epoch,lr-RMSprop,tr_cer,tr_wer,train_loss_epoch,train_loss_step,va_cer,va_wer,val_loss 0,0.0005,0.12924489378929138,0.3188595175743103,39.469215393066406,12.306585311889648,0.016895439475774765,0.052085600793361664,5.705408096313477 1,,0.02724776789546013,0.10905585438013077,8.928653717041016,11.59456729888916,0.012965856119990349,0.04309297353029251,4.504161834716797 2,,0.021890100091695786,0.08605139702558517,7.209653854370117,2.8553147315979004,0.010799904353916645,0.029744617640972137,3.503742218017578 3,,0.018870430067181587,0.07429152727127075,6.18997049331665,7.53472375869751,0.009848111309111118,0.02853517048060894,3.246739387512207 4,,0.01749568246304989,0.06793288886547089,5.74711799621582,2.769927740097046,0.01269026380032301,0.03148425370454788,4.389842987060547 5,,0.01681203953921795,0.06393521279096603,5.523500442504883,4.214151382446289,0.009759809821844101,0.02780032530426979,3.240006446838379 6,,0.015685761347413063,0.06012413278222084,5.1074395179748535,1.7004563808441162,0.00880568940192461,0.02411995641887188,2.912003517150879 7,,0.014769728295505047,0.05654909089207649,4.816940784454346,0.7881196737289429,0.008375086821615696,0.022697247564792633,2.7271368503570557 8,,0.014651560224592686,0.05572667345404625,4.732162952423096,1.5136375427246094,0.00916318316012621,0.0244600810110569,2.852910280227661 9,,0.013993200846016407,0.05315334349870682,4.514009475708008,8.494839668273926,0.008505702950060368,0.02288893610239029,2.640976905822754 10,,0.013825039379298687,0.05180540680885315,4.469632148742676,17.54702377319336,0.00927631463855505,0.02461191639304161,2.9348039627075195 11,,0.013776426203548908,0.05097939446568489,4.477803707122803,1.4605528116226196,0.007801736239343882,0.020939908921718597,2.4691028594970703 12,,0.013263148255646229,0.049880243837833405,4.29077672958374,12.125569343566895,0.008380898274481297,0.021462848410010338,2.564309597015381 13,,0.012957957573235035,0.048506960272789,4.164894104003906,0.5174828171730042,0.009515595622360706,0.02562706172466278,2.9965641498565674 14,,0.012718179263174534,0.047833919525146484,4.086751937866211,15.159268379211426,0.0076434859074652195,0.020674295723438263,2.3876636028289795 15,,0.012781752273440361,0.047346021980047226,4.146669864654541,11.534497261047363,0.008414036594331264,0.022717595100402832,2.5353734493255615 16,,0.013120891526341438,0.04756014421582222,4.28662633895874,0.7048729658126831,0.008986282162368298,0.022636279463768005,2.858175754547119 17,,0.012988879345357418,0.047326210886240005,4.204375743865967,0.22648635506629944,0.007612652610987425,0.019826054573059082,2.3621256351470947 18,,0.012409433722496033,0.0455431304872036,3.985997200012207,8.265266418457031,0.008038918487727642,0.02133103832602501,2.4411685466766357 19,,0.012466967105865479,0.045933451503515244,4.012405872344971,1.3316781520843506,0.007980657741427422,0.020711781457066536,2.564301013946533 20,,0.012641333974897861,0.04651317372918129,4.098550319671631,1.4821256399154663,0.008311109617352486,0.021949170157313347,2.48846435546875 21,,0.012291917577385902,0.04509711638092995,3.965569496154785,1.2637935876846313,0.007862660102546215,0.020583808422088623,2.389920711517334 22,,0.012017996050417423,0.04446186125278473,3.8630032539367676,23.79592514038086,0.00818661879748106,0.020853927358984947,2.485429048538208 23,,0.011231636628508568,0.040437616407871246,3.5358567237854004,0.8831329345703125,0.0075338673777878284,0.020267732441425323,2.279832363128662 