diff --git "a/metrics" "b/metrics"
--- "a/metrics"
+++ "b/metrics"
@@ -1,123 +1,248 @@
-1	avg-sec-per-sent-val=0.1680288624957325	bleu-val=0.09913670094595625	chrf-val=27.481863875755007	converged=False	decode-walltime-val=144.67285060882568	diverged=False	epoch=0	f1-bleu-val=0.318480414475942	f1-perplexity-train=1.0645851135855855	f1-perplexity-val=1.0756535242654544	f2-bleu-val=0.23719696312543306	f2-perplexity-train=1.0987171468862207	f2-perplexity-val=1.1156138293026447	f3-bleu-val=0.05164883380500119	f3-perplexity-train=1.450411885921642	f3-perplexity-val=1.5444730275885328	f4-bleu-val=0.052757033991292286	f4-perplexity-train=1.5420115765550169	f4-perplexity-val=1.541780627627115	learning-rate=0.0002	length-ratio-mse-val=1.0241860538449339	max-gpu-memory=21463013376	perplexity-train=20.42964751137016	perplexity-val=30.059547052291176	rouge1-val=0.3689949800363895	rouge2-val=0.08892896864369497	rougel-val=0.3003915100163272	signwriting-clip-val=0.8767222031760575	signwriting-similarity-val=0.36844894358816915	ter-val=85.90934684684684	time-elapsed=0.0
-2	avg-sec-per-sent-val=0.008372268333390753	bleu-val=0.08727874126617259	chrf-val=26.39043647189946	converged=False	decode-walltime-val=7.2085230350494385	diverged=False	epoch=0	f1-bleu-val=0.3232523490822922	f1-perplexity-train=1.0665381857338074	f1-perplexity-val=1.0764754948242539	f2-bleu-val=0.25024613207350926	f2-perplexity-train=1.1012654602533403	f2-perplexity-val=1.1163837849279512	f3-bleu-val=0.04659432875765787	f3-perplexity-train=1.4592352542504188	f3-perplexity-val=1.5468673031819684	f4-bleu-val=0.04389721005953848	f4-perplexity-train=1.549124629645134	f4-perplexity-val=1.5446911048167953	learning-rate=0.0002	length-ratio-mse-val=1.0093093097637167	max-gpu-memory=21463013376	perplexity-train=21.2971328341477	perplexity-val=30.6826460125164	rouge1-val=0.36655005243057764	rouge2-val=0.07943268749110807	rougel-val=0.29705728219751887	signwriting-clip-val=0.8780074694153878	signwriting-similarity-val=0.36936840224515594	ter-val=86.1204954954955	time-elapsed=278.93596935272217
-3	avg-sec-per-sent-val=0.008747646894466032	bleu-val=0.08479638057018513	chrf-val=25.861745411441117	converged=False	decode-walltime-val=7.531723976135254	diverged=False	epoch=0	f1-bleu-val=0.30659905074059973	f1-perplexity-train=1.0663855987802249	f1-perplexity-val=1.0761401539736537	f2-bleu-val=0.23809736315534674	f2-perplexity-train=1.1012082928072533	f2-perplexity-val=1.1139511413249756	f3-bleu-val=0.04381483177712566	f3-perplexity-train=1.4545159264656389	f3-perplexity-val=1.5440373465602475	f4-bleu-val=0.04346609830968551	f4-perplexity-train=1.5451198657708085	f4-perplexity-val=1.54429170457141	learning-rate=0.0002	length-ratio-mse-val=1.009338796239498	max-gpu-memory=26983335936	perplexity-train=21.44278835207461	perplexity-val=30.146186941488036	rouge1-val=0.3651245186930191	rouge2-val=0.08054245802111573	rougel-val=0.297504136281376	signwriting-clip-val=0.8756734504516948	signwriting-similarity-val=0.36759328185959567	ter-val=85.20551801801803	time-elapsed=354.2921853065491
-4	avg-sec-per-sent-val=0.007213842578050567	bleu-val=0.09278320129512291	chrf-val=27.196348634232663	converged=False	decode-walltime-val=6.211118459701538	diverged=False	epoch=0	f1-bleu-val=0.33018680242434006	f1-perplexity-train=1.067013404065692	f1-perplexity-val=1.074944319945224	f2-bleu-val=0.2575428838983766	f2-perplexity-train=1.1021610545179097	f2-perplexity-val=1.1138249891048217	f3-bleu-val=0.0476064955183858	f3-perplexity-train=1.4664665286058487	f3-perplexity-val=1.5429617776070836	f4-bleu-val=0.048306005498996635	f4-perplexity-train=1.5577381830855228	f4-perplexity-val=1.53868812433131	learning-rate=0.0002	length-ratio-mse-val=1.0298051972610325	max-gpu-memory=26983335936	perplexity-train=21.674939121425197	perplexity-val=29.632935744627297	rouge1-val=0.3743883800931459	rouge2-val=0.09064944530632828	rougel-val=0.30310119704199956	signwriting-clip-val=0.876012822476829	signwriting-similarity-val=0.3697174890167881	ter-val=84.47353603603604	time-elapsed=432.7029016017914
-5	avg-sec-per-sent-val=0.008530368372953727	bleu-val=0.08545350467577047	chrf-val=27.170516561892843	converged=False	decode-walltime-val=7.344647169113159	diverged=False	epoch=1	f1-bleu-val=0.3373082019797971	f1-perplexity-train=1.0665008690354179	f1-perplexity-val=1.0758563927817146	f2-bleu-val=0.24539906012342175	f2-perplexity-train=1.1016071274683787	f2-perplexity-val=1.1145611481401996	f3-bleu-val=0.047775709062987906	f3-perplexity-train=1.4601466218667862	f3-perplexity-val=1.5471916307429343	f4-bleu-val=0.04547460371588732	f4-perplexity-train=1.5450678419185666	f4-perplexity-val=1.5428587844183312	learning-rate=0.0002	length-ratio-mse-val=1.0729529942137825	max-gpu-memory=29371704320	perplexity-train=21.25704762340313	perplexity-val=30.44247002364416	rouge1-val=0.3679153919224591	rouge2-val=0.08756063280260323	rougel-val=0.2983582687022956	signwriting-clip-val=0.8781030799038319	signwriting-similarity-val=0.3729686032345174	ter-val=88.1052927927928	time-elapsed=511.4775140285492
-6	avg-sec-per-sent-val=0.008609422269460078	bleu-val=0.08365383439487689	chrf-val=27.096795938355537	converged=False	decode-walltime-val=7.412712574005127	diverged=False	epoch=1	f1-bleu-val=0.33295149212935227	f1-perplexity-train=1.066617530066546	f1-perplexity-val=1.0755973569061632	f2-bleu-val=0.25303828013001506	f2-perplexity-train=1.1015561694409086	f2-perplexity-val=1.1140943590531762	f3-bleu-val=0.04521842276503087	f3-perplexity-train=1.456266994305215	f3-perplexity-val=1.5444635370373603	f4-bleu-val=0.04466721240937622	f4-perplexity-train=1.544271022034481	f4-perplexity-val=1.5440115045353484	learning-rate=0.0002	length-ratio-mse-val=1.0189016165019857	max-gpu-memory=29371704320	perplexity-train=21.107636372811875	perplexity-val=30.396705705071966	rouge1-val=0.368097698200213	rouge2-val=0.08381114912715674	rougel-val=0.30151900382544705	signwriting-clip-val=0.8758000606859188	signwriting-similarity-val=0.3736273368271571	ter-val=84.93806306306307	time-elapsed=586.604633808136
-7	avg-sec-per-sent-val=0.008758798847353555	bleu-val=0.08831418696918146	chrf-val=27.03117518322296	converged=False	decode-walltime-val=7.541325807571411	diverged=False	epoch=1	f1-bleu-val=0.3366254616506623	f1-perplexity-train=1.066441836046928	f1-perplexity-val=1.0758146725890774	f2-bleu-val=0.2567843499546796	f2-perplexity-train=1.1014291271792356	f2-perplexity-val=1.1153282003224765	f3-bleu-val=0.046084167562618725	f3-perplexity-train=1.4619710571787323	f3-perplexity-val=1.5423220694895374	f4-bleu-val=0.04501837519611701	f4-perplexity-train=1.5462079979497902	f4-perplexity-val=1.539953707285156	learning-rate=0.0002	length-ratio-mse-val=1.0786677606477535	max-gpu-memory=29371704320	perplexity-train=21.181891865165365	perplexity-val=30.429243286420327	rouge1-val=0.36490705265421497	rouge2-val=0.08369073576461865	rougel-val=0.2953127353062064	signwriting-clip-val=0.8763234584865947	signwriting-similarity-val=0.3664061222104983	ter-val=88.94988738738738	time-elapsed=666.6509082317352
