,
0.11214949190616608,
0.0,
0.25599992275238037,
0.20689646899700165,
0.16528919339179993,
0.07843131572008133,
0.210526242852211,
0.1774192750453949,
0.019801972433924675,
0.0806451216340065,
0.01960783451795578,
0.057970959693193436,
0.040816277265548706,
0.22065721452236176,
0.1580246537923813,
0.5652172565460205,
0.01960783451795578,
0.0,
0.05084741488099098,
0.037037014961242676,
0.14876028895378113,
0.30270257592201233,
0.362318754196167,
0.14285708963871002,
0.0,
0.23232315480709076,
0.3649634122848511,
0.5199998617172241,
0.27350419759750366,
0.05357140302658081,
0.3414632976055145,
0.27096763253211975,
0.3459458649158478,
0.24999994039535522,
0.490028440952301,
0.35443025827407837,
0.39106133580207825,
0.16363632678985596,
0.038834936916828156,
0.12173908948898315,
0.03846152126789093,
0.22058817744255066,
0.4274808168411255,
0.3014705181121826,
0.019047604873776436,
0.33260390162467957,
0.08264458924531937,
0.20408158004283905,
0.019801972433924675,
0.4434387683868408,
0.4493670165538788,
0.0,
0.01941746659576893,
0.12612608075141907,
0.018348604440689087,
0.13740453124046326,
0.6138612627983093,
0.29118767380714417,
0.11822658032178879,
0.3398691415786743,
0.2652328908443451,
0.17124390602111816,
0.03921567276120186,
0.05714283511042595,
0.05825240537524223,
0.2399999350309372,
0.2521738111972809,
0.0,
0.2177913784980774,
0.3694778084754944,
0.054054029285907745,
0.09999995678663254,
0.08759118616580963,
0.29813653230667114
],
"time": 6.174354936927557,
"param": null
},
{
"epoch": 77,
"train_loss": 1.3921799659729004,
"val_loss": 3.3620975017547607,
"acc": 27.09,
"f1": [
0.45859864354133606,
0.43850257992744446,
0.11834313720464706,
0.2025315761566162,
0.03448272496461868,
0.22127652168273926,
0.2953019142150879,
0.24793381989002228,
0.3798881769180298,
0.3307492733001709,
0.24512529373168945,
0.18705028295516968,
0.16151200234889984,
0.22222216427326202,
0.2659573554992676,
0.21428565680980682,
0.26997238397598267,
0.2033897489309311,
0.2597401440143585,
0.22784802317619324,
0.4646463692188263,
0.3874998986721039,
0.33333319425582886,
0.17647051811218262,
0.41441428661346436,
0.16143491864204407,
0.30769219994544983,
0.08474572747945786,
0.3981480300426483,
0.26751580834388733,
0.17283941805362701,
0.2790696620941162,
0.2614377737045288,
0.33333319425582886,
0.13008125126361847,
0.16030527651309967,
0.03738315775990486,
0.10606056451797485,
0.17391300201416016,
0.3355262577533722,
0.17132213711738586,
0.331034392118454,
0.056603748351335526,
0.03846152126789093,
0.09090902656316757,
0.11695900559425354,
0.2167486995458603,
0.3267972767353058,
0.5548385381698608,
0.1415928602218628,
0.0491802878677845,
0.14925366640090942,
0.5121949315071106,
0.5762709975242615,
0.16528919339179993,
0.07874010503292084,
0.47619032859802246,
0.3053433895111084,
0.345177561044693,
0.3157894015312195,
0.4507041871547699,
0.23703694343566895,
0.45312491059303284,
0.31884047389030457,
0.05555552989244461,
0.07352935522794724,
0.22222214937210083,
0.23036640882492065,
0.4503816068172455,
0.39543718099594116,
0.3374998867511749,
0.2620232105255127,
0.054794467985630035,
0.3405795991420746,
0.12698407471179962,
0.3937006890773773,
0.5053379535675049,
0.1450776606798172,
0.1499999463558197,
0.3151514232158661,
0.01626013033092022,
0.280373752117157,
0.6831682324409485,
0.1639343649148941,
0.18253964185714722,
0.2393161654472351,
0.253807008266449,
0.2790696918964386,
0.07207204401493073,
0.24637670814990997,
0.2965516448020935,
0.43093910813331604,
0.0701754093170166,
0.14399996399879456,
0.5161288380622864,
0.2964508831501007,
0.22222214937210083,
0.2556390166282654,
0.14718610048294067,
0.34814804792404175
],
"time": 6.257818697951734,
"param": null
},
{
"epoch": 78,
"train_loss": 1.16771399974823,
"val_loss": 3.3736119270324707,
"acc": 34.26,
"f1": [
0.5766422748565674,
0.3636362850666046,
0.0504201278090477,
0.21093745529651642,
0.20408158004283905,
0.2813454866409302,
0.2837836742401123,
0.3053433895111084,
0.39682528376579285,
0.49011847376823425,
0.22614836692810059,
0.1733332872390747,
0.2955974340438843,
0.2658226788043976,
0.2653060257434845,
0.21238930523395538,
0.4493390619754791,
0.4729062616825104,
0.2783504128456116,
0.28742504119873047,
0.6375544667243958,
0.3628317713737488,
0.29850736260414124,
0.39160826802253723,
0.535353422164917,
0.18508994579315186,
0.3905324339866638,
0.12857137620449066,
0.41216206550598145,
0.3936169147491455,
0.335570365190506,
0.3699999153614044,
0.24113468825817108,
0.3858267068862915,
0.16666659712791443,
0.06349202245473862,
0.265060156583786,
0.2371133416891098,
0.13533830642700195,
0.49484527111053467,
0.18345318734645844,
0.636871337890625,
0.1503758728504181,
0.37125736474990845,
0.12499994784593582,
0.25274714827537537,
0.15157891809940338,
0.3829786479473114,
0.5897434949874878,
0.4311376214027405,
0.19428564608097076,
0.2797201871871948,
0.6051281094551086,
0.5595853924751282,
0.4947367310523987,
0.15757569670677185,
0.5670101642608643,
0.40624988079071045,
0.48717936873435974,
0.3468207120895386,
0.6273061633110046,
0.3971630334854126,
0.40590396523475647,
0.3478259742259979,
0.07633582502603531,
0.1546391248703003,
0.2433861643075943,
0.38541653752326965,
0.6592177152633667,
0.404255211353302,
0.3976607024669647,
0.47210294008255005,
0.0707964226603508,
0.3066665530204773,
0.21951214969158173,
0.5699480772018433,
0.5813952088356018,
0.13888882100582123,
0.17333325743675232,
0.43956032395362854,
0.0707964226603508,
0.3586955666542053,
0.5486109852790833,
0.29319363832473755,
0.22471901774406433,
0.49606287479400635,
0.44210511445999146,
0.43881845474243164,
0.18439710140228271,
0.32352930307388306,
0.37681150436401367,
0.46874985098838806,
0.21126753091812134,
0.17910441756248474,
0.6249998807907104,
0.41346144676208496,
0.36521732807159424,
0.2485205978155136,
0.14190684258937836,
0.3699999153614044
],
"time": 6.185068880207837,
"param": null
},
{
"epoch": 79,
"train_loss": 0.8479176759719849,
"val_loss": 3.3394370079040527,
"acc": 33.74,
"f1": [
0.5092023611068726,
0.4406778812408447,
0.19935686886310577,
0.17142851650714874,
0.1809523105621338,
0.327868789434433,
0.228571355342865,
0.41711217164993286,
0.46808499097824097,
0.5031445622444153,
0.23809516429901123,
0.14084503054618835,
0.33587777614593506,
0.25352105498313904,
0.2658226788043976,
0.18705029785633087,
0.3225805461406708,
0.3786981403827667,
0.3084576427936554,
0.2543858587741852,
0.635837972164154,
0.3537413775920868,
0.31999990344047546,
0.41358017921447754,
0.5273630023002625,
0.24418595433235168,
0.30833324790000916,
0.2121211439371109,
0.5875704884529114,
0.30769219994544983,
0.4086955785751343,
0.3523808717727661,
0.26666659116744995,
0.3899998664855957,
0.3406592309474945,
0.19230763614177704,
0.26373621821403503,
0.3065692186355591,
0.1558440923690796,
0.44537800550460815,
0.253807008266449,
0.6272187829017639,
0.2716048061847687,
0.2999999225139618,
0.09230764210224152,
0.17073164880275726,
0.22222214937210083,
0.4489794969558716,
0.44274798035621643,
0.4634920358657837,
0.16666662693023682,
0.28310492634773254,
0.5084744095802307,
0.5433961153030396,
0.3603132367134094,
0.10975604504346848,
0.5070421695709229,
0.3557046055793762,
0.46153831481933594,
0.3779526650905609,
0.5882351398468018,
0.4942527115345001,
0.5024629235267639,
0.2512076795101166,
0.1645020991563797,
0.1951218843460083,
0.17910441756248474,
0.32231393456459045,
0.7213113307952881,
0.5465114712715149,
0.38914018869400024,
0.4774192273616791,
0.12745094299316406,
0.32941165566444397,
0.2341136336326599,
0.5462183356285095,
0.5632182359695435,
0.1916167140007019,
0.10937494784593582,
0.3566878139972687,
0.09944745898246765,
0.3521125614643097,
0.6732671856880188,
0.22535203397274017,
0.24539868533611298,
0.4402514398097992,
0.4087590277194977,
0.3795619308948517,
0.20155030488967896,
0.2148759514093399,
0.3975902497768402,
0.4606740176677704,
0.2598424553871155,
0.21897803246974945,
0.543046236038208,
0.39473676681518555,
0.31932762265205383,
0.33333322405815125,
0.13714279234409332,
0.35121941566467285
],
"time": 6.127397551201284,
"param": null
},
{
"epoch": 80,
"train_loss": 0.5904197692871094,
"val_loss": 3.5480797290802,
"acc": 38.53,
"f1": [
0.7340423464775085,
0.5199998617172241,
0.20779214799404144,
0.2054053246974945,
0.22549012303352356,
0.35051536560058594,
0.3209875524044037,
0.46636757254600525,
0.5164318084716797,
0.5583755373954773,
0.2173912227153778,
0.20512813329696655,
0.35627520084381104,
0.3071160316467285,
0.3157894015312195,
0.3026314675807953,
0.4222221076488495,
0.4852069914340973,
0.2580644190311432,
0.3272726535797119,
0.696078360080719,
0.4588233530521393,
0.30125513672828674,
0.45714277029037476,
0.5744680166244507,
0.28571417927742004,
0.2588234543800354,
0.21126753091812134,
0.5670101642608643,
0.35460981726646423,
0.4041449725627899,
0.32051271200180054,
0.2622949779033661,
0.4083332419395447,
0.3148147463798523,
0.2406638264656067,
0.3118278682231903,
0.2660098075866699,
0.21714277565479279,
0.4152248203754425,
0.372548907995224,
0.5840706825256348,
0.2843601107597351,
0.4046241343021393,
0.14723920822143555,
0.27999991178512573,
0.26540276408195496,
0.5185183882713318,
0.5991559624671936,
0.40740731358528137,
0.21590900421142578,
0.3474177420139313,
0.5728154182434082,
0.5674417018890381,
0.49586769938468933,
0.12413787841796875,
0.5679011344909668,
0.4541061818599701,
0.45569613575935364,
0.3703702688217163,
0.6374998688697815,
0.5232557058334351,
0.5277776718139648,
0.37433144450187683,
0.1935483068227768,
0.1258740872144699,
0.27884605526924133,
0.37288129329681396,
0.7322402596473694,
0.6195651292800903,
0.44444435834884644,
0.46808499097824097,
0.15189866721630096,
0.3402060866355896,
0.2745096981525421,
0.633333146572113,
0.6926827430725098,
0.24285705387592316,
0.1550387144088745,
0.4411763548851013,
0.16842101514339447,
0.3389829695224762,
0.6090224385261536,
0.4081631302833557,
0.28971952199935913,
0.5341613292694092,
0.467661589384079,
0.4163264036178589,
0.280898779630661,
0.3666665554046631,
0.3373492956161499,
0.48387083411216736,
0.32558128237724304,
0.246575266122818,
0.6951870322227478,
0.3999999463558197,
0.20312491059303284,
0.3100774586200714,
0.210526242852211,
0.3945577144622803
],
"time": 6.026276454329491,
"param": null
},
{
"epoch": 81,
"train_loss": 0.37977030873298645,
"val_loss": 3.394979953765869,
"acc": 38.7,
"f1": [
0.7537687420845032,
0.5174128413200378,
0.22399991750717163,
0.15384609997272491,
0.2208588421344757,
0.3837208151817322,
0.3424123525619507,
0.44808733463287354,
0.5561496019363403,
0.4573642313480377,
0.28767114877700806,
0.26415085792541504,
0.3230239748954773,
0.2389935851097107,
0.3950616121292114,
0.2258063703775406,
0.45714277029037476,
0.5637064576148987,
0.31939154863357544,
0.25080376863479614,
0.5726870894432068,
0.5812807083129883,
0.35955044627189636,
0.5764191746711731,
0.6190474629402161,
0.3231440484523773,
0.30303019285202026,
0.2419928014278412,
0.5581393837928772,
0.38636353611946106,
0.43518510460853577,
0.3697478175163269,
0.33492809534072876,
0.31623923778533936,
0.2553190588951111,
0.19428564608097076,
0.28776970505714417,
0.22822818160057068,
0.2456139624118805,
0.5021275877952576,
0.32804223895072937,
0.5641024112701416,
0.23430955410003662,
0.3959389626979828,
0.1749999076128006,
0.1891891211271286,
0.29319363832473755,
0.41666656732559204,
0.5714284181594849,
0.49689429998397827,
0.1931033730506897,
0.36162352561950684,
0.4788731634616852,
0.5773194432258606,
0.48205116391181946,
0.15525108575820923,
0.5401459336280823,
0.46376800537109375,
0.47967469692230225,
0.2820512056350708,
0.7203789353370667,
0.4142855703830719,
0.502282977104187,
0.35121941566467285,
0.14184391498565674,
0.1916166990995407,
0.2658226788043976,
0.3661970794200897,
0.7234041690826416,
0.6048778891563416,
0.31081071496009827,
0.569696843624115,
0.14107878506183624,
0.3523315489292145,
0.2564101815223694,
0.5444443225860596,
0.6865670084953308,
0.2127659022808075,
0.20155030488967896,
0.39148926734924316,
0.10447756201028824,
0.38392844796180725,
0.6141730546951294,
0.3756905198097229,
0.32432422041893005,
0.4741378724575043,
0.4938269853591919,
0.47619038820266724,
0.2272726595401764,
0.3722943067550659,
0.4316546320915222,
0.43055543303489685,
0.2696628272533417,
0.21126753091812134,
0.707547128200531,
0.48958322405815125,
0.28571420907974243,
0.3166022300720215,
0.18274106085300446,
0.2769230008125305
],
"time": 6.01403306145221,
"param": null
},
{
"epoch": 82,
"train_loss": 0.2785175144672394,
"val_loss": 2.958219289779663,
"acc": 39.41,
"f1": [
0.7099998593330383,
0.5099998712539673,
0.2446807622909546,
0.20270264148712158,
0.17610056698322296,
0.3779526650905609,
0.4102562963962555,
0.37681150436401367,
0.5384613871574402,
0.466666579246521,
0.29213473200798035,
0.20091316103935242,
0.33684200048446655,
0.3517586886882782,
0.3703702688217163,
0.2696628272533417,
0.3703702986240387,
0.5497074723243713,
0.2972972095012665,
0.3373492956161499,
0.680412232875824,
0.4418603479862213,
0.3636362552642822,
0.5441694855690002,
0.6321242451667786,
0.28019312024116516,
0.33093518018722534,
0.19672124087810516,
0.48648643493652344,
0.3950616121292114,
0.38674020767211914,
0.3171520233154297,
0.33606547117233276,
0.36815908551216125,
0.3414633274078369,
0.1818181425333023,
0.31067952513694763,
0.32142847776412964,
0.24324318766593933,
0.5024153590202332,
0.3266931176185608,
0.6077346205711365,
0.34482747316360474,
0.42528724670410156,
0.12048186361789703,
0.24999992549419403,
0.282828152179718,
0.48076915740966797,
0.6229507327079773,
0.5319147706031799,
0.22047238051891327,
0.4041449725627899,
0.5482232570648193,
0.6454544067382812,
0.4947367310523987,
0.1924685686826706,
0.5989846587181091,
0.44537800550460815,
0.48453593254089355,
0.3468207120895386,
0.6363635063171387,
0.5384613871574402,
0.4945053458213806,
0.2929935157299042,
0.16666659712791443,
0.24999991059303284,
0.28965505957603455,
0.39631327986717224,
0.7227722406387329,
0.5844747424125671,
0.4363635182380676,
0.5357142090797424,
0.17801040410995483,
0.3599999248981476,
0.23021577298641205,
0.6153843998908997,
0.5693429112434387,
0.152671679854393,
0.29677411913871765,
0.3741934299468994,
0.15950913727283478,
0.36559128761291504,
0.7236180305480957,
0.3771427571773529,
0.28571417927742004,
0.48780474066734314,
0.5081079602241516,
0.38095223903656006,
0.2674417495727539,
0.40624991059303284,
0.4418603479862213,
0.4731181561946869,
0.26455017924308777,
0.228571355342865,
0.6416665315628052,
0.4585364758968353,
0.3879309296607971,
0.3370785713195801,
0.15430262684822083,
0.3648647665977478
],
"time": 6.078520820476115,
"param": null
},
{
"epoch": 83,
"train_loss": 0.1680624634027481,
"val_loss": 3.149245023727417,
"acc": 39.85,
"f1": [
0.6324109435081482,
0.5057469606399536,
0.2719297707080841,
0.24031001329421997,
0.2075471132993698,
0.4210525155067444,
0.48587560653686523,
0.429447740316391,
0.5595237016677856,
0.5020919442176819,
0.31034475564956665,
0.22222214937210083,
0.45918354392051697,
0.37768232822418213,
0.3459458649158478,
0.33027511835098267,
0.4338623583316803,
0.5154638290405273,
0.31249991059303284,
0.2536584436893463,
0.7311826348304749,
0.46017688512802124,
0.3654821515083313,
0.43850257992744446,
0.6419751644134521,
0.35121941566467285,
0.3369564116001129,
0.32812491059303284,
0.5132074356079102,
0.37735840678215027,
0.40552979707717896,
0.36619704961776733,
0.37499985098838806,
0.27199992537498474,
0.3765689730644226,
0.1935483068227768,
0.36144572496414185,
0.26086947321891785,
0.2279411107301712,
0.49999988079071045,
0.29268285632133484,
0.5060240030288696,
0.22929932177066803,
0.34246566891670227,
0.08450698852539062,
0.23232315480709076,
0.3025209605693817,
0.48913031816482544,
0.6137182712554932,
0.4733726978302002,
0.17241372168064117,
0.35820886492729187,
0.5906734466552734,
0.56126469373703,
0.5684208869934082,
0.1499999612569809,
0.5999998450279236,
0.4999998211860657,
0.5026176571846008,
0.4311925768852234,
0.6417111158370972,
0.47953203320503235,
0.43269219994544983,
0.2909089922904968,
0.23300965130329132,
0.2244897186756134,
0.2991451919078827,
0.3952568471431732,
0.7216493487358093,
0.5999999046325684,
0.3783782720565796,
0.5460749864578247,
0.13526564836502075,
0.29896897077560425,
0.18461529910564423,
0.620320737361908,
0.5806450843811035,
0.16999994218349457,
0.24175815284252167,
0.36158180236816406,
0.17204295098781586,
0.43298953771591187,
0.6835440993309021,
0.367346853017807,
0.4161849021911621,
0.5728154182434082,
0.4302324652671814,
0.4218180775642395,
0.18749991059303284,
0.46632111072540283,
0.3999998867511749,
0.49999988079071045,
0.3068180978298187,
0.24137921631336212,
0.6454182267189026,
0.47572803497314453,
0.36144572496414185,
0.3553718030452728,
0.14444437623023987,
0.4257424473762512
],
"time": 6.192775533534586,
"param": null
},
{
"epoch": 84,
"train_loss": 0.14869454503059387,
"val_loss": 3.314582109451294,
"acc": 40.8,
"f1": [
0.629441499710083,
0.5135133862495422,
0.2588234543800354,
0.2421524077653885,
0.1675977110862732,
0.4303796589374542,
0.4598929286003113,
0.46082934737205505,
0.4931505620479584,
0.49565204977989197,
0.22346359491348267,
0.2243901938199997,
0.3999998867511749,
0.331707239151001,
0.29464277625083923,
0.2674417495727539,
0.3831416666507721,
0.6101693511009216,
0.289308100938797,
0.26315784454345703,
0.6767675280570984,
0.45238080620765686,
0.3529411256313324,
0.45454534888267517,
0.6270268559455872,
0.3411763310432434,
0.3739129900932312,
0.2258063703775406,
0.558139443397522,
0.38251355290412903,
0.4266665577888489,
0.4093022048473358,
0.4111110270023346,
0.36815908551216125,
0.34343424439430237,
0.1226993277668953,
0.2812499403953552,
0.2870812714099884,
0.2727271318435669,
0.5681816935539246,
0.2845849096775055,
0.6183573603630066,
0.3370785713195801,
0.45263150334358215,
0.21874994039535522,
0.2434781938791275,
0.1971830427646637,
0.5333331823348999,
0.6632652282714844,
0.5612244009971619,
0.2413792610168457,
0.3313608467578888,
0.5991188287734985,
0.6384975910186768,
0.467661589384079,
0.08391603082418442,
0.6195651292800903,
0.487046480178833,
0.48309168219566345,
0.3999998867511749,
0.6863903999328613,
0.49999988079071045,
0.4142010807991028,
0.3976607024669647,
0.23776215314865112,
0.22222216427326202,
0.24999989569187164,
0.3804876506328583,
0.6880732178688049,
0.5490195155143738,
0.3225805461406708,
0.6638653874397278,
0.14371250569820404,
0.30337071418762207,
0.26666659116744995,
0.609625518321991,
0.6245058178901672,
0.13749992847442627,
0.2888887822628021,
0.3428570628166199,
0.21390368044376373,
0.3934425115585327,
0.6594592928886414,
0.3851350247859955,
0.3578946590423584,
0.5113635063171387,
0.4308941662311554,
0.4787643849849701,
0.30487796664237976,
0.42687737941741943,
0.44268766045570374,
0.5780345797538757,
0.28925609588623047,
0.2485874742269516,
0.7090908288955688,
0.47499990463256836,
0.35051536560058594,
0.4736841320991516,
0.13533830642700195,
0.4489794969558716
],
"time": 6.234402514062822,
"param": null
},
{
"epoch": 85,
"train_loss": 0.09492418169975281,
"val_loss": 3.4182968139648438,
"acc": 39.8,
"f1": [
0.622641384601593,
0.4626865088939667,
0.239999920129776,
0.251428484916687,
0.24727267026901245,
0.3678159713745117,
0.3950616121292114,
0.4096384644508362,
0.6054052114486694,
0.6086955666542053,
0.16455689072608948,
0.2699999213218689,
0.36633655428886414,
0.30769217014312744,
0.33466124534606934,
0.2543858587741852,
0.42285704612731934,
0.5428570508956909,
0.3523808717727661,
0.31372541189193726,
0.7085712552070618,
0.5341613292694092,
0.34482747316360474,
0.5168538093566895,
0.622641384601593,
0.3534882664680481,
0.31632643938064575,
0.2685184180736542,
0.56126469373703,
0.3692306578159332,
0.3648647665977478,
0.3485476076602936,
0.35074618458747864,
0.3540668785572052,
0.3696681261062622,
0.1619046926498413,
0.29107969999313354,
0.291139155626297,
0.29268282651901245,
0.5798815488815308,
0.3551400303840637,
0.645502507686615,
0.2290075570344925,
0.28965505957603455,
0.18064510822296143,
0.2310468554496765,
0.24580998718738556,
0.5599998831748962,
0.6781607270240784,
0.5728641748428345,
0.2062779664993286,
0.3406592309474945,
0.5953487157821655,
0.6346153020858765,
0.3763836622238159,
0.1333332657814026,
0.6632652282714844,
0.3549486994743347,
0.4302324652671814,
0.49999988079071045,
0.7024388909339905,
0.5027320981025696,
0.4469272196292877,
0.3440859317779541,
0.19459453225135803,
0.23571421205997467,
0.28776970505714417,
0.3617020547389984,
0.6976743340492249,
0.6039602756500244,
0.34343424439430237,
0.6320753693580627,
0.17441853880882263,
0.3739129900932312,
0.2424241602420807,
0.5568180084228516,
0.5892114639282227,
0.2348177433013916,
0.20731700956821442,
0.41007187962532043,
0.1835748255252838,
0.34042543172836304,
0.7238093614578247,
0.36046499013900757,
0.32369929552078247,
0.5310733318328857,
0.47826072573661804,
0.509316623210907,
0.2749998867511749,
0.45751625299453735,
0.43373486399650574,
0.5023254752159119,
0.24475516378879547,
0.25396814942359924,
0.7499998807907104,
0.4150942265987396,
0.3144652843475342,
0.3678159713745117,
0.188888818025589,
0.3868311941623688
],
"time": 6.172443015500903,
"param": null
},
{
"epoch": 86,
"train_loss": 0.11931885033845901,
"val_loss": 3.2283785343170166,
"acc": 41.89,
"f1": [
0.6968324184417725,
0.5581393837928772,
0.31428563594818115,
0.1729728877544403,
0.2288556545972824,
0.3977271616458893,
0.4161849021911621,
0.46153831481933594,
0.5918366312980652,
0.5414363145828247,
0.31390124559402466,
0.193548321723938,
0.3771427571773529,
0.34523800015449524,
0.2999999225139618,
0.31249991059303284,
0.4230768084526062,
0.5463916063308716,
0.34513264894485474,
0.3139533996582031,
0.7173911929130554,
0.49011847376823425,
0.37185919284820557,
0.5432097911834717,
0.6703295111656189,
0.29292917251586914,
0.34972667694091797,
0.30115818977355957,
0.5333333015441895,
0.4324323236942291,
0.43749988079071045,
0.38251355290412903,
0.3535352647304535,
0.40609124302864075,
0.43049317598342896,
0.21686740219593048,
0.3299999237060547,
0.3169397711753845,
0.28181809186935425,
0.5425099730491638,
0.35820886492729187,
0.6030149459838867,
0.3838382363319397,
0.40191373229026794,
0.16304342448711395,
0.27329182624816895,
0.26993855834007263,
0.5151513814926147,
0.666666567325592,
0.5624998807907104,
0.2602229714393616,
0.36018943786621094,
0.5887848734855652,
0.6043955087661743,
0.5022420287132263,
0.13973794877529144,
0.6732671856880188,
0.4615383744239807,
0.5561496019363403,
0.4248703718185425,
0.723404049873352,
0.5434780716896057,
0.47619035840034485,
0.4041449725627899,
0.19875767827033997,
0.22330091893672943,
0.2532750070095062,
0.4190475046634674,
0.7572813630104065,
0.6054052114486694,
0.46534639596939087,
0.43749985098838806,
0.1376146376132965,
0.3272726535797119,
0.28054288029670715,
0.6145831942558289,
0.5999998450279236,
0.28054288029670715,
0.2521738111972809,
0.3939392864704132,
0.22471901774406433,
0.4431816637516022,
0.7439612150192261,
0.39449530839920044,
0.3783782720565796,
0.4817517399787903,
0.4096384346485138,
0.47169798612594604,
0.23863628506660461,
0.4111110270023346,
0.47916653752326965,
0.5533979535102844,
0.26395928859710693,
0.323809415102005,
0.7272725701332092,
0.48044681549072266,
0.3463686406612396,
0.39676105976104736,
0.21999992430210114,
0.3959389626979828
],
"time": 6.174511921592057,
"param": null
},
{
"epoch": 87,
"train_loss": 0.048656951636075974,
"val_loss": 3.2906765937805176,
"acc": 41.77,
"f1": [
0.7076921463012695,
0.5240640044212341,
0.24999991059303284,
0.25233638286590576,
0.2617800235748291,
0.4248703718185425,
0.39473676681518555,
0.4338623583316803,
0.6019416451454163,
0.5132741928100586,
0.314606636762619,
0.21965309977531433,
0.40329205989837646,
0.3699420988559723,
0.2810809910297394,
0.32124343514442444,
0.4533332288265228,
0.5297296643257141,
0.31999990344047546,
0.3315507173538208,
0.6742855310440063,
0.4954127371311188,
0.4324323236942291,
0.5467625260353088,
0.6049381494522095,
0.3981480300426483,
0.37349388003349304,
0.23529404401779175,
0.5662099123001099,
0.38150280714035034,
0.4174756109714508,
0.41666656732559204,
0.3980098366737366,
0.387096643447876,
0.3421051502227783,
0.1809523105621338,
0.3583814203739166,
0.2872926890850067,
0.26373621821403503,
0.5702126026153564,
0.3580785095691681,
0.6458331942558289,
0.3316061198711395,
0.452830046415329,
0.15789468586444855,
0.24999991059303284,
0.2522521913051605,
0.5123152136802673,
0.6903551816940308,
0.53465336561203,
0.21395343542099,
0.37179476022720337,
0.5829595327377319,
0.6090908050537109,
0.4860556721687317,
0.1747572422027588,
0.6865670084953308,
0.5048542022705078,
0.5119045972824097,
0.4347825050354004,
0.7281104326248169,
0.5238093733787537,
0.46242761611938477,
0.3846152722835541,
0.1789472997188568,
0.25396814942359924,
0.34224584698677063,
0.3628690838813782,
0.7512688636779785,
0.6276593804359436,
0.39189180731773376,
0.6129031181335449,
0.1799999475479126,
0.3529410660266876,
0.24999991059303284,
0.6249998807907104,
0.662983238697052,
0.2774565517902374,
0.2658226788043976,
0.40740731358528137,
0.21319790184497833,
0.41379299759864807,
0.725490152835846,
0.39631327986717224,
0.33128824830055237,
0.50862056016922,
0.5030673146247864,
0.4343433380126953,
0.19875767827033997,
0.48039206862449646,
0.46956515312194824,
0.5130888819694519,
0.3431371748447418,
0.30999991297721863,
0.7150257229804993,
0.4799998700618744,
0.37499991059303284,
0.33333322405815125,
0.18181811273097992,
0.4043714702129364
],
"time": 6.1662928415462375,
"param": null
},
{
"epoch": 88,
"train_loss": 0.04151356965303421,
"val_loss": 3.0462331771850586,
"acc": 41.42,
"f1": [
0.725490152835846,
0.4705880880355835,
0.25961530208587646,
0.2075471132993698,
0.20430098474025726,
0.3566878139972687,
0.42290738224983215,
0.45685264468193054,
0.5660375952720642,
0.5744680166244507,
0.3119265139102936,
0.22988496720790863,
0.37962955236434937,
0.3657141625881195,
0.25157222151756287,
0.32941165566444397,
0.3846152722835541,
0.4969695806503296,
0.29508185386657715,
0.3555554449558258,
0.6785712838172913,
0.48920851945877075,
0.41346144676208496,
0.47058814764022827,
0.633333146572113,
0.35051536560058594,
0.4022345542907715,
0.2830768823623657,
0.636871337890625,
0.43979042768478394,
0.411984920501709,
0.39583319425582886,
0.3373492956161499,
0.4105958938598633,
0.3846152722835541,
0.21904754638671875,
0.36241599917411804,
0.34554967284202576,
0.3013697862625122,
0.42724454402923584,
0.37777766585350037,
0.6666665077209473,
0.3809523284435272,
0.41052618622779846,
0.19383254647254944,
0.21839071810245514,
0.24580998718738556,
0.5145629644393921,
0.6339284181594849,
0.5065500736236572,
0.19607838988304138,
0.3886638879776001,
0.5545453429222107,
0.5991559624671936,
0.5110130310058594,
0.15294109284877777,
0.6445496082305908,
0.4792625606060028,
0.5076140761375427,
0.4493390619754791,
0.6951870322227478,
0.517646849155426,
0.48044681549072266,
0.334727942943573,
0.19999992847442627,
0.3248729705810547,
0.2758619785308838,
0.3698112368583679,
0.7511736154556274,
0.6276593804359436,
0.5026176571846008,
0.5638296604156494,
0.1845237910747528,
0.28220847249031067,
0.2491348832845688,
0.5570775270462036,
0.6766167879104614,
0.2599999010562897,
0.22485199570655823,
0.41379299759864807,
0.17964066565036774,
0.45238080620765686,
0.7549017667770386,
0.3975902497768402,
0.33962252736091614,
0.4836064279079437,
0.46938762068748474,
0.5325441956520081,
0.2399999350309372,
0.44571414589881897,
0.47474732995033264,
0.4973543584346771,
0.22929932177066803,
0.2617800235748291,
0.6496813893318176,
0.4573642313480377,
0.3743841052055359,
0.36686381697654724,
0.22748807072639465,
0.35748788714408875
],
"time": 6.141133300960064,
"param": null
},
{
"epoch": 89,
"train_loss": 0.018127411603927612,
"val_loss": 3.1382174491882324,
"acc": 43.71,
"f1": [
0.7135133743286133,
0.49019595980644226,
0.2660549581050873,
0.21192045509815216,
0.23529404401779175,
0.36893191933631897,
0.40999990701675415,
0.5164833664894104,
0.6111109852790833,
0.5039998888969421,
0.29885047674179077,
0.21714277565479279,
0.4242422580718994,
0.42201822996139526,
0.3157893717288971,
0.4236452281475067,
0.5027320981025696,
0.5465114712715149,
0.32222211360931396,
0.3260868787765503,
0.7083331942558289,
0.5374448299407959,
0.44808733463287354,
0.5773194432258606,
0.6557375192642212,
0.36464083194732666,
0.40935659408569336,
0.368663489818573,
0.6132074594497681,
0.445652037858963,
0.4155843257904053,
0.40718549489974976,
0.3627450466156006,
0.40659332275390625,
0.3734438419342041,
0.25112098455429077,
0.33333325386047363,
0.35454532504081726,
0.28571420907974243,
0.5652172565460205,
0.36521732807159424,
0.6559138894081116,
0.3483870029449463,
0.46231144666671753,
0.1584157794713974,
0.29743579030036926,
0.2424241602420807,
0.5326631665229797,
0.6457397937774658,
0.5742572546005249,
0.23958325386047363,
0.4299064576625824,
0.5742572546005249,
0.6117646098136902,
0.49999988079071045,
0.20799992978572845,
0.6421051621437073,
0.4651161730289459,
0.5284972786903381,
0.4504503309726715,
0.7311826348304749,
0.5837836861610413,
0.49729716777801514,
0.37499991059303284,
0.2399999350309372,
0.28699544072151184,
0.2959182858467102,
0.42372873425483704,
0.7431692481040955,
0.6513760089874268,
0.49999988079071045,
0.5860464572906494,
0.15238089859485626,
0.3440859317779541,
0.3249998986721039,
0.6399998664855957,
0.6931816935539246,
0.23655906319618225,
0.29896897077560425,
0.40935659408569336,
0.20512814819812775,
0.45263150334358215,
0.6929823160171509,
0.3999998867511749,
0.41758227348327637,
0.5420559644699097,
0.49999988079071045,
0.5164318084716797,
0.35294109582901,
0.48484835028648376,
0.44554442167282104,
0.5376343131065369,
0.3272726535797119,
0.3167419731616974,
0.6995514035224915,
0.4857141971588135,
0.31372538208961487,
0.4095236659049988,
0.23107562959194183,
0.5052630305290222
],
"time": 6.035980292595923,
"param": null
},
{
"epoch": 90,
"train_loss": 0.010280229151248932,
"val_loss": 2.9395875930786133,
"acc": 43.66,
"f1": [
0.6787328720092773,
0.5151513814926147,
0.2793295085430145,
0.28426387906074524,
0.253807008266449,
0.3755457401275635,
0.423912912607193,
0.4819276034832001,
0.5980390906333923,
0.5042015910148621,
0.2955664098262787,
0.22784802317619324,
0.40517228841781616,
0.34224584698677063,
0.30588221549987793,
0.33962252736091614,
0.5257730484008789,
0.5840706825256348,
0.3269230127334595,
0.3348836302757263,
0.6734693050384521,
0.5742572546005249,
0.3783782720565796,
0.43708598613739014,
0.6737966537475586,
0.3089430034160614,
0.41717782616615295,
0.3406112492084503,
0.6019416451454163,
0.42639580368995667,
0.419999897480011,
0.41284388303756714,
0.35897424817085266,
0.35820886492729187,
0.4095236659049988,
0.22797919809818268,
0.3636362552642822,
0.3041473925113678,
0.3122362196445465,
0.6222221255302429,
0.3603602349758148,
0.6629211902618408,
0.37433144450187683,
0.47916653752326965,
0.18779337406158447,
0.2887699604034424,
0.28415289521217346,
0.5454543828964233,
0.6599999070167542,
0.5666665434837341,
0.23728805780410767,
0.43349742889404297,
0.6046510338783264,
0.6188339591026306,
0.5380709171295166,
0.16033749282360077,
0.6700506210327148,
0.5252523422241211,
0.5049503445625305,
0.4699452221393585,
0.6567163467407227,
0.5934064984321594,
0.5284972786903381,
0.3352600038051605,
0.21118006110191345,
0.2820512056350708,
0.27649760246276855,
0.3723403513431549,
0.7099998593330383,
0.6181817054748535,
0.46808499097824097,
0.6495725512504578,
0.14736837148666382,
0.4052862524986267,
0.3313608467578888,
0.620320737361908,
0.6761903762817383,
0.22727267444133759,
0.23312875628471375,
0.4232803285121918,
0.2065216600894928,
0.44444432854652405,
0.7564765214920044,
0.3838382363319397,
0.474226713180542,
0.4730289578437805,
0.5252523422241211,
0.49785396456718445,
0.2624998986721039,
0.47004595398902893,
0.45918354392051697,
0.5326085686683655,
0.26881712675094604,
0.290502667427063,
0.666666567325592,
0.49999988079071045,
0.36714968085289,
0.396135151386261,
0.1855669468641281,
0.5094338655471802
],
"time": 5.984381969086826,
"param": null
},
{
"epoch": 91,
"train_loss": 0.003502256702631712,
"val_loss": 2.810889482498169,
"acc": 44.61,
"f1": [
0.7246376276016235,
0.49523797631263733,
0.2616821527481079,
0.26881712675094604,
0.23636355996131897,
0.39130425453186035,
0.4210525155067444,
0.5057469606399536,
0.624390184879303,
0.5402842164039612,
0.262857049703598,
0.2531644403934479,
0.4311925768852234,
0.3351350426673889,
0.3367346227169037,
0.3555554449558258,
0.4949493706226349,
0.5990337133407593,
0.3184078335762024,
0.3350784480571747,
0.6938773989677429,
0.5470851063728333,
0.4365480840206146,
0.5303866267204285,
0.6598983407020569,
0.31372541189193726,
0.3657141625881195,
0.3253587782382965,
0.5999999046325684,
0.45595842599868774,
0.4484303891658783,
0.4226802885532379,
0.3959389626979828,
0.39252325892448425,
0.4242422580718994,
0.22222216427326202,
0.36649200320243835,
0.32432422041893005,
0.35185176134109497,
0.6024094820022583,
0.3743841052055359,
0.6421051621437073,
0.4236452281475067,
0.4688993990421295,
0.18269222974777222,
0.2829267382621765,
0.2736841142177582,
0.5279186367988586,
0.6545453667640686,
0.574585497379303,
0.26190465688705444,
0.419999897480011,
0.6415093541145325,
0.5999999046325684,
0.561576247215271,
0.20425525307655334,
0.6666665077209473,
0.56043940782547,
0.5583755373954773,
0.4630540609359741,
0.7230044603347778,
0.5911328792572021,
0.5188678503036499,
0.3636362552642822,
0.2569831311702728,
0.29268285632133484,
0.3111110329627991,
0.4018690288066864,
0.7317072153091431,
0.657534122467041,
0.49214646220207214,
0.5917601585388184,
0.15999993681907654,