24,,0.010546648874878883,0.037562884390354156,3.285494089126587,0.16723206639289856,0.007306126412004232,0.020026762038469315,2.2523272037506104 25,,0.01041371375322342,0.037000443786382675,3.2707138061523438,0.3716336488723755,0.007235703058540821,0.02022080309689045,2.227268934249878 26,,0.010175807401537895,0.036014530807733536,3.1796157360076904,1.3255367279052734,0.007037627976387739,0.019736651331186295,2.1834211349487305 27,,0.010004854761064053,0.03551395237445831,3.135931968688965,1.5478583574295044,0.006994803436100483,0.019352158531546593,2.1570141315460205 28,,0.00976867787539959,0.034699756652116776,3.0331153869628906,3.6053690910339355,0.006650501862168312,0.018249427899718285,2.0847549438476562 29,,0.009680836461484432,0.03425385802984238,3.003174304962158,1.655049204826355,0.006728760432451963,0.018778104335069656,2.071997880935669 30,,0.009501676075160503,0.03384428471326828,2.9422924518585205,0.6355806589126587,0.006780188996344805,0.018843235448002815,2.1096458435058594 31,,0.009576978161931038,0.03385930508375168,2.9444565773010254,0.2138126641511917,0.006994490046054125,0.019450144842267036,2.1454834938049316 32,,0.00963046494871378,0.03385549411177635,2.957636594772339,0.4067561626434326,0.006862833630293608,0.01936952769756317,2.0992250442504883 33,,0.009445153176784515,0.033262528479099274,2.9537055492401123,0.6658651828765869,0.0068559725768864155,0.018825039267539978,2.081535577774048 34,,0.009255226701498032,0.03277156874537468,2.8619213104248047,0.9964837431907654,0.006557269487529993,0.01803784817457199,2.0047781467437744 35,,0.009223614819347858,0.032645199447870255,2.8533034324645996,9.40311336517334,0.006937825586646795,0.019332073628902435,2.1051740646362305 36,,0.009374790824949741,0.03285001218318939,2.8901865482330322,2.9547970294952393,0.006605548318475485,0.018241487443447113,2.0294289588928223 37,,0.009225461632013321,0.032457076013088226,2.8477721214294434,12.746905326843262,0.007088901475071907,0.0190889835357666,2.1469714641571045 38,,0.009138022549450397,0.031929127871990204,2.8019022941589355,0.16169023513793945,0.006443713326007128,0.017972588539123535,1.9611701965332031 39,,0.009054490365087986,0.03196905553340912,2.790379047393799,14.243699073791504,0.006722952239215374,0.01828053407371044,1.9971697330474854 40,,0.009103711694478989,0.03187679871916771,2.793678045272827,8.424577713012695,0.0066857170313596725,0.01858772709965706,2.0263028144836426 41,,0.009041850455105305,0.031730666756629944,2.792957305908203,0.0147883091121912,0.006774998735636473,0.019004004076123238,2.045821189880371 42,,0.00895778089761734,0.03139178827404976,2.755028009414673,0.8956347107887268,0.00644653057679534,0.018210669979453087,1.972102165222168 43,,0.008842751383781433,0.031237173825502396,2.73262357711792,5.4001617431640625,0.00633494695648551,0.017753703519701958,1.940606713294983 44,,0.008899824693799019,0.031456563621759415,2.739861011505127,0.018120475113391876,0.006479866337031126,0.017889048904180527,1.9667836427688599 45,,0.008895083330571651,0.031265728175640106,2.7319037914276123,0.23564131557941437,0.006433092523366213,0.017982907593250275,1.954970121383667 46,,0.008668459951877594,0.03070628084242344,2.6841821670532227,3.6402177810668945,0.006313045974820852,0.017540473490953445,1.9134290218353271 47,,0.008705194108188152,0.03069630078971386,2.685467481613159,9.006415367126465,0.0065970770083367825,0.018216131255030632,1.9682681560516357 