-8	avg-sec-per-sent-val=0.008619551874619328	bleu-val=0.08844705257292325	chrf-val=27.4945505257254	converged=False	decode-walltime-val=7.421434164047241	diverged=False	epoch=1	f1-bleu-val=0.3334785658756734	f1-perplexity-train=1.065363004181914	f1-perplexity-val=1.0759294232950773	f2-bleu-val=0.2514266678719411	f2-perplexity-train=1.0996289033802658	f2-perplexity-val=1.1134249380098413	f3-bleu-val=0.04444381368049335	f3-perplexity-train=1.4509503616536543	f3-perplexity-val=1.540914424655777	f4-bleu-val=0.04757060187887228	f4-perplexity-train=1.536169856442447	f4-perplexity-val=1.536946063455673	learning-rate=0.0002	length-ratio-mse-val=1.0798865296523916	max-gpu-memory=29371704320	perplexity-train=20.88465555635972	perplexity-val=29.84527502896213	rouge1-val=0.37390385821130945	rouge2-val=0.08341386382081226	rougel-val=0.2999594276787899	signwriting-clip-val=0.8774970202218919	signwriting-similarity-val=0.3730996106838832	ter-val=88.92173423423422	time-elapsed=750.4165091514587
-9	avg-sec-per-sent-val=0.008638740831966599	bleu-val=0.09709855682812864	chrf-val=27.293261979999382	converged=False	decode-walltime-val=7.437955856323242	diverged=False	epoch=2	f1-bleu-val=0.3413406173811592	f1-perplexity-train=1.065979239550476	f1-perplexity-val=1.0757475958096472	f2-bleu-val=0.26407169286290033	f2-perplexity-train=1.1007947535393359	f2-perplexity-val=1.11418751076432	f3-bleu-val=0.053998391845449245	f3-perplexity-train=1.4567042661116978	f3-perplexity-val=1.539314553877908	f4-bleu-val=0.05235530074075281	f4-perplexity-train=1.542257558627134	f4-perplexity-val=1.5381557969133712	learning-rate=0.0002	length-ratio-mse-val=1.0014873904339714	max-gpu-memory=29371704320	perplexity-train=20.940110410935908	perplexity-val=30.027817327626302	rouge1-val=0.37105816205042264	rouge2-val=0.08446099428537418	rougel-val=0.30344729499578793	signwriting-clip-val=0.8780045242813544	signwriting-similarity-val=0.3748289314688149	ter-val=84.34684684684684	time-elapsed=828.0940480232239
-10	avg-sec-per-sent-val=0.008563837523244399	bleu-val=0.09021986530685609	chrf-val=27.523408522961525	converged=False	decode-walltime-val=7.373464107513428	diverged=False	epoch=2	f1-bleu-val=0.3457827095504528	f1-perplexity-train=1.0653403049019348	f1-perplexity-val=1.0766975026869585	f2-bleu-val=0.24945041277455648	f2-perplexity-train=1.099509191539251	f2-perplexity-val=1.1142141454255714	f3-bleu-val=0.044560372884665356	f3-perplexity-train=1.4503450908093527	f3-perplexity-val=1.5393282132640052	f4-bleu-val=0.043377201636493154	f4-perplexity-train=1.530800548908193	f4-perplexity-val=1.5370045541316033	learning-rate=0.0002	length-ratio-mse-val=1.054482734920494	max-gpu-memory=29371704320	perplexity-train=20.533230672203665	perplexity-val=29.668325787763628	rouge1-val=0.3694191521576247	rouge2-val=0.08776038046535743	rougel-val=0.3011016842030731	signwriting-clip-val=0.8774740850330092	signwriting-similarity-val=0.37103202359497	ter-val=87.2043918918919	time-elapsed=901.4943685531616
-11	avg-sec-per-sent-val=0.008271568743609386	bleu-val=0.09669308946281767	chrf-val=27.362840941111273	converged=False	decode-walltime-val=7.121820688247681	diverged=False	epoch=2	f1-bleu-val=0.3363079026624349	f1-perplexity-train=1.0656327215971442	f1-perplexity-val=1.0770468880660218	f2-bleu-val=0.25501863321729695	f2-perplexity-train=1.1004011312006796	f2-perplexity-val=1.1148039818332336	f3-bleu-val=0.05008219430856264	f3-perplexity-train=1.45409178787072	f3-perplexity-val=1.5422294245134098	f4-bleu-val=0.04666314564966673	f4-perplexity-train=1.5355610424344628	f4-perplexity-val=1.5356614705821319	learning-rate=0.0002	length-ratio-mse-val=1.0192528085082213	max-gpu-memory=29371704320	perplexity-train=20.64006119154076	perplexity-val=29.85657684919858	rouge1-val=0.36835228597848446	rouge2-val=0.08412382944749135	rougel-val=0.3010018043691902	signwriting-clip-val=0.8767019191823908	signwriting-similarity-val=0.367478149943375	ter-val=84.48761261261262	time-elapsed=977.6636667251587
-12	avg-sec-per-sent-val=0.008957666525580464	bleu-val=0.08620271593472173	chrf-val=26.63750535928779	converged=False	decode-walltime-val=7.71255087852478	diverged=False	epoch=2	f1-bleu-val=0.3213085350499364	f1-perplexity-train=1.0653584480476166	f1-perplexity-val=1.0759871844082651	f2-bleu-val=0.256235955394792	f2-perplexity-train=1.0997109953783708	f2-perplexity-val=1.1134845143835626	f3-bleu-val=0.04225840468836178	f3-perplexity-train=1.4545876902024595	f3-perplexity-val=1.538803328718559	f4-bleu-val=0.04186259367389494	f4-perplexity-train=1.5371673434048132	f4-perplexity-val=1.5338321244466497	learning-rate=0.0002	length-ratio-mse-val=1.0599660264531259	max-gpu-memory=29371704320	perplexity-train=20.637839264992092	perplexity-val=29.820664525256277	rouge1-val=0.3678393793460612	rouge2-val=0.0853894920334812	rougel-val=0.298107304217309	signwriting-clip-val=0.8772891927402332	signwriting-similarity-val=0.36951366351985926	ter-val=88.3445945945946	time-elapsed=1052.269764661789
-13	avg-sec-per-sent-val=0.008826703560061572	bleu-val=0.08202193546676353	chrf-val=26.861683969786714	converged=False	decode-walltime-val=7.599791765213013	diverged=False	epoch=3	f1-bleu-val=0.300663017145199	f1-perplexity-train=1.0652615154721692	f1-perplexity-val=1.076576265181308	f2-bleu-val=0.22809286615749444	f2-perplexity-train=1.0995486615070387	f2-perplexity-val=1.114746490918167	f3-bleu-val=0.040271489472879916	f3-perplexity-train=1.4551471325622705	f3-perplexity-val=1.5410619329704702	f4-bleu-val=0.040903074454720086	f4-perplexity-train=1.5362296290840047	f4-perplexity-val=1.5366518803231404	learning-rate=0.0002	length-ratio-mse-val=1.0304110499290116	max-gpu-memory=29371704320	perplexity-train=20.591883040522198	perplexity-val=30.068836601236004	rouge1-val=0.3710192378435516	rouge2-val=0.08475546396360033	rougel-val=0.3020108114233927	signwriting-clip-val=0.8780185290883781	signwriting-similarity-val=0.37419953319602284	ter-val=86.64132882882883	time-elapsed=1126.538078069687
-14	avg-sec-per-sent-val=0.008951208732684731	bleu-val=0.08893984828839954	chrf-val=27.160246496070638	converged=False	decode-walltime-val=7.706990718841553	diverged=False	epoch=3	f1-bleu-val=0.3273415686674344	f1-perplexity-train=1.0650780631634968	f1-perplexity-val=1.0758829728518688	f2-bleu-val=0.2624064301594553	f2-perplexity-train=1.0998450269354738	f2-perplexity-val=1.1144416794257603	f3-bleu-val=0.045457067524186955	f3-perplexity-train=1.4513854513612792	f3-perplexity-val=1.5387954766616316	f4-bleu-val=0.043534182967427636	f4-perplexity-train=1.5295221727192816	f4-perplexity-val=1.5313101595515086	learning-rate=0.0002	length-ratio-mse-val=1.0127307167434907	max-gpu-memory=29371704320	perplexity-train=20.226049205713196	perplexity-val=29.964926262174515	rouge1-val=0.3658139809631286	rouge2-val=0.08244298234432285	rougel-val=0.2987439070008328	signwriting-clip-val=0.8789254744709161	signwriting-similarity-val=0.3708981930032187	ter-val=85.10698198198197	time-elapsed=1201.8711438179016