0.41474640369415283,
0.30303019285202026,
0.659340500831604,
0.6517856121063232,
0.22988496720790863,
0.2843136191368103,
0.467661589384079,
0.239999920129776,
0.44444432854652405,
0.7192116975784302,
0.3980098366737366,
0.4656083285808563,
0.5221673846244812,
0.4745761454105377,
0.4769873321056366,
0.3515150547027588,
0.5116277933120728,
0.46601933240890503,
0.56043940782547,
0.2758619785308838,
0.306122362613678,
0.678413987159729,
0.46999987959861755,
0.3406592309474945,
0.39583319425582886,
0.19626161456108093,
0.4924621880054474
],
"time": 5.957963748835027,
"param": null
},
{
"epoch": 92,
"train_loss": 0.005643883254379034,
"val_loss": 2.676872730255127,
"acc": 46.14,
"f1": [
0.7692306637763977,
0.5436891913414001,
0.27488142251968384,
0.27173903584480286,
0.25233638286590576,
0.4299998879432678,
0.4265401363372803,
0.4873095452785492,
0.6255922317504883,
0.5851062536239624,
0.30303019285202026,
0.2754489779472351,
0.45714277029037476,
0.39378228783607483,
0.3529410660266876,
0.37999987602233887,
0.5172412991523743,
0.5853657722473145,
0.2934781610965729,
0.3636362850666046,
0.711340069770813,
0.5714284777641296,
0.44221094250679016,
0.6407765746116638,
0.6951870322227478,
0.3402060866355896,
0.38578668236732483,
0.415094256401062,
0.6439023613929749,
0.4565216302871704,
0.4485980272293091,
0.44791656732559204,
0.3846152722835541,
0.45544540882110596,
0.41346144676208496,
0.22222216427326202,
0.4153004288673401,
0.35532984137535095,
0.2962961792945862,
0.5999999046325684,
0.41666656732559204,
0.649214506149292,
0.3831774890422821,
0.48205116391181946,
0.1971830278635025,
0.29743579030036926,
0.25125616788864136,
0.5412842631340027,
0.6607141494750977,
0.625640869140625,
0.25555548071861267,
0.44554442167282104,
0.6339284181594849,
0.6384975910186768,
0.5507245063781738,
0.23300965130329132,
0.6979165077209473,
0.5654449462890625,
0.5380709171295166,
0.49999988079071045,
0.7887322306632996,
0.5882351994514465,
0.5024153590202332,
0.42253509163856506,
0.26373615860939026,
0.3495144844055176,
0.3091786503791809,
0.4331796169281006,
0.7499999403953552,
0.6699506640434265,
0.474226713180542,
0.6457397937774658,
0.1836734265089035,
0.39215680956840515,
0.30851057171821594,
0.6417111158370972,
0.697435736656189,
0.24999989569187164,
0.29629620909690857,
0.44444435834884644,
0.20192298293113708,
0.4566209018230438,
0.742574155330658,
0.40796008706092834,
0.4565216302871704,
0.5377357006072998,
0.5208331942558289,
0.5140186548233032,
0.309859037399292,
0.49765241146087646,
0.49999988079071045,
0.57297283411026,
0.3131312429904938,
0.3084576427936554,
0.7348835468292236,
0.5050503611564636,
0.3444443643093109,
0.38356152176856995,
0.24120594561100006,
0.487046480178833
],
"time": 5.996684949845076,
"param": null
},
{
"epoch": 93,
"train_loss": 0.0026748566888272762,
"val_loss": 2.6312499046325684,
"acc": 46.12,
"f1": [
0.7499999403953552,
0.5463413596153259,
0.26728102564811707,
0.2780747711658478,
0.2660943269729614,
0.4292682111263275,
0.4271843731403351,
0.46391740441322327,
0.6183573603630066,
0.5550238490104675,
0.30409345030784607,
0.2807016372680664,
0.4487804174423218,
0.39560428261756897,
0.3384614586830139,
0.37696322798728943,
0.5164833664894104,
0.5870645046234131,
0.32124343514442444,
0.35820886492729187,
0.7083331942558289,
0.5570775270462036,
0.4410255253314972,
0.6507176160812378,
0.6808508634567261,
0.35714274644851685,
0.3809523284435272,
0.396135151386261,
0.6376810669898987,
0.46808499097824097,
0.44651150703430176,
0.4190475046634674,
0.4019606411457062,
0.4607841968536377,
0.4230768084526062,
0.2376236915588379,
0.4083768427371979,
0.3419688045978546,
0.292035311460495,
0.6031745076179504,
0.4041449725627899,
0.6631014943122864,
0.37735840678215027,
0.4694834351539612,
0.198198139667511,
0.28999990224838257,
0.23923437297344208,
0.5507245063781738,
0.6666665077209473,
0.631578803062439,
0.25274714827537537,
0.4599998891353607,
0.635944664478302,
0.6481480002403259,
0.528846025466919,
0.21505369246006012,
0.6874998807907104,
0.5388599634170532,
0.5624998807907104,
0.487046480178833,
0.7846888303756714,
0.582914412021637,
0.5196077227592468,
0.41346144676208496,
0.2840908169746399,
0.3300969898700714,
0.29885047674179077,
0.4230768084526062,
0.7474745512008667,
0.6760562062263489,
0.4670049846172333,
0.6578946113586426,
0.19905206561088562,
0.41176459193229675,
0.2954544425010681,
0.631578803062439,
0.7109003663063049,
0.23529404401779175,
0.28415289521217346,
0.45128190517425537,
0.22549012303352356,
0.47222211956977844,
0.7317072153091431,
0.40384599566459656,
0.4666665494441986,
0.5410627126693726,
0.48958322405815125,
0.5167463421821594,
0.30541861057281494,
0.5170730352401733,
0.5151513814926147,
0.575916051864624,
0.31155768036842346,
0.33502528071403503,
0.7431191205978394,
0.49999988079071045,
0.38918909430503845,
0.390243798494339,
0.2524271011352539,
0.4974091649055481
],
"time": 6.069211696274579,
"param": null
},
{
"epoch": 94,
"train_loss": 0.003127533011138439,
"val_loss": 2.441319227218628,
"acc": 46.17,
"f1": [
0.7715734243392944,
0.5410627126693726,
0.2702701687812805,
0.2765956223011017,
0.24186037480831146,
0.43601882457733154,
0.41666656732559204,
0.48205116391181946,
0.6018517017364502,
0.5812807083129883,
0.30952370166778564,
0.2758619785308838,
0.4519229531288147,
0.38251355290412903,
0.36714968085289,
0.372548907995224,
0.4787232577800751,
0.589371919631958,
0.32124343514442444,
0.36893191933631897,
0.7046630382537842,
0.5728154182434082,
0.42639580368995667,
0.6161615252494812,
0.6907215118408203,
0.3399999141693115,
0.3874344527721405,
0.3939392864704132,
0.6376810669898987,
0.46486473083496094,
0.4705880880355835,
0.4410255253314972,
0.3959389626979828,
0.4688993990421295,
0.3999998867511749,
0.24210518598556519,
0.39583319425582886,
0.3383083641529083,
0.30331745743751526,
0.5999999046325684,
0.38974347710609436,
0.6560845375061035,
0.37614670395851135,
0.48039206862449646,
0.19444438815116882,
0.30392149090766907,
0.22999992966651917,
0.5333331823348999,
0.6607141494750977,
0.6236557960510254,
0.251308798789978,
0.4670049846172333,
0.6334840059280396,
0.6543776988983154,
0.5555554032325745,
0.19565211236476898,
0.6910993456840515,
0.5416665077209473,
0.5482232570648193,
0.49214646220207214,
0.7772510051727295,
0.5911328792572021,
0.5123152136802673,
0.4183672070503235,
0.280898779630661,
0.336633563041687,
0.3168315887451172,
0.44230756163597107,
0.7346937656402588,
0.6697673201560974,
0.474226713180542,
0.6727271676063538,
0.18274106085300446,
0.4041449725627899,
0.30107519030570984,
0.6354165077209473,
0.7149757146835327,
0.23391805589199066,
0.30526304244995117,
0.4410255253314972,
0.22772268950939178,
0.4694834351539612,
0.728155255317688,
0.4081631302833557,
0.4565216302871704,
0.561576247215271,
0.507771909236908,
0.502282977104187,
0.30621999502182007,
0.522612988948822,
0.5076140761375427,
0.596858561038971,
0.3253587782382965,
0.3168315887451172,
0.7431191205978394,
0.520408034324646,
0.3783782720565796,
0.39810416102409363,
0.24999991059303284,
0.486772358417511
],
"time": 6.087256191298366,
"param": null
},
{
"epoch": 95,
"train_loss": 0.002974806586280465,
"val_loss": 2.7156007289886475,
"acc": 46.21,
"f1": [
0.7817257046699524,
0.5418717861175537,
0.26415085792541504,
0.26455017924308777,
0.24999991059303284,
0.44670039415359497,
0.42727261781692505,
0.4812833070755005,
0.6066349744796753,
0.5906734466552734,
0.2891565263271332,
0.2790696620941162,
0.4519229531288147,
0.38888877630233765,
0.34736835956573486,
0.3861384987831116,
0.525139570236206,
0.5742572546005249,
0.326315701007843,
0.35532984137535095,
0.72251296043396,
0.5631066560745239,
0.4299998879432678,
0.6568626165390015,
0.6984125375747681,
0.3398057222366333,
0.39583319425582886,
0.38356152176856995,
0.6291078925132751,
0.4656083285808563,
0.452830046415329,
0.43781083822250366,
0.3940885663032532,
0.4622640609741211,
0.41176459193229675,
0.23157887160778046,
0.41269823908805847,
0.35467973351478577,
0.31627896428108215,
0.6129031181335449,
0.4081631302833557,
0.6524062752723694,
0.38139525055885315,
0.4646463394165039,
0.19642849266529083,
0.2914571762084961,
0.24875615537166595,
0.5603863000869751,
0.6580085158348083,
0.596858561038971,
0.24630534648895264,
0.474226713180542,
0.6330273747444153,
0.6484017372131348,
0.5402842164039612,
0.23589736223220825,
0.6836733222007751,
0.5513511896133423,
0.5510202646255493,
0.49746179580688477,
0.7793425917625427,
0.5799998641014099,
0.5221673846244812,
0.4158414602279663,
0.2681563198566437,
0.3251230716705322,
0.282828152179718,
0.43902426958084106,
0.7399998903274536,
0.6478871703147888,
0.47761180996894836,
0.6787328720092773,
0.19587622582912445,
0.3999998867511749,
0.2954544425010681,
0.6344084739685059,
0.6999998688697815,
0.22988496720790863,
0.2758619785308838,
0.4577113389968872,
0.21999992430210114,
0.4705880880355835,
0.721153736114502,
0.4248703718185425,
0.45901623368263245,
0.5523808598518372,
0.5425531268119812,
0.522612988948822,
0.29906532168388367,
0.5118482112884521,
0.5125626921653748,
0.5654449462890625,
0.3184078335762024,
0.31632643938064575,
0.7452828288078308,
0.5230767726898193,
0.38918909430503845,
0.40191373229026794,
0.26600977778434753,
0.48453593254089355
],
"time": 6.294738343916833,
"param": null
},
{
"epoch": 96,
"train_loss": 0.0037841838784515858,
"val_loss": 2.4798436164855957,
"acc": 46.12,
"f1": [
0.7586205005645752,
0.5583755373954773,
0.27678564190864563,
0.2824857831001282,
0.2543858587741852,
0.44554442167282104,
0.43518510460853577,
0.4923075735569,
0.6037734746932983,
0.5937498807907104,
0.2944784462451935,
0.27472516894340515,
0.44339612126350403,
0.3837208151817322,
0.35643553733825684,
0.35532984137535095,
0.491227924823761,
0.5754715800285339,
0.326315701007843,
0.3842363655567169,
0.711340069770813,
0.5619046092033386,
0.4183672070503235,
0.6497460603713989,
0.680412232875824,
0.3465345501899719,
0.3999998867511749,
0.4059404730796814,
0.6346153020858765,
0.4705881178379059,
0.46445485949516296,
0.44444435834884644,
0.4020099639892578,
0.44444435834884644,
0.4195120930671692,
0.2371133416891098,
0.4041449725627899,
0.33333322405815125,
0.30769219994544983,
0.6031745076179504,
0.3936169147491455,
0.6486485004425049,
0.38888880610466003,
0.45320188999176025,
0.19811314344406128,
0.309859037399292,
0.23469379544258118,
0.5446008443832397,
0.6576575636863708,
0.6162160634994507,
0.24999991059303284,
0.4499998688697815,
0.6272726058959961,
0.6543776988983154,
0.5352111458778381,
0.239999920129776,
0.6842104196548462,
0.5698922872543335,
0.5538460612297058,
0.46938762068748474,
0.786729633808136,
0.5784311890602112,
0.5174128413200378,
0.4120602011680603,
0.26804113388061523,
0.3203882575035095,
0.30046939849853516,
0.4495411515235901,
0.7437184453010559,
0.6729856729507446,
0.46999987959861755,
0.7014216780662537,
0.16915416717529297,
0.39795905351638794,
0.29629620909690857,
0.6288658380508423,
0.696517288684845,
0.25555548071861267,
0.2762430012226105,
0.4550263583660126,
0.2095237374305725,
0.47321414947509766,
0.7450978755950928,
0.42708319425582886,
0.45054933428764343,
0.5523808598518372,
0.5368419289588928,
0.5071768760681152,
0.3018867075443268,
0.5174128413200378,
0.5025123953819275,
0.5789472460746765,
0.31155768036842346,
0.3024389147758484,
0.7511736154556274,
0.507771909236908,
0.3736262619495392,
0.4077668786048889,
0.2723003923892975,
0.49214646220207214
],
"time": 6.185271477326751,
"param": null
},
{
"epoch": 97,
"train_loss": 0.003941699396818876,
"val_loss": 2.4875378608703613,
"acc": 46.22,
"f1": [
0.7699998021125793,
0.5628139972686768,
0.2816900908946991,
0.28415289521217346,
0.24999991059303284,
0.4313724637031555,
0.3943660855293274,
0.4975123405456543,
0.6046510338783264,
0.5846152901649475,
0.30232545733451843,
0.28402355313301086,
0.44230756163597107,
0.3820223808288574,
0.35416656732559204,
0.36842095851898193,
0.49999988079071045,
0.5970147848129272,
0.3636362850666046,
0.38974347710609436,
0.7120417356491089,
0.568720281124115,
0.4179103374481201,
0.653658390045166,
0.6734693050384521,
0.3248729705810547,
0.4102562665939331,
0.36792439222335815,
0.6372547745704651,
0.4659089744091034,
0.46728962659835815,
0.43216070532798767,
0.38144323229789734,
0.4593299925327301,
0.4292682111263275,
0.239999920129776,
0.4083768427371979,
0.3419688045978546,
0.2980768382549286,
0.5948716402053833,
0.3894736170768738,
0.6595743298530579,
0.39810416102409363,
0.4545453190803528,
0.20560741424560547,
0.29743579030036926,
0.25490185618400574,
0.5445543527603149,
0.6521738171577454,
0.6021503806114197,
0.21590900421142578,
0.46632111072540283,
0.6272726058959961,
0.6574072241783142,
0.5388126373291016,
0.23414628207683563,
0.6907215118408203,
0.5396823883056641,
0.5454543828964233,
0.49999988079071045,
0.775119423866272,
0.5714284777641296,
0.5170730352401733,
0.40740731358528137,
0.27777770161628723,
0.3179486393928528,
0.29268285632133484,
0.4331796169281006,
0.7562187314033508,
0.6729856729507446,
0.4851484000682831,
0.6788989305496216,
0.1855669468641281,
0.4257424473762512,
0.2967032194137573,
0.6310158967971802,
0.7238093614578247,
0.262857049703598,
0.2699999213218689,
0.45360812544822693,
0.22222214937210083,
0.4690264165401459,
0.7378638982772827,
0.4226802885532379,
0.44808733463287354,
0.5504586100578308,
0.5347592234611511,
0.49999988079071045,
0.2816900908946991,
0.5445543527603149,
0.4975123405456543,
0.5595853924751282,
0.31088075041770935,
0.3168315887451172,
0.747572660446167,
0.5284972786903381,
0.38461530208587646,
0.40552979707717896,
0.24120594561100006,
0.48484835028648376
],
"time": 6.02924713306129,
"param": null
},
{
"epoch": 98,
"train_loss": 0.010491535067558289,
"val_loss": 2.543959379196167,
"acc": 46.33,
"f1": [
0.741463303565979,
0.561576247215271,
0.2830187678337097,
0.26086944341659546,
0.26086950302124023,
0.4299064576625824,
0.4311925768852234,
0.4947367310523987,
0.6037734746932983,
0.5846152901649475,
0.3195265531539917,
0.2682925760746002,
0.43925222754478455,
0.3678159713745117,
0.35051536560058594,
0.4019606411457062,
0.4945053458213806,
0.5911328792572021,
0.3315507173538208,
0.378109335899353,
0.7142855525016785,
0.579710066318512,
0.4162435233592987,
0.6435642242431641,
0.6899998784065247,
0.3384614586830139,
0.40206170082092285,
0.3842363655567169,
0.6372547745704651,
0.4864863455295563,
0.4780486822128296,
0.43216070532798767,
0.37894728779792786,
0.4666665494441986,
0.4265401363372803,
0.24083760380744934,
0.41269823908805847,
0.3317534327507019,
0.29126206040382385,
0.609625518321991,
0.3794870972633362,
0.6595743298530579,
0.37668150663375854,
0.47761180996894836,
0.19626161456108093,
0.3069306015968323,
0.26341456174850464,
0.5445543527603149,
0.6696034073829651,
0.6086955666542053,
0.24870456755161285,
0.45685264468193054,
0.6363635063171387,
0.6574072241783142,
0.5229355692863464,
0.21857915818691254,
0.6871793866157532,
0.5434780716896057,
0.5510202646255493,
0.48205116391181946,
0.7870368957519531,
0.5714284777641296,
0.5221673846244812,
0.4221104085445404,
0.2840908169746399,
0.33333325386047363,
0.30456843972206116,
0.4487804174423218,
0.7437184453010559,
0.6603772640228271,
0.4615383446216583,
0.6981130838394165,
0.16037730872631073,
0.40999990701675415,
0.3076922297477722,
0.649214506149292,
0.7099998593330383,
0.26136353611946106,
0.2934781610965729,
0.4615383446216583,
0.22857137024402618,
0.4615383744239807,
0.721153736114502,
0.4236452281475067,
0.4565216302871704,
0.5412842631340027,
0.5434780716896057,
0.4999999403953552,
0.2870369255542755,
0.525345504283905,
0.4824119210243225,
0.5913977026939392,
0.31999990344047546,
0.3076922297477722,
0.7488582730293274,
0.5074625611305237,
0.382978618144989,
0.4210525155067444,
0.26262614130973816,
0.4717947542667389
],
"time": 6.060539139434695,
"param": null
},
{
"epoch": 99,
"train_loss": 0.00430930545553565,
"val_loss": 2.560936450958252,
"acc": 46.27,
"f1": [
0.735293984413147,
0.5544553399085999,
0.2686566412448883,
0.2780747711658478,
0.2621358335018158,
0.42452818155288696,
0.43438899517059326,
0.48039206862449646,
0.6074764728546143,
0.5816324949264526,
0.29940110445022583,
0.2576685845851898,
0.45581385493278503,
0.38888877630233765,
0.34343424439430237,
0.38190943002700806,
0.5082871913909912,
0.582914412021637,
0.3711339235305786,
0.37864065170288086,
0.7192116975784302,
0.5700933337211609,
0.4145076870918274,
0.6502462029457092,
0.6947367191314697,
0.33816415071487427,
0.38578668236732483,
0.3861384987831116,
0.6249998807907104,
0.4808742105960846,
0.4629628360271454,
0.43349742889404297,
0.3874344527721405,
0.44776105880737305,
0.43269219994544983,
0.23469379544258118,
0.3959389626979828,
0.3265305161476135,
0.30331745743751526,
0.6105261445045471,
0.39795905351638794,
0.6595743298530579,
0.396135151386261,
0.47524741291999817,
0.21296289563179016,
0.2871793806552887,
0.24509796500205994,
0.5523808598518372,
0.6577776670455933,
0.5989303588867188,
0.22222213447093964,
0.4646463394165039,
0.6330273747444153,
0.6454544067382812,
0.5258214473724365,
0.2256409376859665,
0.6732671856880188,
0.559139609336853,
0.5445543527603149,
0.49214646220207214,
0.766355037689209,
0.5882351994514465,
0.5308055877685547,
0.3936169147491455,
0.2842104732990265,
0.33333325386047363,
0.2944161295890808,
0.44776105880737305,
0.7363182306289673,
0.666666567325592,
0.4599998891353607,
0.666666567325592,
0.17801040410995483,
0.4292682111263275,
0.31088075041770935,
0.6349205374717712,
0.7081338167190552,
0.24999988079071045,
0.2659573554992676,
0.44776105880737305,
0.22966498136520386,
0.4744184911251068,
0.7177032232284546,
0.4248703718185425,
0.45405393838882446,
0.5619046092033386,
0.5319147706031799,
0.4953269362449646,
0.29850736260414124,
0.5196077227592468,
0.5025123953819275,
0.5803107619285583,
0.2959182858467102,
0.3157893717288971,
0.7499998211860657,
0.5230767726898193,
0.3934425115585327,
0.4077668786048889,
0.2524271011352539,
0.4799998700618744
],
"time": 6.100909368135035,
"param": null
},
{
"epoch": 100,
"train_loss": 0.014314264990389347,
"val_loss": 2.3573672771453857,
"acc": 46.26,
"f1": [
0.7437184453010559,
0.5428570508956909,
0.2775118350982666,
0.28571417927742004,
0.25570768117904663,
0.434782475233078,
0.4239630401134491,
0.4688993990421295,
0.6103284358978271,
0.5925924777984619,
0.30674833059310913,
0.27218925952911377,
0.44339612126350403,
0.39778995513916016,
0.34042540192604065,
0.3838382363319397,
0.5317917466163635,
0.5961536765098572,
0.3711339235305786,
0.40206170082092285,
0.729999840259552,
0.5388126373291016,
0.4020099639892578,
0.6363635063171387,
0.7083331942558289,
0.32820504903793335,
0.40609124302864075,
0.38647329807281494,
0.6168223023414612,
0.4799998700618744,
0.4566209018230438,
0.43999987840652466,
0.37696322798728943,
0.46534639596939087,
0.4365480840206146,
0.2436547577381134,
0.4083768427371979,
0.3495144844055176,
0.3152708411216736,
0.6120217442512512,
0.40404030680656433,
0.645502507686615,
0.396135151386261,
0.4599998891353607,
0.21782170236110687,
0.28855711221694946,
0.238805890083313,
0.5410627126693726,
0.6548671722412109,
0.6041665077209473,
0.23115570843219757,
0.474226713180542,
0.6203702688217163,
0.6605502963066101,
0.5238093733787537,
0.20320846140384674,
0.6868685483932495,
0.5520831942558289,
0.5373133420944214,
0.4827585518360138,
0.7813951373100281,
0.5714284777641296,
0.5273630023002625,
0.4313724637031555,
0.2762430012226105,
0.33497530221939087,
0.31279608607292175,
0.4549761712551117,
0.735293984413147,
0.6542055010795593,
0.474226713180542,
0.6886791586875916,
0.1576354056596756,
0.3880595862865448,
0.3186812400817871,
0.645502507686615,
0.7227722406387329,
0.2514968812465668,
0.26804113388061523,
0.45918354392051697,
0.22222216427326202,
0.46428558230400085,
0.7246376276016235,
0.4221104085445404,
0.44943806529045105,
0.5727698802947998,
0.5405403971672058,
0.4999999403953552,
0.28571420907974243,
0.49756085872650146,
0.4927534759044647,
0.5641024112701416,
0.30150744318962097,
0.29473677277565,
0.7582937479019165,
0.4924621880054474,
0.39130425453186035,
0.41592907905578613,
0.2599999010562897,
0.4717947542667389
],
"time": 6.028423621319234,
"param": null
},
{
"epoch": 101,
"train_loss": 0.004606198985129595,
"val_loss": 2.158083438873291,
"acc": 46.37,
"f1": [
0.7378638982772827,
0.5714284181594849,
0.2790696918964386,
0.2888887822628021,
0.27102795243263245,
0.43349742889404297,
0.42452818155288696,
0.49214646220207214,
0.6190475225448608,
0.5773194432258606,
0.3157894015312195,
0.2754489779472351,
0.4487804174423218,
0.3820223808288574,
0.34224584698677063,
0.3636362850666046,
0.5139663219451904,
0.5841582417488098,
0.3617020547389984,
0.3838382363319397,
0.7171715497970581,
0.5673075914382935,
0.41666656732559204,
0.6407765746116638,
0.6938773989677429,
0.3417084515094757,
0.39999985694885254,
0.38497641682624817,
0.6291078925132751,
0.48913031816482544,
0.4727271497249603,
0.44554442167282104,
0.3711339235305786,
0.47236168384552,
0.43902426958084106,
0.2424241602420807,
0.40609124302864075,
0.3316582143306732,
0.30046939849853516,
0.6120217442512512,
0.4083768427371979,
0.6421051621437073,
0.4137929677963257,
0.4646463394165039,
0.21395343542099,
0.299465149641037,
0.2686566412448883,
0.5490195155143738,
0.6696831583976746,
0.6054052114486694,
0.23834188282489777,
0.4646463394165039,
0.6296295523643494,
0.6431716680526733,
0.5229355692863464,
0.2099999338388443,
0.6903551816940308,
0.5297296643257141,
0.5408161878585815,
0.48205116391181946,
0.7671231031417847,
0.5756096839904785,
0.5217390656471252,
0.4102562665939331,
0.2780747711658478,
0.3383083641529083,
0.30097079277038574,
0.44976064562797546,
0.7363182306289673,
0.6605502963066101,
0.45685264468193054,
0.6757989525794983,
0.15920390188694,
0.3939392864704132,
0.2944161295890808,
0.6458331942558289,
0.7203789353370667,
0.2658958435058594,
0.2653060257434845,
0.44559577107429504,
0.23041465878486633,
0.45581385493278503,
0.721153736114502,
0.42639580368995667,
0.4692735970020294,
0.5700933337211609,
0.5445024967193604,
0.5096152424812317,
0.2870369255542755,
0.5273630023002625,
0.5073169469833374,
0.5612244009971619,
0.3141360282897949,
0.30526304244995117,
0.7465436458587646,
0.4949493706226349,
0.4088396728038788,
0.4215245544910431,
0.2561575770378113,
0.48205116391181946
],
"time": 6.153322611935437,
"param": null
},
{
"epoch": 102,
"train_loss": 0.009125522337853909,
"val_loss": 2.481982707977295,
"acc": 46.49,
"f1": [
0.7450978755950928,
0.5428570508956909,
0.2705313265323639,
0.2906976044178009,
0.2702701687812805,
0.4230768084526062,
0.4339621663093567,
0.4999998211860657,
0.6168223023414612,
0.5816324949264526,
0.2976189851760864,
0.27428561449050903,
0.4541061818599701,
0.3999998867511749,
0.31746023893356323,
0.37864065170288086,
0.4945053458213806,
0.6108372807502747,
0.3838382363319397,
0.382978618144989,
0.7291665077209473,
0.5545453429222107,
0.4081631302833557,
0.6666665077209473,
0.6926827430725098,
0.3365383446216583,
0.37373724579811096,
0.37320560216903687,
0.6350710391998291,
0.4731181561946869,
0.4666665494441986,
0.44444435834884644,
0.3899998664855957,
0.4487804174423218,
0.46231144666671753,
0.23589736223220825,
0.39378228783607483,
0.3267325758934021,
0.3041473925113678,
0.5957446098327637,
0.40394076704978943,
0.6321242451667786,
0.3853210210800171,
0.4766353964805603,
0.20276491343975067,
0.31632643938064575,
0.26262614130973816,
0.5471696853637695,
0.6637553572654724,
0.6105261445045471,
0.22988496720790863,
0.46231144666671753,
0.6244342923164368,
0.666666567325592,
0.528846025466919,
0.24999991059303284,
0.683937668800354,
0.5617976188659668,
0.5408161878585815,
0.5026176571846008,
0.7677723169326782,
0.5781989693641663,
0.5258214473724365,
0.4221104085445404,
0.27777770161628723,
0.331707239151001,
0.31249991059303284,
0.44230756163597107,
0.729999840259552,
0.6513760089874268,
0.46999987959861755,
0.6756755113601685,
0.18957340717315674,
0.40999990701675415,
0.3076922297477722,
0.6666665077209473,
0.725490152835846,
0.2485205978155136,
0.26666656136512756,
0.45685264468193054,
0.2243901938199997,
0.4545453190803528,
0.7238093614578247,
0.446808397769928,
0.43093910813331604,
0.5673075914382935,
0.5319147706031799,
0.5071768760681152,
0.2944161295890808,
0.53465336561203,
0.49756085872650146,
0.5624998807907104,
0.31088075041770935,
0.31746023893356323,
0.7373270392417908,
0.5024629235267639,
0.3771427571773529,
0.4306218922138214,
0.24999991059303284,
0.47474732995033264
],
"time": 6.3329214211553335,
"param": null
},
{
"epoch": 103,
"train_loss": 0.004810004495084286,
"val_loss": 2.3731846809387207,
"acc": 46.52,
"f1": [
0.7437184453010559,
0.561576247215271,
0.30046939849853516,
0.27118635177612305,
0.2545453906059265,
0.4278606176376343,
0.44036686420440674,
0.5151513814926147,
0.5972849726676941,
0.5989303588867188,
0.31325289607048035,
0.30769217014312744,
0.4466018080711365,
0.3798881769180298,
0.29896897077560425,
0.39378228783607483,
0.525139570236206,
0.5714284181594849,
0.36842095851898193,
0.3794870972633362,
0.7263681292533875,
0.5660375952720642,
0.42051267623901367,
0.6567163467407227,
0.7046630382537842,
0.3517586886882782,
0.3880595862865448,
0.3738316595554352,
0.6376810669898987,
0.48314592242240906,
0.45161277055740356,
0.45360812544822693,
0.40206170082092285,
0.4499998688697815,
0.44444435834884644,
0.2433861643075943,
0.3979056477546692,
0.31632643938064575,
0.32432422041893005,
0.6185566186904907,
0.4102562665939331,
0.6321242451667786,
0.39090898633003235,
0.46445485949516296,
0.22966498136520386,
0.29319363832473755,
0.26041656732559204,
0.5445543527603149,
0.6666665077209473,
0.6073297262191772,
0.2444443702697754,
0.44776105880737305,
0.6255505681037903,
0.6727271676063538,
0.5242717266082764,
0.22797919809818268,
0.6871793866157532,
0.5649716258049011,
0.5482232570648193,
0.4873095452785492,
0.7834100127220154,
0.5769229531288147,
0.5358850359916687,
0.4257424473762512,
0.2751321792602539,
0.3384614586830139,
0.31279608607292175,
0.4705880880355835,
0.732673168182373,
0.6635069251060486,
0.4615383446216583,
0.6849313974380493,
0.1818181276321411,
0.3743841052055359,
0.30999991297721863,
0.6499998569488525,
0.7171715497970581,
0.24096375703811646,
0.29319363832473755,
0.4631577730178833,
0.22549012303352356,
0.4311925768852234,
0.7203789353370667,
0.4315788447856903,
0.4432430863380432,
0.5412842631340027,
0.5668447613716125,
0.5142855644226074,
0.2955664098262787,
0.49999988079071045,
0.4814813435077667,
0.5499998927116394,
0.324607253074646,
0.30051806569099426,
0.747572660446167,
0.48756206035614014,
0.3736262619495392,
0.4239630401134491,
0.26262614130973816,
0.4729062616825104
],
"time": 6.028188343159854,
"param": null
},
{
"epoch": 104,
"train_loss": 0.007921520620584488,
"val_loss": 2.1840474605560303,
"acc": 46.46,
"f1": [
0.7336682677268982,
0.548076868057251,
0.2895926535129547,
0.29714274406433105,
0.2629106938838959,
0.44651150703430176,
0.4566209018230438,
0.4947367310523987,
0.6168223023414612,
0.6021503806114197,
0.3151514232158661,
0.2682925760746002,
0.4401912987232208,
0.41758227348327637,
0.31746023893356323,
0.3880595862865448,
0.525139570236206,
0.589371919631958,
0.38775497674942017,
0.38541653752326965,
0.7199999094009399,
0.5339804887771606,
0.40609124302864075,
0.6528496146202087,
0.7035174369812012,
0.34224584698677063,
0.39999985694885254,
0.396135151386261,
0.6380951404571533,
0.47368407249450684,
0.45871543884277344,
0.44791656732559204,
0.3804876506328583,
0.46231144666671753,
0.4413144290447235,
0.2371133416891098,
0.39999985694885254,
0.31372541189193726,
0.2705313265323639,
0.6187844276428223,
0.40206170082092285,
0.6354165077209473,
0.3999998867511749,
0.452830046415329,
0.21256029605865479,
0.30366483330726624,
0.24489787220954895,
0.5209301114082336,
0.6869564056396484,
0.6105261445045471,
0.2211054563522339,
0.4646463394165039,
0.6272726058959961,
0.6324785351753235,
0.5118482112884521,
0.24615377187728882,
0.6802029013633728,
0.5586591362953186,
0.5492226481437683,
0.4949493706226349,
0.7870368957519531,
0.5728154182434082,
0.5258214473724365,
0.39603951573371887,
0.29319363832473755,
0.3076922297477722,
0.31884050369262695,
0.4630540609359741,
0.741463303565979,
0.6760562062263489,
0.46938762068748474,
0.6816141605377197,
0.17171710729599,
0.434782475233078,
0.3139533996582031,
0.6382977366447449,
0.7128711342811584,
0.24719089269638062,
0.28712859749794006,
0.4489794969558716,
0.21917803585529327,
0.4454975128173828,
0.7169809341430664,
0.43979042768478394,
0.4516127407550812,
0.5700933337211609,
0.5586591362953186,
0.5023695826530457,
0.31067952513694763,
0.5098037719726562,
0.4927534759044647,
0.5408161878585815,
0.3248729705810547,
0.3169397711753845,
0.7570091485977173,
0.5026736855506897,
0.3763439953327179,
0.4195120930671692,
0.24509796500205994,
0.47474732995033264
],
"time": 6.012384481728077,
"param": null
},
{
"epoch": 105,
"train_loss": 0.004650535061955452,
"val_loss": 2.3457398414611816,
"acc": 46.42,
"f1": [
0.7439612150192261,
0.5555554032325745,
0.2727271616458893,
0.3076922297477722,
0.2697673439979553,
0.43781083822250366,
0.4537035822868347,
0.49746179580688477,
0.6074764728546143,
0.609625518321991,
0.2944784462451935,
0.2929935157299042,
0.46082934737205505,
0.3999998867511749,
0.34374991059303284,
0.3999998867511749,
0.5340908169746399,
0.5999999046325684,
0.3861384987831116,
0.3917524814605713,
0.7219511270523071,
0.5576921701431274,
0.4183672070503235,
0.6432158946990967,
0.6831682324409485,
0.33333322405815125,
0.4123710095882416,
0.3599999248981476,
0.622641384601593,
0.5026736855506897,
0.46082934737205505,
0.42857128381729126,
0.38541653752326965,
0.4466018080711365,
0.467661589384079,
0.24489787220954895,
0.41758227348327637,
0.33497530221939087,
0.28846150636672974,
0.6120217442512512,
0.4120602011680603,
0.6424869298934937,
0.4072396755218506,
0.45631060004234314,
0.20192298293113708,
0.28855711221694946,
0.26395928859710693,
0.5436891913414001,
0.6991149187088013,
0.6236557960510254,
0.21874994039535522,
0.45631060004234314,
0.6188339591026306,
0.631578803062439,
0.5120771527290344,
0.22222213447093964,
0.6732671856880188,
0.5347592234611511,
0.5527637004852295,
0.474226713180542,
0.7627905607223511,
0.579710066318512,
0.5321099162101746,
0.40178558230400085,
0.2793295085430145,
0.3487178385257721,
0.28426387906074524,
0.452830046415329,
0.7363182306289673,
0.6572768688201904,
0.45685264468193054,
0.6909089088439941,
0.16915416717529297,
0.41314542293548584,
0.30864188075065613,
0.649484395980835,
0.7081338167190552,
0.2470587193965912,
0.26666656136512756,
0.45360812544822693,
0.21495321393013,
0.44651150703430176,
0.7136148810386658,
0.4307691156864166,
0.44067782163619995,
0.5504586100578308,
0.5326085686683655,
0.492890864610672,
0.2976743280887604,
0.49756085872650146,
0.5049503445625305,
0.5360823273658752,
0.32820504903793335,
0.32402223348617554,
0.7499998211860657,
0.47368407249450684,
0.3783782720565796,
0.41474640369415283,
0.2403845638036728,
0.467661589384079
],
"time": 6.1368794506415725,
"param": null
},
{
"epoch": 106,
"train_loss": 0.005168370436877012,
"val_loss": 2.0945982933044434,
"acc": 46.38,
"f1": [
0.727272629737854,
0.5588234066963196,
0.28846150636672974,
0.2888887822628021,
0.26540276408195496,
0.42156851291656494,
0.44036686420440674,
0.488262802362442,
0.5981307029724121,
0.6054052114486694,
0.329268217086792,
0.30057793855667114,
0.4519229531288147,
0.4111110270023346,
0.345177561044693,
0.378109335899353,
0.5168538093566895,
0.579439103603363,
0.37185919284820557,
0.37305691838264465,
0.7184464335441589,
0.5479451417922974,
0.39795905351638794,
0.653465211391449,
0.6865670084953308,
0.3636362552642822,
0.4020099639892578,
0.39069753885269165,
0.6376810669898987,
0.5108694434165955,
0.45535701513290405,
0.4408600926399231,
0.38144323229789734,
0.467661589384079,
0.47236168384552,
0.2424241602420807,
0.41052618622779846,
0.3251230716705322,
0.29107969999313354,
0.6178008913993835,
0.4183672070503235,
0.6387433409690857,
0.39090898633003235,
0.46082934737205505,
0.21256029605865479,
0.3069306015968323,
0.26666656136512756,
0.5454544425010681,
0.6869564056396484,
0.6073297262191772,
0.20930226147174835,
0.4646463394165039,
0.6216214895248413,
0.6727271676063538,
0.5096152424812317,
0.22680403292179108,
0.6532661318778992,
0.5297296643257141,
0.5333331823348999,
0.45685264468193054,
0.7813951373100281,
0.5714284777641296,
0.5302324295043945,
0.4195120930671692,
0.2810809910297394,
0.3384614586830139,
0.331707239151001,
0.4306218922138214,
0.7373736500740051,
0.6730768084526062,
0.45918354392051697,
0.688372015953064,
0.16915416717529297,
0.3861384987831116,
0.3111110329627991,
0.6632122993469238,
0.7081338167190552,
0.23529404401779175,
0.27083322405815125,
0.45263150334358215,
0.2095237374305725,
0.4363635182380676,
0.7255812287330627,
0.44444429874420166,
0.4632767140865326,
0.5607475638389587,
0.535519003868103,
0.4905658960342407,
0.3069306015968323,
0.48803818225860596,
0.5098037719726562,
0.5473682880401611,
0.31914883852005005,
0.29166659712791443,
0.7559806704521179,
0.47916653752326965,
0.3736262619495392,
0.42253509163856506,
0.24271836876869202,
0.4615383446216583
],
"time": 5.941287782974541,
"param": null
},
{
"epoch": 107,
"train_loss": 0.005086821503937244,
"val_loss": 2.3446435928344727,
"acc": 46.44,
"f1": [
0.7437184453010559,
0.5352111458778381,
0.29126206040382385,
0.2872926890850067,
0.2739725410938263,
0.4380951225757599,
0.439655065536499,
0.4899998903274536,
0.6074764728546143,
0.6222221255302429,
0.33939382433891296,
0.2906976044178009,
0.46153831481933594,
0.38636353611946106,
0.35532984137535095,
0.41052618622779846,
0.5197739005088806,
0.5769229531288147,
0.37185919284820557,