48,,0.00872740987688303,0.030831586569547653,2.685164213180542,0.3095615804195404,0.006332769524306059,0.017885731533169746,1.9440115690231323 49,,0.008537815883755684,0.03028295561671257,2.640986204147339,0.014653083868324757,0.0062583861872553825,0.017682909965515137,1.9242579936981201 50,,0.00855284370481968,0.030119022354483604,2.6290390491485596,0.24385887384414673,0.006267230957746506,0.01730955019593239,1.912219524383545 51,,0.008589512668550014,0.03024362213909626,2.6483826637268066,0.7884676456451416,0.00625609140843153,0.01758449897170067,1.9147040843963623 52,,0.008541800081729889,0.03020399995148182,2.6129326820373535,1.3688944578170776,0.006164040416479111,0.017456600442528725,1.9014533758163452 53,,0.008511211723089218,0.03012722171843052,2.6004819869995117,3.8154237270355225,0.006274736486375332,0.017552733421325684,1.9004933834075928 54,,0.008507425896823406,0.03002273291349411,2.5876126289367676,0.2501738667488098,0.006136108189821243,0.01704367622733116,1.8760453462600708 55,,0.008360972627997398,0.029652731493115425,2.574422836303711,0.036427855491638184,0.006121803540736437,0.017115170136094093,1.8692280054092407 56,,0.008348128758370876,0.02954097092151642,2.570072889328003,0.1673462986946106,0.006050959695130587,0.0170364398509264,1.8421066999435425 57,,0.008350235410034657,0.02968106046319008,2.603740692138672,0.025573549792170525,0.005966538097709417,0.016839949414134026,1.8360430002212524 58,,0.00835619680583477,0.02960645593702793,2.561917543411255,0.15059757232666016,0.0062492466531693935,0.017518162727355957,1.895125389099121 59,,0.00843879021704197,0.029807666316628456,2.579373598098755,0.0880039855837822,0.006152561400085688,0.01724802330136299,1.8900905847549438 60,,0.008302510716021061,0.029524385929107666,2.556034564971924,11.661491394042969,0.006058466155081987,0.017357977107167244,1.8627395629882812 61,,0.008235156536102295,0.029226472601294518,2.5318479537963867,0.4844832122325897,0.006155880633741617,0.0170414000749588,1.9081343412399292 62,,0.008354190737009048,0.029537636786699295,2.561476469039917,9.776060104370117,0.005975527223199606,0.016456985846161842,1.85160231590271 63,,0.008137659169733524,0.028866583481431007,2.491589307785034,0.09290646016597748,0.006002830807119608,0.016878880560398102,1.8435943126678467 64,,0.008134065195918083,0.028772659599781036,2.47939133644104,11.772183418273926,0.005975989159196615,0.016716236248612404,1.835418462753296 65,,0.008106216788291931,0.028679268434643745,2.4836225509643555,8.103446960449219,0.005937087815254927,0.016689429059624672,1.8222105503082275 66,,0.008114323951303959,0.028817081823945045,2.468336582183838,0.49692779779434204,0.00593848992139101,0.01674644649028778,1.8285778760910034 67,,0.008078825660049915,0.028609560802578926,2.4797070026397705,2.9183452129364014,0.005960306618362665,0.01679117977619171,1.829256534576416 68,,0.008089587092399597,0.02866247296333313,2.4795279502868652,4.827065467834473,0.00596276530995965,0.016743449494242668,1.8274191617965698 69,,0.008074160665273666,0.028644084930419922,2.4750595092773438,1.0814197063446045,0.005978881847113371,0.016914954409003258,1.8287067413330078 70,,0.008035275153815746,0.028538180515170097,2.452575445175171,0.45850127935409546,0.00594404898583889,0.016721049323678017,1.8321075439453125 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