-15	avg-sec-per-sent-val=0.009033778541733302	bleu-val=0.08559876025755084	chrf-val=26.875246575264484	converged=False	decode-walltime-val=7.778083324432373	diverged=False	epoch=3	f1-bleu-val=0.34375333862825025	f1-perplexity-train=1.0655273086982042	f1-perplexity-val=1.0751183926252335	f2-bleu-val=0.265864725719781	f2-perplexity-train=1.1005105535685975	f2-perplexity-val=1.114325688195848	f3-bleu-val=0.04388738646084083	f3-perplexity-train=1.456681703398279	f3-perplexity-val=1.5369610917196843	f4-bleu-val=0.039451014973302834	f4-perplexity-train=1.531591647091049	f4-perplexity-val=1.5296819817124419	learning-rate=0.0002	length-ratio-mse-val=1.0141408345787342	max-gpu-memory=29371704320	perplexity-train=20.444062966611618	perplexity-val=29.658029030083416	rouge1-val=0.36876071779308334	rouge2-val=0.0780426386804807	rougel-val=0.3010012736009115	signwriting-clip-val=0.8802904508808902	signwriting-similarity-val=0.3686602451519013	ter-val=85.06475225225225	time-elapsed=1277.3413467407227
-16	avg-sec-per-sent-val=0.00700781763499899	bleu-val=0.08935095610796213	chrf-val=27.369029642884783	converged=False	decode-walltime-val=6.033730983734131	diverged=False	epoch=3	f1-bleu-val=0.32051398387261215	f1-perplexity-train=1.064513353784495	f1-perplexity-val=1.0754098856824434	f2-bleu-val=0.2516235067967021	f2-perplexity-train=1.0985850939466109	f2-perplexity-val=1.1133806807536852	f3-bleu-val=0.043016956818328345	f3-perplexity-train=1.4474306132868906	f3-perplexity-val=1.538253904688082	f4-bleu-val=0.04122985694129579	f4-perplexity-train=1.5274586274582969	f4-perplexity-val=1.5308955216270894	learning-rate=0.0002	length-ratio-mse-val=1.0784519444661305	max-gpu-memory=29371704320	perplexity-train=20.052820692866977	perplexity-val=29.365321316430425	rouge1-val=0.37298897044553664	rouge2-val=0.08609818822101632	rougel-val=0.3002398377424393	signwriting-clip-val=0.8783696650351105	signwriting-similarity-val=0.3707337713588406	ter-val=88.2179054054054	time-elapsed=1352.0709574222565
-17	avg-sec-per-sent-val=0.008722688262886287	bleu-val=0.08628462474832306	chrf-val=27.456266722658363	converged=False	decode-walltime-val=7.510234594345093	diverged=False	epoch=3	f1-bleu-val=0.34854608514507474	f1-perplexity-train=1.0643776213481388	f1-perplexity-val=1.074915036085015	f2-bleu-val=0.2667121606626712	f2-perplexity-train=1.09812762046029	f2-perplexity-val=1.114536328416981	f3-bleu-val=0.04142348576321658	f3-perplexity-train=1.4468443672300173	f3-perplexity-val=1.5374559628150792	f4-bleu-val=0.04237784669812587	f4-perplexity-train=1.5237308834756236	f4-perplexity-val=1.5352079794356397	learning-rate=0.0002	length-ratio-mse-val=1.0905769392157556	max-gpu-memory=29371704320	perplexity-train=20.155557965041123	perplexity-val=29.461687480121547	rouge1-val=0.3665188243990291	rouge2-val=0.08146347330806343	rougel-val=0.29484403271750903	signwriting-clip-val=0.8781736403115258	signwriting-similarity-val=0.36928004141103943	ter-val=89.45664414414415	time-elapsed=1426.0448398590088
-18	avg-sec-per-sent-val=0.008745972703142865	bleu-val=0.09186927793387105	chrf-val=27.50155846967674	converged=False	decode-walltime-val=7.530282497406006	diverged=False	epoch=4	f1-bleu-val=0.34393835552079344	f1-perplexity-train=1.065073152549263	f1-perplexity-val=1.0746129454051612	f2-bleu-val=0.25650197693345	f2-perplexity-train=1.0994993511340503	f2-perplexity-val=1.1129980815222167	f3-bleu-val=0.044966870089776415	f3-perplexity-train=1.4510674354375535	f3-perplexity-val=1.5405884845454274	f4-bleu-val=0.03946102518049264	f4-perplexity-train=1.533970000640905	f4-perplexity-val=1.5367795070538486	learning-rate=0.00014	length-ratio-mse-val=1.0342315683362677	max-gpu-memory=29371704320	perplexity-train=20.210919862349552	perplexity-val=29.732904782471874	rouge1-val=0.37510387247196214	rouge2-val=0.08616198365125381	rougel-val=0.30753566927196097	signwriting-clip-val=0.8795432206784114	signwriting-similarity-val=0.3759687262851358	ter-val=84.20608108108108	time-elapsed=1503.9803652763367
-19	avg-sec-per-sent-val=0.00832453560469181	bleu-val=0.09280321641639923	chrf-val=27.024749870076192	converged=False	decode-walltime-val=7.167425155639648	diverged=False	epoch=4	f1-bleu-val=0.3348412952430017	f1-perplexity-train=1.0643249368918977	f1-perplexity-val=1.0755564559985822	f2-bleu-val=0.2510132451625851	f2-perplexity-train=1.098073730495715	f2-perplexity-val=1.1136806562720565	f3-bleu-val=0.044613628349524606	f3-perplexity-train=1.4450121787185028	f3-perplexity-val=1.5380907576184621	f4-bleu-val=0.04638825655362852	f4-perplexity-train=1.5248681964109279	f4-perplexity-val=1.5329732239247411	learning-rate=0.00014	length-ratio-mse-val=0.9951549510666533	max-gpu-memory=29371704320	perplexity-train=19.99747845383385	perplexity-val=29.7471559532005	rouge1-val=0.365266266818951	rouge2-val=0.08559416396127358	rougel-val=0.30068266254408793	signwriting-clip-val=0.8770988917932278	signwriting-similarity-val=0.3766218450372103	ter-val=84.20608108108108	time-elapsed=1579.874225616455
-20	avg-sec-per-sent-val=0.009068662419690211	bleu-val=0.09632597238890232	chrf-val=27.822428286215313	converged=False	decode-walltime-val=7.8081183433532715	diverged=False	epoch=4	f1-bleu-val=0.3278999622025601	f1-perplexity-train=1.0648766673802228	f1-perplexity-val=1.074821295105014	f2-bleu-val=0.2572696323898199	f2-perplexity-train=1.0993926101278524	f2-perplexity-val=1.1141824002612333	f3-bleu-val=0.04710142534213836	f3-perplexity-train=1.4547646931783749	f3-perplexity-val=1.5336910858691102	f4-bleu-val=0.04555880525771136	f4-perplexity-train=1.5341776179517046	f4-perplexity-val=1.531538989998155	learning-rate=0.00014	length-ratio-mse-val=1.0511539551084519	max-gpu-memory=29371704320	perplexity-train=20.319718392414607	perplexity-val=29.426346168570536	rouge1-val=0.36803206988458187	rouge2-val=0.08484469724565638	rougel-val=0.30045828009050374	signwriting-clip-val=0.877853552223498	signwriting-similarity-val=0.3726530373230935	ter-val=87.41554054054053	time-elapsed=1657.643705368042
-21	avg-sec-per-sent-val=0.008131097279636148	bleu-val=0.08722200673985685	chrf-val=26.873622360570515	converged=False	decode-walltime-val=7.000874757766724	diverged=False	epoch=4	f1-bleu-val=0.3237760945659434	f1-perplexity-train=1.064648823903046	f1-perplexity-val=1.0761089869639109	f2-bleu-val=0.268036870026246	f2-perplexity-train=1.0984376993624339	f2-perplexity-val=1.1140843438454004	f3-bleu-val=0.046328409014269184	f3-perplexity-train=1.4498392451704252	f3-perplexity-val=1.537686457770875	f4-bleu-val=0.046981133249213824	f4-perplexity-train=1.5289864865333618	f4-perplexity-val=1.534225375976876	learning-rate=0.00014	length-ratio-mse-val=1.0335630106542784	max-gpu-memory=29371704320	perplexity-train=20.179334797766884	perplexity-val=29.459812074765157	rouge1-val=0.3658317439321227	rouge2-val=0.07896661343649239	rougel-val=0.2976852952540094	signwriting-clip-val=0.8749809872259523	signwriting-similarity-val=0.37617179422869107	ter-val=86.62725225225225	time-elapsed=1737.8021233081818
-22	avg-sec-per-sent-val=0.008820088759808867	bleu-val=0.08609484168304055	chrf-val=27.180156287650743	converged=False	decode-walltime-val=7.594096422195435	diverged=False	epoch=5	f1-bleu-val=0.33507754364766107	f1-perplexity-train=1.063715648133478	f1-perplexity-val=1.0759349521756747	f2-bleu-val=0.25795477472758954	f2-perplexity-train=1.0978493669272487	f2-perplexity-val=1.11366453265935	f3-bleu-val=0.0449361393263427	f3-perplexity-train=1.4473444989986575	f3-perplexity-val=1.5331771705244068	f4-bleu-val=0.04640082843208502	f4-perplexity-train=1.5299422754337844	f4-perplexity-val=1.530851306672195	learning-rate=0.00014	length-ratio-mse-val=1.064085217518337	max-gpu-memory=29371704320	perplexity-train=19.721142459677132	perplexity-val=29.21516851798177	rouge1-val=0.36793097676768	rouge2-val=0.07828195850925332	rougel-val=0.29856055946092314	signwriting-clip-val=0.8782802512836788	signwriting-similarity-val=0.37401073795518647	ter-val=86.83840090090091	time-elapsed=1815.582176208496