0.38043469190597534,
0.727272629737854,
0.5555554032325745,
0.39795905351638794,
0.6435642242431641,
0.7179486155509949,
0.34042540192604065,
0.40579700469970703,
0.3880595862865448,
0.6380951404571533,
0.49214646220207214,
0.4694834351539612,
0.43298953771591187,
0.3979056477546692,
0.4499998688697815,
0.44651150703430176,
0.25125616788864136,
0.4081631302833557,
0.3184078335762024,
0.2843601107597351,
0.6170212030410767,
0.42857128381729126,
0.6116504073143005,
0.38356152176856995,
0.4507041275501251,
0.2099999338388443,
0.29896897077560425,
0.2564101815223694,
0.5428570508956909,
0.6999998688697815,
0.6113988757133484,
0.2072538137435913,
0.46231144666671753,
0.6216214895248413,
0.6486485004425049,
0.5096152424812317,
0.21857915818691254,
0.6458331942558289,
0.5494503974914551,
0.5360823273658752,
0.47761180996894836,
0.7685183882713318,
0.5769229531288147,
0.5388126373291016,
0.4093022048473358,
0.27173903584480286,
0.3469386696815491,
0.29850736260414124,
0.436893105506897,
0.7399998903274536,
0.6761903762817383,
0.45595842599868774,
0.6985644102096558,
0.18274106085300446,
0.4154588282108307,
0.2890172600746155,
0.6938773989677429,
0.7164177894592285,
0.2456139326095581,
0.2741115987300873,
0.44221094250679016,
0.2075471132993698,
0.4507041275501251,
0.7230044603347778,
0.43749991059303284,
0.4382021129131317,
0.5825241804122925,
0.5376343131065369,
0.49999988079071045,
0.3041473925113678,
0.4976075291633606,
0.49999988079071045,
0.5520831942558289,
0.3232322335243225,
0.30366483330726624,
0.7596151828765869,
0.49729716777801514,
0.38709667325019836,
0.4056602716445923,
0.2512076497077942,
0.4670049846172333
],
"time": 6.168853677809238,
"param": null
},
{
"epoch": 108,
"train_loss": 0.007601982448250055,
"val_loss": 2.4497132301330566,
"acc": 46.42,
"f1": [
0.7389161586761475,
0.5454543828964233,
0.27102795243263245,
0.2810809910297394,
0.26244333386421204,
0.4401912987232208,
0.44651150703430176,
0.487046480178833,
0.5943394899368286,
0.596858561038971,
0.32142847776412964,
0.2793295085430145,
0.44976064562797546,
0.4022345542907715,
0.34920626878738403,
0.378109335899353,
0.5136610269546509,
0.6057690978050232,
0.36815908551216125,
0.3775508999824524,
0.7115383744239807,
0.5402842164039612,
0.41884803771972656,
0.6565654873847961,
0.6930691599845886,
0.33333322405815125,
0.41884803771972656,
0.38341957330703735,
0.6249998807907104,
0.4946235418319702,
0.46017688512802124,
0.43781083822250366,
0.37696322798728943,
0.44776105880737305,
0.44444435834884644,
0.239999920129776,
0.4245808720588684,
0.31775689125061035,
0.30097079277038574,
0.6378377079963684,
0.4081631302833557,
0.6224488615989685,
0.3943660855293274,
0.46938762068748474,
0.21359217166900635,
0.30999991297721863,
0.28426387906074524,
0.5384615063667297,
0.6929823160171509,
0.6187844276428223,
0.238805890083313,
0.43902426958084106,
0.6238530874252319,
0.660633385181427,
0.5120771527290344,
0.2116401493549347,
0.6600984334945679,
0.547485888004303,
0.5365853309631348,
0.48421040177345276,
0.7813951373100281,
0.5673075914382935,
0.5365853309631348,
0.37735840678215027,
0.30337071418762207,
0.32978713512420654,
0.3317534327507019,
0.4466018080711365,
0.7290639281272888,
0.6956520080566406,
0.474226713180542,
0.6849313974380493,
0.17910441756248474,
0.4179103374481201,
0.31034475564956665,
0.6701569557189941,
0.7307690382003784,
0.2312137931585312,
0.29319363832473755,
0.4489794969558716,
0.19999992847442627,
0.4215245544910431,
0.7307690382003784,
0.4516127407550812,
0.4502616822719574,
0.5728154182434082,
0.5649716258049011,
0.5120771527290344,
0.30630621314048767,
0.4903845191001892,
0.49756085872650146,
0.5567008852958679,
0.32820504903793335,
0.306122362613678,
0.7570091485977173,
0.48205116391181946,
0.39560428261756897,
0.4205606281757355,
0.238805890083313,
0.4502616822719574
],
"time": 5.997104930691421,
"param": null
},
{
"epoch": 109,
"train_loss": 0.005680034402757883,
"val_loss": 2.465437412261963,
"acc": 46.45,
"f1": [
0.7499999403953552,
0.5365853309631348,
0.27884605526924133,
0.2967032194137573,
0.24324318766593933,
0.4343433380126953,
0.44339612126350403,
0.4827585518360138,
0.5925924181938171,
0.596858561038971,
0.3313608467578888,
0.2736841142177582,
0.4476189613342285,
0.3820223808288574,
0.3444443643093109,
0.36714968085289,
0.5164833664894104,
0.5714284181594849,
0.3714284896850586,
0.35714274644851685,
0.7156862020492554,
0.5560536980628967,
0.39999985694885254,
0.6568626165390015,
0.6999998688697815,
0.367346853017807,
0.3861384987831116,
0.40624988079071045,
0.6350710391998291,
0.5189187526702881,
0.44827574491500854,
0.4433496594429016,
0.4043714702129364,
0.45595842599868774,
0.46632111072540283,
0.2705313265323639,
0.4148934781551361,
0.3203882575035095,
0.3069306015968323,
0.609625518321991,
0.40206170082092285,
0.6224488615989685,
0.39449530839920044,
0.45714277029037476,
0.21782170236110687,
0.3076922297477722,
0.2622949779033661,
0.5686272978782654,
0.6818180680274963,
0.6063828468322754,
0.21874994039535522,
0.48421040177345276,
0.6481480002403259,
0.6697673201560974,
0.5118482112884521,
0.2116401493549347,
0.6565654873847961,
0.5384613871574402,
0.522612988948822,
0.474226713180542,
0.7777776718139648,
0.5700481534004211,
0.5384615063667297,
0.4259258210659027,
0.30939218401908875,
0.32978713512420654,
0.31428563594818115,
0.4411763548851013,
0.7462685704231262,
0.6862744092941284,
0.47916653752326965,
0.6849313974380493,
0.16080394387245178,
0.4210525155067444,
0.32258057594299316,
0.6737966537475586,
0.7196259498596191,
0.239999920129776,
0.2786068916320801,
0.46739116311073303,
0.21256029605865479,
0.4363635182380676,
0.7403844594955444,
0.44791656732559204,
0.4408600926399231,
0.5714284181594849,
0.5268816351890564,
0.5046727657318115,
0.29951682686805725,
0.4827585518360138,
0.4897957742214203,
0.5230767726898193,
0.32820504903793335,
0.3141360282897949,
0.7547168731689453,
0.48387083411216736,
0.40659332275390625,
0.40178558230400085,
0.24761897325515747,
0.4410255253314972
],
"time": 6.150092467665672,
"param": null
},
{
"epoch": 110,
"train_loss": 0.005196953192353249,
"val_loss": 2.4480998516082764,
"acc": 46.22,
"f1": [
0.7246376276016235,
0.5384615063667297,
0.2870812714099884,
0.27428561449050903,
0.2616821527481079,
0.4190475046634674,
0.46009382605552673,
0.4923075735569,
0.6009388566017151,
0.5906734466552734,
0.3253011107444763,
0.26136353611946106,
0.4549761712551117,
0.38150280714035034,
0.34736835956573486,
0.3711339235305786,
0.5161289572715759,
0.5943394899368286,
0.3627450466156006,
0.37696322798728943,
0.7093595266342163,
0.563380241394043,
0.4021162986755371,
0.6305417418479919,
0.6938773989677429,
0.34554967284202576,
0.39999985694885254,
0.36815908551216125,
0.6315788626670837,
0.5217389464378357,
0.46017688512802124,
0.44444435834884644,
0.38541653752326965,
0.4257424473762512,
0.4795917272567749,
0.2536584436893463,
0.41711217164993286,
0.3152708411216736,
0.3269230127334595,
0.620320737361908,
0.40404030680656433,
0.6262625455856323,
0.38834938406944275,
0.46534639596939087,
0.21568621695041656,
0.29743579030036926,
0.27551010251045227,
0.5588234066963196,
0.6812225580215454,
0.6162160634994507,
0.21874994039535522,
0.4799998700618744,
0.6384975910186768,
0.6425337791442871,
0.5142855644226074,
0.20792071521282196,
0.6499998569488525,
0.5414363145828247,
0.5408161878585815,
0.4705881178379059,
0.7727271318435669,
0.5673075914382935,
0.5358850359916687,
0.3823528587818146,
0.3076922297477722,
0.34374991059303284,
0.32195112109184265,
0.43902426958084106,
0.732673168182373,
0.6730768084526062,
0.46938762068748474,
0.6849313974380493,
0.17821775376796722,
0.3692306876182556,
0.2959182858467102,
0.649484395980835,
0.7298576831817627,
0.23529404401779175,
0.282828152179718,
0.4489794969558716,
0.2046510875225067,
0.4292236268520355,
0.7403844594955444,
0.43979042768478394,
0.44444432854652405,
0.5781989693641663,
0.5312498211860657,
0.4905658960342407,
0.3018867075443268,
0.49019595980644226,
0.5148513317108154,
0.5416665077209473,
0.32124343514442444,
0.29787227511405945,
0.7397258281707764,
0.4646463394165039,
0.37158459424972534,
0.4299064576625824,
0.2592591643333435,
0.44670039415359497
],
"time": 5.9395872708410025,
"param": null
},
{
"epoch": 111,
"train_loss": 0.008851611986756325,
"val_loss": 2.3186392784118652,
"acc": 46.56,
"f1": [
0.742574155330658,
0.539215624332428,
0.27722764015197754,
0.2873562276363373,
0.26244333386421204,
0.43999987840652466,
0.4434387683868408,
0.5177663564682007,
0.5925924181938171,
0.6195651292800903,
0.3157894015312195,
0.29213473200798035,
0.44239622354507446,
0.3820223808288574,
0.33684200048446655,
0.37499985098838806,
0.525139570236206,
0.5781989693641663,
0.3842363655567169,
0.38541653752326965,
0.7156862020492554,
0.563380241394043,
0.4083768427371979,
0.6407765746116638,
0.7064675688743591,
0.3487178385257721,
0.40641695261001587,
0.3846152722835541,
0.6403939127922058,
0.5108694434165955,
0.4770641028881073,
0.4432988464832306,
0.3899998664855957,
0.45360812544822693,
0.46874985098838806,
0.24999991059303284,
0.43749991059303284,
0.35185176134109497,
0.30541861057281494,
0.6178008913993835,
0.4226802885532379,
0.6185566186904907,
0.37668150663375854,
0.4509802758693695,
0.21428564190864563,
0.30456843972206116,
0.2886596620082855,
0.5410627126693726,
0.6905827522277832,
0.6178008913993835,
0.2424241602420807,
0.4577113389968872,
0.6249998807907104,
0.6636362671852112,
0.5120771527290344,
0.2127658873796463,
0.6435642242431641,
0.5505616068840027,
0.526829183101654,
0.4717947542667389,
0.7685183882713318,
0.5784311890602112,
0.5365853309631348,
0.3999998867511749,
0.2983424663543701,
0.35051536560058594,
0.3148147463798523,
0.4577113389968872,
0.732673168182373,
0.6699506640434265,
0.4897957742214203,
0.6820275187492371,
0.18811874091625214,
0.3794870972633362,
0.314606636762619,
0.6666665077209473,
0.7378638982772827,
0.21428564190864563,
0.29743579030036926,
0.45595842599868774,
0.210526242852211,
0.43049317598342896,
0.7342994213104248,
0.44444429874420166,
0.43956032395362854,
0.5806450843811035,
0.5326085686683655,
0.4999999403953552,
0.31428563594818115,
0.4976075291633606,
0.48309168219566345,
0.5396823883056641,
0.31632643938064575,
0.30366483330726624,
0.7596151828765869,
0.4873095452785492,
0.3703702688217163,
0.4210525155067444,
0.25961530208587646,
0.45595842599868774
],
"time": 5.947808384895325,
"param": null
},
{
"epoch": 112,
"train_loss": 0.006626206450164318,
"val_loss": 2.494745969772339,
"acc": 46.42,
"f1": [
0.7363182306289673,
0.5533979535102844,
0.25490185618400574,
0.2795697748661041,
0.25112098455429077,
0.4257424473762512,
0.4474884569644928,
0.4873095452785492,
0.6039602756500244,
0.6031745076179504,
0.3195265531539917,
0.2696628272533417,
0.4729062616825104,
0.4153004288673401,
0.32978713512420654,
0.3703702688217163,
0.5168538093566895,
0.5933012366294861,
0.3654821515083313,
0.37433144450187683,
0.728155255317688,
0.5555554032325745,
0.4041449725627899,
0.6507176160812378,
0.7029701471328735,
0.34554967284202576,
0.40206170082092285,
0.3696681261062622,
0.6411482095718384,
0.5106381177902222,
0.4615383744239807,
0.43216070532798767,
0.4088396728038788,
0.44221094250679016,
0.4851484000682831,
0.2574256360530853,
0.4145076870918274,
0.3152708411216736,
0.3196346163749695,
0.6263735294342041,
0.4162435233592987,
0.6391751170158386,
0.4086955785751343,
0.46082934737205505,
0.22222216427326202,
0.31249991059303284,
0.24615377187728882,
0.5420559644699097,
0.6880732178688049,
0.6338796615600586,
0.21390368044376373,
0.4756755530834198,
0.6249998807907104,
0.6728971004486084,
0.5196077227592468,
0.20895515382289886,
0.6368157267570496,
0.5483869910240173,
0.5416665077209473,
0.4731181561946869,
0.754545271396637,
0.5727698802947998,
0.5422221422195435,
0.390243798494339,
0.27322396636009216,
0.34554967284202576,
0.319248765707016,
0.4401912987232208,
0.7363182306289673,
0.6761903762817383,
0.45833322405815125,
0.7014216780662537,
0.1818181276321411,
0.3794870972633362,
0.29629620909690857,
0.669999897480011,
0.7142855525016785,
0.2312137931585312,
0.29292917251586914,
0.45226117968559265,
0.2085307389497757,
0.43601882457733154,
0.7238093614578247,
0.44808733463287354,
0.44444432854652405,
0.5648146867752075,
0.5303866267204285,
0.5046727657318115,
0.2941175699234009,
0.49019595980644226,
0.5199998617172241,
0.5555554032325745,
0.3369564116001129,
0.2959182858467102,
0.7323941588401794,
0.4924621880054474,
0.3636362552642822,
0.4195120930671692,
0.2592591643333435,
0.4808742105960846
],
"time": 5.968651150353253,
"param": null
},
{
"epoch": 113,
"train_loss": 0.0073290737345814705,
"val_loss": 2.4548799991607666,
"acc": 46.4,
"f1": [
0.728155255317688,
0.5436891913414001,
0.2745097279548645,
0.2780747711658478,
0.28019312024116516,
0.45226117968559265,
0.4579438269138336,
0.49484527111053467,
0.5809522867202759,
0.596858561038971,
0.3139533996582031,
0.28723397850990295,
0.46534639596939087,
0.4043714702129364,
0.35602086782455444,
0.38341957330703735,
0.5027931928634644,
0.5841582417488098,
0.36619704961776733,
0.38775497674942017,
0.7290639281272888,
0.5686272978782654,
0.40624988079071045,
0.6601940989494324,
0.7142855525016785,
0.34736835956573486,
0.4086019992828369,
0.38647329807281494,
0.6403939127922058,
0.5108694434165955,
0.46288198232650757,
0.43298953771591187,
0.39378228783607483,
0.45128190517425537,
0.474226713180542,
0.2599999010562897,
0.4083768427371979,
0.3317534327507019,
0.30392149090766907,
0.6304346323013306,
0.4179103374481201,
0.619289219379425,
0.38356152176856995,
0.45918354392051697,
0.21999992430210114,
0.31372541189193726,
0.2446807622909546,
0.5514017343521118,
0.675555408000946,
0.6145831942558289,
0.236453115940094,
0.4577113389968872,
0.6272726058959961,
0.666666567325592,
0.5196077227592468,
0.20202013850212097,
0.6532661318778992,
0.547485888004303,
0.5199998617172241,
0.4656083285808563,
0.7592591643333435,
0.5784311890602112,
0.5314008593559265,
0.3959389626979828,
0.2967032194137573,
0.3399999141693115,
0.33333322405815125,
0.4454975128173828,
0.7363182306289673,
0.6730768084526062,
0.4432988464832306,
0.6818180680274963,
0.18905465304851532,
0.3838382363319397,
0.31284910440444946,
0.6565654873847961,
0.7403844594955444,
0.228571355342865,
0.2842104732990265,
0.45360812544822693,
0.2018347978591919,
0.42201822996139526,
0.7358488440513611,
0.4338623583316803,
0.4432430863380432,
0.562211811542511,
0.5347592234611511,
0.5024153590202332,
0.3091786503791809,
0.4827585518360138,
0.49999988079071045,
0.5555554032325745,
0.3251230716705322,
0.30150744318962097,
0.7499997615814209,
0.4824119210243225,
0.3555554449558258,
0.43269219994544983,
0.25961530208587646,
0.4577113389968872
],
"time": 6.096156838349998,
"param": null
},
{
"epoch": 114,
"train_loss": 0.005738983396440744,
"val_loss": 2.4187231063842773,
"acc": 46.33,
"f1": [
0.7487682700157166,
0.5445543527603149,
0.27678564190864563,
0.2872926890850067,
0.27102795243263245,
0.45918354392051697,
0.4537035822868347,
0.5099998712539673,
0.5849055051803589,
0.6162160634994507,
0.30409345030784607,
0.2584269046783447,
0.48039206862449646,
0.4161849021911621,
0.3417084515094757,
0.367346853017807,
0.48587560653686523,
0.5825241804122925,
0.37373724579811096,
0.36082467436790466,
0.7373736500740051,
0.568720281124115,
0.39999985694885254,
0.6367712020874023,
0.7135677337646484,
0.36458322405815125,
0.39999985694885254,
0.3861384987831116,
0.6280191540718079,
0.5081079602241516,
0.46280980110168457,
0.43781083822250366,
0.37433144450187683,
0.41884803771972656,
0.49746179580688477,
0.2583731412887573,
0.4083768427371979,
0.34482747316360474,
0.31372541189193726,
0.6249998807907104,
0.42051267623901367,
0.6424869298934937,
0.3946187198162079,
0.4519229531288147,
0.24390237033367157,
0.306122362613678,
0.26455017924308777,
0.5523808598518372,
0.6548671722412109,
0.6236557960510254,
0.24489787220954895,
0.487046480178833,
0.635944664478302,
0.6851851344108582,
0.5045870542526245,
0.1938774734735489,
0.6341462135314941,
0.5666665434837341,
0.5380709171295166,
0.487046480178833,
0.7601808309555054,
0.5631066560745239,
0.5399999022483826,
0.39153432846069336,
0.29629620909690857,
0.34999990463256836,
0.3285022974014282,
0.44776105880737305,
0.729999840259552,
0.6865670084953308,
0.4509802758693695,
0.7053138613700867,
0.18090447783470154,
0.3842363655567169,
0.29319363832473755,
0.6806281208992004,
0.7290639281272888,
0.23255808651447296,
0.2941175699234009,
0.4210525155067444,
0.19730934500694275,
0.4239630401134491,
0.7373270392417908,
0.4248703718185425,
0.4086019992828369,
0.5837318897247314,
0.5297296643257141,
0.5148513317108154,
0.33333322405815125,
0.49746179580688477,
0.5025123953819275,
0.5099998712539673,
0.3069306015968323,
0.2914571762084961,
0.7512193918228149,
0.46391740441322327,
0.3369564116001129,
0.40384599566459656,
0.2580644190311432,
0.4607328474521637
],
"time": 6.137953341007233,
"param": null
},
{
"epoch": 115,
"train_loss": 0.005121445748955011,
"val_loss": 2.4248597621917725,
"acc": 46.33,
"f1": [
0.7378638982772827,
0.5699998736381531,
0.2559240758419037,
0.29629620909690857,
0.2540982663631439,
0.4410255253314972,
0.4537035822868347,
0.510416567325592,
0.5471696853637695,
0.6236557960510254,
0.32941165566444397,
0.2751321792602539,
0.4688993990421295,
0.3977271616458893,
0.32989683747291565,
0.3775508999824524,
0.5142855644226074,
0.5821594595909119,
0.367346853017807,
0.37563440203666687,
0.728155255317688,
0.5607475638389587,
0.4153004288673401,
0.6407765746116638,
0.7064675688743591,
0.367346853017807,
0.39583319425582886,
0.372548907995224,
0.6372547745704651,
0.49999988079071045,
0.4615383744239807,
0.44776105880737305,
0.40641695261001587,
0.43749991059303284,
0.4897957742214203,
0.2561575770378113,
0.4347825050354004,
0.3091786503791809,
0.322274774312973,
0.6010927557945251,
0.4123710095882416,
0.6108372807502747,
0.38497641682624817,
0.44444435834884644,
0.24120594561100006,
0.30051806569099426,
0.26881712675094604,
0.5490195155143738,
0.6666665077209473,
0.620320737361908,
0.24598921835422516,
0.48453593254089355,
0.6181817054748535,
0.6816141605377197,
0.5283017754554749,
0.19689112901687622,
0.6299998760223389,
0.5586591362953186,
0.5388599634170532,
0.4787232577800751,
0.7636361122131348,
0.582914412021637,
0.539215624332428,
0.40384599566459656,
0.2887699604034424,
0.35714274644851685,
0.319248765707016,
0.44776105880737305,
0.729999840259552,
0.666666567325592,
0.46376800537109375,
0.6948355436325073,
0.19138747453689575,
0.3823528587818146,
0.2901553809642792,
0.6701029539108276,
0.7524750828742981,
0.23255808651447296,
0.28571420907974243,
0.45360812544822693,
0.210526242852211,
0.41379299759864807,
0.7342994213104248,
0.43850257992744446,
0.4108106791973114,
0.5765764713287354,
0.5133689045906067,
0.5023254752159119,
0.3147207200527191,
0.46231144666671753,
0.5174128413200378,
0.534031331539154,
0.32124343514442444,
0.281406968832016,
0.7464112639427185,
0.4799998700618744,
0.3586955666542053,
0.43269219994544983,
0.2571427524089813,
0.44221094250679016
],
"time": 6.509280959144235,
"param": null
},
{
"epoch": 116,
"train_loss": 0.005301440600305796,
"val_loss": 2.33241605758667,
"acc": 46.28,
"f1": [
0.735293984413147,
0.5399999022483826,
0.2898550033569336,
0.2793295085430145,
0.2810809910297394,
0.4537035822868347,
0.45161277055740356,
0.49999988079071045,
0.6074764728546143,
0.620320737361908,
0.3139533996582031,
0.2681563198566437,
0.46601933240890503,
0.41269823908805847,
0.3535352647304535,
0.3707316219806671,
0.5054942965507507,
0.5953487157821655,
0.3654821515083313,
0.3711339235305786,
0.7184464335441589,
0.5384615063667297,
0.41884803771972656,
0.653465211391449,
0.7064675688743591,
0.35714274644851685,
0.39378228783607483,
0.36180898547172546,
0.6310677528381348,
0.4787232577800751,
0.4705880880355835,
0.4516127407550812,
0.3999999165534973,
0.4299998879432678,
0.47236168384552,
0.2574256360530853,
0.413043349981308,
0.3152708411216736,
0.29702961444854736,
0.6292133331298828,
0.4020099639892578,
0.629441499710083,
0.3853210210800171,
0.43902426958084106,
0.22549012303352356,
0.31155768036842346,
0.2617800235748291,
0.5333331823348999,
0.6666665077209473,
0.6063828468322754,
0.23529404401779175,
0.4670049846172333,
0.6244342923164368,
0.6607928276062012,
0.502282977104187,
0.21359217166900635,
0.6372547745704651,
0.5573769211769104,
0.5221673846244812,
0.4699452221393585,
0.7692306041717529,
0.5742572546005249,
0.5365853309631348,
0.4120602011680603,
0.306122362613678,
0.3384614586830139,
0.32195112109184265,
0.4365480840206146,
0.7236180305480957,
0.6763284206390381,
0.4432988464832306,
0.7014216780662537,
0.1970442682504654,
0.38974347710609436,
0.32402223348617554,
0.6701029539108276,
0.729999840259552,
0.21686740219593048,
0.29743579030036926,
0.425531804561615,
0.2095237374305725,
0.4405285120010376,
0.7298576831817627,
0.42708319425582886,
0.43523305654525757,
0.5462554097175598,
0.5326085686683655,
0.5023695826530457,
0.33802807331085205,
0.47572803497314453,
0.4873095452785492,
0.5380709171295166,
0.31249991059303284,
0.31730762124061584,
0.742857038974762,
0.46999987959861755,
0.3516482412815094,
0.4125559628009796,
0.2547169029712677,
0.46534639596939087
],
"time": 6.0808942951262,
"param": null
},
{
"epoch": 117,
"train_loss": 0.005313204601407051,
"val_loss": 2.2131354808807373,
"acc": 46.23,
"f1": [
0.7439612150192261,
0.5418717861175537,
0.27102795243263245,
0.26455017924308777,
0.2807016670703888,
0.44339612126350403,
0.4537035822868347,
0.5102038979530334,
0.5837318897247314,
0.5742572546005249,
0.3389829397201538,
0.290502667427063,
0.4734298884868622,
0.4022987186908722,
0.3482586145401001,
0.37999987602233887,
0.48888877034187317,
0.5980390906333923,
0.362790584564209,
0.36649200320243835,
0.7290639281272888,
0.5429863333702087,
0.4148934781551361,
0.6699506640434265,
0.7064675688743591,
0.37305691838264465,
0.4111110270023346,
0.3540668785572052,
0.62135910987854,
0.4745761454105377,
0.4629628360271454,
0.42857128381729126,
0.4086019992828369,
0.44221094250679016,
0.48039206862449646,
0.2577318847179413,
0.42780739068984985,
0.3316582143306732,
0.31155768036842346,
0.6298341155052185,
0.40999990701675415,
0.5999999046325684,
0.38497641682624817,
0.44230756163597107,
0.239999920129776,
0.3141360282897949,
0.2736841142177582,
0.5463413596153259,
0.6725662350654602,
0.620320737361908,
0.24742262065410614,
0.47524741291999817,
0.6249998807907104,
0.6880732178688049,
0.5120771527290344,
0.1970442682504654,
0.6632122993469238,
0.5666665434837341,
0.5320196151733398,
0.4598929286003113,
0.7511310577392578,
0.5742572546005249,
0.5164318084716797,
0.3703702688217163,
0.2999999225139618,
0.3510637581348419,
0.31775689125061035,
0.43349742889404297,
0.725490152835846,
0.6699506640434265,
0.425531804561615,
0.6944442987442017,
0.18090447783470154,
0.4090907871723175,
0.30150744318962097,
0.669999897480011,
0.729999840259552,
0.22352932393550873,
0.27551010251045227,
0.446808397769928,
0.210526242852211,
0.4200912117958069,
0.7298576831817627,
0.4315788447856903,
0.423912912607193,
0.5592415928840637,
0.522222101688385,
0.4930231273174286,
0.3076922297477722,
0.48309168219566345,
0.5123152136802673,
0.5368419289588928,
0.3184078335762024,
0.2955664098262787,
0.7439612150192261,
0.47368407249450684,
0.3675675094127655,
0.4170615077018738,
0.26046502590179443,
0.4607841968536377
],
"time": 5.889511262997985,
"param": null
},
{
"epoch": 118,
"train_loss": 0.004770978819578886,
"val_loss": 2.39841628074646,
"acc": 46.09,
"f1": [
0.7363182306289673,
0.5560973882675171,
0.2962961792945862,
0.2797926664352417,
0.2739725410938263,
0.4380951225757599,
0.4537035822868347,
0.502564013004303,
0.5585584044456482,
0.613756537437439,
0.3139533996582031,
0.2681563198566437,
0.47115376591682434,
0.41340771317481995,
0.30526304244995117,
0.36633655428886414,
0.5053762197494507,
0.5953487157821655,
0.3743841052055359,
0.37696322798728943,
0.7219511270523071,
0.5560973882675171,
0.40659332275390625,
0.6464645266532898,
0.6934671998023987,
0.34554967284202576,
0.41052618622779846,
0.3195875287055969,
0.6350710391998291,
0.4632767140865326,
0.48214277625083923,
0.4307691156864166,
0.37894728779792786,
0.4183672070503235,
0.44554442167282104,
0.2686566412448883,
0.42162150144577026,
0.30555546283721924,
0.30392149090766907,
0.6344084739685059,
0.4059404730796814,
0.6217615604400635,
0.37499988079071045,
0.4607841968536377,
0.23300965130329132,
0.28999990224838257,
0.2580644488334656,
0.5507245063781738,
0.6929823160171509,
0.6178008913993835,
0.24864855408668518,
0.48421040177345276,
0.6330273747444153,
0.6602869629859924,
0.5071768760681152,
0.20895515382289886,
0.6530610918998718,
0.5617976188659668,
0.535353422164917,
0.486772358417511,
0.7499998211860657,
0.5588234066963196,
0.5233643651008606,
0.3783782720565796,
0.2741115987300873,
0.3419688045978546,
0.322274774312973,
0.4670049846172333,
0.7227722406387329,
0.6829267144203186,
0.45685264468193054,
0.7042252421379089,
0.17435890436172485,
0.3692306876182556,
0.30456843972206116,
0.6458331942558289,
0.735293984413147,
0.22619038820266724,
0.29787227511405945,
0.45360812544822693,
0.21890540421009064,
0.4192138612270355,
0.7196259498596191,
0.4361701011657715,
0.4183672070503235,
0.5700933337211609,
0.5168538093566895,
0.4782607853412628,
0.3364485204219818,
0.48803818225860596,
0.5125626921653748,
0.5416665077209473,
0.3101603388786316,
0.27551010251045227,
0.7307690382003784,
0.4824119210243225,
0.36842095851898193,
0.4186045527458191,
0.2685184180736542,
0.474226713180542
],
"time": 6.094778479076922,
"param": null
},
{
"epoch": 119,
"train_loss": 0.0053887078538537025,
"val_loss": 2.3405513763427734,
"acc": 46.3,
"f1": [
0.7317072153091431,
0.548076868057251,
0.2922373414039612,
0.2765956223011017,
0.29864245653152466,
0.4593299925327301,
0.45581385493278503,
0.5177663564682007,
0.5821594595909119,
0.6170212030410767,
0.32369929552078247,
0.2485874742269516,
0.47846877574920654,
0.4088396728038788,
0.3157893717288971,
0.35820886492729187,
0.4972374439239502,
0.5904760956764221,
0.3517586886882782,
0.3699999153614044,
0.6981130838394165,
0.5507245063781738,
0.413043349981308,
0.6766167879104614,
0.7029701471328735,
0.364531934261322,
0.4232803285121918,
0.37681150436401367,
0.6183573603630066,
0.4973543584346771,
0.4786323606967926,
0.43349742889404297,
0.38918909430503845,
0.4410255253314972,
0.46391740441322327,
0.26262614130973816,
0.4408600926399231,
0.31730762124061584,
0.3131312429904938,
0.6310158967971802,
0.4221104085445404,
0.619289219379425,
0.3867923319339752,
0.4593299925327301,
0.25125616788864136,
0.29292917251586914,
0.26804113388061523,
0.5471696853637695,
0.6816141605377197,
0.609625518321991,
0.26041656732559204,
0.46938762068748474,
0.6301368474960327,
0.6820275187492371,
0.5048542022705078,
0.19191910326480865,
0.6435642242431641,
0.5895952582359314,
0.5170730352401733,
0.4795917272567749,
0.7671231031417847,
0.5812807083129883,
0.5373133420944214,
0.3838382363319397,
0.2901553809642792,
0.3350784480571747,
0.31775689125061035,
0.43564343452453613,
0.732673168182373,
0.6633662581443787,
0.4499998688697815,
0.707547128200531,
0.1764705330133438,
0.3861384987831116,
0.30150744318962097,
0.6526314616203308,
0.7399998903274536,
0.2275448441505432,
0.3068782389163971,
0.4516127407550812,
0.20560741424560547,
0.42857131361961365,
0.722222089767456,
0.4232803285121918,
0.4301074147224426,
0.5837318897247314,
0.5274723768234253,
0.4857141971588135,
0.3069306015968323,
0.47524741291999817,
0.5050503611564636,
0.5333331823348999,
0.28723397850990295,
0.2941175699234009,
0.7393363118171692,
0.46938762068748474,
0.3444443643093109,
0.4210525155067444,
0.26600977778434753,
0.4491977095603943
],
"time": 6.202188401482999,
"param": null
},
{
"epoch": 120,
"train_loss": 0.0070337592624127865,
"val_loss": 2.437044620513916,
"acc": 45.9,
"f1": [
0.7586205005645752,
0.5399999022483826,
0.2959182858467102,
0.2871793806552887,
0.2660549581050873,
0.4499998688697815,
0.4363635182380676,
0.5154638290405273,
0.5714284181594849,
0.5918366312980652,
0.3157894015312195,
0.24598921835422516,
0.4507041275501251,
0.413043349981308,
0.31746023893356323,
0.34449753165245056,
0.5108694434165955,
0.5853657722473145,
0.37373724579811096,
0.372548907995224,
0.707547128200531,
0.5619046092033386,
0.4102562665939331,
0.6631577014923096,
0.7120417356491089,
0.35820886492729187,
0.39583319425582886,
0.38834938406944275,
0.6407765746116638,
0.5026176571846008,
0.46861910820007324,
0.43781083822250366,
0.38974347710609436,
0.4210525155067444,
0.43781083822250366,
0.2613064646720886,
0.43575406074523926,
0.323809415102005,
0.2741115987300873,
0.6054052114486694,
0.4162435233592987,
0.6169153451919556,
0.37768232822418213,
0.4646463394165039,
0.24615377187728882,
0.28571417927742004,
0.25396814942359924,
0.5302324295043945,
0.6877826452255249,
0.6122447848320007,
0.23529404401779175,
0.47368407249450684,
0.6079294085502625,
0.6889951229095459,
0.4753361940383911,
0.21495321393013,
0.6502462029457092,
0.535519003868103,
0.5454543828964233,
0.4766837954521179,
0.7605632543563843,
0.582914412021637,
0.522612988948822,
0.378109335899353,
0.28415289521217346,
0.3367346227169037,
0.331707239151001,
0.44444435834884644,
0.7439612150192261,
0.6802029013633728,
0.4607328474521637,
0.6842103600502014,
0.16748763620853424,
0.403755784034729,
0.30526304244995117,
0.629441499710083,
0.7081338167190552,
0.21518979966640472,
0.28571420907974243,
0.45263150334358215,
0.2167486995458603,
0.4140968322753906,
0.7177032232284546,
0.4148934781551361,
0.43093910813331604,
0.5769229531288147,
0.5384613871574402,
0.47321414947509766,
0.33333322405815125,
0.4729062616825104,
0.5273630023002625,
0.5133689045906067,
0.33333322405815125,
0.2526314854621887,
0.7589742541313171,
0.46376800537109375,
0.32369929552078247,
0.41176459193229675,
0.236453115940094,
0.4248703718185425
],
"time": 6.040952908806503,
"param": null
},
{
"epoch": 121,
"train_loss": 0.0049405512399971485,
"val_loss": 2.341383457183838,
"acc": 46.14,
"f1": [
0.707547128200531,
0.5523808598518372,
0.3121950626373291,
0.28723397850990295,
0.2792791724205017,
0.4454975128173828,
0.4495411515235901,
0.5291004180908203,
0.5514017343521118,
0.6129031181335449,
0.32335323095321655,
0.2793295085430145,
0.492890864610672,
0.4191615581512451,
0.3184078335762024,
0.3399999141693115,
0.5111110210418701,
0.5781989693641663,
0.37864065170288086,
0.3957218527793884,
0.7058822512626648,
0.5566036701202393,
0.3957218527793884,
0.6666665077209473,
0.6999998688697815,
0.36458322405815125,
0.3939392864704132,
0.37914684414863586,
0.6634145379066467,
0.5079363584518433,
0.48034927248954773,
0.4195120930671692,
0.38918909430503845,
0.4410255253314972,
0.4499998688697815,
0.2783504128456116,
0.4262293577194214,
0.32352936267852783,
0.30621999502182007,
0.6129031181335449,
0.4041449725627899,
0.6326529383659363,
0.36448585987091064,
0.46999987959861755,
0.23584897816181183,
0.2901553809642792,
0.2659573554992676,
0.5603863000869751,
0.6818180680274963,
0.5957446098327637,
0.23958325386047363,
0.47120407223701477,
0.6355138421058655,
0.666666567325592,
0.49765241146087646,
0.21198150515556335,
0.6470587849617004,
0.5608464479446411,
0.5608464479446411,
0.4656083285808563,
0.7522933483123779,
0.5948716402053833,
0.5258214473724365,
0.3923443853855133,
0.2842104732990265,
0.31632643938064575,
0.3253587782382965,
0.42051267623901367,
0.7389161586761475,
0.6868685483932495,
0.4086019992828369,
0.704761803150177,
0.1970442682504654,
0.37864065170288086,
0.3157893717288971,
0.683937668800354,
0.6985644102096558,
0.23030294477939606,
0.28712859749794006,
0.43781083822250366,
0.198198139667511,
0.4424777626991272,
0.7488149404525757,
0.44210511445999146,
0.4088396728038788,
0.5727270841598511,
0.5081079602241516,
0.47169798612594604,
0.3265305161476135,
0.46601933240890503,
0.5196077227592468,
0.5240640044212341,
0.2871793806552887,
0.2673266530036926,
0.7487682700157166,
0.48205116391181946,
0.3666665554046631,
0.41314542293548584,
0.2536584436893463,
0.44444435834884644
],
"time": 6.298684206791222,
"param": null
},
{
"epoch": 122,
"train_loss": 0.008800395764410496,
"val_loss": 2.268819808959961,
"acc": 46.33,
"f1": [
0.729999840259552,
0.5576921701431274,
0.2816900908946991,
0.2886596620082855,
0.271493136882782,
0.4593299925327301,
0.4311925768852234,
0.5235601663589478,
0.5566036701202393,
0.6178008913993835,
0.30057793855667114,
0.26373615860939026,
0.4851484000682831,
0.40659332275390625,
0.3265305161476135,
0.3794870972633362,
0.5027931928634644,
0.5876776576042175,
0.3743841052055359,
0.37433144450187683,
0.6995072364807129,
0.5471696853637695,
0.4210525155067444,
0.6802029013633728,
0.7171715497970581,
0.3386242389678955,
0.38834938406944275,
0.37185919284820557,
0.666666567325592,
0.48421040177345276,
0.4786323606967926,
0.4221104085445404,
0.40206170082092285,
0.4210525155067444,
0.4811319410800934,
0.2741115987300873,
0.4432430863380432,
0.33816415071487427,
0.3348836302757263,
0.6310158967971802,
0.39805811643600464,
0.6288658380508423,
0.38738730549812317,
0.4339621663093567,
0.24154582619667053,
0.3265305161476135,
0.2577318847179413,
0.5352111458778381,
0.6991149187088013,
0.6304346323013306,
0.2234041839838028,
0.45320188999176025,
0.6267279982566833,
0.6607928276062012,
0.5140186548233032,
0.1835748255252838,
0.6497460603713989,
0.5376343131065369,
0.5612244009971619,
0.45918354392051697,
0.7465436458587646,
0.5911328792572021,
0.5308055877685547,
0.3838382363319397,
0.26519328355789185,
0.32835814356803894,
0.32835814356803894,
0.4585364758968353,
0.7373736500740051,
0.6767675280570984,
0.46632111072540283,
