epoch,lr-RMSprop,tr_cer,tr_loss,tr_wer,va_cer,va_loss,va_wer
0,0.0005,1.0208710432052612,87.65022277832031,1.0,1.0,85.47624206542969,1.0
1,,0.9832574129104614,82.69982147216797,1.0,0.9493515491485596,84.87628936767578,1.0
2,,0.9270221590995789,82.0753173828125,1.0,0.943520188331604,83.89176177978516,1.0
3,,0.9070248007774353,81.57671356201172,1.0000706911087036,0.9058602452278137,83.45085906982422,1.0014052391052246
4,,0.8997547030448914,80.77238464355469,1.0018041133880615,0.9074540138244629,81.68568420410156,1.0010430812835693
5,,0.910266101360321,81.24437713623047,1.0007133483886719,0.9279600381851196,84.70943450927734,0.9998888969421387
6,,0.8570850491523743,79.37783813476562,1.0035779476165771,0.9082226753234863,84.47112274169922,1.0
7,,0.869907021522522,76.32332611083984,1.000074863433838,0.7918214797973633,73.58348846435547,1.0003598928451538
8,,0.6209845542907715,54.36272430419922,0.9860054850578308,0.3605177700519562,36.77497863769531,0.8836941123008728
9,,0.197061225771904,20.21274757385254,0.6116146445274353,0.1900617480278015,21.542076110839844,0.581527829170227
10,,0.10891340672969818,11.230064392089844,0.3967609405517578,0.16108711063861847,17.337156295776367,0.5280976295471191
11,,0.07368150353431702,7.899368762969971,0.287106990814209,0.092616006731987,9.93701457977295,0.33385786414146423
12,,0.05672570690512657,5.941405296325684,0.22889085114002228,0.1262902021408081,14.423653602600098,0.4074265956878662
13,,0.046865809708833694,5.083513259887695,0.19619694352149963,0.09497945010662079,11.521437644958496,0.32304704189300537
14,,0.03965049982070923,4.21952486038208,0.1657279133796692,0.10294553637504578,12.174782752990723,0.3531421720981598
15,,0.03580347076058388,3.8633906841278076,0.15258745849132538,0.08088462054729462,9.679499626159668,0.2814640700817108
16,,0.03152633458375931,3.419536828994751,0.13302099704742432,0.06482964009046555,7.3568034172058105,0.2357591986656189
17,,0.02886594831943512,3.1972880363464355,0.1272927224636078,0.04158036410808563,5.1933112144470215,0.14548498392105103
18,,0.02641761116683483,2.929316520690918,0.11464934051036835,0.045097000896930695,5.343067646026611,0.17115451395511627
19,,0.02487083710730076,2.6878788471221924,0.10882063955068588,0.04371580854058266,5.253288745880127,0.164056196808815
20,,0.02216641791164875,2.5225303173065186,0.0970764309167862,0.03104984760284424,3.9783661365509033,0.12944135069847107
21,,0.021404284983873367,2.3741915225982666,0.09530540555715561,0.04536174610257149,5.593996047973633,0.15976043045520782
22,,0.01976191997528076,2.2472281455993652,0.08802584558725357,0.06344680488109589,7.829565525054932,0.20946933329105377
23,,0.020591724663972855,2.253791570663452,0.0903363972902298,0.042381223291158676,5.320247650146484,0.15625517070293427
24,,0.018611043691635132,2.049635648727417,0.0796760767698288,0.03923415020108223,5.168583869934082,0.13015112280845642
25,,0.017346369102597237,1.870151400566101,0.07725249975919724,0.046399351209402084,5.633059978485107,0.1644929051399231
26,,0.016655638813972473,1.852921724319458,0.0738692432641983,0.023824039846658707,3.129868745803833,0.09159289300441742
27,,0.013466693460941315,1.4994921684265137,0.058922093361616135,0.02146107144653797,2.9228086471557617,0.08336205780506134
28,,0.01195656880736351,1.369640588760376,0.05503435060381889,0.019855991005897522,2.646919012069702,0.07662402093410492
29,,0.01116905640810728,1.2599997520446777,0.05014248564839363,0.019487958401441574,2.6637818813323975,0.07506819814443588
30,,0.01112092100083828,1.284754991531372,0.0490146167576313,0.017947612330317497,2.554190158843994,0.06890295445919037
31,,0.011160190217196941,1.2845568656921387,0.04785247892141342,0.019192097708582878,2.656837224960327,0.07417904585599899
32,,0.011088644154369831,1.2470353841781616,0.04955551028251648,0.020474499091506004,2.7756991386413574,0.07845640927553177
33,,0.010487993247807026,1.1727113723754883,0.04580455273389816,0.01832568645477295,2.5148186683654785,0.07105656713247299