-23	avg-sec-per-sent-val=0.008684560120036516	bleu-val=0.09256597803333952	chrf-val=27.234594214031965	converged=False	decode-walltime-val=7.47740626335144	diverged=False	epoch=5	f1-bleu-val=0.3362102762638814	f1-perplexity-train=1.063809824811261	f1-perplexity-val=1.0752511755774585	f2-bleu-val=0.2541678171845411	f2-perplexity-train=1.0979884656614678	f2-perplexity-val=1.1130535256597833	f3-bleu-val=0.048707435332691215	f3-perplexity-train=1.4460997300084841	f3-perplexity-val=1.5332453420067396	f4-bleu-val=0.04529924359917947	f4-perplexity-train=1.5247382824981999	f4-perplexity-val=1.532911166240261	learning-rate=0.00014	length-ratio-mse-val=1.0929232313273036	max-gpu-memory=29371704320	perplexity-train=19.63774055939278	perplexity-val=29.148013660278632	rouge1-val=0.36723645081064055	rouge2-val=0.08430867011304478	rougel-val=0.2961957017745726	signwriting-clip-val=0.8775250841793144	signwriting-similarity-val=0.3735175864579412	ter-val=88.42905405405406	time-elapsed=1894.2706699371338
-24	avg-sec-per-sent-val=0.008134280347657952	bleu-val=0.09115581268977208	chrf-val=27.25043009233332	converged=False	decode-walltime-val=7.003615379333496	diverged=False	epoch=5	f1-bleu-val=0.3342518018791594	f1-perplexity-train=1.064021550703834	f1-perplexity-val=1.0741639149187614	f2-bleu-val=0.2619485206431829	f2-perplexity-train=1.097457923595238	f2-perplexity-val=1.1125624471482412	f3-bleu-val=0.043112030619568614	f3-perplexity-train=1.4463446596460192	f3-perplexity-val=1.5331178731383845	f4-bleu-val=0.040847919983659685	f4-perplexity-train=1.5242776248566687	f4-perplexity-val=1.5275163189122345	learning-rate=0.00014	length-ratio-mse-val=1.026300109919442	max-gpu-memory=29371704320	perplexity-train=19.683121798848777	perplexity-val=29.278091432311673	rouge1-val=0.36565735035273467	rouge2-val=0.08008220888116217	rougel-val=0.2979955565816886	signwriting-clip-val=0.8779806441407862	signwriting-similarity-val=0.37284084756451313	ter-val=84.7972972972973	time-elapsed=1971.6752574443817
-25	avg-sec-per-sent-val=0.008662441466328158	bleu-val=0.09166042760511807	chrf-val=27.583036567968445	converged=False	decode-walltime-val=7.458362102508545	diverged=False	epoch=5	f1-bleu-val=0.355959717622804	f1-perplexity-train=1.0648966980537258	f1-perplexity-val=1.075394498675661	f2-bleu-val=0.27302390009208244	f2-perplexity-train=1.0992181113424406	f2-perplexity-val=1.1130474355816775	f3-bleu-val=0.04835477117350607	f3-perplexity-train=1.4513964029735404	f3-perplexity-val=1.5339775218740295	f4-bleu-val=0.04755058956138492	f4-perplexity-train=1.5261363840720812	f4-perplexity-val=1.5309895560774887	learning-rate=0.00014	length-ratio-mse-val=1.031163906463984	max-gpu-memory=29371704320	perplexity-train=20.08831020234247	perplexity-val=29.29528450553631	rouge1-val=0.3654227398348696	rouge2-val=0.0797736595665065	rougel-val=0.2996194690247654	signwriting-clip-val=0.8783898397882087	signwriting-similarity-val=0.3767582189517601	ter-val=85.78265765765765	time-elapsed=2049.639601945877
-26	avg-sec-per-sent-val=0.008554178940156058	bleu-val=0.09080688311268509	chrf-val=27.771707285672427	converged=False	decode-walltime-val=7.365148067474365	diverged=False	epoch=6	f1-bleu-val=0.3402142318609867	f1-perplexity-train=1.0634134392531684	f1-perplexity-val=1.0749660488468165	f2-bleu-val=0.2664802891513788	f2-perplexity-train=1.0966609130925218	f2-perplexity-val=1.1133107063792473	f3-bleu-val=0.04383921887764501	f3-perplexity-train=1.4391250285407668	f3-perplexity-val=1.534419480137414	f4-bleu-val=0.044242101375644854	f4-perplexity-train=1.5153102538927226	f4-perplexity-val=1.5300572204400884	learning-rate=0.00014	length-ratio-mse-val=1.0976419715812678	max-gpu-memory=29371704320	perplexity-train=19.451998334657848	perplexity-val=29.303183775595393	rouge1-val=0.3651962597047862	rouge2-val=0.08120419900000231	rougel-val=0.29544127506771345	signwriting-clip-val=0.8753691723399323	signwriting-similarity-val=0.375128583623642	ter-val=87.66891891891892	time-elapsed=2125.881281852722
-27	avg-sec-per-sent-val=0.008814302747950182	bleu-val=0.09329907392279307	chrf-val=27.818099198648106	converged=False	decode-walltime-val=7.589114665985107	diverged=False	epoch=6	f1-bleu-val=0.3285986577565072	f1-perplexity-train=1.0645439641750667	f1-perplexity-val=1.0749412702880192	f2-bleu-val=0.2632311533526219	f2-perplexity-train=1.0990228079781683	f2-perplexity-val=1.1120274452721026	f3-bleu-val=0.04788933481072668	f3-perplexity-train=1.4481601945025386	f3-perplexity-val=1.532635182173454	f4-bleu-val=0.04359901828455204	f4-perplexity-train=1.5221542862728348	f4-perplexity-val=1.5273703973497423	learning-rate=0.00014	length-ratio-mse-val=1.0357582218142893	max-gpu-memory=29371704320	perplexity-train=19.62071796848941	perplexity-val=29.121417310560677	rouge1-val=0.3692606966477592	rouge2-val=0.08409025672267344	rougel-val=0.30162166861125356	signwriting-clip-val=0.8767525381327507	signwriting-similarity-val=0.3765424130845084	ter-val=84.30461711711712	time-elapsed=2205.453633785248
-28	avg-sec-per-sent-val=0.008441786040550878	bleu-val=0.09093881540387747	chrf-val=27.432324890713605	converged=False	decode-walltime-val=7.268377780914307	diverged=False	epoch=6	f1-bleu-val=0.31890594457397714	f1-perplexity-train=1.0632514255502035	f1-perplexity-val=1.0759633828771507	f2-bleu-val=0.25422193007868843	f2-perplexity-train=1.0969551661944323	f2-perplexity-val=1.1133890494794805	f3-bleu-val=0.04758205842420901	f3-perplexity-train=1.443908874088853	f3-perplexity-val=1.5325700080640723	f4-bleu-val=0.049901444509204494	f4-perplexity-train=1.519296030018234	f4-perplexity-val=1.5288074706948362	learning-rate=0.00014	length-ratio-mse-val=1.0027992477919963	max-gpu-memory=29371704320	perplexity-train=19.30684201810616	perplexity-val=29.066907443606485	rouge1-val=0.3736739945997613	rouge2-val=0.08819476999826278	rougel-val=0.3067821178562401	signwriting-clip-val=0.878394102524105	signwriting-similarity-val=0.37943444914277896	ter-val=82.72804054054053	time-elapsed=2282.0301530361176
-29	avg-sec-per-sent-val=0.008476808649876115	bleu-val=0.08833115952910964	chrf-val=26.95645515450462	converged=False	decode-walltime-val=7.298532247543335	diverged=False	epoch=6	f1-bleu-val=0.3188304515594667	f1-perplexity-train=1.063443615956769	f1-perplexity-val=1.0754832642489156	f2-bleu-val=0.2570656942338754	f2-perplexity-train=1.0969930013470053	f2-perplexity-val=1.113190351805674	f3-bleu-val=0.044353694211989286	f3-perplexity-train=1.448327966600064	f3-perplexity-val=1.5318807561223506	f4-bleu-val=0.040901483002932996	f4-perplexity-train=1.5225101891250836	f4-perplexity-val=1.5257231929927813	learning-rate=0.00014	length-ratio-mse-val=1.0744429461182925	max-gpu-memory=29371704320	perplexity-train=19.420875655187015	perplexity-val=28.75760776260835	rouge1-val=0.36866876475355376	rouge2-val=0.08756170625047827	rougel-val=0.3001185328481462	signwriting-clip-val=0.8767455947108385	signwriting-similarity-val=0.3724555262548214	ter-val=87.89414414414415	time-elapsed=2358.2119603157043