0.6727271676063538,
0.17085421085357666,
0.4102562665939331,
0.30851057171821594,
0.6631577014923096,
0.7177032232284546,
0.20571422576904297,
0.309278279542923,
0.43749991059303284,
0.2115383893251419,
0.4504503309726715,
0.7272725701332092,
0.4338623583316803,
0.4365480840206146,
0.5714284777641296,
0.5333331823348999,
0.4593299925327301,
0.3251230716705322,
0.49999988079071045,
0.5273630023002625,
0.529999852180481,
0.27428561449050903,
0.29665064811706543,
0.7804876565933228,
0.4835163354873657,
0.3157894015312195,
0.44221094250679016,
0.26540276408195496,
0.47368407249450684
],
"time": 6.172779535874724,
"param": null
},
{
"epoch": 123,
"train_loss": 0.008019768632948399,
"val_loss": 2.43369460105896,
"acc": 46.15,
"f1": [
0.7358488440513611,
0.539215624332428,
0.2745097279548645,
0.2722512185573578,
0.2761903405189514,
0.4688993990421295,
0.42727261781692505,
0.5148513317108154,
0.5700933337211609,
0.6030149459838867,
0.30409345030784607,
0.2558138370513916,
0.4873095452785492,
0.43428558111190796,
0.33333325386047363,
0.3517586886882782,
0.4974091649055481,
0.5741626024246216,
0.3636362552642822,
0.36871495842933655,
0.7227722406387329,
0.5296802520751953,
0.40641695261001587,
0.6700506210327148,
0.7029701471328735,
0.35675665736198425,
0.40999990701675415,
0.3831774890422821,
0.6473428606987,
0.4946235418319702,
0.4622220993041992,
0.4324323236942291,
0.3880595862865448,
0.41176459193229675,
0.45595842599868774,
0.2783504128456116,
0.44444432854652405,
0.33802807331085205,
0.3091786503791809,
0.6054052114486694,
0.4120602011680603,
0.6185566186904907,
0.3568074107170105,
0.4499998688697815,
0.23958325386047363,
0.32291656732559204,
0.2727271616458893,
0.5283017754554749,
0.6968324184417725,
0.609625518321991,
0.2433861643075943,
0.46808499097824097,
0.6285713315010071,
0.6545453667640686,
0.5096152424812317,
0.19811314344406128,
0.619289219379425,
0.5795453190803528,
0.5624998807907104,
0.47572803497314453,
0.7557602524757385,
0.5756096839904785,
0.5660375952720642,
0.41414129734039307,
0.25555548071861267,
0.3267325758934021,
0.32160791754722595,
0.44230756163597107,
0.7290639281272888,
0.6733667254447937,
0.44554442167282104,
0.6944442987442017,
0.17391300201416016,
0.39999985694885254,
0.331707239151001,
0.6666665077209473,
0.7115383744239807,
0.239999920129776,
0.29473677277565,
0.4226802885532379,
0.210526242852211,
0.4561402499675751,
0.7333331108093262,
0.4123710095882416,
0.43850257992744446,
0.5662099123001099,
0.5027320981025696,
0.45871543884277344,
0.3211008310317993,
0.4705880880355835,
0.5312498211860657,
0.5284972786903381,
0.29508185386657715,
0.29896897077560425,
0.7281104326248169,
0.510416567325592,
0.3076922297477722,
0.4299064576625824,
0.2571427524089813,
0.45263150334358215
],
"time": 6.116156310774386,
"param": null
},
{
"epoch": 124,
"train_loss": 0.010575104504823685,
"val_loss": 2.3703789710998535,
"acc": 46.17,
"f1": [
0.742574155330658,
0.5583755373954773,
0.2882882058620453,
0.2653060257434845,
0.2638297379016876,
0.4433496594429016,
0.4292236268520355,
0.5148513317108154,
0.5607475638389587,
0.613756537437439,
0.2840908169746399,
0.2444443702697754,
0.488262802362442,
0.43181803822517395,
0.299465149641037,
0.36842095851898193,
0.49999988079071045,
0.5953487157821655,
0.33962252736091614,
0.37999987602233887,
0.7093595266342163,
0.5479451417922974,
0.41758227348327637,
0.666666567325592,
0.7005074620246887,
0.35978829860687256,
0.4020099639892578,
0.36180898547172546,
0.6565654873847961,
0.4812833070755005,
0.47321414947509766,
0.43298953771591187,
0.38043469190597534,
0.44210511445999146,
0.4545453190803528,
0.2786068916320801,
0.4262293577194214,
0.3228698670864105,
0.3157894015312195,
0.637362539768219,
0.4137929677963257,
0.625640869140625,
0.35714274644851685,
0.4499998688697815,
0.2475246638059616,
0.336633563041687,
0.2810809910297394,
0.5308055877685547,
0.6785712838172913,
0.5978259444236755,
0.26315781474113464,
0.4646463394165039,
0.6334840059280396,
0.657142698764801,
0.4878047704696655,
0.2046510875225067,
0.653465211391449,
0.5621620416641235,
0.5538460612297058,
0.46632111072540283,
0.7522933483123779,
0.5888323187828064,
0.5603863000869751,
0.3627450466156006,
0.26519328355789185,
0.32160791754722595,
0.33492809534072876,
0.44670039415359497,
0.735293984413147,
0.6834169626235962,
0.45631060004234314,
0.6787328720092773,
0.1869158148765564,
0.40975597500801086,
0.2887699604034424,
0.6560845375061035,
0.7263681292533875,
0.22891558706760406,
0.306122362613678,
0.4491977095603943,
0.20095685124397278,
0.44827574491500854,
0.741783857345581,
0.42931926250457764,
0.42780739068984985,
0.5454544425010681,
0.5310733318328857,
0.47393354773521423,
0.33333325386047363,
0.4814813435077667,
0.5273630023002625,
0.520408034324646,
0.29213473200798035,
0.2713567018508911,
0.7499997615814209,
0.5053762197494507,
0.3411763310432434,
0.45226117968559265,
0.2758619785308838,
0.46632111072540283
],
"time": 6.054848969914019,
"param": null
},
{
"epoch": 125,
"train_loss": 0.004965720698237419,
"val_loss": 2.220870018005371,
"acc": 46.02,
"f1": [
0.7135677337646484,
0.5566036701202393,
0.30630621314048767,
0.282828152179718,
0.2592591643333435,
0.4487804174423218,
0.43835610151290894,
0.486772358417511,
0.568720281124115,
0.6249998807907104,
0.2771083414554596,
0.24999991059303284,
0.47619035840034485,
0.4262293577194214,
0.3208555281162262,
0.32291656732559204,
0.5082871913909912,
0.6249998807907104,
0.3402060866355896,
0.39130425453186035,
0.742574155330658,
0.5507245063781738,
0.4041449725627899,
0.6540283560752869,
0.7106597423553467,
0.33684200048446655,
0.42708319425582886,
0.37623751163482666,
0.6310677528381348,
0.4947367310523987,
0.46696019172668457,
0.43564343452453613,
0.36815908551216125,
0.425531804561615,
0.45320188999176025,
0.2699999213218689,
0.43850257992744446,
0.336633563041687,
0.31884050369262695,
0.6171427369117737,
0.40999990701675415,
0.6161615252494812,
0.366812139749527,
0.4413144290447235,
0.22935770452022552,
0.32124343514442444,
0.24999991059303284,
0.5445543527603149,
0.6877826452255249,
0.6170212030410767,
0.2736841142177582,
0.46534639596939087,
0.6330273747444153,
0.6486485004425049,
0.4953269362449646,
0.20289847254753113,
0.625640869140625,
0.5445024967193604,
0.5408161878585815,
0.47368407249450684,
0.754545271396637,
0.582914412021637,
0.5365853309631348,
0.35955044627189636,
0.2762430012226105,
0.33816415071487427,
0.31999990344047546,
0.42857128381729126,
0.7399998903274536,
0.680412232875824,
0.43902426958084106,
0.6857141852378845,
0.20388342440128326,
0.3636362850666046,
0.32258057594299316,
0.6631577014923096,
0.7136148810386658,
0.21468918025493622,
0.2901553809642792,
0.4324323236942291,
0.19999992847442627,
0.42857131361961365,
0.7378638982772827,
0.4301074147224426,
0.4301074147224426,
0.5636362433433533,
0.5026176571846008,
0.47222211956977844,
0.31632643938064575,
0.4905658960342407,
0.5145629644393921,
0.5230767726898193,
0.28712859749794006,
0.3317534327507019,
0.7572813630104065,
0.4947367310523987,
0.3703702688217163,
0.44554442167282104,
0.25961530208587646,
0.46808499097824097
],
"time": 6.024089413695037,
"param": null
},
{
"epoch": 126,
"train_loss": 0.004893574398010969,
"val_loss": 2.4013161659240723,
"acc": 46.21,
"f1": [
0.732673168182373,
0.5373133420944214,
0.2758619785308838,
0.28272244334220886,
0.2895926535129547,
0.4476189613342285,
0.4405285120010376,
0.5079363584518433,
0.5560536980628967,
0.613756537437439,
0.3016759157180786,
0.2513660192489624,
0.49523797631263733,
0.44198882579803467,
0.3169397711753845,
0.3578946590423584,
0.5053762197494507,
0.5953487157821655,
0.3592231869697571,
0.4111110270023346,
0.7184464335441589,
0.5345621109008789,
0.4153004288673401,
0.6731706857681274,
0.7179486155509949,
0.367346853017807,
0.4137929677963257,
0.3942306339740753,
0.6176469922065735,
0.4640882611274719,
0.47161564230918884,
0.4432988464832306,
0.38190943002700806,
0.4158414602279663,
0.45918354392051697,
0.26600977778434753,
0.4222221076488495,
0.3317534327507019,
0.32352936267852783,
0.6054052114486694,
0.42857128381729126,
0.6354165077209473,
0.3644067049026489,
0.4271843731403351,
0.24154582619667053,
0.3157893717288971,
0.2751321792602539,
0.5333331823348999,
0.672810971736908,
0.6129031181335449,
0.27083322405815125,
0.46999987959861755,
0.6267279982566833,
0.666666567325592,
0.4851484000682831,
0.2115383893251419,
0.6178008913993835,
0.579234778881073,
0.5628139972686768,
0.4923075735569,
0.7636361122131348,
0.5948716402053833,
0.5727698802947998,
0.38251355290412903,
0.262857049703598,
0.32989683747291565,
0.3367346227169037,
0.42780739068984985,
0.7448978424072266,
0.6806281208992004,
0.4411763548851013,
0.6944442987442017,
0.19607838988304138,
0.3578946590423584,
0.3152708411216736,
0.6666665077209473,
0.7184464335441589,
0.20571422576904297,
0.2955664098262787,
0.4491977095603943,
0.2095237374305725,
0.4425530731678009,
0.7289717793464661,
0.4361701011657715,
0.4248703718185425,
0.5495494604110718,
0.5347592234611511,
0.46009382605552673,
0.34482747316360474,
0.46082934737205505,
0.5154638290405273,
0.49999988079071045,
0.2934781610965729,
0.3069306015968323,
0.7393363118171692,
0.4927534759044647,
0.3468207120895386,
0.4476189613342285,
0.2443438321352005,
0.46391740441322327
],
"time": 5.974422698840499,
"param": null
},
{
"epoch": 127,
"train_loss": 0.004664691165089607,
"val_loss": 2.483517646789551,
"acc": 46.21,
"f1": [
0.7389161586761475,
0.5699998736381531,
0.30621999502182007,
0.2795697748661041,
0.2464454174041748,
0.436893105506897,
0.42342329025268555,
0.5161289572715759,
0.5809522867202759,
0.5989846587181091,
0.33333319425582886,
0.24864855408668518,
0.48803818225860596,
0.4090908467769623,
0.3135133981704712,
0.35897424817085266,
0.48387083411216736,
0.6183573603630066,
0.3636362552642822,
0.39378228783607483,
0.7093595266342163,
0.5283017754554749,
0.41269823908805847,
0.6698111891746521,
0.738461434841156,
0.378109335899353,
0.4083768427371979,
0.35643553733825684,
0.6315788626670837,
0.487046480178833,
0.45689642429351807,
0.4221104085445404,
0.367346853017807,
0.43093910813331604,
0.4646463394165039,
0.2659573554992676,
0.42708319425582886,
0.3168315887451172,
0.3084111213684082,
0.636871337890625,
0.40975597500801086,
0.6358972787857056,
0.3636362552642822,
0.4306218922138214,
0.2488037496805191,
0.31249991059303284,
0.2526314854621887,
0.5628139972686768,
0.6788989305496216,
0.5999999046325684,
0.24615377187728882,
0.4717947542667389,
0.6197181344032288,
0.6666665077209473,
0.49484527111053467,
0.20175431668758392,
0.6532661318778992,
0.5444443225860596,
0.5555554032325745,
0.4766837954521179,
0.7431191205978394,
0.5728641748428345,
0.563380241394043,
0.3880595862865448,
0.2702701687812805,
0.33333322405815125,
0.3367346227169037,
0.4411763548851013,
0.7448978424072266,
0.6799998879432678,
0.46376800537109375,
0.6790696382522583,
0.2115383893251419,
0.4019606411457062,
0.3440859317779541,
0.6451612114906311,
0.6985644102096558,
0.2456139326095581,
0.27999991178512573,
0.4565216302871704,
0.2244897186756134,
0.44444435834884644,
0.7373270392417908,
0.4324323236942291,
0.41711217164993286,
0.5727698802947998,
0.5161289572715759,
0.44444432854652405,
0.32989683747291565,
0.47169798612594604,
0.507771909236908,
0.5291004180908203,
0.29885047674179077,
0.3196346163749695,
0.7499997615814209,
0.4861876964569092,
0.3874344527721405,
0.43925222754478455,
0.246575266122818,
0.44554442167282104
],
"time": 5.882539994083345,
"param": null
},
{
"epoch": 128,
"train_loss": 0.004534054081887007,
"val_loss": 2.518501043319702,
"acc": 46.12,
"f1": [
0.728155255317688,
0.5572138428688049,
0.28571417927742004,
0.28260859847068787,
0.28310492634773254,
0.4499998688697815,
0.43925222754478455,
0.518134593963623,
0.5765764713287354,
0.6298341155052185,
0.2774565517902374,
0.262857049703598,
0.4999999403953552,
0.4210525155067444,
0.3101603388786316,
0.34736835956573486,
0.510416567325592,
0.6082947254180908,
0.3653844892978668,
0.38709667325019836,
0.7411166429519653,
0.5164318084716797,
0.40404030680656433,
0.6794257164001465,
0.72251296043396,
0.3675675094127655,
0.3980098366737366,
0.372548907995224,
0.6310677528381348,
0.46938762068748474,
0.4493390619754791,
0.4145076870918274,
0.38341957330703735,
0.4361701011657715,
0.4200912117958069,
0.2741115987300873,
0.41052618622779846,
0.33492809534072876,
0.29268285632133484,
0.6170212030410767,
0.4226802885532379,
0.6282721161842346,
0.38053086400032043,
0.4466018080711365,
0.26046502590179443,
0.30051806569099426,
0.2736841142177582,
0.5445543527603149,
0.6788989305496216,
0.6043955087661743,
0.24489787220954895,
0.4577113389968872,
0.6175113916397095,
0.6846845149993896,
0.48598119616508484,
0.19383254647254944,
0.629441499710083,
0.57297283411026,
0.5670101642608643,
0.47761180996894836,
0.753488302230835,
0.5714284777641296,
0.5463413596153259,
0.4041449725627899,
0.26881712675094604,
0.33502528071403503,
0.3267325758934021,
0.43216070532798767,
0.7499999403953552,
0.6903551816940308,
0.4466018080711365,
0.6981130838394165,
0.22549012303352356,
0.35121941566467285,
0.3179486393928528,
0.6489360928535461,
0.7208120226860046,
0.2580644488334656,
0.28999990224838257,
0.4550263583660126,
0.2075471132993698,
0.43749988079071045,
0.7403844594955444,
0.42780739068984985,
0.39784935116767883,
0.5767440795898438,
0.5319147706031799,
0.4688993990421295,
0.33333325386047363,
0.47572803497314453,
0.5099998712539673,
0.49999988079071045,
0.2967032194137573,
0.28181809186935425,
0.7549017667770386,
0.4731181561946869,
0.3934425115585327,
0.4541061818599701,
0.26262614130973816,
0.4401912987232208
],
"time": 5.94322063960135,
"param": null
},
{
"epoch": 129,
"train_loss": 0.004732738249003887,
"val_loss": 2.304616689682007,
"acc": 45.91,
"f1": [
0.7389161586761475,
0.5490195155143738,
0.3024389147758484,
0.28426387906074524,
0.2521738111972809,
0.46153831481933594,
0.43438899517059326,
0.5212765336036682,
0.5951218605041504,
0.6178008913993835,
0.3370785713195801,
0.25555548071861267,
0.452830046415329,
0.4090908467769623,
0.3043477535247803,
0.35121941566467285,
0.48044681549072266,
0.639593780040741,
0.3636362552642822,
0.3692306876182556,
0.7024388909339905,
0.5585584044456482,
0.43333321809768677,
0.6798028349876404,
0.7076921463012695,
0.36082467436790466,
0.4102562665939331,
0.3431371748447418,
0.6285713315010071,
0.47120407223701477,
0.47222211956977844,
0.40975597500801086,
0.3899998664855957,
0.44210511445999146,
0.4630540609359741,
0.2705313265323639,
0.4022345542907715,
0.3534882664680481,
0.3024389147758484,
0.6077346205711365,
0.42857131361961365,
0.645502507686615,
0.3636362552642822,
0.43564343452453613,
0.23041465878486633,
0.3168315887451172,
0.26455017924308777,
0.5645932555198669,
0.6846845149993896,
0.5934064984321594,
0.2564101815223694,
0.44444435834884644,
0.6320753693580627,
0.6756755113601685,
0.48309168219566345,
0.1683167666196823,
0.6467660069465637,
0.5274723768234253,
0.5603863000869751,
0.46938762068748474,
0.7452828288078308,
0.572916567325592,
0.5125626921653748,
0.36649200320243835,
0.25555548071861267,
0.31428563594818115,
0.31999990344047546,
0.43523305654525757,
0.7599998116493225,
0.6834169626235962,
0.4507041275501251,
0.6846845149993896,
0.18811874091625214,
0.3654821515083313,
0.29508185386657715,
0.6489360928535461,
0.6948355436325073,
0.22702695429325104,
0.29292917251586914,
0.446808397769928,
0.2095237374305725,
0.44651150703430176,
0.7439612150192261,
0.4108106791973114,
0.42780739068984985,
0.5767440795898438,
0.5136610269546509,
0.46376800537109375,
0.3417084515094757,
0.4630540609359741,
0.5242717266082764,
0.5208331942558289,
0.29189181327819824,
0.2976743280887604,
0.7512193918228149,
0.48039206862449646,
0.38674020767211914,
0.4487804174423218,
0.26086950302124023,
0.43523305654525757
],
"time": 6.033988821320236,
"param": null
},
{
"epoch": 130,
"train_loss": 0.004546572454273701,
"val_loss": 2.4355201721191406,
"acc": 45.78,
"f1": [
0.7575755715370178,
0.5533979535102844,
0.2621358335018158,
0.2795697748661041,
0.26794248819351196,
0.43438899517059326,
0.41284388303756714,
0.5185183882713318,
0.5961536765098572,
0.6243385076522827,
0.2999999225139618,
0.251308798789978,
0.434782475233078,
0.4148934781551361,
0.2983424663543701,
0.38461530208587646,
0.4656083285808563,
0.6124400496482849,
0.3523808717727661,
0.3809523284435272,
0.7156862020492554,
0.5358850359916687,
0.41052618622779846,
0.6700506210327148,
0.7106597423553467,
0.37999987602233887,
0.4102562665939331,
0.30303022265434265,
0.6291078925132751,
0.47368407249450684,
0.4727271497249603,
0.4315788447856903,
0.42051267623901367,
0.4338623583316803,
0.44444435834884644,
0.253807008266449,
0.39130425453186035,
0.3287670314311981,
0.3152708411216736,
0.6242773532867432,
0.419999897480011,
0.6326529383659363,
0.36619704961776733,
0.4646463394165039,
0.20689646899700165,
0.2959182858467102,
0.2736841142177582,
0.5238093733787537,
0.6976743340492249,
0.5824174284934998,
0.23809516429901123,
0.4292682111263275,
0.6320753693580627,
0.6697673201560974,
0.5023695826530457,
0.18779337406158447,
0.6432158946990967,
0.56043940782547,
0.5742572546005249,
0.46534639596939087,
0.7465436458587646,
0.582914412021637,
0.5529952645301819,
0.35675665736198425,
0.2513660192489624,
0.3316582143306732,
0.31088075041770935,
0.41414129734039307,
0.7575755715370178,
0.6871793866157532,
0.43902426958084106,
0.6785712838172913,
0.19801974296569824,
0.37499985098838806,
0.29166659712791443,
0.6595743298530579,
0.6972475647926331,
0.2127658873796463,
0.2783504128456116,
0.4615383446216583,
0.22222214937210083,
0.4424777626991272,
0.7342994213104248,
0.42780739068984985,
0.3917524814605713,
0.5728154182434082,
0.522222101688385,
0.4651161730289459,
0.3599999248981476,
0.4651161730289459,
0.5252523422241211,
0.5510202646255493,
0.2983424663543701,
0.2955664098262787,
0.7255812287330627,
0.48913031816482544,
0.38888877630233765,
0.44230756163597107,
0.2647058069705963,
0.42512065172195435
],
"time": 6.026602954603732,
"param": null
},
{
"epoch": 131,
"train_loss": 0.01042689848691225,
"val_loss": 2.6944172382354736,
"acc": 45.97,
"f1": [
0.741463303565979,
0.5555554032325745,
0.3090128004550934,
0.2769230008125305,
0.25352105498313904,
0.4499998688697815,
0.43835610151290894,
0.4975123405456543,
0.5756096839904785,
0.6236557960510254,
0.30409345030784607,
0.26666656136512756,
0.5049503445625305,
0.40935659408569336,
0.3016759157180786,
0.3387977182865143,
0.46739116311073303,
0.6299998760223389,
0.3557691276073456,
0.3874344527721405,
0.7448978424072266,
0.5395347476005554,
0.40641695261001587,
0.6478871703147888,
0.7179486155509949,
0.36649200320243835,
0.4021162986755371,
0.3524228036403656,
0.6176469922065735,
0.487046480178833,
0.45344120264053345,
0.4179103374481201,
0.367346853017807,
0.43850257992744446,
0.46376800537109375,
0.26666656136512756,
0.42708319425582886,
0.3738316595554352,
0.32820504903793335,
0.6010927557945251,
0.43216070532798767,
0.6424869298934937,
0.38862547278404236,
0.4509802758693695,
0.22772268950939178,
0.2673266530036926,
0.24870456755161285,
0.5517240166664124,
0.6886791586875916,
0.5858584046363831,
0.26041656732559204,
0.4577113389968872,
0.6422017216682434,
0.6724889278411865,
0.48803818225860596,
0.19230762124061584,
0.6231154203414917,
0.5473682880401611,
0.5714284181594849,
0.4824119210243225,
0.754545271396637,
0.5816324949264526,
0.5454544425010681,
0.34254133701324463,
0.2702701687812805,
0.34905651211738586,
0.3465345501899719,
0.43298953771591187,
0.7437184453010559,
0.683937668800354,
0.43902426958084106,
0.6851851344108582,
0.20192298293113708,
0.36893191933631897,
0.3195875287055969,
0.6736840605735779,
0.6985644102096558,
0.23655906319618225,
0.2692306935787201,
0.445652037858963,
0.210526242852211,
0.45248857140541077,
0.747572660446167,
0.4408600926399231,
0.3934425115585327,
0.579439103603363,
0.5185183882713318,
0.46376800537109375,
0.3141360282897949,
0.47761180996894836,
0.5049503445625305,
0.5128204226493835,
0.29629620909690857,
0.2959640622138977,
0.7373736500740051,
0.4808742105960846,
0.38251355290412903,
0.4174756109714508,
0.25490185618400574,
0.42639580368995667
],
"time": 6.027741853147745,
"param": null
},
{
"epoch": 132,
"train_loss": 0.006883769296109676,
"val_loss": 2.5203394889831543,
"acc": 45.89,
"f1": [
0.742574155330658,
0.5670101642608643,
0.2898550033569336,
0.306122362613678,
0.2697673439979553,
0.45320188999176025,
0.42342329025268555,
0.4949493706226349,
0.561576247215271,
0.6349205374717712,
0.3295453190803528,
0.21714277565479279,
0.48309168219566345,
0.4204544126987457,
0.2887699604034424,
0.34343424439430237,
0.48205116391181946,
0.6341462135314941,
0.3428570628166199,
0.36956506967544556,
0.7142855525016785,
0.5544553399085999,
0.40217384696006775,
0.6731706857681274,
0.7070705890655518,
0.35467973351478577,
0.4059404730796814,
0.33802807331085205,
0.6403939127922058,
0.46632111072540283,
0.48648640513420105,
0.4410255253314972,
0.37373724579811096,
0.44210511445999146,
0.4599998891353607,
0.24742262065410614,
0.41269823908805847,
0.37004393339157104,
0.31999990344047546,
0.6153845191001892,
0.43999987840652466,
0.6391751170158386,
0.3744291365146637,
0.4411763548851013,
0.21395343542099,
0.2830187678337097,
0.26262614130973816,
0.548076868057251,
0.6912441253662109,
0.5775399804115295,
0.27083322405815125,
0.4410255253314972,
0.6325579881668091,
0.6787328720092773,
0.48756206035614014,
0.1762113720178604,
0.6321242451667786,
0.5384613871574402,
0.5595853924751282,
0.4607328474521637,
0.7433626651763916,
0.5979380011558533,
0.5302324295043945,
0.3459458649158478,
0.25945934653282166,
0.3300969898700714,
0.35467973351478577,
0.43749991059303284,
0.760416567325592,
0.6770831346511841,
0.4221104085445404,
0.7009344696998596,
0.20487797260284424,
0.38974347710609436,
0.31632643938064575,
0.6701029539108276,
0.7399998903274536,
0.23463678359985352,
0.2843136191368103,
0.44210511445999146,
0.2121211439371109,
0.4561402499675751,
0.7307690382003784,
0.423912912607193,
0.3838382363319397,
0.5753422975540161,
0.5027320981025696,
0.46082934737205505,
0.3398057222366333,
0.46601933240890503,
0.5145629644393921,
0.5418717861175537,
0.27999991178512573,
0.29268285632133484,
0.7342994213104248,
0.4835163354873657,
0.3999998867511749,
0.415094256401062,
0.2727271616458893,
0.44791656732559204
],
"time": 6.043716830201447,
"param": null
},
{
"epoch": 133,
"train_loss": 0.004414825700223446,
"val_loss": 2.4343576431274414,
"acc": 45.65,
"f1": [
0.7474745512008667,
0.5445543527603149,
0.2933332622051239,
0.30366483330726624,
0.2543858587741852,
0.4485980272293091,
0.4085105359554291,
0.49999988079071045,
0.5700481534004211,
0.5999999046325684,
0.2967032194137573,
0.2404370754957199,
0.4585364758968353,
0.39778995513916016,
0.30270257592201233,
0.3440859317779541,
0.4717947542667389,
0.6368157267570496,
0.345177561044693,
0.3578946590423584,
0.6995072364807129,
0.5302324295043945,
0.4222221076488495,
0.6599999070167542,
0.7106597423553467,
0.36559128761291504,
0.38578668236732483,
0.3398057222366333,
0.6467660069465637,
0.45128190517425537,
0.4694834351539612,
0.425531804561615,
0.36956506967544556,
0.4315788447856903,
0.44444435834884644,
0.2810809910297394,
0.4324323236942291,
0.3771928548812866,
0.27999991178512573,
0.6077346205711365,
0.44444435834884644,
0.6428569555282593,
0.36051490902900696,
0.43835610151290894,
0.21890540421009064,
0.29665064811706543,
0.2571427524089813,
0.5490195155143738,
0.6872245073318481,
0.563535749912262,
0.25396814942359924,
0.4519229531288147,
0.6425337791442871,
0.6465516090393066,
0.5154638290405273,
0.185653954744339,
0.6458331942558289,
0.5414363145828247,
0.5631066560745239,
0.48205116391181946,
0.7627905607223511,
0.5913977026939392,
0.5128204226493835,
0.3736262619495392,
0.25555548071861267,
0.33333325386047363,
0.34482747316360474,
0.4432430863380432,
0.7462685704231262,
0.6806281208992004,
0.46009382605552673,
0.6919430494308472,
0.2094240039587021,
0.3838382363319397,
0.32432422041893005,
0.6739128828048706,
0.7184464335441589,
0.21989519894123077,
0.26395928859710693,
0.43715834617614746,
0.211055189371109,
0.43946176767349243,
0.7407405376434326,
0.40641695261001587,
0.3838382363319397,
0.5809522867202759,
0.5423727631568909,
0.41666656732559204,
0.36111101508140564,
0.4690264165401459,
0.5148513317108154,
0.535353422164917,
0.2795697748661041,
0.2962961792945862,
0.7196259498596191,
0.4705881178379059,
0.34523800015449524,
0.45226117968559265,
0.2583731412887573,
0.44559577107429504
],
"time": 6.25686673168093,
"param": null
},
{
"epoch": 134,
"train_loss": 0.004284115508198738,
"val_loss": 2.460116147994995,
"acc": 45.71,
"f1": [
0.7115383744239807,
0.5555554032325745,
0.31428563594818115,
0.29189181327819824,
0.26728102564811707,
0.47169798612594604,
0.4259258210659027,
0.5154638290405273,
0.5714284181594849,
0.631578803062439,
0.3016759157180786,
0.2430938482284546,
0.4593299925327301,
0.4090908467769623,
0.29787227511405945,
0.35294109582901,
0.4787232577800751,
0.6285713315010071,
0.33962252736091614,
0.37499991059303284,
0.7042252421379089,
0.53465336561203,
0.4111110270023346,
0.6399998664855957,
0.7058822512626648,
0.36180898547172546,
0.425531804561615,
0.35294109582901,
0.6435642242431641,
0.47916653752326965,
0.49523797631263733,
0.4162435233592987,
0.37158459424972534,
0.4315788447856903,
0.4487804174423218,
0.2561575770378113,
0.4198893904685974,
0.3710406422615051,
0.3069306015968323,
0.6031745076179504,
0.4299998879432678,
0.6424869298934937,
0.3394494354724884,
0.4489794969558716,
0.2243901938199997,
0.30621999502182007,
0.2404370754957199,
0.539215624332428,
0.6877826452255249,
0.5921786427497864,
0.2559240758419037,
0.41148313879966736,
0.6267279982566833,
0.6788989305496216,
0.4857141971588135,
0.19266046583652496,
0.645502507686615,
0.5133689045906067,
0.5490195155143738,
0.46601933240890503,
0.7579907178878784,
0.5714284777641296,
0.5252523422241211,
0.3316582143306732,
0.251428484916687,
0.30456843972206116,
0.3523315489292145,
0.43298953771591187,
0.7777776122093201,
0.6799998879432678,
0.44444435834884644,
0.6968324184417725,
0.21698106825351715,
0.35532984137535095,
0.31818172335624695,
0.6735749840736389,
0.7177032232284546,
0.22222214937210083,
0.281406968832016,
0.43715834617614746,
0.21999992430210114,
0.4366810917854309,
0.7363182306289673,
0.4102562665939331,
0.39999985694885254,
0.579439103603363,
0.5082871913909912,
0.46009382605552673,
0.35820886492729187,
0.45248857140541077,
0.5230767726898193,
0.5074625611305237,
0.2901553809642792,
0.28426387906074524,
0.7499999403953552,
0.49999988079071045,
0.36158180236816406,
0.42342329025268555,
0.2741115987300873,
0.4170615077018738
],
"time": 6.01201437972486,
"param": null
},
{
"epoch": 135,
"train_loss": 0.006950272712856531,
"val_loss": 2.3478446006774902,
"acc": 45.56,
"f1": [
0.7487682700157166,
0.57297283411026,
0.2843136191368103,
0.2871793806552887,
0.23008842766284943,
0.4541061818599701,
0.3999998867511749,
0.4950493574142456,
0.5816324949264526,
0.620320737361908,
0.30526304244995117,
0.22099439799785614,
0.46376800537109375,
0.4088396728038788,
0.306122362613678,
0.3419688045978546,
0.4756755530834198,
0.6532661318778992,
0.3636362552642822,
0.38502663373947144,
0.7157893776893616,
0.5209301114082336,
0.45348823070526123,
0.6532661318778992,
0.6836733222007751,
0.36815908551216125,
0.41711217164993286,
0.32075464725494385,
0.6139533519744873,
0.46808499097824097,
0.4770641028881073,
0.43349742889404297,
0.3936169147491455,
0.43781083822250366,
0.45871543884277344,
0.2769230008125305,
0.423912912607193,
0.38181808590888977,
0.31428563594818115,
0.6054052114486694,
0.4623654782772064,
0.6305417418479919,
0.34123215079307556,
0.4509802758693695,
0.22857137024402618,
0.3113206624984741,
0.2686566412448883,
0.5517240166664124,
0.7081338167190552,
0.5977010130882263,
0.2561575770378113,
0.4433496594429016,
0.6203702688217163,
0.6578946113586426,
0.4854367673397064,
0.19004517793655396,
0.6528496146202087,
0.5297296643257141,
0.5572138428688049,
0.47115376591682434,
0.7281104326248169,
0.5608464479446411,
0.5360823273658752,
0.3417084515094757,
0.23280414938926697,
0.29473677277565,
0.345177561044693,
0.42931926250457764,
0.7575755715370178,
0.6799998879432678,
0.45714277029037476,
0.6816141605377197,
0.2095237374305725,
0.3743841052055359,
0.29032251238822937,
0.6947367191314697,
0.7263681292533875,
0.2433861643075943,
0.26395928859710693,
0.45405393838882446,
0.20289847254753113,
0.4573989808559418,
0.7450978755950928,
0.3957218527793884,
0.39560428261756897,
0.5607475638389587,
0.518134593963623,
0.44036686420440674,
0.35897424817085266,
0.47524741291999817,
0.5174128413200378,
0.4824119210243225,
0.3169397711753845,
0.2692306935787201,
0.728155255317688,
0.4854367673397064,
0.36046499013900757,
0.3827749788761139,
0.2673266530036926,
0.4313724637031555
],
"time": 5.945779159665108,
"param": null
},
{
"epoch": 136,
"train_loss": 0.006574805360287428,
"val_loss": 2.4434525966644287,
"acc": 45.57,
"f1": [
0.7246376276016235,
0.5373133420944214,
0.29464277625083923,
0.2886596620082855,
0.24413138628005981,
0.48453593254089355,
0.415094256401062,
0.48039206862449646,
0.5671641230583191,
0.6222221255302429,
0.32978713512420654,
0.2694299519062042,
0.44230756163597107,
0.40935659408569336,
0.25555548071861267,
0.35416656732559204,
0.4923075735569,
0.653465211391449,
0.3363635540008545,
0.39784935116767883,
0.7309643626213074,
0.5071768760681152,
0.423912912607193,
0.6732671856880188,
0.6874998807907104,
0.3636362850666046,
0.40641695261001587,
0.3441859781742096,
0.6497460603713989,
0.47619032859802246,
0.4705880880355835,
0.42708319425582886,
0.3794870972633362,
0.4338623583316803,
0.42790690064430237,
0.27322396636009216,
0.44210511445999146,
0.3744291365146637,
0.3351350426673889,
0.5882351994514465,
0.4656083285808563,
0.6363635063171387,
0.3577980697154999,
0.44559577107429504,
0.22772268950939178,
0.3184078335762024,
0.2446807622909546,
0.5490195155143738,
0.6849313974380493,
0.5882351994514465,
0.25870639085769653,
0.4433496594429016,
0.6355138421058655,
0.6636770367622375,
0.48039206862449646,
0.18181811273097992,
0.6354165077209473,
0.5543476939201355,
0.5742572546005249,
0.4509802758693695,
0.7452828288078308,
0.5699480772018433,
0.5306121110916138,
0.3517586886882782,
0.23280414938926697,
0.3203882575035095,
0.32989683747291565,
0.4315788447856903,
0.7450978755950928,
0.6701029539108276,
0.4684683382511139,
0.672810971736908,
0.21395343542099,
0.3823528587818146,
0.3068782389163971,
0.6528496146202087,
0.7093595266342163,
0.2553190290927887,
0.26600977778434753,
0.4699452221393585,
0.20388342440128326,
0.43049317598342896,
0.7512193918228149,
0.38502663373947144,
0.39378228783607483,
0.5462554097175598,
0.5053762197494507,
0.4484303891658783,
0.34554967284202576,
0.4630540609359741,
0.5099998712539673,
0.5094338655471802,
0.29508185386657715,
0.28019312024116516,
0.7373736500740051,
0.4585364758968353,
0.37777766585350037,
0.38222211599349976,
0.2955664098262787,
0.43349742889404297
],
"time": 6.001716895960271,
"param": null
},
{
"epoch": 137,
"train_loss": 0.004238598048686981,
"val_loss": 2.377485752105713,
"acc": 45.62,
"f1": [
0.7389161586761475,
0.5499998927116394,
0.28999990224838257,
0.2797926664352417,
0.25339359045028687,
0.46153831481933594,
0.41666656732559204,
0.48309168219566345,
0.5754715800285339,
0.613756537437439,
0.29508185386657715,
0.228571355342865,
0.4433496594429016,
0.41666656732559204,
0.290502667427063,
0.345177561044693,
0.4919784665107727,
0.6368157267570496,
0.3474177420139313,
0.34343424439430237,
0.7099998593330383,
0.5314008593559265,
0.43181803822517395,
0.6504853367805481,
0.6868685483932495,
0.34920626878738403,
0.4086019992828369,
0.336633563041687,
0.6274508833885193,
0.4670049846172333,
0.4705880880355835,
0.4230768084526062,
0.3636362850666046,
0.4145076870918274,
0.4236452281475067,
0.2790696918964386,
0.413043349981308,
0.38497641682624817,
0.32989683747291565,
0.6021503806114197,
0.4301074147224426,
0.6387433409690857,
0.35714274644851685,
0.4411763548851013,
0.24413138628005981,
0.3041473925113678,
0.26315781474113464,
0.5560973882675171,
0.6981130838394165,
0.5824174284934998,
0.2553190290927887,
0.45360812544822693,
0.6153844594955444,
0.6576575636863708,
0.5049503445625305,
0.21004560589790344,
0.6336632370948792,
0.5621620416641235,
0.5539904832839966,
0.46632111072540283,
0.7557602524757385,
0.5654449462890625,
0.5360823273658752,
0.35643553733825684,
0.26455017924308777,
0.2895926535129547,
0.3592231869697571,
0.4210525155067444,
0.7614211440086365,
0.6599999070167542,
0.436893105506897,
0.6759257912635803,
0.20192298293113708,
0.3703702688217163,
0.314606636762619,
0.6702126860618591,
0.7199999094009399,
0.26315781474113464,
0.28019312024116516,
0.4550263583660126,
0.20091316103935242,
0.4615383744239807,
0.7632849216461182,
0.4081631302833557,
0.4020099639892578,
0.579439103603363,
0.5111110210418701,
0.4519229531288147,
0.38190943002700806,
0.47393354773521423,
0.5380709171295166,
0.5125626921653748,
0.28415289521217346,
0.27884605526924133,
0.7219511270523071,
0.5193368792533875,
0.3431951701641083,
0.4292682111263275,
0.2547169029712677,
0.4413144290447235
],
"time": 6.0813687313348055,
"param": null
},
{
"epoch": 138,
"train_loss": 0.00400780001655221,
"val_loss": 2.3436999320983887,
"acc": 45.62,
"f1": [
0.7263681292533875,
0.5656563639640808,
0.2723003923892975,
0.28415289521217346,
0.246575266122818,
0.45320188999176025,
0.41666656732559204,
0.4897957742214203,
0.5803107619285583,
0.6256982088088989,
0.314606636762619,
0.26455017924308777,
0.44444435834884644,
0.4088396728038788,
0.29787227511405945,