34,,0.00972666684538126,1.146468162536621,0.042479414492845535,0.018150530755519867,2.5162980556488037,0.07092646509408951
35,,0.00975810270756483,1.1239529848098755,0.04210304096341133,0.017801063135266304,2.558743476867676,0.07036915421485901
36,,0.01003684289753437,1.1454200744628906,0.04381707310676575,0.01868468150496483,2.603461980819702,0.07353615015745163
37,,0.009533378295600414,1.1001062393188477,0.04167516157031059,0.018092723563313484,2.52590274810791,0.0715620294213295
38,,0.009572853334248066,1.1245388984680176,0.041150063276290894,0.018287185579538345,2.558651924133301,0.07205643504858017
39,,0.009452146477997303,1.0363203287124634,0.042393025010824203,0.0173269622027874,2.436737298965454,0.06779684871435165
40,,0.00923696719110012,1.079697608947754,0.04048149287700653,0.01695135235786438,2.397526741027832,0.06717683374881744
41,,0.009066086262464523,1.0396744012832642,0.03876878321170807,0.017313875257968903,2.4652867317199707,0.06685153394937515
42,,0.00846159178763628,0.9844806790351868,0.038712237030267715,0.0169740729033947,2.4418728351593018,0.06464391946792603
43,,0.008780591189861298,1.0292571783065796,0.038240138441324234,0.016515444964170456,2.376063585281372,0.06352173537015915
44,,0.008693257346749306,1.0304198265075684,0.03760892152786255,0.01654953882098198,2.383155584335327,0.06382282823324203
45,,0.008813328109681606,1.0433895587921143,0.03852264583110809,0.01698414422571659,2.444247007369995,0.0650472491979599
46,,0.009235110133886337,1.0629255771636963,0.038848359137773514,0.016388971358537674,2.364999771118164,0.06268876045942307
47,,0.008584125898778439,1.013489007949829,0.03757273405790329,0.016977503895759583,2.4382259845733643,0.06493662297725677
48,,0.009212740696966648,1.035461187362671,0.03862874209880829,0.016896096989512444,2.424844264984131,0.0653296709060669
49,,0.008734294213354588,1.0150471925735474,0.03705086186528206,0.016897376626729965,2.432729721069336,0.06478012353181839
50,,0.009237959049642086,1.0250396728515625,0.04068129137158394,0.016859108582139015,2.4142954349517822,0.06522022187709808
51,,0.008053763769567013,0.9247602820396423,0.03607756644487381,0.016637198626995087,2.406935214996338,0.06425660848617554
52,,0.008326021023094654,0.9997664093971252,0.03631434962153435,0.016976943239569664,2.4533119201660156,0.06531093269586563
53,,0.008661297149956226,0.9982498288154602,0.03800742328166962,0.01696649007499218,2.4412691593170166,0.06514603644609451
54,,0.009119591675698757,1.029861330986023,0.03971465304493904,0.01677625998854637,2.425528049468994,0.06478878110647202
55,,0.009033313021063805,1.0448544025421143,0.0388588085770607,0.01712818443775177,2.457900047302246,0.06565363705158234
56,,0.00910533219575882,1.0182961225509644,0.0389719195663929,0.017312319949269295,2.4675116539001465,0.06563238054513931
57,,0.00835452601313591,0.9993746876716614,0.0352458618581295,0.016916688531637192,2.437687873840332,0.06483865529298782
58,,0.008282049559056759,0.9902132749557495,0.035992011427879333,0.01647355407476425,2.3690345287323,0.063059963285923
59,,0.00836772471666336,0.9557359218597412,0.037609923630952835,0.016524696722626686,2.377887487411499,0.06353743374347687
60,,0.008636231534183025,1.0175238847732544,0.037300024181604385,0.016913676634430885,2.4317193031311035,0.06490708142518997
61,,0.008595531806349754,0.9656046628952026,0.03793465346097946,0.01682179979979992,2.43038010597229,0.06482022255659103
62,,0.008511517196893692,0.9742072224617004,0.03778200224041939,0.016475427895784378,2.4002041816711426,0.06320112198591232
63,,0.008784840814769268,1.020784854888916,0.036911431699991226,0.01681823842227459,2.4255154132843018,0.06437958031892776
64,,0.0085122250020504,0.9829211235046387,0.03659477084875107,0.016680102795362473,2.421152353286743,0.06384779512882233
65,,0.0091409245505929,1.0118929147720337,0.040810175240039825,0.016924574971199036,2.436174154281616,0.06514903903007507