-30	avg-sec-per-sent-val=0.008196363327256755	bleu-val=0.08795465396514719	chrf-val=27.0092827024288	converged=False	decode-walltime-val=7.057068824768066	diverged=False	epoch=6	f1-bleu-val=0.3166977349600545	f1-perplexity-train=1.064076997779896	f1-perplexity-val=1.0756765908823733	f2-bleu-val=0.2581985949731763	f2-perplexity-train=1.0975378194861662	f2-perplexity-val=1.1130747836625068	f3-bleu-val=0.045539129393956844	f3-perplexity-train=1.4425554528543956	f3-perplexity-val=1.5310362760320273	f4-bleu-val=0.0416833457489515	f4-perplexity-train=1.5144534271184902	f4-perplexity-val=1.5252238624627366	learning-rate=0.00014	length-ratio-mse-val=1.0261956068761084	max-gpu-memory=29371704320	perplexity-train=19.579155811485837	perplexity-val=29.04464569304651	rouge1-val=0.3735013480425793	rouge2-val=0.08584644561185575	rougel-val=0.30280364063612514	signwriting-clip-val=0.8800700677950346	signwriting-similarity-val=0.3744755800613924	ter-val=85.30405405405406	time-elapsed=2434.958219051361
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-42	avg-sec-per-sent-val=0.007031893204036629	bleu-val=0.09184692953036876	chrf-val=27.865811043317862	converged=False	decode-walltime-val=6.054460048675537	diverged=False	epoch=9	f1-bleu-val=0.33833515993731245	f1-perplexity-train=1.0628895085575236	f1-perplexity-val=1.0747583786310386	f2-bleu-val=0.2656862906848042	f2-perplexity-train=1.096285194471791	f2-perplexity-val=1.1129051424881176	f3-bleu-val=0.04889096700956212	f3-perplexity-train=1.4431187458945687	f3-perplexity-val=1.5302815980674667	f4-bleu-val=0.047535513972931695	f4-perplexity-train=1.5140699946952165	f4-perplexity-val=1.5222130267943568	learning-rate=9.799999999999998e-05	length-ratio-mse-val=1.04869100548216	max-gpu-memory=29374387712	perplexity-train=18.885698106114752	perplexity-val=28.58478652613482	rouge1-val=0.37067633471765277	rouge2-val=0.08590231316011845	rougel-val=0.30433642405736555	signwriting-clip-val=0.8797377694774587	signwriting-similarity-val=0.38254170352398065	ter-val=85.16328828828829	time-elapsed=3346.429067850113
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-78	avg-sec-per-sent-val=0.008096912596699252	bleu-val=0.09018699963495815	chrf-val=27.75490539325107	converged=False	decode-walltime-val=6.971441745758057	diverged=False	epoch=18	f1-bleu-val=0.34296140678559534	f1-perplexity-train=1.0620628382552335	f1-perplexity-val=1.0740058791909137	f2-bleu-val=0.26458903929703714	f2-perplexity-train=1.0953996052260857	f2-perplexity-val=1.1116775469015705	f3-bleu-val=0.04618237839801242	f3-perplexity-train=1.4372665826761108	f3-perplexity-val=1.5278723160131964	f4-bleu-val=0.04399173459163574	f4-perplexity-train=1.5076166665085997	f4-perplexity-val=1.5210824144953647	learning-rate=2.3529799999999993e-05	length-ratio-mse-val=1.035903634928461	max-gpu-memory=29374387712	perplexity-train=18.350585399958792	perplexity-val=28.543850035170532	rouge1-val=0.37072257111372864	rouge2-val=0.08257142525409124	rougel-val=0.3046337661128614	signwriting-clip-val=0.8779308255264291	signwriting-similarity-val=0.38382278313337814	ter-val=84.68468468468468	time-elapsed=6051.604783535004
-79	avg-sec-per-sent-val=0.00787950725090213	bleu-val=0.0873909368207736	chrf-val=27.06623672990547	converged=False	decode-walltime-val=6.784255743026733	diverged=False	epoch=18	f1-bleu-val=0.33830069301275634	f1-perplexity-train=1.0615989646250559	f1-perplexity-val=1.0744460650742758	f2-bleu-val=0.25656554658253244	f2-perplexity-train=1.0939703301320907	f2-perplexity-val=1.1116904282981441	f3-bleu-val=0.04598256592570005	f3-perplexity-train=1.4317501481436001	f3-perplexity-val=1.527650435707586	f4-bleu-val=0.04191670432703642	f4-perplexity-train=1.5000053071560846	f4-perplexity-val=1.5210502264328718	learning-rate=2.3529799999999993e-05	length-ratio-mse-val=1.0432452443774654	max-gpu-memory=29374387712	perplexity-train=18.1272175853687	perplexity-val=28.451923658560933	rouge1-val=0.3664874317649915	rouge2-val=0.08114653201214402	rougel-val=0.29986472198461644	signwriting-clip-val=0.8774515073335406	signwriting-similarity-val=0.3759510265925913	ter-val=84.62837837837837	time-elapsed=6124.781356096268
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-82	avg-sec-per-sent-val=0.008409916869993133	bleu-val=0.09498711397740339	chrf-val=28.015108129016564	converged=False	decode-walltime-val=7.240938425064087	diverged=False	epoch=19	f1-bleu-val=0.34640388724485516	f1-perplexity-train=1.0615481190771892	f1-perplexity-val=1.074672925199498	f2-bleu-val=0.25953675921934705	f2-perplexity-train=1.093997200431244	f2-perplexity-val=1.1125221015769156	f3-bleu-val=0.04888484748957847	f3-perplexity-train=1.4337964171590805	f3-perplexity-val=1.5291825433220216	f4-bleu-val=0.04748236773313139	f4-perplexity-train=1.5052899569011178	f4-perplexity-val=1.522974001768607	learning-rate=1.6470859999999992e-05	length-ratio-mse-val=1.0360160775262206	max-gpu-memory=29374387712	perplexity-train=18.246297056754297	perplexity-val=28.7408261785182	rouge1-val=0.3683538441645004	rouge2-val=0.08489774164868526	rougel-val=0.30211056027631294	signwriting-clip-val=0.8784687192320962	signwriting-similarity-val=0.3829727755406806	ter-val=83.86824324324324	time-elapsed=6344.548488616943
-83	avg-sec-per-sent-val=0.008586052818165423	bleu-val=0.09883160555709578	chrf-val=28.379436193514017	converged=False	decode-walltime-val=7.39259147644043	diverged=False	epoch=19	f1-bleu-val=0.34953198894601195	f1-perplexity-train=1.0617272873110157	f1-perplexity-val=1.07451087150445	f2-bleu-val=0.2605278339317011	f2-perplexity-train=1.0947714513993312	f2-perplexity-val=1.1119862673058358	f3-bleu-val=0.04870696966467572	f3-perplexity-train=1.4352189163077078	f3-perplexity-val=1.5291191893537681	f4-bleu-val=0.046959031424121195	f4-perplexity-train=1.5062948032193713	f4-perplexity-val=1.52305732252971	learning-rate=1.6470859999999992e-05	length-ratio-mse-val=1.0520852360237767	max-gpu-memory=29374387712	perplexity-train=18.310280604922724	perplexity-val=28.685916879221825	rouge1-val=0.3726645373610972	rouge2-val=0.0914367380920199	rougel-val=0.30676485463350867	signwriting-clip-val=0.878612983379076	signwriting-similarity-val=0.3840103108540062	ter-val=84.16385135135135	time-elapsed=6419.483350276947
-84	avg-sec-per-sent-val=0.007951390037137872	bleu-val=0.08939463441874858	chrf-val=27.604657847111103	converged=False	decode-walltime-val=6.846146821975708	diverged=False	epoch=19	f1-bleu-val=0.33975003848515406	f1-perplexity-train=1.061342139242703	f1-perplexity-val=1.0742901034128876	f2-bleu-val=0.25535086405169066	f2-perplexity-train=1.0937752365232758	f2-perplexity-val=1.1121770178171573	f3-bleu-val=0.04399353590094046	f3-perplexity-train=1.4310417267778124	f3-perplexity-val=1.5279480255169167	f4-bleu-val=0.04355317542848811	f4-perplexity-train=1.500892612642467	f4-perplexity-val=1.5215459261427542	learning-rate=1.6470859999999992e-05	length-ratio-mse-val=1.042346692139794	max-gpu-memory=29374387712	perplexity-train=18.130998226681584	perplexity-val=28.61958707749912	rouge1-val=0.3726704940060398	rouge2-val=0.08846808705981057	rougel-val=0.3047676023909766	signwriting-clip-val=0.8769062896638797	signwriting-similarity-val=0.38153624052597607	ter-val=84.8536036036036	time-elapsed=6493.567588329315