0.3529410660266876,
0.49729716777801514,
0.6502462029457092,
0.3584904372692108,
0.3999998867511749,
0.7309643626213074,
0.5238093733787537,
0.42162150144577026,
0.6540283560752869,
0.6969695687294006,
0.3487178385257721,
0.3959389626979828,
0.33802807331085205,
0.6274508833885193,
0.47619032859802246,
0.47004595398902893,
0.4545453190803528,
0.36180898547172546,
0.43093910813331604,
0.42857131361961365,
0.2769230008125305,
0.41052618622779846,
0.3904760777950287,
0.3406592309474945,
0.6010927557945251,
0.4489794969558716,
0.6354165077209473,
0.35193121433258057,
0.42639580368995667,
0.24413138628005981,
0.2883720099925995,
0.2580644488334656,
0.5619046092033386,
0.7109003663063049,
0.5901637673377991,
0.25961530208587646,
0.44221094250679016,
0.6261681318283081,
0.666666567325592,
0.4923075735569,
0.17391300201416016,
0.6349205374717712,
0.56043940782547,
0.5773194432258606,
0.46534639596939087,
0.7579907178878784,
0.5714284777641296,
0.5098037719726562,
0.3517586886882782,
0.2288556545972824,
0.31372541189193726,
0.35602086782455444,
0.4509802758693695,
0.7551018595695496,
0.6734693050384521,
0.43601882457733154,
0.679245114326477,
0.21145367622375488,
0.372548907995224,
0.29166659712791443,
0.6666665077209473,
0.7035174369812012,
0.2713567018508911,
0.27488142251968384,
0.4598929286003113,
0.21782170236110687,
0.4401912987232208,
0.7572813630104065,
0.38541653752326965,
0.40999990701675415,
0.5662099123001099,
0.5212765336036682,
0.45161277055740356,
0.35643553733825684,
0.46153831481933594,
0.5174128413200378,
0.48039206862449646,
0.2941175699234009,
0.2870369255542755,
0.7551018595695496,
0.4945053458213806,
0.36871495842933655,
0.3981480300426483,
0.2941175699234009,
0.4313724637031555
],
"time": 6.1663237158209085,
"param": null
},
{
"epoch": 139,
"train_loss": 0.006210060324519873,
"val_loss": 2.2556099891662598,
"acc": 45.71,
"f1": [
0.7450978755950928,
0.5654449462890625,
0.26484012603759766,
0.29166659712791443,
0.26008957624435425,
0.4339621663093567,
0.4278606176376343,
0.4999998211860657,
0.5784311890602112,
0.6236557960510254,
0.30270257592201233,
0.24083760380744934,
0.43781083822250366,
0.4204544126987457,
0.2983424663543701,
0.3383083641529083,
0.47826072573661804,
0.6403939127922058,
0.378109335899353,
0.36956506967544556,
0.7135677337646484,
0.5446008443832397,
0.42780739068984985,
0.6570047736167908,
0.6969695687294006,
0.32124343514442444,
0.3979056477546692,
0.31730762124061584,
0.6299998760223389,
0.487046480178833,
0.4736841320991516,
0.45226117968559265,
0.35643553733825684,
0.425531804561615,
0.4190475046634674,
0.2797926664352417,
0.42051267623901367,
0.3448275029659271,
0.30999991297721863,
0.6021503806114197,
0.4585364758968353,
0.6562498807907104,
0.34977567195892334,
0.4541061818599701,
0.23300965130329132,
0.3121950626373291,
0.26804113388061523,
0.5463413596153259,
0.7102801203727722,
0.594594419002533,
0.25870639085769653,
0.45544540882110596,
0.6267279982566833,
0.6694913506507874,
0.4854367673397064,
0.21917803585529327,
0.6596857309341431,
0.5612244009971619,
0.5728641748428345,
0.4788731336593628,
0.7605632543563843,
0.5538460612297058,
0.5380709171295166,
0.34999990463256836,
0.2430938482284546,
0.331707239151001,
0.37185919284820557,
0.42708319425582886,
0.760416567325592,
0.6632122993469238,
0.4454544484615326,
0.6698111891746521,
0.23255807161331177,
0.3794870972633362,
0.28272244334220886,
0.6703909635543823,
0.729999840259552,
0.24615377187728882,
0.2686566412448883,
0.4315788447856903,
0.20289847254753113,
0.44239622354507446,
0.7389161586761475,
0.4044942855834961,
0.4145076870918274,
0.589371919631958,
0.5157893896102905,
0.452830046415329,
0.36714968085289,
0.467661589384079,
0.535353422164917,
0.505154550075531,
0.2934781610965729,
0.3084111213684082,
0.7551018595695496,
0.486772358417511,
0.3313608467578888,
0.41176459193229675,
0.26794248819351196,
0.41414129734039307
],
"time": 6.134556603617966,
"param": null
},
{
"epoch": 140,
"train_loss": 0.0037675490602850914,
"val_loss": 2.5092344284057617,
"acc": 45.45,
"f1": [
0.7363182306289673,
0.5510202646255493,
0.2843136191368103,
0.30107519030570984,
0.2522521913051605,
0.4593299925327301,
0.42790690064430237,
0.4923075735569,
0.5812807083129883,
0.6170212030410767,
0.31818172335624695,
0.24864855408668518,
0.45685264468193054,
0.3976607024669647,
0.2762430012226105,
0.3444443643093109,
0.47619032859802246,
0.6439023613929749,
0.3363635540008545,
0.3736262619495392,
0.711340069770813,
0.5463413596153259,
0.39999985694885254,
0.6567163467407227,
0.7070705890655518,
0.34343424439430237,
0.4148934781551361,
0.2869197428226471,
0.6341462135314941,
0.47715723514556885,
0.4711109697818756,
0.4242422580718994,
0.3838382363319397,
0.4432988464832306,
0.4242422580718994,
0.2967032194137573,
0.41711217164993286,
0.3584904372692108,
0.3265305161476135,
0.6187844276428223,
0.45360812544822693,
0.6358972787857056,
0.3587442934513092,
0.4499998688697815,
0.23963125050067902,
0.30275216698646545,
0.2617800235748291,
0.5170730352401733,
0.6981130838394165,
0.5978259444236755,
0.23188398778438568,
0.43564343452453613,
0.6255922317504883,
0.6574072241783142,
0.4950493574142456,
0.19999992847442627,
0.6565654873847961,
0.5425531268119812,
0.5870645046234131,
0.46601933240890503,
0.7601808309555054,
0.5543476939201355,
0.526829183101654,
0.36559128761291504,
0.24719089269638062,
0.31067952513694763,
0.3465345501899719,
0.4301074147224426,
0.7578946352005005,
0.6769229769706726,
0.45320188999176025,
0.6790696382522583,
0.21145367622375488,
0.35467973351478577,
0.28260859847068787,
0.6596857309341431,
0.7076921463012695,
0.25668442249298096,
0.2976743280887604,
0.43298953771591187,
0.21538454294204712,
0.4380951225757599,
0.7389161586761475,
0.3838382363319397,
0.4179103374481201,
0.5662099123001099,
0.5056177973747253,
0.43362823128700256,
0.3540668785572052,
0.45581385493278503,
0.5418717861175537,
0.4924621880054474,
0.282828152179718,
0.28846150636672974,
0.7411166429519653,
0.4945053458213806,
0.3841806650161743,
0.39473670721054077,
0.27999991178512573,
0.4236452281475067
],
"time": 6.123718725517392,
"param": null
},
{
"epoch": 141,
"train_loss": 0.006743539124727249,
"val_loss": 2.526815891265869,
"acc": 45.5,
"f1": [
0.7263681292533875,
0.5578945875167847,
0.28181809186935425,
0.29292917251586914,
0.25210076570510864,
0.4487804174423218,
0.4259258210659027,
0.4899998903274536,
0.5599998831748962,
0.5989303588867188,
0.32124343514442444,
0.251308798789978,
0.4541061818599701,
0.3841806650161743,
0.30337071418762207,
0.3459458649158478,
0.44198882579803467,
0.6476188898086548,
0.3425924777984619,
0.3999998867511749,
0.7208120226860046,
0.5418717861175537,
0.43333321809768677,
0.666666567325592,
0.6868685483932495,
0.36633655428886414,
0.39999985694885254,
0.3240739703178406,
0.6407765746116638,
0.46808499097824097,
0.4845814108848572,
0.4502616822719574,
0.3979056477546692,
0.4615383446216583,
0.4179103374481201,
0.2736841142177582,
0.40659332275390625,
0.34905651211738586,
0.324607253074646,
0.6063828468322754,
0.4499998688697815,
0.6530610918998718,
0.3495144844055176,
0.43781083822250366,
0.24074065685272217,
0.28971952199935913,
0.25396814942359924,
0.5365853309631348,
0.7272725701332092,
0.5869563817977905,
0.23529402911663055,
0.4292682111263275,
0.6291078925132751,
0.6790696382522583,
0.48484835028648376,
0.1965811401605606,
0.6559138894081116,
0.5586591362953186,
0.5728154182434082,
0.48421040177345276,
0.7499998211860657,
0.5578945875167847,
0.5257730484008789,
0.3703702688217163,
0.24719089269638062,
0.31050220131874084,
0.35051536560058594,
0.4232803285121918,
0.7395831346511841,
0.6700506210327148,
0.45581385493278503,
0.6697246432304382,
0.17616572976112366,
0.37623751163482666,
0.2886596620082855,
0.6528496146202087,
0.7216493487358093,
0.2340424805879593,
0.2999999225139618,
0.46739116311073303,
0.20792071521282196,
0.43835610151290894,
0.7487682700157166,
0.4041449725627899,
0.3917524814605713,
0.5638765096664429,
0.5102038979530334,
0.4493390619754791,
0.3482586145401001,
0.4549761712551117,
0.5283017754554749,
0.4975123405456543,
0.30208322405815125,
0.2723003923892975,
0.7411166429519653,
0.4972374439239502,
0.3657141625881195,
0.382978618144989,
0.26455017924308777,
0.44230756163597107
],
"time": 6.142493060790002,
"param": null
},
{
"epoch": 142,
"train_loss": 0.0035721526946872473,
"val_loss": 2.3557794094085693,
"acc": 45.23,
"f1": [
0.735293984413147,
0.5561496019363403,
0.2843136191368103,
0.28426387906074524,
0.23214277625083923,
0.4577113389968872,
0.44036686420440674,
0.4950493574142456,
0.5870645046234131,
0.620320737361908,
0.32222211360931396,
0.26086944341659546,
0.4630540609359741,
0.41573023796081543,
0.2983424663543701,
0.3399999141693115,
0.45901623368263245,
0.6291078925132751,
0.31884050369262695,
0.3636362552642822,
0.7029701471328735,
0.5352111458778381,
0.41711217164993286,
0.653658390045166,
0.6733667254447937,
0.37185919284820557,
0.3899998664855957,
0.2935778796672821,
0.6320753693580627,
0.46632111072540283,
0.4753361940383911,
0.4361701011657715,
0.36649200320243835,
0.4489794969558716,
0.4257424473762512,
0.2873562276363373,
0.41711217164993286,
0.3299999237060547,
0.32989683747291565,
0.5957446098327637,
0.45595842599868774,
0.6326529383659363,
0.3348415493965149,
0.45128190517425537,
0.22831043601036072,
0.28318578004837036,
0.24999991059303284,
0.5365853309631348,
0.7317072153091431,
0.5921786427497864,
0.23076917231082916,
0.4489794969558716,
0.6255922317504883,
0.6607928276062012,
0.4827585518360138,
0.19591830670833588,
0.6524062752723694,
0.5464479923248291,
0.5773194432258606,
0.46153831481933594,
0.7589284181594849,
0.5775399804115295,
0.5333331823348999,
0.3406592309474945,
0.25510191917419434,
0.3018867075443268,
0.3364485204219818,
0.41758227348327637,
0.7539265155792236,
0.6700506210327148,
0.44230756163597107,
0.6697673201560974,
0.1683167666196823,
0.37563440203666687,
0.2741115987300873,
0.6631014943122864,
0.704761803150177,
0.25906726717948914,
0.27722764015197754,
0.4598929286003113,
0.22916659712791443,
0.41666656732559204,
0.7589742541313171,
0.382978618144989,
0.3979056477546692,
0.5674417018890381,
0.5026176571846008,
0.43171796202659607,
0.3636362552642822,
0.44651150703430176,
0.5373133420944214,
0.5098037719726562,
0.2797926664352417,
0.2735848128795624,
0.7290639281272888,
0.4973543584346771,
0.3522725999355316,
0.4152541756629944,
0.2751321792602539,
0.4230768084526062
],
"time": 6.185406587086618,
"param": null
},
{
"epoch": 143,
"train_loss": 0.0038577159866690636,
"val_loss": 2.5233700275421143,
"acc": 45.5,
"f1": [
0.7474745512008667,
0.5643563270568848,
0.28310492634773254,
0.2934781610965729,
0.24074065685272217,
0.43349742889404297,
0.4239630401134491,
0.48039206862449646,
0.5588234066963196,
0.6021503806114197,
0.3139533996582031,
0.21621613204479218,
0.4499998688697815,
0.4210525155067444,
0.2967032194137573,
0.34374991059303284,
0.46938762068748474,
0.6470587849617004,
0.3431371748447418,
0.3723403513431549,
0.7093595266342163,
0.5373133420944214,
0.42162150144577026,
0.6600984334945679,
0.6769229769706726,
0.3265305161476135,
0.38647329807281494,
0.31279608607292175,
0.6280191540718079,
0.47368407249450684,
0.49107134342193604,
0.4347825050354004,
0.3592231869697571,
0.43715834617614746,
0.4221104085445404,
0.26600977778434753,
0.37999987602233887,
0.36123335361480713,
0.32291656732559204,
0.6021503806114197,
0.446808397769928,
0.6464645266532898,
0.3470318615436554,
0.4271843731403351,
0.24186037480831146,
0.29665064811706543,
0.2673266530036926,
0.5314008593559265,
0.7196259498596191,
0.5888887047767639,
0.2376236915588379,
0.4307691156864166,
0.6350710391998291,
0.660633385181427,
0.4799998700618744,
0.19266046583652496,
0.6702126860618591,
0.5573769211769104,
0.5979380011558533,
0.4630540609359741,
0.7649767994880676,
0.5789472460746765,
0.542713463306427,
0.3894736170768738,
0.2526314854621887,
0.2962961792945862,
0.35748788714408875,
0.4315788447856903,
0.7499998807907104,
0.6564101576805115,
0.4541061818599701,
0.6697673201560974,
0.1990049034357071,
0.396135151386261,
0.27777770161628723,
0.6631577014923096,
0.7227722406387329,
0.2436547577381134,
0.2898550033569336,
0.4408600926399231,
0.2233501821756363,
0.43925222754478455,
0.7512193918228149,
0.4081631302833557,
0.38144323229789734,
0.5821594595909119,
0.4916200041770935,
0.4405285120010376,
0.3692306876182556,
0.4545453190803528,
0.5454543828964233,
0.5279186367988586,
0.306122362613678,
0.28971952199935913,
0.7512193918228149,
0.4861876964569092,
0.39548009634017944,
0.41346144676208496,
0.2758619785308838,
0.43564343452453613
],
"time": 6.320402576588094,
"param": null
},
{
"epoch": 144,
"train_loss": 0.0037267834413796663,
"val_loss": 2.557270050048828,
"acc": 45.47,
"f1": [
0.7389161586761475,
0.575916051864624,
0.30999991297721863,
0.29032251238822937,
0.23111103475093842,
0.4433496594429016,
0.41818171739578247,
0.4949493706226349,
0.5384615063667297,
0.6041665077209473,
0.3060108423233032,
0.24719089269638062,
0.4476189613342285,
0.4114284813404083,
0.31746023893356323,
0.3440859317779541,
0.43956032395362854,
0.6325579881668091,
0.3428570628166199,
0.35675665736198425,
0.7076921463012695,
0.5527637004852295,
0.423912912607193,
0.6391751170158386,
0.6733667254447937,
0.35051536560058594,
0.41269823908805847,
0.32835814356803894,
0.6310677528381348,
0.46874985098838806,
0.4579438269138336,
0.4433496594429016,
0.3794870972633362,
0.4766837954521179,
0.436893105506897,
0.29702961444854736,
0.42162150144577026,
0.3478259742259979,
0.3195875287055969,
0.6162160634994507,
0.44791656732559204,
0.6428569555282593,
0.35294109582901,
0.43564343452453613,
0.25233638286590576,
0.29074883460998535,
0.23076915740966797,
0.5306121110916138,
0.7042252421379089,
0.5869563817977905,
0.2559240758419037,
0.43216070532798767,
0.6388887763023376,
0.6476188898086548,
0.4824119210243225,
0.1932772397994995,
0.6526314616203308,
0.5568180084228516,
0.5743588209152222,
0.4795917272567749,
0.753488302230835,
0.5621620416641235,
0.5671641230583191,
0.36649200320243835,
0.22999992966651917,
0.30555546283721924,
0.3398057222366333,
0.43749991059303284,
0.7614211440086365,
0.6596857309341431,
0.43349742889404297,
0.6515835523605347,
0.19289332628250122,
0.3999998867511749,
0.2914571762084961,
0.6421051621437073,
0.7142855525016785,
0.2736841142177582,
0.29126206040382385,
0.43749991059303284,
0.21698106825351715,
0.44444432854652405,
0.7437184453010559,
0.37894728779792786,
0.38341957330703735,
0.5865383148193359,
0.5128204226493835,
0.43049317598342896,
0.37864065170288086,
0.46153831481933594,
0.5373133420944214,
0.5099998712539673,
0.2934781610965729,
0.26395928859710693,
0.7487682700157166,
0.5368419289588928,
0.38043469190597534,
0.4200912117958069,
0.2922373414039612,
0.43999987840652466
],
"time": 6.1261369017884135,
"param": null
},
{
"epoch": 145,
"train_loss": 0.004077219869941473,
"val_loss": 2.6066153049468994,
"acc": 45.45,
"f1": [
0.7589742541313171,
0.5773194432258606,
0.2898550033569336,
0.2765956223011017,
0.2443438321352005,
0.4292236268520355,
0.43269219994544983,
0.505154550075531,
0.5560973882675171,
0.6256982088088989,
0.3208555281162262,
0.2617800235748291,
0.44554442167282104,
0.40677958726882935,
0.2983424663543701,
0.34736835956573486,
0.4607328474521637,
0.6470587849617004,
0.34615373611450195,
0.38251355290412903,
0.7156862020492554,
0.5279186367988586,
0.41052618622779846,
0.6310677528381348,
0.6999998688697815,
0.36269423365592957,
0.39784935116767883,
0.2999999225139618,
0.6407765746116638,
0.4795917272567749,
0.46808499097824097,
0.42857128381729126,
0.38144323229789734,
0.4646463394165039,
0.4162435233592987,
0.2727271616458893,
0.40659332275390625,
0.35294109582901,
0.3141360282897949,
0.6229507327079773,
0.44559577107429504,
0.649214506149292,
0.3587442934513092,
0.4466018080711365,
0.22707417607307434,
0.28947362303733826,
0.26804113388061523,
0.5339804887771606,
0.706976592540741,
0.5837836861610413,
0.23214277625083923,
0.4242422580718994,
0.6291078925132751,
0.6637166738510132,
0.47524741291999817,
0.18749992549419403,
0.6701569557189941,
0.56043940782547,
0.5812807083129883,
0.45544540882110596,
0.7699528932571411,
0.5494503974914551,
0.5384615063667297,
0.36065563559532166,
0.23728805780410767,
0.28971952199935913,
0.34042540192604065,
0.4338623583316803,
0.7676765322685242,
0.6666665077209473,
0.44976064562797546,
0.6635512709617615,
0.2243901938199997,
0.3823528587818146,
0.28260859847068787,
0.6560845375061035,
0.7135677337646484,
0.24175815284252167,
0.2613064646720886,
0.4387753903865814,
0.21999992430210114,
0.436893105506897,
0.7572813630104065,
0.40641695261001587,
0.38974347710609436,
0.5821594595909119,
0.5161289572715759,
0.44036686420440674,
0.3743841052055359,
0.467661589384079,
0.5242717266082764,
0.5099998712539673,
0.29166659712791443,
0.280373752117157,
0.7238093614578247,
0.4864863455295563,
0.3793102502822876,
0.4072396755218506,
0.25510191917419434,
0.434782475233078
],
"time": 6.121607217006385,
"param": null
},
{
"epoch": 146,
"train_loss": 0.012543112970888615,
"val_loss": 2.5576064586639404,
"acc": 45.3,
"f1": [
0.7462685704231262,
0.5698922872543335,
0.2735848128795624,
0.26804113388061523,
0.23318377137184143,
0.4607841968536377,
0.4230768084526062,
0.492890864610672,
0.5671641230583191,
0.5989303588867188,
0.31284910440444946,
0.24999991059303284,
0.45918354392051697,
0.3809523284435272,
0.28571420907974243,
0.36956506967544556,
0.4382021129131317,
0.6507176160812378,
0.3557691276073456,
0.3763439953327179,
0.7227722406387329,
0.5339804887771606,
0.4153004288673401,
0.6439023613929749,
0.6633164882659912,
0.36269423365592957,
0.39999985694885254,
0.2707422971725464,
0.6372547745704651,
0.4666665494441986,
0.47161564230918884,
0.4410255253314972,
0.367346853017807,
0.4545453190803528,
0.4200912117958069,
0.2887699604034424,
0.41052618622779846,
0.34579432010650635,
0.3369564116001129,
0.6236557960510254,
0.4550263583660126,
0.6458331942558289,
0.34579432010650635,
0.4599998891353607,
0.25116273760795593,
0.27615058422088623,
0.23529404401779175,
0.535353422164917,
0.7058822512626648,
0.5760868191719055,
0.22222216427326202,
0.44791656732559204,
0.6197181344032288,
0.6577776670455933,
0.4780486822128296,
0.18421044945716858,
0.6596857309341431,
0.5578945875167847,
0.5846152901649475,
0.4599998891353607,
0.7720928192138672,
0.5652172565460205,
0.5333331823348999,
0.3478259742259979,
0.22105254232883453,
0.2938387989997864,
0.35532984137535095,
0.44444429874420166,
0.7830687165260315,
0.6358972787857056,
0.4688993990421295,
0.679245114326477,
0.20192298293113708,
0.3653844892978668,
0.27551010251045227,
0.6666665077209473,
0.7156862020492554,
0.24864855408668518,
0.30046939849853516,
0.4432430863380432,
0.2095237374305725,
0.43946176767349243,
0.742574155330658,
0.3934425115585327,
0.382978618144989,
0.5674417018890381,
0.5464479923248291,
0.44230756163597107,
0.35748788714408875,
0.4487804174423218,
0.5170730352401733,
0.4976075291633606,
0.28260859847068787,
0.2692306935787201,
0.7524750828742981,
0.5026176571846008,
0.39106133580207825,
0.387096643447876,
0.28571420907974243,
0.4401912987232208
],
"time": 6.2212695349007845,
"param": null
},
{
"epoch": 147,
"train_loss": 0.0038044401444494724,
"val_loss": 2.5166678428649902,
"acc": 45.17,
"f1": [
0.742574155330658,
0.5744680166244507,
0.26484012603759766,
0.2842104732990265,
0.2545453906059265,
0.4599998891353607,
0.4313724637031555,
0.48803818225860596,
0.5728154182434082,
0.6229507327079773,
0.3043477535247803,
0.2659573554992676,
0.47115376591682434,
0.41666656732559204,
0.29473677277565,
0.32978713512420654,
0.4245808720588684,
0.6565654873847961,
0.34579432010650635,
0.35675665736198425,
0.7199999094009399,
0.526829183101654,
0.4324323236942291,
0.6464645266532898,
0.6600984334945679,
0.3578946590423584,
0.39999985694885254,
0.31372541189193726,
0.6499998569488525,
0.45263150334358215,
0.48430484533309937,
0.42156851291656494,
0.382978618144989,
0.46231144666671753,
0.4102562665939331,
0.2795697748661041,
0.423912912607193,
0.35454532504081726,
0.3184078335762024,
0.6021503806114197,
0.4502616822719574,
0.645502507686615,
0.3348415493965149,
0.4306218922138214,
0.22935770452022552,
0.24701185524463654,
0.25961530208587646,
0.5263156890869141,
0.7169809341430664,
0.5824174284934998,
0.2524271011352539,
0.4041449725627899,
0.622641384601593,
0.660633385181427,
0.4795917272567749,
0.18421044945716858,
0.6559138894081116,
0.5543476939201355,
0.6010927557945251,
0.4795917272567749,
0.7476633787155151,
0.5668447613716125,
0.5384615063667297,
0.35359105467796326,
0.2446807622909546,
0.2938387989997864,
0.34343424439430237,
0.43298953771591187,
0.7653059959411621,
0.631578803062439,
0.46728962659835815,
0.6517856121063232,
0.17821775376796722,
0.3943660855293274,
0.2694299519062042,
0.6702126860618591,
0.7053138613700867,
0.2580644488334656,
0.2599999010562897,
0.45128190517425537,
0.21463409066200256,
0.44444432854652405,
0.741463303565979,
0.4022345542907715,
0.38974347710609436,
0.5624998807907104,
0.48387083411216736,
0.43171796202659607,
0.37499991059303284,
0.4413144290447235,
0.5123152136802673,
0.49999988079071045,
0.2934781610965729,
0.26666656136512756,
0.7474745512008667,
0.48587560653686523,
0.3977271616458893,
0.41095879673957825,
0.25870639085769653,
0.4585364758968353
],
"time": 6.03956937789917,
"param": null
},
{
"epoch": 148,
"train_loss": 0.0036533335223793983,
"val_loss": 2.4721293449401855,
"acc": 45.29,
"f1": [
0.7524750828742981,
0.5789472460746765,
0.25490185618400574,
0.2812499403953552,
0.2399999350309372,
0.4577113389968872,
0.43518510460853577,
0.4919784665107727,
0.5757573843002319,
0.6021503806114197,
0.30541861057281494,
0.27083322405815125,
0.45631060004234314,
0.4204544126987457,
0.2780747711658478,
0.32989683747291565,
0.4262293577194214,
0.666666567325592,
0.3408070504665375,
0.3626372814178467,
0.729999840259552,
0.526829183101654,
0.4111110270023346,
0.6504853367805481,
0.666666567325592,
0.378109335899353,
0.39153432846069336,
0.2843136191368103,
0.6310677528381348,
0.45405393838882446,
0.48888880014419556,
0.4242422580718994,
0.35820886492729187,
0.4502616822719574,
0.4242422580718994,
0.2871793806552887,
0.4245808720588684,
0.3636362552642822,
0.3248729705810547,
0.6153845191001892,
0.47368407249450684,
0.6424869298934937,
0.34666651487350464,
0.4292682111263275,
0.21929818391799927,
0.27615058422088623,
0.26341456174850464,
0.53465336561203,
0.7177032232284546,
0.590908944606781,
0.24299058318138123,
0.42857128381729126,
0.6168223023414612,
0.672645628452301,
0.48958322405815125,
0.1749999225139618,
0.6702126860618591,
0.5543476939201355,
0.5957446098327637,
0.4577113389968872,
0.7614678144454956,
0.5414363145828247,
0.5418717861175537,
0.35483860969543457,
0.2446807622909546,
0.31279608607292175,
0.372548907995224,
0.4148934781551361,
0.7715734243392944,
0.6354165077209473,
0.452830046415329,
0.6605502963066101,
0.180851012468338,
0.39622631669044495,
0.2765956223011017,
0.6560845375061035,
0.7171715497970581,
0.2580644488334656,
0.26415085792541504,
0.4550263583660126,
0.21782170236110687,
0.44444432854652405,
0.7512193918228149,
0.3934425115585327,
0.3874344527721405,
0.579439103603363,
0.507771909236908,
0.45814967155456543,
0.3487178385257721,
0.46009382605552673,
0.5221673846244812,
0.5145629644393921,
0.30270257592201233,
0.26600977778434753,
0.7589742541313171,
0.4861876964569092,
0.3771427571773529,
0.41818171739578247,
0.24742262065410614,
0.45714277029037476
],
"time": 5.886170227080584,
"param": null
},
{
"epoch": 149,
"train_loss": 0.0033291520085185766,
"val_loss": 2.557603597640991,
"acc": 45.04,
"f1": [
0.7575755715370178,
0.5435895919799805,
0.2574256360530853,
0.2783504128456116,
0.24472565948963165,
0.43601882457733154,
0.44444432854652405,
0.4873095452785492,
0.5700481534004211,
0.6063828468322754,
0.3024389147758484,
0.2430938482284546,
0.43564343452453613,
0.37433144450187683,
0.30337071418762207,
0.367346853017807,
0.42780739068984985,
0.6633662581443787,
0.3251230716705322,
0.36269423365592957,
0.7106597423553467,
0.5373133420944214,
0.425531804561615,
0.6432158946990967,
0.6899998784065247,
0.34554967284202576,
0.3775508999824524,
0.2898550033569336,
0.6470587849617004,
0.446808397769928,
0.49773746728897095,
0.41414129734039307,
0.35467973351478577,
0.4607328474521637,
0.4248703718185425,
0.26804113388061523,
0.42780739068984985,
0.3636362552642822,
0.33333322405815125,
0.6214687824249268,
0.4646463394165039,
0.649214506149292,
0.3470318615436554,
0.44339612126350403,
0.20814472436904907,
0.2796609401702881,
0.2613064646720886,
0.5142855644226074,
0.7389161586761475,
0.5921786427497864,
0.2488478720188141,
0.3804876506328583,
0.6261681318283081,
0.657534122467041,
0.48484835028648376,
0.1754385381937027,
0.6526314616203308,
0.5524860620498657,
0.561576247215271,
0.467661589384079,
0.7592591643333435,
0.5454544425010681,
0.5428570508956909,
0.3798881769180298,
0.2444443702697754,
0.28571420907974243,
0.3617020547389984,
0.44210511445999146,
0.772486686706543,
0.645502507686615,
0.44651150703430176,
0.6635943651199341,
0.16981124877929688,
0.38834938406944275,
0.2765956223011017,
0.6595743298530579,
0.7164177894592285,
0.2378377616405487,
0.2735848128795624,
0.446808397769928,
0.20487797260284424,
0.42727261781692505,
0.7399998903274536,
0.38709667325019836,
0.38775497674942017,
0.5821594595909119,
0.4947367310523987,
0.44444432854652405,
0.38190943002700806,
0.46534639596939087,
0.5148513317108154,
0.5174128413200378,
0.29166659712791443,
0.2745097279548645,
0.7512688636779785,
0.4918031394481659,
0.3473052978515625,
0.4265401363372803,
0.2745097279548645,
0.4630540609359741
],
"time": 6.000880218110979,
"param": null
},
{
"epoch": 150,
"train_loss": 0.0033662954811006784,
"val_loss": 2.4224929809570312,
"acc": 45.07,
"f1": [
0.7342994213104248,
0.5806450843811035,
0.2564101815223694,
0.2783504128456116,
0.23214277625083923,
0.4646463394165039,
0.43555545806884766,
0.4878047704696655,
0.5471696853637695,
0.6063828468322754,
0.30456843972206116,
0.24999991059303284,
0.4476189613342285,
0.39106133580207825,
0.29473677277565,
0.3265305161476135,
0.41758227348327637,
0.653658390045166,
0.3287670314311981,
0.3517586886882782,
0.7171715497970581,
0.526829183101654,
0.4114284813404083,
0.6633164882659912,
0.680412232875824,
0.3696681261062622,
0.38578668236732483,
0.3168315887451172,
0.62135910987854,
0.44827571511268616,
0.49777767062187195,
0.42253509163856506,
0.3636362552642822,
0.4646463394165039,
0.39195966720581055,
0.30303022265434265,
0.4245808720588684,
0.34513264894485474,
0.32978713512420654,
0.594594419002533,
0.45263150334358215,
0.6349205374717712,
0.34234222769737244,
0.434782475233078,
0.21524657309055328,
0.2683981955051422,
0.22950810194015503,
0.5247523188591003,
0.7149757146835327,
0.5842695236206055,
0.23958325386047363,
0.40384599566459656,
0.6168223023414612,
0.675555408000946,
0.4949493706226349,
0.1866665780544281,
0.6666665077209473,
0.5573769211769104,
0.5816324949264526,
0.47474732995033264,
0.7570091485977173,
0.5524860620498657,
0.5365853309631348,
0.3756905198097229,
0.24615377187728882,
0.3024389147758484,
0.3299999237060547,
0.44776105880737305,
0.7564765214920044,
0.649484395980835,
0.4183672070503235,
0.672810971736908,
0.2046510875225067,
0.38190943002700806,
0.29245272278785706,
0.6631577014923096,
0.7199999094009399,
0.2526314854621887,
0.28426387906074524,
0.43956032395362854,
0.22222216427326202,
0.4363635182380676,
0.7537687420845032,
0.3936169147491455,
0.3703702688217163,
0.5701355934143066,
0.5082871913909912,
0.4266665577888489,
0.36269423365592957,
0.47761180996894836,
0.5196077227592468,
0.5174128413200378,
0.29166659712791443,
0.30541861057281494,
0.7499999403953552,
0.4974091649055481,
0.3625729978084564,
0.40740731358528137,
0.25688064098358154,
0.4466018080711365
],
"time": 6.073368509300053,
"param": null
},
{
"epoch": 151,
"train_loss": 0.003945338074117899,
"val_loss": 2.6154863834381104,
"acc": 45.14,
"f1": [
0.742574155330658,
0.5505616068840027,
0.25870639085769653,
0.2871793806552887,
0.25112098455429077,
0.4579438269138336,
0.4411763548851013,
0.4622640609741211,
0.5523808598518372,
0.6073297262191772,
0.3076922297477722,
0.24210518598556519,
0.45544540882110596,
0.3979056477546692,
0.3068180978298187,
0.34374991059303284,
0.4301074147224426,
0.6473428606987,
0.33962252736091614,
0.35897424817085266,
0.7179486155509949,
0.5199998617172241,
0.4408600926399231,
0.6363635063171387,
0.6734693050384521,
0.364531934261322,
0.3899998664855957,
0.3253587782382965,
0.6407765746116638,
0.4615383446216583,
0.4912279546260834,
0.41346144676208496,
0.35978829860687256,
0.44554442167282104,
0.4210525155067444,
0.30621999502182007,
0.43715834617614746,
0.3669723868370056,
0.3232322335243225,
0.5937498807907104,
0.45918354392051697,
0.6560845375061035,
0.34234222769737244,
0.42253509163856506,
0.22115376591682434,
0.27678564190864563,
0.2699999213218689,
0.5257730484008789,
0.7081338167190552,
0.6011558771133423,
0.26395928859710693,
0.43781083822250366,
0.6291078925132751,
0.6757989525794983,
0.4899998903274536,
0.1735159158706665,
0.6458331942558289,
0.5494503974914551,
0.5673075914382935,
0.4630540609359741,
0.7582937479019165,
0.5485712885856628,
0.5333331823348999,
0.36065563559532166,
0.22459883987903595,
0.2898550033569336,
0.3316061198711395,
0.4361701011657715,
0.7564765214920044,
0.6631577014923096,
0.4411763548851013,
0.6578946113586426,
0.1913042813539505,
0.40404030680656433,
0.2722512185573578,
0.6701569557189941,
0.6923075318336487,
0.23280414938926697,
0.281406968832016,
0.4324323236942291,
0.1990949511528015,
0.43049317598342896,
0.7692306637763977,
0.4042551815509796,
0.35416656732559204,
0.5943394899368286,
0.4973543584346771,
0.4347825050354004,
0.3775508999824524,
0.47524741291999817,
0.5148513317108154,
0.5074625611305237,
0.29213473200798035,
0.2783504128456116,
0.7411166429519653,
0.5081079602241516,
0.36871495842933655,
0.415094256401062,
0.26666656136512756,
0.4599998891353607
],
"time": 6.060276837088168,
"param": null
},
{
"epoch": 152,
"train_loss": 0.003436266677454114,
"val_loss": 2.714486837387085,
"acc": 45.07,
"f1": [
0.7437184453010559,
0.5684208869934082,
0.27488142251968384,
0.2702701687812805,
0.2421524077653885,
0.45320188999176025,
0.44036686420440674,
0.48039206862449646,
0.5497629642486572,
0.6021503806114197,
0.2934781610965729,
0.2659573554992676,
0.44670039415359497,
0.40217384696006775,
0.29473677277565,
0.3402060866355896,
0.42780739068984985,
0.6565654873847961,
0.33333322405815125,
0.35602086782455444,
0.7070705890655518,
0.5247523188591003,
0.41340771317481995,
0.6666665077209473,
0.6772485375404358,
0.3703702688217163,
0.3842363655567169,
0.31050220131874084,
0.6435642242431641,
0.4530385434627533,
0.49090901017189026,
0.4278606176376343,
0.35532984137535095,
0.44210511445999146,
0.4093022048473358,
0.30097079277038574,
0.42780739068984985,
0.35616424679756165,
0.32978713512420654,
0.5978259444236755,
0.46808499097824097,
0.6358972787857056,
0.3524228036403656,
0.4236452281475067,
0.22321420907974243,
0.2820512056350708,
0.2699999213218689,
0.5333331823348999,
0.7177032232284546,
0.603351891040802,
0.26086950302124023,
0.4324323236942291,
0.6330273747444153,
0.6550217270851135,
0.49019595980644226,
0.1754385381937027,
0.6310158967971802,
0.5280897617340088,
0.5654449462890625,
0.46874985098838806,
0.7582937479019165,
0.5543476939201355,
0.5358850359916687,
0.37433144450187683,
0.24742262065410614,
0.29268285632133484,
0.3348836302757263,
0.42780739068984985,
0.772486686706543,
0.6595743298530579,
0.4466018080711365,
0.6636362671852112,
0.21100911498069763,
0.39805811643600464,
0.26041656732559204,
0.6321242451667786,
0.7099998593330383,
0.25274714827537537,
0.2686566412448883,
0.44210511445999146,
0.21782170236110687,
0.42982450127601624,
0.7474745512008667,
0.38251355290412903,
0.3636362552642822,
0.5833331942558289,
0.5326085686683655,
0.43835610151290894,
0.3636362552642822,
0.47761180996894836,
0.5102038979530334,
0.5192306637763977,
0.2934781610965729,
0.29292917251586914,
0.7499999403953552,
0.49999988079071045,
0.37433144450187683,
0.39655160903930664,
0.2524271011352539,
0.44230756163597107
],
"time": 6.060675302520394,
"param": null
},
{
"epoch": 153,
"train_loss": 0.0033694158773869276,
"val_loss": 2.5234951972961426,
"acc": 44.77,
"f1": [
0.7575755715370178,
0.5416665077209473,
0.2574256360530853,
0.2797926664352417,
0.23529402911663055,
0.4466018080711365,
0.4259258210659027,
0.47761180996894836,
0.5641024112701416,
0.6054052114486694,
0.28571420907974243,
0.26455017924308777,
0.43601882457733154,
0.3809523284435272,
0.30366483330726624,
0.32432422041893005,
0.4432988464832306,
0.6346153020858765,
0.34482747316360474,
0.36871495842933655,
0.7135677337646484,
0.528846025466919,
0.4198893904685974,
0.6597937345504761,
0.6934671998023987,
0.3692306876182556,
0.36842095851898193,
0.2870369255542755,
0.6376810669898987,
0.4530385434627533,
0.4799998998641968,
0.43999987840652466,
0.3299999237060547,
0.423912912607193,
0.419999897480011,
0.2783504128456116,
0.41711217164993286,
0.34862375259399414,
0.327868789434433,
0.609625518321991,
0.43979042768478394,
0.6631577014923096,
0.33333322405815125,
0.4365480840206146,
0.20689646899700165,
0.2677823603153229,
0.24742262065410614,
0.5247523188591003,
0.7177032232284546,
0.5856351852416992,
0.2592591643333435,
0.41176459193229675,
0.6380951404571533,
0.6724889278411865,
0.49214646220207214,
0.170940101146698,
0.6486485004425049,
0.547485888004303,
0.5658535361289978,
0.4577113389968872,
0.7547168731689453,
0.5524860620498657,
0.5209301114082336,
0.36956506967544556,