66,,0.008528871461749077,0.9969336986541748,0.036883968859910965,0.01671730726957321,2.4170827865600586,0.06428738683462143
67,,0.009189375676214695,1.0298858880996704,0.04013887792825699,0.01691989228129387,2.4386959075927734,0.06492208689451218
68,,0.008133593946695328,0.9674465656280518,0.03548521175980568,0.016359174624085426,2.379220485687256,0.06276876479387283
69,,0.008586317300796509,0.9871605634689331,0.037356529384851456,0.016745079308748245,2.42746639251709,0.06401555985212326
70,,0.008989302441477776,1.0511689186096191,0.03954977169632912,0.016758985817432404,2.416085720062256,0.06441500037908554
71,,0.008380146697163582,0.9888507127761841,0.0372331477701664,0.017139645293354988,2.452176809310913,0.06567138433456421
72,,0.00847011897712946,0.9588657021522522,0.03692471235990524,0.01694982685148716,2.4430928230285645,0.06517746299505234
73,,0.00875002145767212,1.0334148406982422,0.038263704627752304,0.0168464332818985,2.435188055038452,0.06477826833724976
74,,0.008314013481140137,0.9604137539863586,0.03683076053857803,0.01680014468729496,2.428689956665039,0.06457851082086563
75,,0.00863203126937151,1.0047746896743774,0.03653612732887268,0.016804181039333344,2.4177379608154297,0.06479658931493759
76,,0.008195661939680576,0.9801597595214844,0.035696014761924744,0.01677909679710865,2.426948308944702,0.06451056152582169
77,,0.008585752919316292,1.0234715938568115,0.03821631520986557,0.016627246513962746,2.391172170639038,0.06392031162977219
78,,0.008684394881129265,1.0352641344070435,0.038647618144750595,0.016853366047143936,2.4279136657714844,0.0646386444568634
79,,0.008606379851698875,0.9952796101570129,0.037408020347356796,0.017010938376188278,2.450298309326172,0.06525278836488724
80,,0.008204938843846321,0.9742187261581421,0.03579175844788551,0.01693342812359333,2.439556837081909,0.06500065326690674
81,,0.008470608852803707,0.9848542809486389,0.03684540465474129,0.016835859045386314,2.4180212020874023,0.06456154584884644
82,,0.00883270613849163,1.0103832483291626,0.03819136321544647,0.0169923547655344,2.442718744277954,0.06504306942224503
83,,0.009041854180395603,1.033036470413208,0.039601344615221024,0.01668565720319748,2.409977674484253,0.06417173892259598
84,,0.008396144956350327,0.9915297031402588,0.03681733459234238,0.01681438274681568,2.435840129852295,0.06476955115795135
85,,0.009219462983310223,1.050793170928955,0.04072444885969162,0.016913676634430885,2.432678461074829,0.06490708142518997
86,,0.008661365136504173,0.992804765701294,0.03736812621355057,0.016664836555719376,2.3849446773529053,0.06421037018299103
87,,0.008771863766014576,1.0065829753875732,0.037228066474199295,0.01647951826453209,2.3847830295562744,0.06322605162858963
88,,0.008995325304567814,1.033720850944519,0.039665792137384415,0.01638314127922058,2.385948657989502,0.06276876479387283
89,,0.008557728491723537,1.0035488605499268,0.036857057362794876,0.0167828556150198,2.418461322784424,0.06491780281066895
90,,0.008858539164066315,1.0072578191757202,0.037409838289022446,0.01699152961373329,2.4459664821624756,0.06537298858165741
91,,0.008634811267256737,0.98189377784729,0.03783595934510231,0.016741260886192322,2.4115982055664062,0.06430089473724365
92,,0.009075954556465149,1.0440109968185425,0.0393533930182457,0.016669297590851784,2.4125616550445557,0.06398274749517441
93,,0.008455326780676842,1.0068423748016357,0.03666270524263382,0.01710192672908306,2.4552040100097656,0.0654965192079544
94,,0.009118231013417244,1.0637091398239136,0.03860919922590256,0.016861317679286003,2.4341678619384766,0.0650830864906311
95,,0.008792680688202381,1.010292410850525,0.038291942328214645,0.016669215634465218,2.3976967334747314,0.06408441811800003
96,,0.008652321062982082,1.0115594863891602,0.03798336908221245,0.016878783702850342,2.4209372997283936,0.06428364664316177
97,,0.00831227470189333,0.9651317596435547,0.03686092793941498,0.016868675127625465,2.4302709102630615,0.06470674276351929