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-86	avg-sec-per-sent-val=0.008295093263898577	bleu-val=0.0975648467237838	chrf-val=28.24931576655193	converged=False	decode-walltime-val=7.142075300216675	diverged=False	epoch=20	f1-bleu-val=0.3402066178492415	f1-perplexity-train=1.062511999036196	f1-perplexity-val=1.0745016484428875	f2-bleu-val=0.26582401464892613	f2-perplexity-train=1.0954597139429358	f2-perplexity-val=1.1118250708227326	f3-bleu-val=0.049178615388191356	f3-perplexity-train=1.4399820237852186	f3-perplexity-val=1.5276816949454866	f4-bleu-val=0.048416138792153306	f4-perplexity-train=1.508079171843294	f4-perplexity-val=1.5207306974857628	learning-rate=1.6470859999999992e-05	length-ratio-mse-val=1.0397865954100358	max-gpu-memory=29374387712	perplexity-train=18.483085514580992	perplexity-val=28.470478673411268	rouge1-val=0.37335500334302185	rouge2-val=0.0883925786659704	rougel-val=0.3064218286117945	signwriting-clip-val=0.8785484408252331	signwriting-similarity-val=0.3818393783033235	ter-val=84.9802927927928	time-elapsed=6638.437389373779
-87	avg-sec-per-sent-val=0.008313824767711963	bleu-val=0.09197049927253995	chrf-val=27.62834602379885	converged=False	decode-walltime-val=7.158203125	diverged=False	epoch=20	f1-bleu-val=0.3412646464723222	f1-perplexity-train=1.0616258908326037	f1-perplexity-val=1.0742981830668228	f2-bleu-val=0.2564667405180217	f2-perplexity-train=1.094275024546014	f2-perplexity-val=1.1119937817748056	f3-bleu-val=0.04872224759007567	f3-perplexity-train=1.4342884387409096	f3-perplexity-val=1.5272400274333222	f4-bleu-val=0.046902163485843876	f4-perplexity-train=1.504360554258895	f4-perplexity-val=1.520316913610246	learning-rate=1.6470859999999992e-05	length-ratio-mse-val=1.0437452876700068	max-gpu-memory=29374387712	perplexity-train=18.18541902950465	perplexity-val=28.514629921874278	rouge1-val=0.37032224231638255	rouge2-val=0.08764536557037184	rougel-val=0.3045759301444517	signwriting-clip-val=0.878576234865687	signwriting-similarity-val=0.38185213969448584	ter-val=84.27646396396396	time-elapsed=6711.321351051331
-88	avg-sec-per-sent-val=0.007882526665752912	bleu-val=0.09327551026162956	chrf-val=28.005450280766937	converged=False	decode-walltime-val=6.786855459213257	diverged=False	epoch=20	f1-bleu-val=0.347386094390259	f1-perplexity-train=1.0627835766011426	f1-perplexity-val=1.0739927117842714	f2-bleu-val=0.26506155285776195	f2-perplexity-train=1.0953834739027628	f2-perplexity-val=1.1116319922622557	f3-bleu-val=0.046429658544699534	f3-perplexity-train=1.4381736487765797	f3-perplexity-val=1.526948761560306	f4-bleu-val=0.04728888822974049	f4-perplexity-train=1.5063368940154398	f4-perplexity-val=1.5202080655268326	learning-rate=1.6470859999999992e-05	length-ratio-mse-val=1.0544025176319074	max-gpu-memory=29374387712	perplexity-train=18.417007161157922	perplexity-val=28.403557991791185	rouge1-val=0.3720208960309455	rouge2-val=0.08645770996144558	rougel-val=0.3055871285279935	signwriting-clip-val=0.8783397334654849	signwriting-similarity-val=0.3824464143556629	ter-val=85.59966216216216	time-elapsed=6783.181126832962
-89	avg-sec-per-sent-val=0.00823279097243607	bleu-val=0.0982106160586747	chrf-val=28.27930294901749	converged=False	decode-walltime-val=7.088433027267456	diverged=False	epoch=20	f1-bleu-val=0.34910677024994363	f1-perplexity-train=1.0614094063386486	f1-perplexity-val=1.0743401825130885	f2-bleu-val=0.2673895190183186	f2-perplexity-train=1.0945138068524205	f2-perplexity-val=1.1115529195207963	f3-bleu-val=0.04966157193610376	f3-perplexity-train=1.4355009199938957	f3-perplexity-val=1.5268102769772915	f4-bleu-val=0.04962598402052433	f4-perplexity-train=1.5036506657881459	f4-perplexity-val=1.5205994016638273	learning-rate=1.6470859999999992e-05	length-ratio-mse-val=1.0344768872025478	max-gpu-memory=29374387712	perplexity-train=18.168400290712007	perplexity-val=28.41775170553516	rouge1-val=0.37090664148979324	rouge2-val=0.0855683148894321	rougel-val=0.30426931517913264	signwriting-clip-val=0.8784764959421723	signwriting-similarity-val=0.3788324328912136	ter-val=83.88231981981981	time-elapsed=6855.763751506805
-90	avg-sec-per-sent-val=0.008346863047724955	bleu-val=0.09791935158160482	chrf-val=28.379166156600157	converged=False	decode-walltime-val=7.1866490840911865	diverged=False	epoch=20	f1-bleu-val=0.345274861926985	f1-perplexity-train=1.0618370029057604	f1-perplexity-val=1.0743262125732465	f2-bleu-val=0.26347348025479844	f2-perplexity-train=1.0947196589297181	f2-perplexity-val=1.1123124545202787	f3-bleu-val=0.05027810586681146	f3-perplexity-train=1.4353398294882491	f3-perplexity-val=1.5282454740368807	f4-bleu-val=0.04919854002528884	f4-perplexity-train=1.5051980667593898	f4-perplexity-val=1.5222842154083585	learning-rate=1.1529601999999994e-05	length-ratio-mse-val=1.0383614388341904	max-gpu-memory=29374387712	perplexity-train=18.376340729029845	perplexity-val=28.720023133276904	rouge1-val=0.3730378156309538	rouge2-val=0.08816697569389186	rougel-val=0.3065618964042201	signwriting-clip-val=0.8790259989850335	signwriting-similarity-val=0.38428914995834734	ter-val=83.5304054054054	time-elapsed=6929.04213142395
-91	avg-sec-per-sent-val=0.008381998912797988	bleu-val=0.09128865003303495	chrf-val=27.621139605193285	converged=False	decode-walltime-val=7.216901063919067	diverged=False	epoch=21	f1-bleu-val=0.3382644075354262	f1-perplexity-train=1.0615354039473381	f1-perplexity-val=1.0744843918785332	f2-bleu-val=0.2656997702137685	f2-perplexity-train=1.0942823766654224	f2-perplexity-val=1.1122785490608555	f3-bleu-val=0.04598156568524222	f3-perplexity-train=1.43574956323641	f3-perplexity-val=1.5283871164093563	f4-bleu-val=0.04436499683574325	f4-perplexity-train=1.5062176481858278	f4-perplexity-val=1.5223724381080028	learning-rate=1.1529601999999994e-05	length-ratio-mse-val=1.0411283679627394	max-gpu-memory=29374387712	perplexity-train=18.311728800440818	perplexity-val=28.692919421642614	rouge1-val=0.3703026223541305	rouge2-val=0.08504686047479591	rougel-val=0.3034074866150461	signwriting-clip-val=0.8786548023716775	signwriting-similarity-val=0.3771205504331507	ter-val=84.52984234234235	time-elapsed=7003.7552371025085
-92	avg-sec-per-sent-val=0.008144703753180067	bleu-val=0.0942303969928656	chrf-val=27.95166081959657	converged=False	decode-walltime-val=7.012589931488037	diverged=False	epoch=21	f1-bleu-val=0.3389145089405585	f1-perplexity-train=1.0616894946204474	f1-perplexity-val=1.074152417212268	f2-bleu-val=0.2626522222793342	f2-perplexity-train=1.0943899259070142	f2-perplexity-val=1.1121112806640003	f3-bleu-val=0.049265326901977116	f3-perplexity-train=1.434950717997535	f3-perplexity-val=1.5281408772238394	f4-bleu-val=0.04803307486801331	f4-perplexity-train=1.5052171768049871	f4-perplexity-val=1.5221757850234325	learning-rate=1.1529601999999994e-05	length-ratio-mse-val=1.0361057689826498	max-gpu-memory=29374387712	perplexity-train=18.20836874640644	perplexity-val=28.647319455989322	rouge1-val=0.3678178159959894	rouge2-val=0.08439795988433194	rougel-val=0.30242690779079484	signwriting-clip-val=0.8776216327659483	signwriting-similarity-val=0.3810224994104487	ter-val=83.81193693693693	time-elapsed=7077.899371147156