0.24870456755161285,
0.30331745743751526,
0.31999990344047546,
0.42708319425582886,
0.7741934061050415,
0.6387433409690857,
0.43749988079071045,
0.672645628452301,
0.18269222974777222,
0.3827749788761139,
0.24615377187728882,
0.666666567325592,
0.6930691599845886,
0.24999991059303284,
0.28019312024116516,
0.4347825050354004,
0.2095237374305725,
0.42201822996139526,
0.7346937656402588,
0.39560428261756897,
0.3711339235305786,
0.5754715800285339,
0.5079363584518433,
0.4521738290786743,
0.3402060866355896,
0.4646463394165039,
0.5049503445625305,
0.5125626921653748,
0.28571417927742004,
0.29702961444854736,
0.7578946352005005,
0.49999988079071045,
0.38541653752326965,
0.42342329025268555,
0.2718445658683777,
0.4615383446216583
],
"time": 6.166611427441239,
"param": null
},
{
"epoch": 154,
"train_loss": 0.005639262031763792,
"val_loss": 2.751660108566284,
"acc": 44.86,
"f1": [
0.7450978755950928,
0.5608464479446411,
0.2559240758419037,
0.2783504128456116,
0.2413792610168457,
0.4401912987232208,
0.43946176767349243,
0.467661589384079,
0.5517240166664124,
0.6236557960510254,
0.29189181327819824,
0.2513660192489624,
0.4313724637031555,
0.39378228783607483,
0.29213473200798035,
0.3350784480571747,
0.42857128381729126,
0.6435642242431641,
0.33333322405815125,
0.35897424817085266,
0.7216493487358093,
0.5373133420944214,
0.4083768427371979,
0.6599999070167542,
0.6700506210327148,
0.367346853017807,
0.3736262619495392,
0.29074883460998535,
0.6407765746116638,
0.43523305654525757,
0.4845814108848572,
0.4343433380126953,
0.3523315489292145,
0.423912912607193,
0.3999999165534973,
0.28571417927742004,
0.41573023796081543,
0.35714274644851685,
0.34736835956573486,
0.6054052114486694,
0.41884803771972656,
0.6489360928535461,
0.3727271258831024,
0.419999897480011,
0.22018341720104218,
0.27199992537498474,
0.26315781474113464,
0.5167463421821594,
0.7238093614578247,
0.5810053944587708,
0.24545449018478394,
0.4324323236942291,
0.6220094561576843,
0.6607141494750977,
0.5025123953819275,
0.18884113430976868,
0.6557375192642212,
0.5384613871574402,
0.5555554032325745,
0.48484835028648376,
0.7511310577392578,
0.5280897617340088,
0.539215624332428,
0.3736262619495392,
0.23157887160778046,
0.2790696918964386,
0.33962252736091614,
0.4301074147224426,
0.7553189396858215,
0.6564101576805115,
0.4476189613342285,
0.672810971736908,
0.19289332628250122,
0.35897424817085266,
0.25906726717948914,
0.6524062752723694,
0.7164177894592285,
0.24175815284252167,
0.2898550033569336,
0.4301074147224426,
0.22222216427326202,
0.4200912117958069,
0.7731956839561462,
0.40659332275390625,
0.3617020547389984,
0.5675674080848694,
0.507771909236908,
0.42857131361961365,
0.36815908551216125,
0.4585364758968353,
0.5049503445625305,
0.5074625611305237,
0.28723397850990295,
0.27083322405815125,
0.7437184453010559,
0.49261072278022766,
0.41758227348327637,
0.4259258210659027,
0.2786068916320801,
0.4630540609359741
],
"time": 6.025100369937718,
"param": null
},
{
"epoch": 155,
"train_loss": 0.003443910041823983,
"val_loss": 2.525865077972412,
"acc": 44.72,
"f1": [
0.7676765322685242,
0.5423727631568909,
0.2559240758419037,
0.2783504128456116,
0.22935770452022552,
0.4306218922138214,
0.4487804174423218,
0.46153831481933594,
0.5560973882675171,
0.5978259444236755,
0.2934781610965729,
0.25668442249298096,
0.43216070532798767,
0.38502663373947144,
0.32369929552078247,
0.35675665736198425,
0.4210525155067444,
0.6310677528381348,
0.34482747316360474,
0.3675675094127655,
0.7099998593330383,
0.5339804887771606,
0.41758227348327637,
0.649484395980835,
0.6633662581443787,
0.39378228783607483,
0.38636353611946106,
0.28054288029670715,
0.6567163467407227,
0.44808733463287354,
0.46082934737205505,
0.43781083822250366,
0.35467973351478577,
0.45263150334358215,
0.42639580368995667,
0.30303022265434265,
0.41573023796081543,
0.35398221015930176,
0.32820504903793335,
0.6111109852790833,
0.45918354392051697,
0.6560845375061035,
0.35071080923080444,
0.4466018080711365,
0.21004560589790344,
0.27755096554756165,
0.25906726717948914,
0.5333331823348999,
0.7115383744239807,
0.5828570127487183,
0.23584897816181183,
0.41884803771972656,
0.6396394968032837,
0.6608694195747375,
0.4873095452785492,
0.17073163390159607,
0.6702701449394226,
0.5396823883056641,
0.5699998736381531,
0.47619035840034485,
0.7547168731689453,
0.5464479923248291,
0.5247523188591003,
0.37696322798728943,
0.21874994039535522,
0.2949307858943939,
0.3195875287055969,
0.45595842599868774,
0.763440728187561,
0.645502507686615,
0.42253509163856506,
0.6521738171577454,
0.17142851650714874,
0.4152541756629944,
0.26666656136512756,
0.6630433797836304,
0.696078360080719,
0.26041656732559204,
0.29268285632133484,
0.4338623583316803,
0.2046510875225067,
0.4075828194618225,
0.762376070022583,
0.38888877630233765,
0.36458322405815125,
0.5662099123001099,
0.4886362552642822,
0.4303796589374542,
0.3711339235305786,
0.4541061818599701,
0.4899998903274536,
0.5148513317108154,
0.31088075041770935,
0.2941175699234009,
0.7290639281272888,
0.46242761611938477,
0.3508770763874054,
0.3793102204799652,
0.24271836876869202,
0.45918354392051697
],
"time": 6.216793285682797,
"param": null
},
{
"epoch": 156,
"train_loss": 0.003709681099280715,
"val_loss": 2.5582056045532227,
"acc": 45.05,
"f1": [
0.7668392062187195,
0.5638296604156494,
0.26341456174850464,
0.27083322405815125,
0.25112098455429077,
0.4433496594429016,
0.4476189613342285,
0.4729062616825104,
0.548076868057251,
0.6021503806114197,
0.2934781610965729,
0.26455017924308777,
0.4485980272293091,
0.3756905198097229,
0.28723397850990295,
0.34920626878738403,
0.42051267623901367,
0.6435642242431641,
0.3495144844055176,
0.3617020547389984,
0.7179486155509949,
0.5410627126693726,
0.4262293577194214,
0.666666567325592,
0.680412232875824,
0.38043469190597534,
0.38541653752326965,
0.2949307858943939,
0.6376810669898987,
0.43093910813331604,
0.47004595398902893,
0.4313724637031555,
0.3703702688217163,
0.4502616822719574,
0.4257424473762512,
0.31067952513694763,
0.4293783903121948,
0.3551400303840637,
0.33333325386047363,
0.6043955087661743,
0.4502616822719574,
0.6630433797836304,
0.3755457401275635,
0.43564343452453613,
0.22413785755634308,
0.2598424553871155,
0.2430938482284546,
0.5074625611305237,
0.7109003663063049,
0.5921786427497864,
0.2536584436893463,
0.42780739068984985,
0.6261681318283081,
0.6425337791442871,
0.49999988079071045,
0.15748025476932526,
0.6486485004425049,
0.5434780716896057,
0.5656563639640808,
0.4630540609359741,
0.7582937479019165,
0.5464479923248291,
0.5628139972686768,
0.3783782720565796,
0.2433861643075943,
0.31067952513694763,
0.3069306015968323,
0.44808733463287354,
0.7684208750724792,
0.6560845375061035,
0.4485980272293091,
0.6790696382522583,
0.20487797260284424,
0.37914684414863586,
0.24999991059303284,
0.6631014943122864,
0.7064675688743591,
0.24864855408668518,
0.28571420907974243,
0.4361701011657715,
0.22009563446044922,
0.44827574491500854,
0.7549017667770386,
0.38251355290412903,
0.3636362552642822,
0.5714284181594849,
0.5157893896102905,
0.44239622354507446,
0.3707316219806671,
0.46999987959861755,
0.5049503445625305,
0.5148513317108154,
0.28415289521217346,
0.27488142251968384,
0.7512688636779785,
0.4974091649055481,
0.39784935116767883,
0.40740731358528137,
0.2685184180736542,
0.45544540882110596
],
"time": 6.0703270537778735,
"param": null
},
{
"epoch": 157,
"train_loss": 0.00408217404037714,
"val_loss": 2.656191825866699,
"acc": 45.06,
"f1": [
0.7599998116493225,
0.572916567325592,
0.2775118350982666,
0.28723397850990295,
0.23636355996131897,
0.43902426958084106,
0.44239622354507446,
0.4950493574142456,
0.5533979535102844,
0.6236557960510254,
0.29629620909690857,
0.26519328355789185,
0.43902426958084106,
0.38461530208587646,
0.3118278682231903,
0.3389829397201538,
0.4232803285121918,
0.6305417418479919,
0.34579432010650635,
0.3636362552642822,
0.7121950387954712,
0.539215624332428,
0.41573023796081543,
0.6633164882659912,
0.6699506640434265,
0.36269423365592957,
0.38541653752326965,
0.29268285632133484,
0.6567163467407227,
0.4301074147224426,
0.48888880014419556,
0.43781083822250366,
0.35294109582901,
0.45128190517425537,
0.4343433380126953,
0.2886596620082855,
0.4245808720588684,
0.3508771061897278,
0.34224584698677063,
0.6010927557945251,
0.4565216302871704,
0.6421051621437073,
0.34821417927742004,
0.43601882457733154,
0.22831043601036072,
0.2530611455440521,
0.25870639085769653,
0.526829183101654,
0.707547128200531,
0.5999998450279236,
0.246575266122818,
0.4102562665939331,
0.6261681318283081,
0.6425337791442871,
0.4924621880054474,
0.1673639565706253,
0.6489360928535461,
0.5384613871574402,
0.5685278177261353,
0.4593299925327301,
0.7627905607223511,
0.5414363145828247,
0.5472635626792908,
0.36065563559532166,
0.2433861643075943,
0.2909089922904968,
0.3487178385257721,
0.425531804561615,
0.7700533270835876,
0.6524062752723694,
0.44976064562797546,
0.6605502963066101,
0.20689646899700165,
0.36619704961776733,
0.2599999010562897,
0.659340500831604,
0.7128711342811584,
0.2577318847179413,
0.2816900908946991,
0.42857128381729126,
0.22330091893672943,
0.4319247901439667,
0.7499999403953552,
0.4111110270023346,
0.3417084515094757,
0.5915491580963135,
0.5280897617340088,
0.4414413571357727,
0.3707316219806671,
0.4729062616825104,
0.4950493574142456,
0.5217390656471252,
0.30366483330726624,
0.28855711221694946,
0.7373736500740051,
0.5079363584518433,
0.3678159713745117,
0.4311925768852234,
0.24630534648895264,
0.4577113389968872
],
"time": 6.059697726741433,
"param": null
},
{
"epoch": 158,
"train_loss": 0.003728771349415183,
"val_loss": 2.6925809383392334,
"acc": 44.97,
"f1": [
0.7537687420845032,
0.5434780716896057,
0.23834188282489777,
0.26086950302124023,
0.2333332747220993,
0.45631060004234314,
0.4413144290447235,
0.49019595980644226,
0.5645932555198669,
0.6178008913993835,
0.29896897077560425,
0.29032251238822937,
0.436893105506897,
0.382978618144989,
0.30366483330726624,
0.34920626878738403,
0.4111110270023346,
0.6285713315010071,
0.3428570628166199,
0.3703702688217163,
0.7208120226860046,
0.5399999022483826,
0.4198893904685974,
0.6700506210327148,
0.6903551816940308,
0.37499991059303284,
0.37499991059303284,
0.3047617971897125,
0.6598983407020569,
0.4301074147224426,
0.46636757254600525,
0.43781083822250366,
0.35532984137535095,
0.44221094250679016,
0.43749991059303284,
0.31088075041770935,
0.43678146600723267,
0.34513264894485474,
0.3157893717288971,
0.6120217442512512,
0.45595842599868774,
0.6631014943122864,
0.35023030638694763,
0.43999987840652466,
0.2181817591190338,
0.25396817922592163,
0.251308798789978,
0.5174128413200378,
0.7219511270523071,
0.5934064984321594,
0.25570768117904663,
0.4315788447856903,
0.623255729675293,
0.657534122467041,
0.4899998903274536,
0.16806717216968536,
0.6391751170158386,
0.547485888004303,
0.5628139972686768,
0.4411763548851013,
0.7522933483123779,
0.5464479923248291,
0.5358850359916687,
0.36065563559532166,
0.24083760380744934,
0.31067952513694763,
0.32820504903793335,
0.4361701011657715,
0.7783782482147217,
0.645502507686615,
0.4265401363372803,
0.6790696382522583,
0.20657269656658173,
0.38181808590888977,
0.26086950302124023,
0.6702126860618591,
0.7099998593330383,
0.24120594561100006,
0.2829267382621765,
0.43523305654525757,
0.22797919809818268,
0.41148313879966736,
0.7599998116493225,
0.39583319425582886,
0.3699999153614044,
0.5821594595909119,
0.49729716777801514,
0.4454147219657898,
0.36180898547172546,
0.46829259395599365,
0.4976075291633606,
0.5145629644393921,
0.2842104732990265,
0.28272244334220886,
0.760416567325592,
0.4918031394481659,
0.38461530208587646,
0.4070795178413391,
0.26804113388061523,
0.46231144666671753
],
"time": 6.040257388725877,
"param": null
},
{
"epoch": 159,
"train_loss": 0.0038829816039651632,
"val_loss": 2.6315853595733643,
"acc": 44.98,
"f1": [
0.7562187314033508,
0.5454544425010681,
0.24120594561100006,
0.2769230008125305,
0.23529402911663055,
0.45544540882110596,
0.4230768084526062,
0.4974091649055481,
0.5472635626792908,
0.6129031181335449,
0.28571420907974243,
0.28272244334220886,
0.4545453190803528,
0.38144323229789734,
0.3118278682231903,
0.32978713512420654,
0.43523305654525757,
0.62135910987854,
0.34449753165245056,
0.36458322405815125,
0.7171715497970581,
0.5373133420944214,
0.41573023796081543,
0.666666567325592,
0.6634145379066467,
0.37623751163482666,
0.3654821515083313,
0.2792791724205017,
0.6633164882659912,
0.4338623583316803,
0.4690264165401459,
0.44221094250679016,
0.35294109582901,
0.4499998688697815,
0.4210525155067444,
0.29896897077560425,
0.43715834617614746,
0.3436122238636017,
0.33333322405815125,
0.5999998450279236,
0.44791656732559204,
0.6632122993469238,
0.36190465092658997,
0.43902426958084106,
0.21719448268413544,
0.2784809470176697,
0.2621358335018158,
0.5098037719726562,
0.7102801203727722,
0.5901637673377991,
0.23318377137184143,
0.425531804561615,
0.6350710391998291,
0.6576575636863708,
0.4824119210243225,
0.16888882219791412,
0.6559138894081116,
0.5425531268119812,
0.5603863000869751,
0.467661589384079,
0.7605632543563843,
0.5683058500289917,
0.5463413596153259,
0.3798881769180298,
0.22702695429325104,
0.3119265139102936,
0.3316582143306732,
0.4338623583316803,
0.7783782482147217,
0.6560845375061035,
0.42790690064430237,
0.6636362671852112,
0.21890540421009064,
0.36619704961776733,
0.2736841142177582,
0.6594592928886414,
0.7099998593330383,
0.2244897186756134,
0.280373752117157,
0.4347825050354004,
0.2075471132993698,
0.4259258210659027,
0.7572813630104065,
0.39130425453186035,
0.3783782720565796,
0.5904760956764221,
0.5189187526702881,
0.44239622354507446,
0.36815908551216125,
0.45714277029037476,
0.49261072278022766,
0.5098037719726562,
0.27472516894340515,
0.2727271616458893,
0.735293984413147,
0.4864863455295563,
0.40659332275390625,
0.4292236268520355,
0.25510191917419434,
0.46632111072540283
],
"time": 6.155030833557248,
"param": null
},
{
"epoch": 160,
"train_loss": 0.0036195788998156786,
"val_loss": 2.665327787399292,
"acc": 44.93,
"f1": [
0.7614211440086365,
0.5502644181251526,
0.2580644190311432,
0.2786068916320801,
0.2399999350309372,
0.4205606281757355,
0.42201822996139526,
0.4851484000682831,
0.5428570508956909,
0.6105261445045471,
0.31034475564956665,
0.30107519030570984,
0.4299998879432678,
0.4021162986755371,
0.3076922297477722,
0.324607253074646,
0.41711217164993286,
0.6336632370948792,
0.35294109582901,
0.35483860969543457,
0.7171715497970581,
0.5365853309631348,
0.4262293577194214,
0.6734693050384521,
0.6834169626235962,
0.36269423365592957,
0.3809523284435272,
0.28855711221694946,
0.666666567325592,
0.42857128381729126,
0.47963786125183105,
0.4343433380126953,
0.35820886492729187,
0.42708319425582886,
0.42857128381729126,
0.282828152179718,
0.42708319425582886,
0.34389129281044006,
0.32804223895072937,
0.5882351994514465,
0.4301074147224426,
0.6631014943122864,
0.35616424679756165,
0.4292682111263275,
0.2262442708015442,
0.2999999523162842,
0.26262614130973816,
0.5192306637763977,
0.735293984413147,
0.5869563817977905,
0.24107137322425842,
0.4324323236942291,
0.6267279982566833,
0.6548671722412109,
0.4899998903274536,
0.177215114235878,
0.6486485004425049,
0.5414363145828247,
0.5445543527603149,
0.4593299925327301,
0.7582937479019165,
0.5833332538604736,
0.5436891913414001,
0.35675665736198425,
0.2430938482284546,
0.3041473925113678,
0.3267325758934021,
0.41884803771972656,
0.7826085686683655,
0.6631577014923096,
0.4363635182380676,
0.6666665077209473,
0.22018341720104218,
0.39449530839920044,
0.2613064646720886,
0.6524062752723694,
0.7064675688743591,
0.2433861643075943,
0.2621358335018158,
0.445652037858963,
0.2115383893251419,
0.43555545806884766,
0.7647057771682739,
0.38888877630233765,
0.36649200320243835,
0.5660375952720642,
0.5082871913909912,
0.4504503309726715,
0.3627450466156006,
0.46829259395599365,
0.49756085872650146,
0.5221673846244812,
0.27322396636009216,
0.2887699604034424,
0.7512688636779785,
0.47190994024276733,
0.31901830434799194,
0.4230768084526062,
0.25490185618400574,
0.4585364758968353
],
"time": 5.964196857064962,
"param": null
},
{
"epoch": 161,
"train_loss": 0.0035911104641854763,
"val_loss": 2.5338668823242188,
"acc": 44.96,
"f1": [
0.7575755715370178,
0.5698922872543335,
0.2739725410938263,
0.2699999213218689,
0.2426777482032776,
0.43269219994544983,
0.434782475233078,
0.48756206035614014,
0.5402842164039612,
0.6162160634994507,
0.31638407707214355,
0.29189181327819824,
0.43349742889404297,
0.38918909430503845,
0.3370785713195801,
0.33502528071403503,
0.40659332275390625,
0.6280191540718079,
0.3523808717727661,
0.3583814203739166,
0.7208120226860046,
0.5399999022483826,
0.42780739068984985,
0.6532661318778992,
0.6732671856880188,
0.3599999248981476,
0.3723403513431549,
0.2882882058620453,
0.666666567325592,
0.42857128381729126,
0.47787603735923767,
0.4343433380126953,
0.35121941566467285,
0.425531804561615,
0.4299998879432678,
0.29166659712791443,
0.4222221076488495,
0.35398221015930176,
0.3419688045978546,
0.596684992313385,
0.4502616822719574,
0.6666665077209473,
0.36190465092658997,
0.4365480840206146,
0.21238930523395538,
0.27049171924591064,
0.2699999213218689,
0.529999852180481,
0.7149757146835327,
0.5869563817977905,
0.2443438321352005,
0.4361701011657715,
0.6325579881668091,
0.6576575636863708,
0.4824119210243225,
0.17391297221183777,
0.6417111158370972,
0.5297296643257141,
0.5851062536239624,
0.467661589384079,
0.7547168731689453,
0.5423727631568909,
0.5320196151733398,
0.36956506967544556,
0.23958325386047363,
0.3013697862625122,
0.35643553733825684,
0.4324323236942291,
0.7826085686683655,
0.6597937345504761,
0.4265401363372803,
0.6666665077209473,
0.21698106825351715,
0.3707316219806671,
0.2525251507759094,
0.6737966537475586,
0.6999998688697815,
0.2234041839838028,
0.27884605526924133,
0.43749991059303284,
0.2085307389497757,
0.41284388303756714,
0.7589742541313171,
0.38888877630233765,
0.36269423365592957,
0.5727698802947998,
0.5333331823348999,
0.4424777626991272,
0.37999987602233887,
0.4541061818599701,
0.49999988079071045,
0.5118482112884521,
0.299465149641037,
0.2694299519062042,
0.7499999403953552,
0.4946235418319702,
0.38918909430503845,
0.4259258210659027,
0.25961530208587646,
0.4545453190803528
],
"time": 6.1272187530994415,
"param": null
},
{
"epoch": 162,
"train_loss": 0.0038827292155474424,
"val_loss": 2.422212600708008,
"acc": 44.9,
"f1": [
0.7676765322685242,
0.5520831942558289,
0.25870639085769653,
0.2659573554992676,
0.2488478720188141,
0.4319247901439667,
0.4499998688697815,
0.49746179580688477,
0.5497629642486572,
0.5978259444236755,
0.30270257592201233,
0.24580998718738556,
0.4313724637031555,
0.38709667325019836,
0.3157893717288971,
0.31372541189193726,
0.40624988079071045,
0.6336632370948792,
0.3592231869697571,
0.35602086782455444,
0.7253884673118591,
0.5454543828964233,
0.413043349981308,
0.666666567325592,
0.6871793866157532,
0.37894728779792786,
0.39153432846069336,
0.28310492634773254,
0.6439023613929749,
0.43979042768478394,
0.47963786125183105,
0.42512065172195435,
0.36082467436790466,
0.4387753903865814,
0.43956032395362854,
0.2699999213218689,
0.41711217164993286,
0.3565216362476349,
0.3367346227169037,
0.6153845191001892,
0.4491977095603943,
0.6666665077209473,
0.3703702688217163,
0.42512065172195435,
0.21917803585529327,
0.26984119415283203,
0.28272244334220886,
0.526829183101654,
0.732673168182373,
0.5913977026939392,
0.25112098455429077,
0.4148934781551361,
0.6261681318283081,
0.6787328720092773,
0.4729062616825104,
0.15929198265075684,
0.6557375192642212,
0.5396823883056641,
0.5373133420944214,
0.46445485949516296,
0.7559806704521179,
0.5775399804115295,
0.5436891913414001,
0.3666665554046631,
0.2127658873796463,
0.30541861057281494,
0.3269230127334595,
0.4232803285121918,
0.7675674557685852,
0.645502507686615,
0.4259258210659027,
0.6607141494750977,
0.22119809687137604,
0.3727271258831024,
0.2617800235748291,
0.6486485004425049,
0.6829267144203186,
0.2371133416891098,
0.26666656136512756,
0.4361701011657715,
0.21495321393013,
0.42477864027023315,
0.762376070022583,
0.39778995513916016,
0.3586955666542053,
0.5701355934143066,
0.5217389464378357,
0.4424777626991272,
0.3707316219806671,
0.467661589384079,
0.49746179580688477,
0.5145629644393921,
0.28571420907974243,
0.28426387906074524,
0.7653059959411621,
0.5027931928634644,
0.37288129329681396,
0.4095236659049988,
0.2599999010562897,
0.4646463394165039
],
"time": 6.050834788940847,
"param": null
},
{
"epoch": 163,
"train_loss": 0.0033511014189571142,
"val_loss": 2.5949673652648926,
"acc": 44.64,
"f1": [
0.7564765214920044,
0.5775399804115295,
0.26341456174850464,
0.26086944341659546,
0.2272726446390152,
0.4433496594429016,
0.4205606281757355,
0.4424777626991272,
0.558139443397522,
0.6086955666542053,
0.30270257592201233,
0.27322396636009216,
0.4411763548851013,
0.38502663373947144,
0.30337071418762207,
0.3351350426673889,
0.3999998867511749,
0.6299998760223389,
0.35135123133659363,
0.3463686406612396,
0.7142855525016785,
0.53465336561203,
0.41666656732559204,
0.6497460603713989,
0.6938773989677429,
0.38541653752326965,
0.35714274644851685,
0.29951682686805725,
0.6403939127922058,
0.4232803285121918,
0.4792625606060028,
0.4307691156864166,
0.3495144844055176,
0.43979042768478394,
0.42857128381729126,
0.2842104732990265,
0.4293783903121948,
0.35398221015930176,
0.32804223895072937,
0.6086955666542053,
0.4338623583316803,
0.6631014943122864,
0.3534882664680481,
0.4170615077018738,
0.20535708963871002,
0.2633450925350189,
0.2653060257434845,
0.49523797631263733,
0.732673168182373,
0.594594419002533,
0.25112098455429077,
0.4361701011657715,
0.6066349744796753,
0.666666567325592,
0.47474732995033264,
0.1762113720178604,
0.6354165077209473,
0.5217389464378357,
0.5698922872543335,
0.4519229531288147,
0.7582937479019165,
0.5340908169746399,
0.5333331823348999,
0.3783782720565796,
0.23529404401779175,
0.29665064811706543,
0.336633563041687,
0.41666656732559204,
0.7826085686683655,
0.6526314616203308,
0.4474884569644928,
0.6759257912635803,
0.22535204887390137,
0.3495144844055176,
0.2699999213218689,
0.6703295111656189,
0.6969695687294006,
0.23036640882492065,
0.2697673439979553,
0.4248703718185425,
0.22115376591682434,
0.42253509163856506,
0.7562187314033508,
0.38888877630233765,
0.37894728779792786,
0.5898616909980774,
0.510416567325592,
0.4594593644142151,
0.3743841052055359,
0.45320188999176025,
0.47393354773521423,
0.5096152424812317,
0.2872926890850067,
0.2673266530036926,
0.760416567325592,
0.507771909236908,
0.35955044627189636,
0.4319247901439667,
0.26415085792541504,
0.4499998688697815
],
"time": 5.955933852121234,
"param": null
},
{
"epoch": 164,
"train_loss": 0.003388024168089032,
"val_loss": 2.5214955806732178,
"acc": 44.79,
"f1": [
0.7599998116493225,
0.5670101642608643,
0.26540276408195496,
0.251308798789978,
0.24999991059303284,
0.4306218922138214,
0.43601882457733154,
0.49261072278022766,
0.5384615063667297,
0.6031745076179504,
0.3043477535247803,
0.27173903584480286,
0.4257424473762512,
0.3936169147491455,
0.32183900475502014,
0.3299999237060547,
0.41711217164993286,
0.6280191540718079,
0.3184078335762024,
0.33333322405815125,
0.7253884673118591,
0.5454543828964233,
0.40624988079071045,
0.6596857309341431,
0.6699506640434265,
0.3794870972633362,
0.36956506967544556,
0.2870812714099884,
0.6439023613929749,
0.41414129734039307,
0.4474884569644928,
0.43781083822250366,
0.3711339235305786,
0.43749991059303284,
0.4338623583316803,
0.3024389147758484,
0.4186045527458191,
0.3508771061897278,
0.3384614586830139,
0.6077346205711365,
0.43850257992744446,
0.649484395980835,
0.34513264894485474,
0.4278606176376343,
0.21929818391799927,
0.2764226496219635,
0.251308798789978,
0.5076140761375427,
0.7290639281272888,
0.5978259444236755,
0.24528293311595917,
0.4195120930671692,
0.6267279982566833,
0.672645628452301,
0.487046480178833,
0.16216209530830383,
0.6382977366447449,
0.535519003868103,
0.5583755373954773,
0.46829259395599365,
0.7596151828765869,
0.5434780716896057,
0.5472635626792908,
0.36559128761291504,
0.251308798789978,
0.2980768382549286,
0.3417084515094757,
0.43979042768478394,
0.7765957117080688,
0.6354165077209473,
0.4363635182380676,
0.666666567325592,
0.22330091893672943,
0.38095229864120483,
0.26395928859710693,
0.6702701449394226,
0.6796115040779114,
0.22459883987903595,
0.28571420907974243,
0.4324323236942291,
0.22535204887390137,
0.4112148582935333,
0.7628865242004395,
0.39325833320617676,
0.3617020547389984,
0.5961536765098572,
0.5189187526702881,
0.4347825050354004,
0.372548907995224,
0.4607841968536377,
0.48076915740966797,
0.49999988079071045,
0.2872926890850067,
0.2659573554992676,
0.7462685704231262,
0.49999988079071045,
0.3783782720565796,
0.4140968322753906,
0.24875615537166595,
0.4717947542667389
],
"time": 6.119758221320808,
"param": null
},
{
"epoch": 165,
"train_loss": 0.0037515994627028704,
"val_loss": 2.4882075786590576,
"acc": 44.78,
"f1": [
0.7599998116493225,
0.5513511896133423,
0.2574256360530853,
0.27999991178512573,
0.2555064857006073,
0.436893105506897,
0.4413144290447235,
0.4780486822128296,
0.5373133420944214,
0.6113988757133484,
0.3060108423233032,
0.25555548071861267,
0.434782475233078,
0.39795905351638794,
0.3152172863483429,
0.3299999237060547,
0.41758227348327637,
0.6274508833885193,
0.3267325758934021,
0.34999990463256836,
0.7179486155509949,
0.5380709171295166,
0.40206170082092285,
0.6470587849617004,
0.6766167879104614,
0.38144323229789734,
0.35978829860687256,
0.3047617971897125,
0.6599999070167542,
0.4324323236942291,
0.46017688512802124,
0.4242422580718994,
0.3465345501899719,
0.43999987840652466,
0.42931926250457764,
0.3157894015312195,
0.4277455508708954,
0.3549782335758209,
0.3141360282897949,
0.6077346205711365,
0.42162150144577026,
0.6461536884307861,
0.36111101508140564,
0.4236452281475067,
0.21698106825351715,
0.268292635679245,
0.26666656136512756,
0.5273630023002625,
0.7219511270523071,
0.6043955087661743,
0.2705313265323639,
0.40206170082092285,
0.6301368474960327,
0.6696427464485168,
0.48958322405815125,
0.1731601059436798,
0.6448085904121399,
0.5319147706031799,
0.5572138428688049,
0.45128190517425537,
0.7677723169326782,
0.5414363145828247,
0.5482232570648193,
0.3666665554046631,
0.228260800242424,
0.29906532168388367,
0.3402060866355896,
0.4210525155067444,
0.7891891002655029,
0.6562498807907104,
0.4200912117958069,
0.6635943651199341,
0.2212388664484024,
0.33802807331085205,
0.25510191917419434,
0.6740330457687378,
0.6829267144203186,
0.24083760380744934,
0.2815532982349396,
0.42708319425582886,
0.22009563446044922,
0.42857131361961365,
0.7731956839561462,
0.3934425115585327,
0.3586955666542053,
0.5821594595909119,
0.4973543584346771,
0.4366810917854309,
0.37185919284820557,
0.452830046415329,
0.5148513317108154,
0.5174128413200378,
0.29508185386657715,
0.27999991178512573,
0.7487682700157166,
0.48167529702186584,
0.38043469190597534,
0.41592907905578613,
0.25490185618400574,
0.4615383446216583
],
"time": 6.06808487419039,
"param": null
},
{
"epoch": 166,
"train_loss": 0.003394761821255088,
"val_loss": 2.6241888999938965,
"acc": 44.7,
"f1": [
0.7462685704231262,
0.5668447613716125,
0.24390237033367157,
0.26804113388061523,
0.2368420511484146,
0.4339621663093567,
0.43902426958084106,
0.46938762068748474,
0.5436891913414001,
0.6073297262191772,
0.3043477535247803,
0.25555548071861267,
0.4271843731403351,
0.38775497674942017,
0.3118278682231903,
0.3367346227169037,
0.425531804561615,
0.6274508833885193,
0.3540668785572052,
0.329670250415802,
0.7216493487358093,
0.5373133420944214,
0.4086019992828369,
0.6497460603713989,
0.6766167879104614,
0.35467973351478577,
0.36956506967544556,
0.281406968832016,
0.6633164882659912,
0.4361701011657715,
0.4799998998641968,
0.4221104085445404,
0.36082467436790466,
0.44559577107429504,
0.4432988464832306,
0.29292917251586914,
0.43678146600723267,
0.3636362552642822,
0.32989683747291565,
0.6086955666542053,
0.43523305654525757,
0.6562498807907104,
0.34513264894485474,
0.4271843731403351,
0.2181817591190338,
0.26399993896484375,
0.2702701687812805,
0.5252523422241211,
0.725490152835846,
0.5989303588867188,
0.2434781938791275,
0.4221104085445404,
0.6325579881668091,
0.6460175514221191,
0.4975123405456543,
0.1777777075767517,
0.6349205374717712,
0.5193368792533875,
0.5482232570648193,
0.47572803497314453,
0.7476633787155151,
0.5363127589225769,
0.5472635626792908,
0.36559128761291504,
0.21621613204479218,
0.30621999502182007,
0.3316582143306732,
0.42931926250457764,
0.784946084022522,
0.6421051621437073,
0.43601882457733154,
0.6666665077209473,
0.2095237374305725,
0.35454532504081726,
0.2577318847179413,
0.6596857309341431,
0.6999998688697815,
0.2258063703775406,
0.28019312024116516,
0.4432430863380432,
0.21904754638671875,
0.4052862524986267,
0.7614211440086365,
0.38674020767211914,
0.3523315489292145,
0.5727698802947998,
0.49999988079071045,
0.44347813725471497,
0.3699999153614044,
0.46082934737205505,
0.5024629235267639,
0.5247523188591003,
0.28260859847068787,
0.2797926664352417,
0.7525771856307983,
0.48936155438423157,
0.39325833320617676,
0.3964756429195404,
0.2583731412887573,
0.474226713180542
],
"time": 5.990696500055492,
"param": null
},
{
"epoch": 167,
"train_loss": 0.0031413035467267036,
"val_loss": 2.626732110977173,
"acc": 44.83,
"f1": [
0.7599998116493225,
0.56043940782547,
0.28019312024116516,
0.2751321792602539,
0.24107137322425842,
0.42512065172195435,
0.4200912117958069,
0.46601933240890503,
0.561576247215271,
0.6129031181335449,
0.3016759157180786,
0.25668442249298096,
0.4466018080711365,
0.3934425115585327,
0.32584258913993835,
0.32432422041893005,
0.42162150144577026,
0.6368157267570496,
0.3636362552642822,
0.34972667694091797,
0.7253884673118591,
0.5445543527603149,
0.39795905351638794,
0.6700506210327148,
0.6799998879432678,
0.3636362850666046,
0.36649200320243835,
0.2815532982349396,
0.6769229769706726,
0.42708319425582886,
0.4684683382511139,
0.43564343452453613,
0.3431371748447418,
0.4365480840206146,
0.4232803285121918,
0.306122362613678,
0.44198882579803467,
0.3493449091911316,
0.32258057594299316,
0.596684992313385,
0.423912912607193,
0.649484395980835,
0.3577980697154999,
0.4230768084526062,
0.21296289563179016,
0.2695651352405548,
0.2713567018508911,
0.5320196151733398,
0.728155255317688,
0.5978259444236755,
0.25570768117904663,
0.4179103374481201,
0.6168223023414612,
0.6578946113586426,
0.4923075735569,
0.16964279115200043,
0.6387433409690857,
0.5414363145828247,
0.5656563639640808,
0.4827585518360138,
0.7547168731689453,
0.5586591362953186,
0.5410627126693726,
0.37158459424972534,
0.23958325386047363,
0.3047617971897125,
0.32835814356803894,
0.4248703718185425,
0.784946084022522,
0.6526314616203308,
0.4279474914073944,
0.6849313974380493,
0.22018341720104218,
0.35294109582901,
0.2599999010562897,
0.6489360928535461,
0.6999998688697815,
0.2234041839838028,
0.28971952199935913,
0.42708319425582886,
0.21296289563179016,
0.4177776873111725,
0.7628865242004395,
0.38888877630233765,
0.3578946590423584,
0.5904760956764221,
0.5106381177902222,
0.44444432854652405,
0.36448585987091064,
0.4401912987232208,
0.49261072278022766,
0.5174128413200378,
0.30107519030570984,
0.2871793806552887,
0.7363182306289673,
0.4756755530834198,
0.3657141625881195,
0.4056602716445923,
0.2561575770378113,
0.46391740441322327
],
"time": 6.157925390638411,
"param": null
},
{
"epoch": 168,
"train_loss": 0.003909039776772261,
"val_loss": 2.6626198291778564,
"acc": 44.69,
"f1": [
0.7499999403953552,
0.5699480772018433,
0.2574256360530853,
0.2599999010562897,
0.2477063536643982,
0.4190475046634674,
0.42342329025268555,
0.4666665494441986,
0.5402842164039612,
0.6021503806114197,
0.3068180978298187,
0.27472516894340515,
0.4313724637031555,
0.38709667325019836,
0.32402223348617554,
0.32124343514442444,
0.4086019992828369,
0.6336632370948792,
0.3534882664680481,
0.3314915895462036,
0.7179486155509949,
0.53465336561203,
0.4042551815509796,
0.6632122993469238,
0.666666567325592,
0.3699999153614044,
0.3636362552642822,
0.2870369255542755,
0.6439023613929749,
0.4365480840206146,
0.47787603735923767,
0.43999987840652466,
0.3269230127334595,
0.44670039415359497,
0.4232803285121918,
0.3152708411216736,
0.43333321809768677,
0.34666651487350464,
0.324607253074646,
0.6054052114486694,
0.4301074147224426,
0.6631577014923096,
0.36619704961776733,
0.44221094250679016,
0.21333326399326324,
0.2749999165534973,
0.2526314854621887,
0.5118482112884521,
0.725490152835846,
0.594594419002533,
0.23963125050067902,
0.4120602011680603,
0.6168223023414612,
0.666666567325592,
0.48958322405815125,
0.16666659712791443,
0.6521738171577454,
0.535519003868103,
0.5612244009971619,
0.4951455295085907,
0.7596151828765869,
0.5393257141113281,
0.5533979535102844,
0.3736262619495392,
0.228260800242424,
0.30046939849853516,
0.309859037399292,
0.4232803285121918,
0.7826085686683655,
0.649214506149292,
0.4266665577888489,
0.6696427464485168,
0.21463409066200256,
0.36842095851898193,
0.2699999213218689,
0.6703295111656189,
0.7029701471328735,
0.21390368044376373,
0.28571420907974243,
0.44808733463287354,
0.2243901938199997,
0.41474640369415283,
0.760416567325592,
0.4022345542907715,
0.35483860969543457,
0.5882351398468018,
0.5133689045906067,
0.44444432854652405,
0.37185919284820557,
0.44976064562797546,
0.4851484000682831,
0.526829183101654,
0.28260859847068787,
0.2699999213218689,
0.7512688636779785,
0.4808742105960846,
0.34883710741996765,
0.41095879673957825,
0.2561575770378113,
0.4489794969558716
],
"time": 6.145393497310579,
"param": null
},
{
"epoch": 169,
"train_loss": 0.0036581989843398333,
"val_loss": 2.6208300590515137,
"acc": 44.72,
"f1": [
0.7638189196586609,
0.5699480772018433,
0.2571427524089813,
0.26262614130973816,