98,,0.007703362964093685,0.9226720929145813,0.03354012593626976,0.016513001173734665,2.360767364501953,0.06348816305398941
99,,0.00937037542462349,1.0291814804077148,0.039488404989242554,0.01682671159505844,2.438307046890259,0.06481283903121948
100,,0.00911873672157526,1.0328174829483032,0.03920353576540947,0.016892438754439354,2.4259884357452393,0.06479328125715256
101,,0.008369522169232368,0.9577945470809937,0.03649413213133812,0.016963746398687363,2.4436826705932617,0.06523976475000381
102,,0.008486686274409294,0.9672908186912537,0.03732692077755928,0.016881579533219337,2.442903995513916,0.06474646180868149
103,,0.008623957633972168,1.0080385208129883,0.03760316222906113,0.01648063212633133,2.3831710815429688,0.06312903761863708
104,,0.008662387728691101,0.9776197075843811,0.038469698280096054,0.016840407624840736,2.4235458374023438,0.06459465622901917
105,,0.00870586559176445,1.0183805227279663,0.03718654438853264,0.01677726022899151,2.4225077629089355,0.0644572526216507
106,,0.008991836570203304,1.0007455348968506,0.039056990295648575,0.017015283927321434,2.4585814476013184,0.06532714515924454
107,,0.008933069184422493,1.0116897821426392,0.039199475198984146,0.016662418842315674,2.408888816833496,0.06405802071094513
108,,0.008585196919739246,1.007037878036499,0.038630664348602295,0.016493666917085648,2.3816351890563965,0.06351037323474884
109,,0.008755240589380264,0.9968970417976379,0.036663953214883804,0.016641812399029732,2.412261486053467,0.06426578015089035
110,,0.008652592077851295,0.995661735534668,0.03772922232747078,0.016897136345505714,2.440373420715332,0.06527507305145264
111,,0.008939944207668304,1.0020594596862793,0.0387115404009819,0.016716569662094116,2.409593105316162,0.06430089473724365
112,,0.008818780072033405,1.0253499746322632,0.04019135609269142,0.01674545742571354,2.4156081676483154,0.0644143670797348
113,,0.008907263167202473,1.0134133100509644,0.03820890933275223,0.016857020556926727,2.435490846633911,0.0648881122469902
114,,0.00804818607866764,0.9736471772193909,0.03526041656732559,0.016640305519104004,2.377476215362549,0.06396528333425522
115,,0.009125113487243652,1.0567485094070435,0.03969678282737732,0.016853390261530876,2.420438766479492,0.06491780281066895
116,,0.008506991900503635,0.9995869994163513,0.03829870745539665,0.016740938648581505,2.415412664413452,0.06463249027729034
117,,0.008611509576439857,0.9927438497543335,0.037538643926382065,0.01714167185127735,2.44815993309021,0.06575091183185577
118,,0.008418073877692223,1.0063285827636719,0.03636050596833229,0.01662261411547661,2.407844305038452,0.06400097906589508
119,,0.008201572112739086,0.9756163358688354,0.03561871498823166,0.017214519903063774,2.4643688201904297,0.06577568501234055
120,,0.008496417663991451,0.9686436653137207,0.037948381155729294,0.016691802069544792,2.427063226699829,0.06434141844511032
121,,0.007957852445542812,0.9378446340560913,0.03540199622511864,0.0169041957706213,2.4410300254821777,0.06508389115333557
122,,0.008477659896016121,0.9579933881759644,0.03788917139172554,0.016675762832164764,2.4037046432495117,0.06411731988191605
123,,0.008872070349752903,1.0113202333450317,0.03885519132018089,0.01669073849916458,2.409189224243164,0.06396941840648651
124,,0.008836456574499607,1.0294324159622192,0.03781544417142868,0.01693584769964218,2.445343494415283,0.06535433232784271
125,,0.008244562894105911,0.9724233150482178,0.0354023277759552,0.016744058579206467,2.4176385402679443,0.06465954333543777
126,,0.007752812001854181,0.935975968837738,0.03384638577699661,0.016737082973122597,2.420361280441284,0.06469666212797165
127,,0.00877057109028101,1.004927158355713,0.03833801671862602,0.016582587733864784,2.387906551361084,0.06381574273109436
128,,0.00844997726380825,1.0065386295318604,0.03600839152932167,0.016668982803821564,2.3968687057495117,0.06420844793319702
313,0.0005,,,,,,
626,0.0005,,,,,,
939,0.0005,,,,,,
1252,0.0005,,,,,,
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