-93	avg-sec-per-sent-val=0.00827102212540364	bleu-val=0.09673409417860643	chrf-val=28.132420102168954	converged=False	decode-walltime-val=7.121350049972534	diverged=False	epoch=21	f1-bleu-val=0.3471549082870492	f1-perplexity-train=1.0622033584846513	f1-perplexity-val=1.0741456453950884	f2-bleu-val=0.2665208001804443	f2-perplexity-train=1.095130483390711	f2-perplexity-val=1.1118356357507635	f3-bleu-val=0.049229985359220206	f3-perplexity-train=1.436495629676789	f3-perplexity-val=1.5273252600548977	f4-bleu-val=0.04721142297068802	f4-perplexity-train=1.5064313342342361	f4-perplexity-val=1.5214857225445895	learning-rate=1.1529601999999994e-05	length-ratio-mse-val=1.0461813260198045	max-gpu-memory=29374387712	perplexity-train=18.398451800265182	perplexity-val=28.537245748645343	rouge1-val=0.3726440579423242	rouge2-val=0.08680373963091122	rougel-val=0.3052797771584223	signwriting-clip-val=0.8783616807817998	signwriting-similarity-val=0.381821731007285	ter-val=83.55855855855856	time-elapsed=7151.388744831085
-94	avg-sec-per-sent-val=0.008025107621869698	bleu-val=0.08786682273106798	chrf-val=27.490183141218914	converged=False	decode-walltime-val=6.90961766242981	diverged=False	epoch=21	f1-bleu-val=0.34775047759436967	f1-perplexity-train=1.061688629799278	f1-perplexity-val=1.074281834724649	f2-bleu-val=0.2591761301474699	f2-perplexity-train=1.0944686355821374	f2-perplexity-val=1.1116529164055005	f3-bleu-val=0.04514848870666657	f3-perplexity-train=1.4333269048827377	f3-perplexity-val=1.5277924625961534	f4-bleu-val=0.04434951279201137	f4-perplexity-train=1.5029008019878276	f4-perplexity-val=1.5215026755552579	learning-rate=1.1529601999999994e-05	length-ratio-mse-val=1.0481688102281954	max-gpu-memory=29374387712	perplexity-train=18.276091788974487	perplexity-val=28.498443236703988	rouge1-val=0.3696186708812414	rouge2-val=0.08696416407438415	rougel-val=0.30318050990305623	signwriting-clip-val=0.8791969370066635	signwriting-similarity-val=0.37912028449839297	ter-val=85.55743243243244	time-elapsed=7224.107589483261
-95	avg-sec-per-sent-val=0.006806525619187837	bleu-val=0.08573351409454913	chrf-val=26.99865175737036	converged=False	decode-walltime-val=5.8604185581207275	diverged=False	epoch=22	f1-bleu-val=0.33045042219517584	f1-perplexity-train=1.061302308245324	f1-perplexity-val=1.0741923952374628	f2-bleu-val=0.2565058993531488	f2-perplexity-train=1.0937134577458647	f2-perplexity-val=1.1116468148377525	f3-bleu-val=0.04156108769083267	f3-perplexity-train=1.4301313495594759	f3-perplexity-val=1.527553075340163	f4-bleu-val=0.04024662369589471	f4-perplexity-train=1.5010635055662869	f4-perplexity-val=1.521315137366405	learning-rate=1.1529601999999994e-05	length-ratio-mse-val=1.0251480821863423	max-gpu-memory=29374387712	perplexity-train=18.105949074877394	perplexity-val=28.542390317592478	rouge1-val=0.3677780238962635	rouge2-val=0.08383068631598832	rougel-val=0.30249797357087765	signwriting-clip-val=0.8781575254585408	signwriting-similarity-val=0.37805345942226143	ter-val=83.61486486486487	time-elapsed=7295.192831039429
-96	avg-sec-per-sent-val=0.00804600538415499	bleu-val=0.08692004642742843	chrf-val=27.464716029578057	converged=False	decode-walltime-val=6.927610635757446	diverged=False	epoch=22	f1-bleu-val=0.3455205289791112	f1-perplexity-train=1.0615561584005324	f1-perplexity-val=1.0741575601904714	f2-bleu-val=0.2581651324020725	f2-perplexity-train=1.0941574322711982	f2-perplexity-val=1.1116800350621272	f3-bleu-val=0.04610180339136147	f3-perplexity-train=1.432793480228887	f3-perplexity-val=1.5269863675558744	f4-bleu-val=0.045114883491105304	f4-perplexity-train=1.4997231144275935	f4-perplexity-val=1.52132561914881	learning-rate=1.1529601999999994e-05	length-ratio-mse-val=1.0380606799978058	max-gpu-memory=29374387712	perplexity-train=18.198448007048714	perplexity-val=28.464221349813442	rouge1-val=0.36920557117503766	rouge2-val=0.08365536307681763	rougel-val=0.3033110216121555	signwriting-clip-val=0.8782735860860029	signwriting-similarity-val=0.37997358431244244	ter-val=84.43130630630631	time-elapsed=7365.9050307273865
-97	avg-sec-per-sent-val=0.00813789982413581	bleu-val=0.09078116437672776	chrf-val=27.56862842280975	converged=False	decode-walltime-val=7.006731748580933	diverged=False	epoch=22	f1-bleu-val=0.35035419272415685	f1-perplexity-train=1.061901990641774	f1-perplexity-val=1.0741287559282844	f2-bleu-val=0.2605129574299927	f2-perplexity-train=1.09486839340156	f2-perplexity-val=1.1117295814954968	f3-bleu-val=0.04661759330841544	f3-perplexity-train=1.4385430842040907	f3-perplexity-val=1.5269002309441797	f4-bleu-val=0.04287786093126114	f4-perplexity-train=1.5075676319010076	f4-perplexity-val=1.5210184073567574	learning-rate=1.1529601999999994e-05	length-ratio-mse-val=1.0399102470108452	max-gpu-memory=29374387712	perplexity-train=18.343627713896876	perplexity-val=28.47446896023551	rouge1-val=0.3693724803544611	rouge2-val=0.08467864506315101	rougel-val=0.3035573031822488	signwriting-clip-val=0.8793309825222667	signwriting-similarity-val=0.37775849500782743	ter-val=84.68468468468468	time-elapsed=7436.219873428345
-98	avg-sec-per-sent-val=0.008367774655456189	bleu-val=0.09130585495311663	chrf-val=27.785748147656463	converged=False	decode-walltime-val=7.204653978347778	diverged=False	epoch=22	f1-bleu-val=0.3413461199303039	f1-perplexity-train=1.0614525621473065	f1-perplexity-val=1.074597222774736	f2-bleu-val=0.25303373487465164	f2-perplexity-train=1.0943835039061607	f2-perplexity-val=1.1123698077318724	f3-bleu-val=0.046951479407540804	f3-perplexity-train=1.433323120777109	f3-perplexity-val=1.5287661778304962	f4-bleu-val=0.04572811669574211	f4-perplexity-train=1.5062089937597591	f4-perplexity-val=1.5222991839561097	learning-rate=8.070721399999996e-06	length-ratio-mse-val=1.0279127957884862	max-gpu-memory=29374387712	perplexity-train=18.225784502160234	perplexity-val=28.749112288471895	rouge1-val=0.3700859063219568	rouge2-val=0.08592346425537327	rougel-val=0.3033737921544714	signwriting-clip-val=0.8792505334201729	signwriting-similarity-val=0.3809200188853523	ter-val=84.09346846846847	time-elapsed=7507.718632936478
-99	avg-sec-per-sent-val=0.00827158148141965	bleu-val=0.09560264528516281	chrf-val=28.036730270763695	converged=False	decode-walltime-val=7.121831655502319	diverged=False	epoch=23	f1-bleu-val=0.34627657722839095	f1-perplexity-train=1.0627730732955363	f1-perplexity-val=1.0745233875352485	f2-bleu-val=0.2637469264286216	f2-perplexity-train=1.0961154376199833	f2-perplexity-val=1.1122313217610762	f3-bleu-val=0.05067479205761307	f3-perplexity-train=1.440513615977665	f3-perplexity-val=1.5286047146732376	f4-bleu-val=0.050791795861043695	f4-perplexity-train=1.5077506650078343	f4-perplexity-val=1.5222163895145258	learning-rate=8.070721399999996e-06	length-ratio-mse-val=1.0249629633118131	max-gpu-memory=29374387712	perplexity-train=18.56388501889006	perplexity-val=28.715130236102866	rouge1-val=0.37089700415938054	rouge2-val=0.08723718372316235	rougel-val=0.30511215068255004	signwriting-clip-val=0.8786494786592588	signwriting-similarity-val=0.3827095524800478	ter-val=83.37556306306307	time-elapsed=7580.6046187877655