0.23788540065288544,
0.43269219994544983,
0.4190475046634674,
0.47761180996894836,
0.5418717861175537,
0.6105261445045471,
0.29629620909690857,
0.28260859847068787,
0.4411763548851013,
0.3936169147491455,
0.320441871881485,
0.33333322405815125,
0.42162150144577026,
0.6274508833885193,
0.3084576427936554,
0.3260868787765503,
0.7244896292686462,
0.542713463306427,
0.41758227348327637,
0.6599999070167542,
0.6834169626235962,
0.37373724579811096,
0.37158459424972534,
0.30769219994544983,
0.6567163467407227,
0.41884803771972656,
0.49327346682548523,
0.43216070532798767,
0.3399999141693115,
0.4433496594429016,
0.43850257992744446,
0.2944161295890808,
0.43093910813331604,
0.3478259742259979,
0.32258057594299316,
0.5856351852416992,
0.4248703718185425,
0.6497460603713989,
0.35185176134109497,
0.4313724637031555,
0.22429899871349335,
0.27091625332832336,
0.2741115987300873,
0.4976075291633606,
0.728155255317688,
0.5851062536239624,
0.2347417026758194,
0.41666656732559204,
0.6203702688217163,
0.6607928276062012,
0.48756206035614014,
0.16379304230213165,
0.6486485004425049,
0.5161289572715759,
0.5757573843002319,
0.4729062616825104,
0.7582937479019165,
0.5524860620498657,
0.548076868057251,
0.36464083194732666,
0.21989519894123077,
0.2949307858943939,
0.3251230716705322,
0.42780739068984985,
0.7765957117080688,
0.649214506149292,
0.4485980272293091,
0.6759257912635803,
0.21463409066200256,
0.3540668785572052,
0.27551010251045227,
0.6559138894081116,
0.7019230127334595,
0.23958325386047363,
0.2775118350982666,
0.4338623583316803,
0.20909084379673004,
0.40740731358528137,
0.7512688636779785,
0.40217384696006775,
0.36464083194732666,
0.5821594595909119,
0.524590015411377,
0.44444432854652405,
0.3636362850666046,
0.4466018080711365,
0.4827585518360138,
0.5333331823348999,
0.2967032194137573,
0.281406968832016,
0.7512688636779785,
0.4787232577800751,
0.3529410660266876,
0.39301300048828125,
0.25870639085769653,
0.46534639596939087
],
"time": 6.1884703654795885,
"param": null
},
{
"epoch": 170,
"train_loss": 0.0037102187052369118,
"val_loss": 2.6574501991271973,
"acc": 44.74,
"f1": [
0.7512688636779785,
0.559139609336853,
0.2686566412448883,
0.2617800235748291,
0.23580780625343323,
0.42253509163856506,
0.4339621663093567,
0.4670049846172333,
0.542713463306427,
0.6041665077209473,
0.2999999225139618,
0.27173903584480286,
0.4299064576625824,
0.37696322798728943,
0.3016759157180786,
0.3179486393928528,
0.3999999165534973,
0.6399998664855957,
0.3627450466156006,
0.34554967284202576,
0.7208120226860046,
0.5399999022483826,
0.4083768427371979,
0.6597937345504761,
0.6868685483932495,
0.36815908551216125,
0.36871495842933655,
0.28855711221694946,
0.666666567325592,
0.42708319425582886,
0.4799998998641968,
0.44221094250679016,
0.34123215079307556,
0.4489794969558716,
0.4432430863380432,
0.30541861057281494,
0.4408600926399231,
0.3408070504665375,
0.32804223895072937,
0.5901637673377991,
0.43979042768478394,
0.6562498807907104,
0.34513264894485474,
0.4313724637031555,
0.20960691571235657,
0.2788843810558319,
0.27551010251045227,
0.5154638290405273,
0.7317072153091431,
0.5978259444236755,
0.24413138628005981,
0.41666656732559204,
0.6350710391998291,
0.657534122467041,
0.4897957742214203,
0.16877631843090057,
0.6521738171577454,
0.5319147706031799,
0.5560973882675171,
0.4622640609741211,
0.7582937479019165,
0.5454543828964233,
0.5628139972686768,
0.36065563559532166,
0.24598921835422516,
0.319248765707016,
0.31884050369262695,
0.4347825050354004,
0.784946084022522,
0.6458331942558289,
0.4230768084526062,
0.6787328720092773,
0.23041465878486633,
0.3710406422615051,
0.2613064646720886,
0.645502507686615,
0.7035174369812012,
0.2424241602420807,
0.27884605526924133,
0.4408600926399231,
0.21395343542099,
0.41095879673957825,
0.7653059959411621,
0.39999985694885254,
0.3555554449558258,
0.5837318897247314,
0.5217389464378357,
0.44444432854652405,
0.3592231869697571,
0.4577113389968872,
0.49019595980644226,
0.5247523188591003,
0.3060108423233032,
0.282828152179718,
0.7474745512008667,
0.4705881178379059,
0.36158180236816406,
0.41666656732559204,
0.2488037496805191,
0.45631060004234314
],
"time": 6.047020067460835,
"param": null
},
{
"epoch": 171,
"train_loss": 0.005541678052395582,
"val_loss": 2.644261360168457,
"acc": 44.65,
"f1": [
0.7474745512008667,
0.5621620416641235,
0.26086950302124023,
0.2694299519062042,
0.2399999350309372,
0.415094256401062,
0.43518510460853577,
0.45631060004234314,
0.5373133420944214,
0.6021503806114197,
0.3111110329627991,
0.27322396636009216,
0.4190475046634674,
0.38144323229789734,
0.31818172335624695,
0.3179486393928528,
0.41711217164993286,
0.6432158946990967,
0.34905651211738586,
0.3387977182865143,
0.7216493487358093,
0.5294116735458374,
0.39999985694885254,
0.666666567325592,
0.6732671856880188,
0.37373724579811096,
0.36956506967544556,
0.29107969999313354,
0.6346153020858765,
0.40641695261001587,
0.47747737169265747,
0.44670039415359497,
0.3482586145401001,
0.4489794969558716,
0.4315788447856903,
0.2812499403953552,
0.44198882579803467,
0.3394494354724884,
0.326315701007843,
0.5913977026939392,
0.4361701011657715,
0.6530610918998718,
0.34821417927742004,
0.4292682111263275,
0.21698106825351715,
0.268292635679245,
0.26455017924308777,
0.5174128413200378,
0.725490152835846,
0.6043955087661743,
0.24545449018478394,
0.4145076870918274,
0.6380951404571533,
0.6696427464485168,
0.4947367310523987,
0.1746724247932434,
0.6521738171577454,
0.5217389464378357,
0.5510202646255493,
0.47474732995033264,
0.7619046568870544,
0.5454543828964233,
0.548076868057251,
0.3516482412815094,
0.22797919809818268,
0.3168315887451172,
0.3316582143306732,
0.44808733463287354,
0.7807484865188599,
0.6526314616203308,
0.4239630401134491,
0.6636362671852112,
0.22222214937210083,
0.3867923319339752,
0.2673266530036926,
0.6666665077209473,
0.7029701471328735,
0.21989519894123077,
0.2731706500053406,
0.4338623583316803,
0.21495321393013,
0.4052862524986267,
0.7589742541313171,
0.39999985694885254,
0.35675665736198425,
0.5806450843811035,
0.5161289572715759,
0.4405285120010376,
0.3523808717727661,
0.44976064562797546,
0.47572803497314453,
0.5242717266082764,
0.2872926890850067,
0.2871793806552887,
0.7499999403953552,
0.4756755530834198,
0.38043469190597534,
0.3964756429195404,
0.2574256360530853,
0.4646463394165039
],
"time": 5.994315104559064,
"param": null
},
{
"epoch": 172,
"train_loss": 0.0036057697143405676,
"val_loss": 2.5541515350341797,
"acc": 44.62,
"f1": [
0.742267906665802,
0.5698922872543335,
0.2647058069705963,
0.2694299519062042,
0.23636355996131897,
0.4170615077018738,
0.41284388303756714,
0.46999987959861755,
0.5436891913414001,
0.6145831942558289,
0.314606636762619,
0.26666656136512756,
0.4476189613342285,
0.39153432846069336,
0.3135133981704712,
0.3369564116001129,
0.40659332275390625,
0.6280191540718079,
0.34862375259399414,
0.3315507173538208,
0.7179486155509949,
0.5320196151733398,
0.4086019992828369,
0.645502507686615,
0.6802029013633728,
0.3899998664855957,
0.36956506967544556,
0.2938387989997864,
0.6470587849617004,
0.43715834617614746,
0.4727271497249603,
0.44791656732559204,
0.33333322405815125,
0.4489794969558716,
0.42708319425582886,
0.2780747711658478,
0.4431816637516022,
0.3619908392429352,
0.327868789434433,
0.6022725701332092,
0.423912912607193,
0.6596857309341431,
0.36448585987091064,
0.44444435834884644,
0.2105262577533722,
0.28455275297164917,
0.26881712675094604,
0.5145629644393921,
0.7219511270523071,
0.6067414879798889,
0.23255807161331177,
0.4102562665939331,
0.623255729675293,
0.666666567325592,
0.47236168384552,
0.16806717216968536,
0.6521738171577454,
0.524590015411377,
0.5628139972686768,
0.46534639596939087,
0.7619046568870544,
0.5423727631568909,
0.5384615063667297,
0.36559128761291504,
0.2378377616405487,
0.3119265139102936,
0.31279608607292175,
0.4210525155067444,
0.7765957117080688,
0.6421051621437073,
0.42727261781692505,
0.6696427464485168,
0.22429899871349335,
0.3710406422615051,
0.2673266530036926,
0.6702126860618591,
0.7010307908058167,
0.23589736223220825,
0.27102795243263245,
0.42931926250457764,
0.21395343542099,
0.4140968322753906,
0.7512688636779785,
0.4088396728038788,
0.3387977182865143,
0.6037734746932983,
0.5079363584518433,
0.43404245376586914,
0.35897424817085266,
0.4519229531288147,
0.488262802362442,
0.5339804887771606,
0.2795697748661041,
0.2705313265323639,
0.7437184453010559,
0.4808742105960846,
0.34883710741996765,
0.4215245544910431,
0.25490185618400574,
0.44554442167282104
],
"time": 5.862509839236736,
"param": null
},
{
"epoch": 173,
"train_loss": 0.003429182106629014,
"val_loss": 2.5972025394439697,
"acc": 44.74,
"f1": [
0.7653059959411621,
0.5492226481437683,
0.24083760380744934,
0.26804113388061523,
0.22608689963817596,
0.415094256401062,
0.4299064576625824,
0.4827585518360138,
0.5482232570648193,
0.6178008913993835,
0.3043477535247803,
0.2797926664352417,
0.43269219994544983,
0.3979056477546692,
0.32584258913993835,
0.3168315887451172,
0.4123710095882416,
0.6274508833885193,
0.33333322405815125,
0.34042540192604065,
0.7179486155509949,
0.5373133420944214,
0.41935470700263977,
0.6701029539108276,
0.6766167879104614,
0.372548907995224,
0.3626372814178467,
0.29665064811706543,
0.6470587849617004,
0.41666656732559204,
0.47787603735923767,
0.4499998688697815,
0.3414633274078369,
0.4410255253314972,
0.42708319425582886,
0.282828152179718,
0.44444432854652405,
0.3436122238636017,
0.32258057594299316,
0.5978259444236755,
0.4315788447856903,
0.6562498807907104,
0.35193121433258057,
0.4313724637031555,
0.21004560589790344,
0.277310848236084,
0.2673795819282532,
0.5151513814926147,
0.7342994213104248,
0.5882351994514465,
0.23364479839801788,
0.4210525155067444,
0.6210044622421265,
0.666666567325592,
0.48958322405815125,
0.1645020991563797,
0.6521738171577454,
0.5274723768234253,
0.5527637004852295,
0.4903845191001892,
0.7582937479019165,
0.5423727631568909,
0.5507245063781738,
0.3675675094127655,
0.2258063703775406,
0.32195112109184265,
0.3267325758934021,
0.4324323236942291,
0.784946084022522,
0.6526314616203308,
0.42857131361961365,
0.6666665077209473,
0.22330091893672943,
0.3669723868370056,
0.26395928859710693,
0.6702701449394226,
0.7053138613700867,
0.23529404401779175,
0.29665064811706543,
0.43715834617614746,
0.20814472436904907,
0.39639630913734436,
0.7668392062187195,
0.4111110270023346,
0.3386242389678955,
0.5833331942558289,
0.5133689045906067,
0.4533332288265228,
0.3599999248981476,
0.45631060004234314,
0.4976075291633606,
0.5217390656471252,
0.2824857831001282,
0.2786068916320801,
0.7411166429519653,
0.48913031816482544,
0.3563217520713806,
0.41666656732559204,
0.24999991059303284,
0.4432988464832306
],
"time": 6.118551578372717,
"param": null
},
{
"epoch": 174,
"train_loss": 0.0038812519051134586,
"val_loss": 2.475398302078247,
"acc": 44.68,
"f1": [
0.7562187314033508,
0.5744680166244507,
0.2613064646720886,
0.26804113388061523,
0.2399999350309372,
0.4230768084526062,
0.4299064576625824,
0.47524741291999817,
0.5527637004852295,
0.6145831942558289,
0.31284910440444946,
0.2702701687812805,
0.43269219994544983,
0.3936169147491455,
0.3186812400817871,
0.3147207200527191,
0.4086019992828369,
0.6399998664855957,
0.3301886022090912,
0.32978713512420654,
0.7179486155509949,
0.53465336561203,
0.4153004288673401,
0.6666665077209473,
0.6734693050384521,
0.3917524814605713,
0.35978829860687256,
0.2775118350982666,
0.6700506210327148,
0.42708319425582886,
0.4753361940383911,
0.4387753903865814,
0.331707239151001,
0.4338623583316803,
0.44444435834884644,
0.28571420907974243,
0.43715834617614746,
0.3568074107170105,
0.3101603388786316,
0.5901637673377991,
0.42857128381729126,
0.6530610918998718,
0.3555554449558258,
0.4271843731403351,
0.20353974401950836,
0.2821575999259949,
0.2736841142177582,
0.5145629644393921,
0.7290639281272888,
0.594594419002533,
0.23008842766284943,
0.4210525155067444,
0.6197181344032288,
0.6696427464485168,
0.48453593254089355,
0.15966379642486572,
0.6557375192642212,
0.5376343131065369,
0.5612244009971619,
0.48076915740966797,
0.7582937479019165,
0.5423727631568909,
0.5544553399085999,
0.36065563559532166,
0.22459883987903595,
0.31428563594818115,
0.32195112109184265,
0.42780739068984985,
0.7807484865188599,
0.6424869298934937,
0.41666656732559204,
0.6696831583976746,
0.2264150083065033,
0.3636362552642822,
0.2686566412448883,
0.666666567325592,
0.7035174369812012,
0.24210518598556519,
0.2790696918964386,
0.4301074147224426,
0.20353974401950836,
0.40178558230400085,
0.7692306637763977,
0.4043714702129364,
0.36464083194732666,
0.5882351398468018,
0.5053762197494507,
0.4415583610534668,
0.36815908551216125,
0.43902426958084106,
0.48309168219566345,
0.53465336561203,
0.2934781610965729,
0.2871793806552887,
0.7537687420845032,
0.4808742105960846,
0.3699420988559723,
0.41818171739578247,
0.24875615537166595,
0.4487804174423218
],
"time": 6.016687831841409,
"param": null
},
{
"epoch": 175,
"train_loss": 0.0031998706981539726,
"val_loss": 2.837672710418701,
"acc": 44.67,
"f1": [
0.7462685704231262,
0.5502644181251526,
0.2653060257434845,
0.2722512185573578,
0.2399999350309372,
0.4210525155067444,
0.4306218922138214,
0.4854367673397064,
0.5454544425010681,
0.5957446098327637,
0.3060108423233032,
0.2694299519062042,
0.4230768084526062,
0.39153432846069336,
0.32222211360931396,
0.32291656732559204,
0.4148934781551361,
0.6299998760223389,
0.33333325386047363,
0.33333322405815125,
0.7179486155509949,
0.5320196151733398,
0.41711217164993286,
0.6597937345504761,
0.6769229769706726,
0.36633655428886414,
0.36559128761291504,
0.29126206040382385,
0.6376810669898987,
0.4248703718185425,
0.47004595398902893,
0.43523305654525757,
0.3398057222366333,
0.44559577107429504,
0.4365480840206146,
0.2901553809642792,
0.44067782163619995,
0.3478259742259979,
0.3208555281162262,
0.6067414879798889,
0.4315788447856903,
0.6499998569488525,
0.36529669165611267,
0.4271843731403351,
0.21296289563179016,
0.2700421214103699,
0.2842104732990265,
0.5024153590202332,
0.7184464335441589,
0.594594419002533,
0.2347417026758194,
0.4120602011680603,
0.622641384601593,
0.666666567325592,
0.4923075735569,
0.16239310801029205,
0.6486485004425049,
0.522222101688385,
0.5544553399085999,
0.4854367673397064,
0.7582937479019165,
0.5454543828964233,
0.5544553399085999,
0.36559128761291504,
0.2234041839838028,
0.3113206624984741,
0.3269230127334595,
0.42780739068984985,
0.7783782482147217,
0.6526314616203308,
0.42201822996139526,
0.672645628452301,
0.22857137024402618,
0.35714274644851685,
0.2686566412448883,
0.6631014943122864,
0.6999998688697815,
0.2244897186756134,
0.2761903405189514,
0.44444432854652405,
0.21100911498069763,
0.38914018869400024,
0.7653059959411621,
0.38918909430503845,
0.3666665554046631,
0.5963301062583923,
0.4947367310523987,
0.45132729411125183,
0.36190465092658997,
0.4688993990421295,
0.47572803497314453,
0.526829183101654,
0.28415289521217346,
0.282828152179718,
0.7551018595695496,
0.4812833070755005,
0.38150280714035034,
0.415094256401062,
0.25870639085769653,
0.46999987959861755
],
"time": 5.889752512797713,
"param": null
},
{
"epoch": 176,
"train_loss": 0.003098336746916175,
"val_loss": 2.476332902908325,
"acc": 44.65,
"f1": [
0.7462685704231262,
0.5538460612297058,
0.2512076497077942,
0.2617800235748291,
0.2421524077653885,
0.4319247901439667,
0.4265401363372803,
0.46534639596939087,
0.5499998927116394,
0.596858561038971,
0.31284910440444946,
0.27322396636009216,
0.4454975128173828,
0.39153432846069336,
0.32584258913993835,
0.326315701007843,
0.413043349981308,
0.6439023613929749,
0.31746023893356323,
0.3186812400817871,
0.7171715497970581,
0.5373133420944214,
0.39583319425582886,
0.6632652282714844,
0.6766167879104614,
0.37373724579811096,
0.3820223808288574,
0.2815532982349396,
0.653465211391449,
0.4432988464832306,
0.4869564175605774,
0.436893105506897,
0.3465345501899719,
0.4387753903865814,
0.44210511445999146,
0.27722764015197754,
0.44571414589881897,
0.34234222769737244,
0.32432422041893005,
0.5913977026939392,
0.42780739068984985,
0.649484395980835,
0.3619908392429352,
0.43349742889404297,
0.21719448268413544,
0.2745096981525421,
0.27083322405815125,
0.5217390656471252,
0.7219511270523071,
0.5999998450279236,
0.2403845638036728,
0.4102562665939331,
0.623255729675293,
0.6637166738510132,
0.48453593254089355,
0.15966379642486572,
0.6451612114906311,
0.5164833664894104,
0.5527637004852295,
0.47393354773521423,
0.7655500173568726,
0.5393257141113281,
0.5445543527603149,
0.3586955666542053,
0.2340424805879593,
0.31428563594818115,
0.32195112109184265,
0.43715834617614746,
0.7741934061050415,
0.6631577014923096,
0.4200912117958069,
0.6727271676063538,
0.22222216427326202,
0.37004393339157104,
0.2536584436893463,
0.6559138894081116,
0.7024388909339905,
0.22916659712791443,
0.2870812714099884,
0.4248703718185425,
0.20720712840557098,
0.4088887572288513,
0.7628865242004395,
0.3999998867511749,
0.35416656732559204,
0.589371919631958,
0.5106381177902222,
0.44239622354507446,
0.37563440203666687,
0.4487804174423218,
0.4854367673397064,
0.5384615063667297,
0.29189181327819824,
0.28723397850990295,
0.7474745512008667,
0.4808742105960846,
0.33918121457099915,
0.39655160903930664,
0.2536584436893463,
0.45918354392051697
],
"time": 6.161048521287739,
"param": null
},
{
"epoch": 177,
"train_loss": 0.003130600554868579,
"val_loss": 2.652463674545288,
"acc": 44.62,
"f1": [
0.7462685704231262,
0.5561496019363403,
0.24999991059303284,
0.25906726717948914,
0.23788540065288544,
0.41474640369415283,
0.4299064576625824,
0.45685264468193054,
0.5436891913414001,
0.613756537437439,
0.314606636762619,
0.2810809910297394,
0.43269219994544983,
0.39378228783607483,
0.3152172863483429,
0.3195875287055969,
0.4043714702129364,
0.6502462029457092,
0.3478260338306427,
0.33333322405815125,
0.7179486155509949,
0.53465336561203,
0.41052618622779846,
0.6632652282714844,
0.6802029013633728,
0.3804876506328583,
0.3675675094127655,
0.29245272278785706,
0.6439023613929749,
0.4210525155067444,
0.4684683382511139,
0.42857128381729126,
0.3482586145401001,
0.45685264468193054,
0.4410255253314972,
0.3091786503791809,
0.43930622935295105,
0.34513264894485474,
0.3135133981704712,
0.6010927557945251,
0.42162150144577026,
0.649484395980835,
0.35294109582901,
0.43781083822250366,
0.20814472436904907,
0.27385884523391724,
0.2751321792602539,
0.5151513814926147,
0.725490152835846,
0.6010927557945251,
0.22831043601036072,
0.4081631302833557,
0.6296295523643494,
0.6636770367622375,
0.487046480178833,
0.16379304230213165,
0.6344084739685059,
0.524590015411377,
0.5472635626792908,
0.47524741291999817,
0.7559806704521179,
0.5454543828964233,
0.5555554032325745,
0.36158180236816406,
0.23280414938926697,
0.31999990344047546,
0.3253587782382965,
0.4324323236942291,
0.7783782482147217,
0.6596857309341431,
0.41818171739578247,
0.666666567325592,
0.23188398778438568,
0.36529669165611267,
0.26395928859710693,
0.6486485004425049,
0.7135677337646484,
0.23280414938926697,
0.27884605526924133,
0.44808733463287354,
0.2181817591190338,
0.39639630913734436,
0.7755100131034851,
0.3999998867511749,
0.3555554449558258,
0.5781989693641663,
0.5026736855506897,
0.4405285120010376,
0.37999987602233887,
0.4519229531288147,
0.4927534759044647,
0.526829183101654,
0.28260859847068787,
0.2758619785308838,
0.7512688636779785,
0.4787232577800751,
0.3636362552642822,
0.3983050286769867,
0.2512076497077942,
0.45544540882110596
],
"time": 6.038606937974691,
"param": null
},
{
"epoch": 178,
"train_loss": 0.003519357182085514,
"val_loss": 2.536856174468994,
"acc": 44.49,
"f1": [
0.7474745512008667,
0.5684208869934082,
0.2561575770378113,
0.2564101815223694,
0.2443438321352005,
0.4306218922138214,
0.41628947854042053,
0.45918354392051697,
0.5418717861175537,
0.5894736051559448,
0.30270257592201233,
0.2765956223011017,
0.4306218922138214,
0.39583319425582886,
0.32432422041893005,
0.3157893717288971,
0.4043714702129364,
0.639593780040741,
0.331707239151001,
0.3260868787765503,
0.7216493487358093,
0.5320196151733398,
0.39999985694885254,
0.6666665077209473,
0.6766167879104614,
0.3699999153614044,
0.36956506967544556,
0.27649760246276855,
0.6599999070167542,
0.42857128381729126,
0.4705880880355835,
0.44444435834884644,
0.33333322405815125,
0.44670039415359497,
0.42708319425582886,
0.27551010251045227,
0.44571414589881897,
0.3348415493965149,
0.32258057594299316,
0.5934064984321594,
0.42162150144577026,
0.649484395980835,
0.3508771061897278,
0.4299998879432678,
0.21100911498069763,
0.28455275297164917,
0.2751321792602539,
0.5102038979530334,
0.7246376276016235,
0.6010927557945251,
0.23809516429901123,
0.41666656732559204,
0.6325579881668091,
0.6521738171577454,
0.487046480178833,
0.1544714868068695,
0.6557375192642212,
0.524590015411377,
0.5612244009971619,
0.4827585518360138,
0.7619046568870544,
0.5505616068840027,
0.5416665077209473,
0.3510637581348419,
0.23036640882492065,
0.31050220131874084,
0.31775689125061035,
0.42780739068984985,
0.784946084022522,
0.6562498807907104,
0.4200912117958069,
0.6757989525794983,
0.22009563446044922,
0.36619704961776733,
0.2524271011352539,
0.6489360928535461,
0.6934671998023987,
0.2446807622909546,
0.2758619785308838,
0.4432430863380432,
0.21296289563179016,
0.3926939368247986,
0.7692306637763977,
0.3999998867511749,
0.3510637581348419,
0.5943394899368286,
0.4947367310523987,
0.4566209018230438,
0.37999987602233887,
0.4509802758693695,
0.4854367673397064,
0.528846025466919,
0.2967032194137573,
0.2692306935787201,
0.7551018595695496,
0.4756755530834198,
0.38502663373947144,
0.40552979707717896,
0.2536584436893463,
0.4509802758693695
],
"time": 5.913491283543408,
"param": null
},
{
"epoch": 179,
"train_loss": 0.0032507353462278843,
"val_loss": 2.708159923553467,
"acc": 44.58,
"f1": [
0.7499999403953552,
0.5578945875167847,
0.2583731412887573,
0.26804113388061523,
0.24545449018478394,
0.42857131361961365,
0.42857131361961365,
0.467661589384079,
0.5527637004852295,
0.5937498807907104,
0.3060108423233032,
0.2812499403953552,
0.42156851291656494,
0.3936169147491455,
0.32222211360931396,
0.32804223895072937,
0.4148934781551361,
0.633165717124939,
0.3487178385257721,
0.3208555281162262,
0.7216493487358093,
0.5399999022483826,
0.4083768427371979,
0.6632652282714844,
0.6767675280570984,
0.3699999153614044,
0.36559128761291504,
0.2775118350982666,
0.653465211391449,
0.4145076870918274,
0.4615383744239807,
0.44559577107429504,
0.3414633274078369,
0.4307691156864166,
0.4491977095603943,
0.2871793806552887,
0.42857128381729126,
0.33777767419815063,
0.32804223895072937,
0.5934064984321594,
0.4315788447856903,
0.639593780040741,
0.33333322405815125,
0.4278606176376343,
0.21428564190864563,
0.2798353135585785,
0.2722512185573578,
0.5098037719726562,
0.728155255317688,
0.5882351994514465,
0.24107137322425842,
0.4242422580718994,
0.6197181344032288,
0.6578946113586426,
0.502564013004303,
0.16170208156108856,
0.6486485004425049,
0.5193368792533875,
0.5599998831748962,
0.47572803497314453,
0.7619046568870544,
0.5485712885856628,
0.5517240166664124,
0.37158459424972534,
0.23157887160778046,
0.31627896428108215,
0.3384614586830139,
0.42780739068984985,
0.784946084022522,
0.6528496146202087,
0.4259258210659027,
0.6757989525794983,
0.22966498136520386,
0.38139525055885315,
0.2599999010562897,
0.6701569557189941,
0.696078360080719,
0.22222216427326202,
0.280373752117157,
0.4324323236942291,
0.21004560589790344,
0.40384599566459656,
0.760416567325592,
0.39583319425582886,
0.35955044627189636,
0.5904760956764221,
0.4919784665107727,
0.43946176767349243,
0.35820886492729187,
0.43902426958084106,
0.4927534759044647,
0.5217390656471252,
0.29189181327819824,
0.27999991178512573,
0.735293984413147,
0.4835163354873657,
0.3508770763874054,
0.39639630913734436,
0.2599999010562897,
0.47474732995033264
],
"time": 6.054311285726726,
"param": null
},
{
"epoch": 180,
"train_loss": 0.0032081641256809235,
"val_loss": 2.5443689823150635,
"acc": 44.65,
"f1": [
0.7474745512008667,
0.5668447613716125,
0.26341456174850464,
0.26315781474113464,
0.2421524077653885,
0.42857131361961365,
0.42253509163856506,
0.4615383446216583,
0.542713463306427,
0.5913977026939392,
0.30939218401908875,
0.27173903584480286,
0.44036686420440674,
0.39153432846069336,
0.3186812400817871,
0.32124343514442444,
0.413043349981308,
0.6372547745704651,
0.35023030638694763,
0.33684200048446655,
0.7216493487358093,
0.529999852180481,
0.40624988079071045,
0.6524062752723694,
0.6699506640434265,
0.37999987602233887,
0.3617020547389984,
0.2829267382621765,
0.6700506210327148,
0.4307691156864166,
0.4753361940383911,
0.4195120930671692,
0.3383083641529083,
0.43902426958084106,
0.44210511445999146,
0.28272244334220886,
0.4508668780326843,
0.34513264894485474,
0.327868789434433,
0.5934064984321594,
0.425531804561615,
0.6461536884307861,
0.346320241689682,
0.43781083822250366,
0.21524657309055328,
0.27091625332832336,
0.2722512185573578,
0.5125626921653748,
0.7307690382003784,
0.5921786427497864,
0.23923437297344208,
0.41176459193229675,
0.6197181344032288,
0.6578946113586426,
0.49999988079071045,
0.16170208156108856,
0.6421051621437073,
0.5297296643257141,
0.5499998927116394,
0.47715723514556885,
0.7523808479309082,
0.5423727631568909,
0.5612244009971619,
0.35483860969543457,
0.2340424805879593,
0.31627896428108215,
0.32835814356803894,
0.43715834617614746,
0.7765957117080688,
0.645502507686615,
0.42452818155288696,
0.6725662350654602,
0.22222216427326202,
0.3716813027858734,
0.26600977778434753,
0.6595743298530579,
0.7128711342811584,
0.22797919809818268,
0.275229275226593,
0.42931926250457764,
0.22330091893672943,
0.41284388303756714,
0.7692306637763977,
0.39130425453186035,
0.35483860969543457,
0.5953487157821655,
0.4946235418319702,
0.4385963976383209,
0.3627450466156006,
0.4499998688697815,
0.49261072278022766,
0.5263156890869141,
0.28571417927742004,
0.29319363832473755,
0.7474745512008667,
0.4731181561946869,
0.38918909430503845,
0.415094256401062,
0.2574256360530853,
0.4411763548851013
],
"time": 6.065944940783083,
"param": null
},
{
"epoch": 181,
"train_loss": 0.0034678811207413673,
"val_loss": 2.458017349243164,
"acc": 44.46,
"f1": [
0.7462685704231262,
0.5561496019363403,
0.25870639085769653,
0.26804113388061523,
0.2443438321352005,
0.4112148582935333,
0.42253509163856506,
0.4607841968536377,
0.5445543527603149,
0.5978259444236755,
0.314606636762619,
0.26666656136512756,
0.43349742889404297,
0.38541653752326965,
0.320441871881485,
0.3195875287055969,
0.4123710095882416,
0.6399998664855957,
0.33962252736091614,
0.32291656732559204,
0.7216493487358093,
0.5399999022483826,
0.41052618622779846,
0.6564101576805115,
0.6666665077209473,
0.37864065170288086,
0.36065563559532166,
0.29107969999313354,
0.6439023613929749,
0.41711217164993286,
0.4615383744239807,
0.44210511445999146,
0.34482747316360474,
0.446808397769928,
0.4387753903865814,
0.2959182858467102,
0.4269661605358124,
0.3348415493965149,
0.3208555281162262,
0.6067414879798889,
0.41711217164993286,
0.6528496146202087,
0.34905651211738586,
0.42156851291656494,
0.20444436371326447,
0.2572613060474396,
0.2722512185573578,
0.49999988079071045,
0.7307690382003784,
0.5978259444236755,
0.24324318766593933,
0.4145076870918274,
0.6190475225448608,
0.6788989305496216,
0.4899998903274536,
0.15322573482990265,
0.6521738171577454,
0.535519003868103,
0.5490195155143738,
0.48803818225860596,
0.7582937479019165,
0.5454543828964233,
0.5399999022483826,
0.3586955666542053,
0.23655906319618225,
0.31775689125061035,
0.3399999141693115,
0.425531804561615,
0.7675674557685852,
0.649214506149292,
0.4311925768852234,
0.6666665077209473,
0.21004560589790344,
0.3696681261062622,
0.25961530208587646,
0.6701569557189941,
0.7093595266342163,
0.2233501821756363,
0.29245272278785706,
0.445652037858963,
0.21359217166900635,
0.3999998867511749,
0.7614211440086365,
0.39153432846069336,
0.3386242389678955,
0.5951218605041504,
0.4973543584346771,
0.4521738290786743,
0.3495144844055176,
0.4499998688697815,
0.4744184911251068,
0.5314008593559265,
0.2793295085430145,
0.2758619785308838,
0.7487177848815918,
0.47826072573661804,
0.37288129329681396,
0.42452818155288696,
0.2475246638059616,
0.45685264468193054
],
"time": 5.638871136121452,
"param": null
},
{
"epoch": 182,
"train_loss": 0.0034280538093298674,
"val_loss": 2.460482597351074,
"acc": 44.61,
"f1": [
0.7499999403953552,
0.5668447613716125,
0.26540276408195496,
0.25906726717948914,
0.24545449018478394,
0.415094256401062,
0.42790690064430237,
0.4717947542667389,
0.5399999022483826,
0.5937498807907104,
0.31638407707214355,
0.28571420907974243,
0.43269219994544983,
0.39784935116767883,
0.32222211360931396,
0.32124343514442444,
0.40206170082092285,
0.6341462135314941,
0.3364485204219818,
0.3459458649158478,
0.7179486155509949,
0.5399999022483826,
0.4148934781551361,
0.6598983407020569,
0.6570047736167908,
0.3654821515083313,
0.3578946590423584,
0.2980768382549286,
0.6769229769706726,
0.4432988464832306,
0.48214277625083923,
0.44776105880737305,
0.3417084515094757,
0.44221094250679016,
0.4410255253314972,
0.27999991178512573,
0.43678146600723267,
0.3408070504665375,
0.3152172863483429,
0.5921786427497864,
0.42162150144577026,
0.6562498807907104,
0.3594468832015991,
0.4271843731403351,
0.2181817591190338,
0.26160329580307007,
0.26315781474113464,
0.4951455295085907,
0.7290639281272888,
0.6043955087661743,
0.23529402911663055,
0.4102562665939331,
0.6111109852790833,
0.6636770367622375,
0.49214646220207214,
0.16239310801029205,
0.6486485004425049,
0.5297296643257141,
0.5583755373954773,
0.48076915740966797,
0.7582937479019165,
0.5454543828964233,
0.548076868057251,
0.3666665554046631,
0.2340424805879593,
0.30275216698646545,
0.32352936267852783,
0.4301074147224426,
0.7783782482147217,
0.6489360928535461,
0.4292236268520355,
0.6697246432304382,
0.20689646899700165,
0.3783782124519348,
0.2621358335018158,
0.6736840605735779,
0.7164177894592285,
0.22680403292179108,
0.2843136191368103,
0.4347825050354004,
0.21395343542099,
0.3981480300426483,
0.7564765214920044,
0.39560428261756897,
0.3529410660266876,
0.6037734746932983,
0.505154550075531,
0.4377681314945221,
0.37185919284820557,
0.4380951225757599,
0.4857141971588135,
0.5263156890869141,
0.2888887822628021,
0.2886596620082855,
0.7373736500740051,
0.4835163354873657,
0.34883710741996765,
0.40174663066864014,
0.2536584436893463,
0.44670039415359497
],
"time": 7.368001134134829,
"param": null
},
{
"epoch": 183,
"train_loss": 0.0036843561101704836,
"val_loss": 2.524771213531494,
"acc": 44.44,
"f1": [
0.728155255317688,
0.5652172565460205,
0.2512076497077942,
0.26315781474113464,
0.23893800377845764,
0.41441428661346436,
0.4339621663093567,
0.4670049846172333,
0.5527637004852295,
0.5863873362541199,
0.31284910440444946,
0.25945934653282166,
0.43269219994544983,
0.37433144450187683,
0.32402223348617554,
0.30107519030570984,
0.41052618622779846,
0.633165717124939,
0.3383083641529083,
0.3135133981704712,
0.7253884673118591,
0.5373133420944214,
0.41711217164993286,
0.6597937345504761,
0.6834169626235962,
0.372548907995224,
0.36871495842933655,
0.2949307858943939,
0.6567163467407227,
0.4432988464832306,
0.4705880880355835,
0.4307691156864166,
0.3517586886882782,
0.43523305654525757,
0.4502616822719574,
0.282828152179718,
0.43575406074523926,
0.3454544246196747,
0.324607253074646,
0.5934064984321594,
0.4315788447856903,
0.6596857309341431,
0.36529669165611267,
0.4271843731403351,
0.20338976383209229,
0.27343741059303284,
0.2653060257434845,
0.5024629235267639,
0.732673168182373,
0.594594419002533,
0.24413138628005981,
0.4278606176376343,
0.6175113916397095,
0.6578946113586426,
0.49484527111053467,
0.15702472627162933,
0.6451612114906311,
0.5189187526702881,
0.5560973882675171,
0.47846877574920654,
0.7582937479019165,
0.5568180084228516,
0.5454543828964233,
0.3463686406612396,
0.22680403292179108,
0.3084576427936554,
0.33333322405815125,
0.42780739068984985,
0.7759560942649841,
0.6458331942558289,
0.4311925768852234,
0.6696831583976746,
0.21596238017082214,
0.3703702688217163,
0.26881712675094604,
0.6808508634567261,
0.7029701471328735,
0.22222216427326202,
0.2775118350982666,
0.43715834617614746,
0.21198150515556335,
0.41284388303756714,
0.7564765214920044,
0.39784935116767883,
0.3469386696815491,
0.5779815316200256,
0.4999998211860657,
0.4414413571357727,
0.3636362850666046,
0.45631060004234314,
0.4780486822128296,
0.5148513317108154,
0.2999999225139618,
0.2727271616458893,
0.7184464335441589,
0.46739116311073303,
0.32941165566444397,
0.4072396755218506,
0.25490185618400574,
0.45631060004234314
],
"time": 7.392109873704612,
"param": null
},
{
"epoch": 184,
"train_loss": 0.0036534222308546305,
"val_loss": 2.440438747406006,
"acc": 44.48,
"f1": [
0.7462685704231262,
0.5621620416641235,
0.26540276408195496,
0.2617800235748291,
0.24107137322425842,
0.4292682111263275,
0.41441428661346436,
0.4509802758693695,
0.5572138428688049,
0.596858561038971,
0.3111110329627991,
0.27083322405815125,
0.4401912987232208,
0.3809523284435272,
0.32584258913993835,
0.32291656732559204,
0.3999999165534973,
0.6399998664855957,
0.322274774312973,
0.3384614586830139,
0.7282050251960754,
0.5373133420944214,
0.4086019992828369,
0.6597937345504761,
0.6798028349876404,
0.38974347710609436,
0.36065563559532166,
0.29107969999313354,
0.6599999070167542,
0.43749991059303284,
0.46363624930381775,
0.43298953771591187,
0.3414633274078369,
0.4248703718185425,
0.44670039415359497,
0.2959182858467102,
0.44571414589881897,
0.34101372957229614,
0.3260868787765503,
0.5869563817977905,
0.41666656732559204,
0.6461536884307861,
0.3619908392429352,
0.4257424473762512,
0.21917803585529327,
0.2786884307861328,
0.25945934653282166,
0.5024629235267639,
0.7290639281272888,
0.5999998450279236,
0.23041465878486633,
0.4162435233592987,
0.6197181344032288,
0.6696831583976746,
0.49484527111053467,
0.16170208156108856,
0.6486485004425049,
0.5303866267204285,
0.5436891913414001,
0.47619035840034485,
0.7619046568870544,
0.5505616068840027,
0.5320196151733398,
0.36158180236816406,
0.22916659712791443,
0.31050220131874084,
0.3267325758934021,
0.4347825050354004,
0.7826085686683655,
0.6421051621437073,
0.41095879673957825,
0.6696427464485168,
0.21904754638671875,
0.37004393339157104,
0.26086950302124023,
0.666666567325592,
0.7029701471328735,
0.23115570843219757,
0.2898550033569336,
0.4338623583316803,
0.21004560589790344,
0.39069753885269165,
0.7499998807907104,
0.3999998867511749,
0.3459458649158478,
0.5943394899368286,
0.5053762197494507,
0.4366810917854309,
0.3654821515083313,
0.45320188999176025,
0.47846877574920654,
0.5247523188591003,
0.28723397850990295,
0.27551010251045227,
0.7462685704231262,
0.47826072573661804,
0.3468207120895386,
0.41964274644851685,
0.2561575770378113,
0.44670039415359497
],
"time": 6.817783026024699,
"param": null
},
{
"epoch": 185,
"train_loss": 0.00328138773329556,
"val_loss": 2.477200984954834,
"acc": 44.5,
"f1": [
0.7512688636779785,
0.5608464479446411,
0.24999991059303284,
0.26804113388061523,
0.24324318766593933,
0.4093022048473358,
0.4265401363372803,
0.46231144666671753,
0.5445543527603149,
0.596858561038971,
0.31999990344047546,
0.27322396636009216,
0.43781083822250366,
0.3874344527721405,
0.3169397711753845,
0.32432422041893005,
0.3979056477546692,
0.6363635063171387,
0.3248729705810547,
0.324607253074646,
0.7070705890655518,
0.53465336561203,
0.4210525155067444,
0.6530610918998718,
0.6666665077209473,
0.36842095851898193,
0.36464083194732666,
0.27884605526924133,
0.6599999070167542,
0.42931926250457764,
0.4753361940383911,
0.43523305654525757,
0.34482747316360474,
0.4226802885532379,
0.44791656732559204,
0.28999990224838257,
0.44571414589881897,
0.3318384885787964,
0.30270257592201233,
0.5955054759979248,
0.41711217164993286,
0.6631577014923096,
0.3534882664680481,
0.42156851291656494,
0.21621613204479218,
0.263374388217926,
0.2765956223011017,
0.5024629235267639,
0.7290639281272888,
0.594594419002533,
0.22831043601036072,
0.4221104085445404,
0.6175113916397095,
0.6521738171577454,
0.49214646220207214,
0.161943256855011,
0.6417111158370972,
0.5217389464378357,
0.561576247215271,
0.47846877574920654,
0.7619046568870544,
0.5505616068840027,
0.5454544425010681,
0.3736262619495392,
0.23157887160778046,
0.3203882575035095,
0.32835814356803894,
0.4324323236942291,
0.7826085686683655,
0.649214506149292,
0.4363635182380676,
0.6697246432304382,
0.22535204887390137,
0.3727271258831024,
0.2741115987300873,
0.6701569557189941,
0.6926827430725098,
0.23157887160778046,
0.2830187678337097,
0.4408600926399231,
0.22535204887390137,
0.3964756429195404,
0.7525771856307983,
0.4043714702129364,
0.345177561044693,
0.5833331942558289,
0.502564013004303,
0.4454544484615326,
0.3636362850666046,
0.45631060004234314,
0.47619035840034485,
0.528846025466919,
0.2795697748661041,
0.281406968832016,
0.7317072153091431,
0.4756755530834198,
0.3411763310432434,
0.4090907871723175,
0.25490185618400574,
0.4577113389968872
],
"time": 7.344148505479097,
"param": null
},
{
"epoch": 186,
"train_loss": 0.003293805057182908,
"val_loss": 2.8210744857788086,
"acc": 44.56,
"f1": [
0.7537687420845032,
0.5549736618995667,
0.25233638286590576,
0.2580644488334656,
0.23893800377845764,
0.4190475046634674,
0.42790690064430237,
0.4599998891353607,
0.5482232570648193,
0.5937498807907104,
0.30939218401908875,
0.29189181327819824,
0.42857131361961365,
0.3936169147491455,
0.33333322405815125,
0.30526304244995117,
0.4043714702129364,
0.6399998664855957,
0.32160791754722595,
0.3370785713195801,
0.7216493487358093,
0.53465336561203,
0.4021162986755371,
0.6632652282714844,
0.6868685483932495,
0.3809523284435272,
0.3626372814178467,
0.2816900908946991,
0.6502462029457092,
0.44210511445999146,
0.4867255389690399,
0.43781083822250366,
0.3465345501899719,
0.42780739068984985,
0.4574466943740845,
0.30541861057281494,
0.42528724670410156,
0.3406112492084503,
0.30366483330726624,
0.5934064984321594,
0.40217384696006775,
0.6562498807907104,
0.368663489818573,
0.43349742889404297,
0.22018341720104218,
0.27199992537498474,
0.27083322405815125,
0.4857141971588135,
0.732673168182373,
0.5978259444236755,
0.23255807161331177,
0.4183672070503235,
0.622641384601593,
0.666666567325592,
0.4795917272567749,
0.165217325091362,
0.6382977366447449,
0.5217389464378357,
0.5555554032325745,
0.47572803497314453,
0.7632849216461182,
0.5444443225860596,
0.5499998927116394,
0.3575417995452881,
0.21874994039535522,
0.3121950626373291,
0.32195112109184265,
0.4324323236942291,
0.7741934061050415,
0.649214506149292,
0.41964274644851685,
0.6636362671852112,
0.23300965130329132,
0.3739129900932312,
0.2686566412448883,
0.6483515501022339,
0.6930691599845886,
0.23589736223220825,
0.2962961792945862,
0.4338623583316803,
0.20779213309288025,
0.40540531277656555,
0.7731956839561462,
0.39784935116767883,
0.3516482412815094,
0.590908944606781,
0.5263156890869141,
0.4504503309726715,
0.3540668785572052,
0.45320188999176025,
0.4857141971588135,
0.5221673846244812,
0.2758619785308838,
0.27551010251045227,
0.7373736500740051,
0.4864863455295563,
0.37158459424972534,
0.41964274644851685,
0.2536584436893463,
0.4630540609359741
],
"time": 6.970050912350416,
"param": null
},
{
"epoch": 187,
"train_loss": 0.004657403565943241,
"val_loss": 2.5826995372772217,
"acc": 44.54,
"f1": [
0.742574155330658,
0.5492226481437683,
0.25490185618400574,
0.26315781474113464,
0.2399999350309372,
0.4112148582935333,
0.42790690064430237,
0.45320188999176025,
0.5472635626792908,
0.596858561038971,
0.3111110329627991,
0.28723397850990295,
0.4306218922138214,
0.3936169147491455,
0.3186812400817871,
0.3141360282897949,
0.4042551815509796,
0.6368157267570496,
0.3285022974014282,
0.3369564116001129,
0.7179486155509949,
0.535353422164917,
0.4123710095882416,
0.6597937345504761,
0.6871793866157532,
0.37999987602233887,
0.35675665736198425,
0.2775118350982666,
0.6502462029457092,
0.42857128381729126,
0.4753361940383911,
0.4410255253314972,
0.3414633274078369,
0.4315788447856903,
0.445652037858963,
0.2901553809642792,
0.43678146600723267,
0.3421051502227783,
0.33333325386047363,
0.5957446098327637,
0.42708319425582886,
0.6562498807907104,
0.35714274644851685,
0.4195120930671692,
0.22325573861598969,
0.2672064006328583,
0.2659573554992676,
0.49999988079071045,
0.735293984413147,
0.594594419002533,
0.2202642410993576,
0.4226802885532379,
0.6111109852790833,
0.6578946113586426,
0.4947367310523987,
0.16379304230213165,
0.6451612114906311,
0.5193368792533875,
0.5671641230583191,
0.4854367673397064,
0.7559806704521179,
0.5371427536010742,
0.5517240166664124,
0.3675675094127655,
0.22702695429325104,
0.31730762124061584,
0.3367346227169037,
0.42780739068984985,
0.7807484865188599,
0.6526314616203308,
0.42201822996139526,
0.6697246432304382,
0.22966498136520386,
0.3778800964355469,
0.26086950302124023,
0.6595743298530579,
0.6995072364807129,
0.23036640882492065,
0.2949307858943939,
0.425531804561615,
0.21395343542099,
0.39449530839920044,
0.7653059959411621,
0.39778995513916016,
0.3440859317779541,
0.6037734746932983,
0.4999998211860657,
0.4279474914073944,
0.35294109582901,
0.44554442167282104,
0.48076915740966797,
0.528846025466919,
0.29213473200798035,
0.2871793806552887,
0.7342994213104248,
0.4835163354873657,
0.3468207120895386,
0.4090907871723175,
0.24875615537166595,
0.46938762068748474
],
"time": 7.331647049635649,
"param": null
},
{
"epoch": 188,
"train_loss": 0.0032614232040941715,
"val_loss": 2.783679246902466,
"acc": 44.35,
"f1": [
0.7537687420845032,
0.5555554032325745,
0.26341456174850464,
0.2553190290927887,
0.23478256165981293,
0.4093022048473358,
0.4200912117958069,
0.467661589384079,
0.5445543527603149,
0.5957446098327637,
0.29629620909690857,
0.2783504128456116,
0.4236452281475067,
0.38502663373947144,
0.32402223348617554,
0.3141360282897949,
0.4111110270023346,
0.6274508833885193,
0.31632643938064575,
0.33684200048446655,
0.7244896292686462,
0.53465336561203,
0.39999985694885254,
0.666666567325592,
0.6699027419090271,
0.3707316219806671,
0.3586955666542053,
0.2697673439979553,
0.6499998569488525,
0.43298953771591187,
0.4684683382511139,
0.43749991059303284,
0.33497530221939087,
0.4338623583316803,
0.43523305654525757,
0.28571420907974243,
0.43930622935295105,
0.34513264894485474,
0.32432422041893005,
0.5989303588867188,
0.42051267623901367,
0.6631577014923096,
0.3448275029659271,
0.43349742889404297,
0.21800939738750458,
0.26399993896484375,
0.2736841142177582,
0.5048542022705078,
0.7317072153091431,
0.5978259444236755,
0.23255807161331177,
0.4041449725627899,
0.6197181344032288,
0.6607141494750977,
0.4947367310523987,
0.15637852251529694,
0.6486485004425049,
0.522222101688385,
0.5599998831748962,
0.49019595980644226,
0.7547168731689453,
0.5393257141113281,
0.5339804887771606,
0.348314493894577,
0.23036640882492065,
0.31428563594818115,
0.3402060866355896,
0.425531804561615,
0.7826085686683655,
0.6526314616203308,
0.4266665577888489,
0.6545453667640686,
0.21800939738750458,
0.3636362552642822,
0.26086950302124023,
0.6737966537475586,
0.6969695687294006,
0.2244897186756134,
0.2723003923892975,
0.4338623583316803,
0.21621613204479218,
0.38888880610466003,
0.7525771856307983,
0.41573023796081543,
0.34736835956573486,
0.5990782380104065,
0.510416567325592,
0.44976064562797546,
0.35820886492729187,
0.45320188999176025,
0.47846877574920654,
0.526829183101654,
0.2758619785308838,
0.282828152179718,
0.7290639281272888,
0.47826072573661804,
0.3563217520713806,
0.39639630913734436,
0.2475246638059616,
0.467661589384079
],
"time": 6.6832976108416915,
"param": null
},
{
"epoch": 189,
"train_loss": 0.003627968719229102,
"val_loss": 2.5863986015319824,
"acc": 44.5,
"f1": [
0.7373736500740051,
0.5578945875167847,
0.26395928859710693,
0.25396814942359924,
0.2421524077653885,
0.4170615077018738,
0.4299064576625824,
0.4499998688697815,
0.5399999022483826,
0.594594419002533,
0.3111110329627991,
0.26315781474113464,
0.4306218922138214,
0.3894736170768738,
0.33333322405815125,
0.32804223895072937,
0.39778995513916016,
0.62135910987854,
0.3248729705810547,
0.33333325386047363,
0.7142855525016785,
0.5373133420944214,
0.41052618622779846,
0.6632652282714844,
0.697435736656189,
0.37999987602233887,
0.3626372814178467,
0.2870369255542755,
0.6599999070167542,
0.4338623583316803,
0.4753361940383911,
0.4387753903865814,
0.3482586145401001,
0.4499998688697815,
0.43298953771591187,
0.2944161295890808,
0.44067782163619995,
0.35193121433258057,
0.31249991059303284,
0.5837836861610413,
0.4210525155067444,
0.6530610918998718,
0.3619908392429352,
0.4230768084526062,
0.21100911498069763,
0.2834007143974304,
0.26041656732559204,
0.5024629235267639,
0.7219511270523071,
0.5901637673377991,
0.23809516429901123,
0.42051267623901367,
0.6238530874252319,
0.6551722884178162,
0.48453593254089355,
0.15637852251529694,
0.6451612114906311,
0.5136610269546509,
0.5499998927116394,
0.48039206862449646,
0.7582937479019165,
0.5485712885856628,
0.5408161878585815,
0.3428570628166199,
0.2121211439371109,
0.3203882575035095,
0.33502528071403503,
0.4347825050354004,
0.7891891002655029,
0.6524062752723694,
0.4200912117958069,
0.6635943651199341,
0.23041465878486633,
0.37614670395851135,
0.2741115987300873,
0.6596857309341431,
0.7106597423553467,
0.22916659712791443,
0.29523801803588867,
0.425531804561615,
0.20425525307655334,
0.40552979707717896,
0.7692306637763977,
0.4021162986755371,
0.3402060866355896,
0.5915491580963135,
0.5130888819694519,
0.4495411515235901,
0.3699999153614044,
0.4599998891353607,
0.4878047704696655,
0.5294116735458374,
0.2793295085430145,
0.27999991178512573,
0.7551018595695496,
0.47826072573661804,
0.3542855978012085,
0.3981480300426483,
0.24999991059303284,
0.4630540609359741
],
"time": 7.403242717497051,
"param": null
},
{
"epoch": 190,
"train_loss": 0.0032264627516269684,
"val_loss": 2.666775703430176,
"acc": 44.55,
"f1": [
0.7589742541313171,
0.559139609336853,
0.2741115987300873,
0.26041656732559204,
0.2368420511484146,
0.415094256401062,
0.41818171739578247,
0.45544540882110596,
0.5527637004852295,
0.6031745076179504,
0.3068180978298187,
0.2580644488334656,
0.43902426958084106,
0.382978618144989,
0.3208555281162262,
0.309278279542923,
0.41340771317481995,
0.6428569555282593,
0.31884050369262695,
0.3316061198711395,
0.7216493487358093,
0.5373133420944214,
0.4086019992828369,
0.6632652282714844,
0.6836733222007751,
0.3934425115585327,
0.36956506967544556,
0.27272719144821167,
0.653465211391449,
0.43523305654525757,
0.4705880880355835,
0.45128190517425537,
0.345177561044693,
0.44776105880737305,
0.42931926250457764,
0.29166659712791443,
0.44067782163619995,
0.35135123133659363,
0.3265305161476135,
0.6129031181335449,
0.4043714702129364,
0.6564101576805115,
0.35146433115005493,
0.42512065172195435,
0.20869559049606323,
0.277310848236084,
0.2617800235748291,
0.5048542022705078,
0.7184464335441589,
0.5913977026939392,
0.23893800377845764,
0.4210525155067444,
0.6139533519744873,
0.6523603796958923,
0.48453593254089355,
0.165217325091362,
0.6557375192642212,
0.5217389464378357,
0.5499998927116394,
0.48803818225860596,
0.7559806704521179,
0.5505616068840027,
0.5527637004852295,
0.348314493894577,
0.23350247740745544,
0.3018867075443268,
0.3367346227169037,
0.43956032395362854,
0.7765957117080688,
0.6524062752723694,
0.4299064576625824,
0.6696831583976746,
0.2264150083065033,
0.3669723868370056,
0.2699999213218689,
0.6560845375061035,
0.6999998688697815,
0.23589736223220825,
0.29245272278785706,
0.4210525155067444,
0.21395343542099,
0.39810416102409363,
0.7614211440086365,
0.3999999165534973,
0.36269423365592957,
0.5961536765098572,
0.5185183882713318,
0.45161277055740356,
0.35643553733825684,
0.44230756163597107,
0.4834122061729431,
0.5098037719726562,
0.299465149641037,
0.29319363832473755,
0.7614211440086365,
0.48387083411216736,
0.34482747316360474,
0.3981899321079254,
0.2512076497077942,
0.4454975128173828
],
"time": 6.666584525257349,
"param": null
},
{
"epoch": 191,
"train_loss": 0.0031880110036581755,
"val_loss": 2.5675177574157715,
"acc": 44.37,
"f1": [
0.7575755715370178,
0.5492226481437683,
0.2536584436893463,
0.25906726717948914,
0.23853203654289246,
0.4170615077018738,
0.4299064576625824,
0.4615383446216583,
0.5445543527603149,
0.5937498807907104,
0.29787227511405945,
0.2722512185573578,
0.44444435834884644,
0.38144323229789734,
0.320441871881485,
0.3195875287055969,
0.3957218527793884,
0.6363635063171387,
0.3068782389163971,
0.320441871881485,
0.7216493487358093,
0.5320196151733398,
0.41052618622779846,
0.6701029539108276,
0.6733667254447937,
0.37305691838264465,
0.3636362552642822,
0.27884605526924133,
0.653465211391449,
0.42931926250457764,
0.47747737169265747,
0.45128190517425537,
0.3482586145401001,
0.4338623583316803,
0.43523305654525757,
0.2901553809642792,
0.44827571511268616,
0.3348415493965149,
0.31746023893356323,
0.5921786427497864,
0.4083768427371979,
0.6399998664855957,
0.3577980697154999,
0.4292682111263275,
0.20444436371326447,
0.27199992537498474,
0.26455017924308777,
0.5073169469833374,
0.725490152835846,
0.5978259444236755,
0.21834053099155426,
0.40641695261001587,
0.6139533519744873,
0.6607928276062012,
0.49999988079071045,
0.15637852251529694,
0.6519335508346558,
0.5274723768234253,
0.5445543527603149,
0.47846877574920654,
0.7619046568870544,
0.5423727631568909,
0.5517240166664124,
0.3707864284515381,
0.2340424805879593,
0.3157894015312195,
0.33333325386047363,
0.425531804561615,
0.7700533270835876,
0.6489360928535461,
0.43946176767349243,
0.672645628452301,
0.22115376591682434,
0.3628317713737488,
0.2741115987300873,
0.6631577014923096,
0.6999998688697815,
0.23036640882492065,
0.2843601107597351,
0.43956032395362854,
0.2062779664993286,
0.4018263518810272,
0.7628865242004395,
0.3999999165534973,
0.34920626878738403,
0.5904760956764221,
0.49999988079071045,
0.4385963976383209,
0.35294109582901,
0.46153831481933594,
0.4780486822128296,
0.5238093733787537,
0.290502667427063,
0.2718445658683777,
0.7263681292533875,
0.4725273549556732,
0.3411763310432434,
0.40540531277656555,
0.2571427524089813,
0.46999987959861755
],
"time": 7.328286183066666,
"param": null
},
{
"epoch": 192,
"train_loss": 0.0033183174673467875,
"val_loss": 2.5857887268066406,
"acc": 44.53,
"f1": [
0.7537687420845032,
0.5549736618995667,
0.2547169029712677,
0.26455017924308777,
0.23893800377845764,
0.4112148582935333,
0.4339621663093567,
0.47120407223701477,
0.5555554032325745,
0.5937498807907104,
0.30270257592201233,
0.2887699604034424,
0.4278606176376343,
0.37894728779792786,
0.32258057594299316,
0.32291656732559204,
0.40217384696006775,
0.6368157267570496,
0.32835814356803894,
0.32222211360931396,
0.7216493487358093,
0.529999852180481,
0.41758227348327637,
0.6424869298934937,
0.6766167879104614,
0.37305691838264465,
0.3586955666542053,
0.2775118350982666,
0.6567163467407227,
0.43979042768478394,
0.4684683382511139,
0.4292682111263275,
0.3517586886882782,
0.42931926250457764,
0.4574466943740845,
0.29292917251586914,
0.4293783903121948,
0.34389129281044006,
0.3076922297477722,
0.596684992313385,
0.4338623583316803,
0.6631577014923096,
0.3524228036403656,
0.43564343452453613,
0.21296289563179016,
0.28235286474227905,
0.2751321792602539,
0.49756085872650146,
0.7363182306289673,
0.594594419002533,
0.2347417026758194,
0.42051267623901367,
0.6203702688217163,
0.6578946113586426,
0.4924621880054474,
0.1544714868068695,
0.6521738171577454,
0.5193368792533875,
0.5576921701431274,
0.48076915740966797,
0.7582937479019165,
0.5505616068840027,
0.5572138428688049,
0.37158459424972534,
0.22916659712791443,
0.32195112109184265,
0.3316582143306732,
0.4301074147224426,
0.772486686706543,
0.6358972787857056,
0.4292236268520355,
0.6727271676063538,
0.22831043601036072,
0.38139525055885315,
0.26804113388061523,
0.6560845375061035,
0.6896550059318542,
0.2256409376859665,
0.280373752117157,
0.4324323236942291,
0.22018341720104218,
0.3982299864292145,
0.7692306637763977,
0.3999999165534973,
0.3386242389678955,
0.5849055051803589,
0.5079363584518433,
0.4425530731678009,
0.36180898547172546,
0.4401912987232208,
0.47572803497314453,
0.5242717266082764,
0.2888887822628021,
0.2713567018508911,
0.7474745512008667,
0.4725273549556732,
0.3583814203739166,
0.40178558230400085,
0.2561575770378113,
0.46999987959861755
],
"time": 6.87011987157166,
"param": null
},
{
"epoch": 193,
"train_loss": 0.0033385404385626316,
"val_loss": 2.4615423679351807,
"acc": 44.4,
"f1": [
0.7462685704231262,
0.5744680166244507,
0.25870639085769653,
0.2580644488334656,
0.23893800377845764,
0.4190475046634674,
0.42857131361961365,
0.4670049846172333,
0.5418717861175537,
0.596858561038971,
0.3076922297477722,
0.2673795819282532,
0.4230768084526062,
0.3894736170768738,
0.30939218401908875,
0.32124343514442444,
0.3979056477546692,
0.6363635063171387,
0.3184078335762024,
0.3402060866355896,
0.7216493487358093,
0.5373133420944214,
0.4148934781551361,
0.6666665077209473,
0.6903551816940308,
0.37305691838264465,
0.35675665736198425,
0.28440356254577637,
0.6567163467407227,
0.41711217164993286,
0.4705880880355835,
0.43523305654525757,
0.3365383446216583,
0.42857128381729126,
0.43749991059303284,
0.29292917251586914,
0.43930622935295105,
0.3304346799850464,
0.32291656732559204,
0.5888887047767639,
0.43523305654525757,
0.6497460603713989,
0.35193121433258057,
0.4271843731403351,
0.21004560589790344,
0.2741934657096863,
0.2751321792602539,
0.49756085872650146,
0.725490152835846,
0.5999998450279236,
0.22522515058517456,
0.4232803285121918,
0.6168223023414612,
0.672645628452301,
0.4923075735569,
0.15199993550777435,
0.6378377079963684,
0.524590015411377,
0.5583755373954773,
0.47846877574920654,
0.7619046568870544,
0.5454543828964233,
0.5499998927116394,
0.3428570628166199,
0.22105254232883453,
0.3047617971897125,
0.33502528071403503,
0.4301074147224426,
0.7826085686683655,
0.6524062752723694,
0.41666656732559204,
0.6727271676063538,
0.22935770452022552,
0.3703702688217163,
0.2673266530036926,
0.659340500831604,
0.6999998688697815,
0.23529404401779175,
0.2830187678337097,
0.42780739068984985,
0.2181817591190338,
0.39622631669044495,
0.7653059959411621,
0.39778995513916016,
0.35978829860687256,
0.6124400496482849,
0.48958322405815125,
0.4405285120010376,
0.3654821515083313,
0.43902426958084106,
0.48803818225860596,
0.5333331823348999,
0.28415289521217346,
0.2745097279548645,
0.7462685704231262,
0.4812833070755005,
0.34883710741996765,
0.39473670721054077,
0.25490185618400574,
0.47474732995033264
],
"time": 7.321271042339504,
"param": null
},
{
"epoch": 194,
"train_loss": 0.003424425609409809,
"val_loss": 2.7159583568573,
"acc": 44.61,
"f1": [
0.742574155330658,
0.5549736618995667,
0.2686566412448883,
0.26315781474113464,
0.2399999350309372,
0.4170615077018738,
0.42253509163856506,
0.46391740441322327,
0.5482232570648193,
0.5957446098327637,
0.3111110329627991,
0.26519328355789185,
0.4339621663093567,
0.3894736170768738,
0.34224584698677063,
0.3260868787765503,
0.39784935116767883,
0.6305417418479919,
0.3285022974014282,
0.3459458649158478,
0.7142855525016785,
0.5399999022483826,
0.40641695261001587,
0.6632122993469238,
0.6979165077209473,
0.3794870972633362,
0.37158459424972534,
0.280373752117157,
0.6567163467407227,
0.4315788447856903,
0.48430484533309937,
0.43999987840652466,
0.34482747316360474,
0.4387753903865814,
0.44210511445999146,
0.2886596620082855,
0.4293783903121948,
0.34666651487350464,
0.326315701007843,
0.5957446098327637,
0.41884803771972656,
0.6464645266532898,
0.35398221015930176,
0.42512065172195435,
0.21333326399326324,
0.2764226496219635,
0.28415289521217346,
0.5073169469833374,
0.725490152835846,
0.594594419002533,
0.22807011008262634,
0.4179103374481201,
0.6197181344032288,
0.6521738171577454,
0.487046480178833,
0.16379304230213165,
0.6417111158370972,
0.5164833664894104,
0.5527637004852295,
0.47846877574920654,
0.7619046568870544,
0.5393257141113281,
0.561576247215271,
0.3756905198097229,
0.23036640882492065,
0.319248765707016,
0.3251230716705322,
0.425531804561615,
0.7826085686683655,
0.6349205374717712,
0.4210525155067444,
0.6696427464485168,
0.21359217166900635,
0.3644443452358246,
0.2647058069705963,
0.6559138894081116,
0.6995072364807129,
0.22797919809818268,
0.2870812714099884,
0.4324323236942291,
0.21296289563179016,
0.40384599566459656,
0.7628865242004395,
0.39560428261756897,
0.36065563559532166,
0.6018517017364502,
0.4999998211860657,
0.447368323802948,
0.3636362850666046,
0.45544540882110596,
0.47846877574920654,
0.5242717266082764,
0.29787227511405945,
0.28571420907974243,
0.7373736500740051,
0.4864863455295563,
0.3657141625881195,
0.40692633390426636,
0.24875615537166595,
0.4607841968536377
],
"time": 6.861664044670761,
"param": null
},
{
"epoch": 195,
"train_loss": 0.0031866247300058603,
"val_loss": 2.5686428546905518,
"acc": 44.56,
"f1": [
0.7450978755950928,
0.5684208869934082,
0.2699999213218689,
0.2564101815223694,
0.2477063536643982,
0.4190475046634674,
0.4319247901439667,
0.46601933240890503,
0.5555554032325745,
0.5979380011558533,
0.3060108423233032,
0.2780747711658478,
0.4292682111263275,
0.39130425453186035,
0.329670250415802,
0.3131312429904938,
0.38502663373947144,
0.6368157267570496,
0.29850736260414124,
0.3314915895462036,
0.7179486155509949,
0.53465336561203,
0.40641695261001587,
0.6633164882659912,
0.6938773989677429,
0.38541653752326965,
0.3666665554046631,
0.2829267382621765,
0.6700506210327148,
0.4086019992828369,
0.46363624930381775,
0.44776105880737305,
0.34343424439430237,
0.4387753903865814,
0.4410255253314972,
0.31155768036842346,
0.42162150144577026,
0.3470318615436554,
0.31746023893356323,
0.6010927557945251,
0.4108106791973114,
0.6528496146202087,
0.3418802320957184,
0.4271843731403351,
0.21333326399326324,
0.2741934657096863,
0.2659573554992676,
0.5074625611305237,
0.732673168182373,
0.5978259444236755,
0.2262442708015442,
0.4120602011680603,
0.6261681318283081,
0.6550217270851135,
0.4795917272567749,
0.15899574756622314,
0.6483515501022339,
0.5189187526702881,
0.5583755373954773,
0.4854367673397064,
0.7655500173568726,
0.5414363145828247,
0.5490195155143738,
0.3736262619495392,
0.23834188282489777,
0.3084111213684082,
0.3251230716705322,
0.4324323236942291,
0.7783782482147217,
0.6489360928535461,
0.41474640369415283,
0.6636362671852112,
0.22966498136520386,
0.3744291365146637,
0.2571427524089813,
0.6559138894081116,
0.7029701471328735,
0.2233501821756363,
0.28440356254577637,
0.4315788447856903,
0.21917803585529327,
0.3999998867511749,
0.7628865242004395,
0.3999998867511749,
0.3626372814178467,
0.5980390906333923,
0.5212765336036682,
0.45248857140541077,
0.37185919284820557,
0.44554442167282104,
0.48756206035614014,
0.5314008593559265,
0.299465149641037,
0.2871793806552887,
0.7499999403953552,
0.48044681549072266,
0.36871495842933655,
0.39473670721054077,
0.2561575770378113,
0.4585364758968353
],
"time": 7.4335482539609075,
"param": null
},
{
"epoch": 196,
"train_loss": 0.004870410542935133,
"val_loss": 2.352459192276001,
"acc": 44.46,
"f1": [
0.7437184453010559,
0.5638296604156494,
0.26666656136512756,
0.26315781474113464,
0.24999991059303284,
0.40740731358528137,
0.4331796169281006,
0.46231144666671753,
0.5436891913414001,
0.5820105075836182,
0.31284910440444946,
0.2702701687812805,
0.4411763548851013,
0.38541653752326965,
0.314606636762619,
0.31155768036842346,
0.38918909430503845,
0.6336632370948792,
0.32820504903793335,
0.33684200048446655,
0.7142855525016785,
0.5380709171295166,
0.4083768427371979,
0.6734693050384521,
0.6903551816940308,
0.367346853017807,
0.3510637581348419,
0.28019312024116516,
0.6769229769706726,
0.43523305654525757,
0.48214277625083923,
0.43349742889404297,
0.3398057222366333,
0.43523305654525757,
0.43216070532798767,
0.28571420907974243,
0.44444432854652405,
0.34234222769737244,
0.3068782389163971,
0.6073297262191772,
0.41758227348327637,
0.6666665077209473,
0.3565216362476349,
0.4230768084526062,
0.20600852370262146,
0.28571420907974243,
0.2765956223011017,
0.5073169469833374,
0.725490152835846,
0.5901637673377991,
0.246575266122818,
0.43093910813331604,
0.6139533519744873,
0.6521738171577454,
0.49746179580688477,
0.16101689636707306,
0.6382977366447449,
0.5240640044212341,
0.5603863000869751,
0.47393354773521423,
0.7655500173568726,
0.5454543828964233,
0.535353422164917,
0.3699420988559723,
0.2176164984703064,
0.31884050369262695,
0.3269230127334595,
0.4301074147224426,
0.7717389464378357,
0.645502507686615,
0.42201822996139526,
0.6697246432304382,
0.21296289563179016,
0.3524228036403656,
0.2617800235748291,
0.6489360928535461,
0.7058822512626648,
0.22680403292179108,
0.27884605526924133,
0.4324323236942291,
0.21719448268413544,
0.41441428661346436,
0.7692306637763977,
0.39778995513916016,
0.36065563559532166,
0.5951218605041504,
0.505154550075531,
0.4331796169281006,
0.36180898547172546,
0.4593299925327301,
0.4729062616825104,
0.5174128413200378,
0.28415289521217346,
0.2783504128456116,
0.7389161586761475,
0.4731181561946869,
0.3411763310432434,
0.4093022048473358,
0.2524271011352539,
0.4646463394165039
],
"time": 6.980063607916236,
"param": null
},
{
"epoch": 197,
"train_loss": 0.003381987102329731,
"val_loss": 2.65242075920105,
"acc": 44.5,
"f1": [
0.7437184453010559,
0.5578945875167847,
0.26341456174850464,
0.26455017924308777,
0.24107137322425842,
0.4093022048473358,
0.42201822996139526,
0.45544540882110596,
0.5499998927116394,
0.6041665077209473,
0.3050846457481384,
0.27083322405815125,
0.43349742889404297,
0.38341957330703735,
0.32222211360931396,
0.3232322335243225,
0.39778995513916016,
0.6363635063171387,
0.31884050369262695,
0.3384614586830139,
0.7106597423553467,
0.53465336561203,
0.40641695261001587,
0.680412232875824,
0.6732671856880188,
0.3842363655567169,
0.35675665736198425,
0.2761903405189514,
0.6734693050384521,
0.4210525155067444,
0.4727271497249603,
0.43979042768478394,
0.34343424439430237,
0.4248703718185425,
0.4365480840206146,
0.2783504128456116,
0.42857128381729126,
0.3348415493965149,
0.327868789434433,
0.5901637673377991,
0.4086019992828369,
0.6399998664855957,
0.36123335361480713,
0.4292682111263275,
0.21719448268413544,
0.26666659116744995,
0.26666656136512756,
0.5123152136802673,
0.7290639281272888,
0.5978259444236755,
0.2314814031124115,
0.425531804561615,
0.6175113916397095,
0.6493505239486694,
0.4974091649055481,
0.16239310801029205,
0.6448085904121399,
0.5164833664894104,
0.5472635626792908,
0.47619035840034485,
0.7619046568870544,
0.5423727631568909,
0.5544553399085999,
0.37777766585350037,
0.23157887160778046,
0.323809415102005,
0.3402060866355896,
0.4301074147224426,
0.7826085686683655,
0.6524062752723694,
0.42253509163856506,
0.6816141605377197,
0.2115383893251419,
0.36792439222335815,
0.2583731412887573,
0.6702701449394226,
0.7035174369812012,
0.2244897186756134,
0.28571417927742004,
0.43956032395362854,
0.2264150083065033,
0.38888880610466003,
0.7653059959411621,
0.3999999165534973,
0.35483860969543457,
0.6009388566017151,
0.4999998211860657,
0.45132729411125183,
0.35294109582901,
0.4476189613342285,
0.4811319410800934,
0.5358850359916687,
0.29508185386657715,
0.282828152179718,
0.7462685704231262,
0.46739116311073303,
0.33918121457099915,
0.41095879673957825,
0.2621358335018158,
0.45685264468193054
],
"time": 7.295520379208028,
"param": null
},
{
"epoch": 198,
"train_loss": 0.00346536748111248,
"val_loss": 2.3717379570007324,
"acc": 44.44,
"f1": [
0.742574155330658,
0.5621620416641235,
0.253807008266449,
0.2577318847179413,
0.2368420511484146,
0.4170615077018738,
0.4259258210659027,
0.45631060004234314,
0.5555554032325745,
0.5882351994514465,
0.29319363832473755,
0.2780747711658478,
0.4292682111263275,
0.3874344527721405,
0.30939218401908875,
0.31914883852005005,
0.38918909430503845,
0.6299998760223389,
0.3365383446216583,
0.32978713512420654,
0.7253884673118591,
0.5273630023002625,
0.41052618622779846,
0.6597937345504761,
0.6802029013633728,
0.37185919284820557,
0.3675675094127655,
0.2790696918964386,
0.653465211391449,
0.4315788447856903,
0.4753361940383911,
0.4433496594429016,
0.34343424439430237,
0.44670039415359497,
0.43979042768478394,
0.2959182858467102,
0.4269661605358124,
0.3362067937850952,
0.3208555281162262,
0.5999998450279236,
0.423912912607193,
0.6461536884307861,
0.3587442934513092,
0.43564343452453613,
0.21698106825351715,
0.27272719144821167,
0.26881712675094604,
0.5048542022705078,
0.732673168182373,
0.594594419002533,
0.23214277625083923,
0.40999990701675415,
0.6139533519744873,
0.6550217270851135,
0.4923075735569,
0.15079358220100403,
0.6486485004425049,
0.5217389464378357,
0.5555554032325745,
0.4854367673397064,
0.7619046568870544,
0.5454543828964233,
0.5527637004852295,
0.35359105467796326,
0.2258063703775406,
0.3084111213684082,
0.33502528071403503,
0.425531804561615,
0.7826085686683655,
0.645502507686615,
0.4186045527458191,
0.6756755113601685,
0.22325573861598969,
0.3587442934513092,
0.2713567018508911,
0.6702126860618591,
0.6934671998023987,
0.23280414938926697,
0.2949307858943939,
0.4301074147224426,
0.21596238017082214,
0.3999998867511749,
0.7731956839561462,
0.3999998867511749,
0.35532984137535095,
0.587155818939209,
0.5053762197494507,
0.4504503309726715,
0.3636362850666046,
0.44444435834884644,
0.4854367673397064,
0.5314008593559265,
0.29189181327819824,
0.2871793806552887,
0.7461138963699341,
0.47826072573661804,
0.3468207120895386,
0.40170925855636597,
0.25510191917419434,
0.45918354392051697
],
"time": 6.894007527269423,
"param": null
},
{
"epoch": 199,
"train_loss": 0.003512296825647354,
"val_loss": 2.435023546218872,
"acc": 44.49,
"f1": [
0.7462685704231262,
0.5683058500289917,
0.26341456174850464,
0.26881712675094604,
0.23580780625343323,
0.4210525155067444,
0.4311925768852234,
0.45685264468193054,
0.539215624332428,
0.5913977026939392,
0.3111110329627991,
0.26519328355789185,
0.4380951225757599,
0.3936169147491455,
0.3314915895462036,
0.3147207200527191,
0.3999998867511749,
0.6399998664855957,
0.33333322405815125,
0.34224584698677063,
0.7216493487358093,
0.5399999022483826,
0.4083768427371979,
0.6666665077209473,
0.6836733222007751,
0.3743841052055359,
0.3666665554046631,
0.2761903405189514,
0.653465211391449,
0.4232803285121918,
0.47747737169265747,
0.446808397769928,
0.3482586145401001,
0.446808397769928,
0.43298953771591187,
0.28571420907974243,
0.43181803822517395,
0.3421051502227783,
0.3350784480571747,
0.6041665077209473,
0.4088396728038788,
0.6562498807907104,
0.3508771061897278,
0.4230768084526062,
0.21428564190864563,
0.2788843810558319,
0.2659573554992676,
0.5074625611305237,
0.7290639281272888,
0.5913977026939392,
0.22222214937210083,
0.4123710095882416,
0.6175113916397095,
0.6580085158348083,
0.4897957742214203,
0.16170208156108856,
0.6521738171577454,
0.5081079602241516,
0.5555554032325745,
0.47846877574920654,
0.7619046568870544,
0.5423727631568909,
0.5408161878585815,
0.37777766585350037,
0.22797919809818268,
0.3133639991283417,
0.31730762124061584,
0.425531804561615,
0.7783782482147217,
0.6417111158370972,
0.4200912117958069,
0.6725662350654602,
0.21359217166900635,
0.3778800964355469,
0.2647058069705963,
0.6524062752723694,
0.7076921463012695,
0.22999992966651917,
0.2976743280887604,
0.42780739068984985,
0.20909084379673004,
0.39631327986717224,
0.7731956839561462,
0.3934425115585327,
0.3516482412815094,
0.5882351398468018,
0.5081079602241516,
0.4566209018230438,
0.3636362850666046,
0.44776105880737305,
0.47393354773521423,
0.5384615063667297,
0.28415289521217346,
0.28426387906074524,
0.7537687420845032,
0.4808742105960846,
0.33720916509628296,
0.4125559628009796,
0.24509796500205994,
0.4585364758968353
],
"time": 7.354117697104812,
"param": null
}
]
}