-100	avg-sec-per-sent-val=0.00817147032309077	bleu-val=0.09029613982950262	chrf-val=27.725692966382592	converged=False	decode-walltime-val=7.035635948181152	diverged=False	epoch=23	f1-bleu-val=0.35080671593659263	f1-perplexity-train=1.0617063259496484	f1-perplexity-val=1.0743431532967846	f2-bleu-val=0.2623014631400958	f2-perplexity-train=1.0940968301780172	f2-perplexity-val=1.112123590434772	f3-bleu-val=0.04763300810264589	f3-perplexity-train=1.4282813001672017	f3-perplexity-val=1.5285016819294572	f4-bleu-val=0.04856125321739075	f4-perplexity-train=1.4972319529045093	f4-perplexity-val=1.521932384928154	learning-rate=8.070721399999996e-06	length-ratio-mse-val=1.024660462179011	max-gpu-memory=29374387712	perplexity-train=18.249449881491955	perplexity-val=28.684529826242333	rouge1-val=0.3677910774313338	rouge2-val=0.08498589951005409	rougel-val=0.302509795863644	signwriting-clip-val=0.8781242070159292	signwriting-similarity-val=0.3841947277935633	ter-val=83.8963963963964	time-elapsed=7652.819223165512
-101	avg-sec-per-sent-val=0.008455682437732799	bleu-val=0.08742745309774878	chrf-val=27.295618601010478	converged=False	decode-walltime-val=7.2803425788879395	diverged=False	epoch=23	f1-bleu-val=0.34217621162184453	f1-perplexity-train=1.0619738000837369	f1-perplexity-val=1.07441715801588	f2-bleu-val=0.2564642104646667	f2-perplexity-train=1.0951151697001715	f2-perplexity-val=1.1120373513683839	f3-bleu-val=0.04716249684218217	f3-perplexity-train=1.440395073411011	f3-perplexity-val=1.528198880518499	f4-bleu-val=0.04734459929422903	f4-perplexity-train=1.510221115280775	f4-perplexity-val=1.5217964528767056	learning-rate=8.070721399999996e-06	length-ratio-mse-val=1.0250820646227468	max-gpu-memory=29374387712	perplexity-train=18.350671366902787	perplexity-val=28.639122430713154	rouge1-val=0.36939708886377975	rouge2-val=0.08763657558170794	rougel-val=0.3049941862387878	signwriting-clip-val=0.8781920355786845	signwriting-similarity-val=0.3829666128517036	ter-val=84.03716216216216	time-elapsed=7724.566799163818
-102	avg-sec-per-sent-val=0.008254449126612435	bleu-val=0.0930921897379215	chrf-val=27.678529348402485	converged=False	decode-walltime-val=7.107080698013306	diverged=False	epoch=23	f1-bleu-val=0.3527138067737198	f1-perplexity-train=1.0611115565681806	f1-perplexity-val=1.0745302799455896	f2-bleu-val=0.2687319504377845	f2-perplexity-train=1.0938603758289545	f2-perplexity-val=1.1120433719670864	f3-bleu-val=0.04953596001133082	f3-perplexity-train=1.4334691488942015	f3-perplexity-val=1.5282067397037602	f4-bleu-val=0.048112286319699535	f4-perplexity-train=1.5040941841223041	f4-perplexity-val=1.5219863183337727	learning-rate=8.070721399999996e-06	length-ratio-mse-val=1.0312902588990251	max-gpu-memory=29374387712	perplexity-train=18.13491705022219	perplexity-val=28.601580565298388	rouge1-val=0.36783840925896283	rouge2-val=0.087477343167152	rougel-val=0.30286402477705465	signwriting-clip-val=0.8778873099128821	signwriting-similarity-val=0.38104433962790124	ter-val=85.02252252252252	time-elapsed=7796.195291996002
-103	avg-sec-per-sent-val=0.008388605959600965	bleu-val=0.09482388264547431	chrf-val=27.809995897534723	converged=False	decode-walltime-val=7.222589731216431	diverged=False	epoch=23	f1-bleu-val=0.3402599337506473	f1-perplexity-train=1.0623077114919686	f1-perplexity-val=1.0743796672294355	f2-bleu-val=0.2619537192108749	f2-perplexity-train=1.0952173553429227	f2-perplexity-val=1.111884947065439	f3-bleu-val=0.04752978953889997	f3-perplexity-train=1.4384887912478113	f3-perplexity-val=1.52728985469808	f4-bleu-val=0.04619438253137386	f4-perplexity-train=1.5087076788600027	f4-perplexity-val=1.5211332436124592	learning-rate=8.070721399999996e-06	length-ratio-mse-val=1.031249445630191	max-gpu-memory=29374387712	perplexity-train=18.403697283811873	perplexity-val=28.509580844311483	rouge1-val=0.3680955717857582	rouge2-val=0.08647541621832074	rougel-val=0.3038561884044811	signwriting-clip-val=0.8776645854236634	signwriting-similarity-val=0.38240677025641123	ter-val=83.8963963963964	time-elapsed=7868.91920042038
-104	avg-sec-per-sent-val=0.008347397205029354	bleu-val=0.0902980901730448	chrf-val=27.78861503780775	converged=False	decode-walltime-val=7.187108993530273	diverged=False	epoch=24	f1-bleu-val=0.3489341596323139	f1-perplexity-train=1.0617327649521602	f1-perplexity-val=1.0743187595449488	f2-bleu-val=0.2558301250981923	f2-perplexity-train=1.0950675083023556	f2-perplexity-val=1.1119774363680497	f3-bleu-val=0.04728016046679907	f3-perplexity-train=1.437540428678332	f3-perplexity-val=1.5273621157254758	f4-bleu-val=0.04693490427036198	f4-perplexity-train=1.50892090738102	f4-perplexity-val=1.5216025610198287	learning-rate=8.070721399999996e-06	length-ratio-mse-val=1.0413501648397867	max-gpu-memory=29374387712	perplexity-train=18.339589118001495	perplexity-val=28.561688690912714	rouge1-val=0.3697378678205296	rouge2-val=0.0832174689682639	rougel-val=0.3037524625300172	signwriting-clip-val=0.8786480491169654	signwriting-similarity-val=0.3833837357582293	ter-val=85.0929054054054	time-elapsed=7941.373423576355
-105	avg-sec-per-sent-val=0.008433773127167067	bleu-val=0.09230558221536135	chrf-val=28.001818397276296	converged=False	decode-walltime-val=7.261478662490845	diverged=False	epoch=24	f1-bleu-val=0.3507570560015646	f1-perplexity-train=1.0612867059714797	f1-perplexity-val=1.0744571142481845	f2-bleu-val=0.2572408684850415	f2-perplexity-train=1.093540848499023	f2-perplexity-val=1.1120075010415487	f3-bleu-val=0.04745691663379798	f3-perplexity-train=1.432531668707228	f3-perplexity-val=1.5273660047547075	f4-bleu-val=0.046865766808333965	f4-perplexity-train=1.501315127720825	f4-perplexity-val=1.521353250708833	learning-rate=8.070721399999996e-06	length-ratio-mse-val=1.052107464424413	max-gpu-memory=29374387712	perplexity-train=18.144915143034332	perplexity-val=28.539667582378257	rouge1-val=0.37029599750462444	rouge2-val=0.08769309785819823	rougel-val=0.30446954616484223	signwriting-clip-val=0.8770457317881745	signwriting-similarity-val=0.3809717224281474	ter-val=84.7972972972973	time-elapsed=8012.094250202179
-106	avg-sec-per-sent-val=0.008183880550105398	bleu-val=0.09556341298519908	chrf-val=28.032352919942156	converged=False	decode-walltime-val=7.046321153640747	diverged=False	epoch=24	f1-bleu-val=0.3457408686623476	f1-perplexity-train=1.062259129508357	f1-perplexity-val=1.0745705974100574	f2-bleu-val=0.2557740044350982	f2-perplexity-train=1.0951177318923755	f2-perplexity-val=1.1123804614919615	f3-bleu-val=0.046578550940213986	f3-perplexity-train=1.432698746705503	f3-perplexity-val=1.5290204694330414	f4-bleu-val=0.04609808182625788	f4-perplexity-train=1.5027922422970774	f4-perplexity-val=1.5228612645833455	learning-rate=5.649504979999997e-06	length-ratio-mse-val=1.0327013184078415	max-gpu-memory=29374387712	perplexity-train=18.408120861137565	perplexity-val=28.75619196160291	rouge1-val=0.371274459669298	rouge2-val=0.08815859742476054	rougel-val=0.30488981369145435	signwriting-clip-val=0.8794452813167328	signwriting-similarity-val=0.3834202539688527	ter-val=84.17792792792793	time-elapsed=8084.329412698746
-107	avg-sec-per-sent-val=0.008088648250017155	bleu-val=0.0997917879336732	chrf-val=28.306580562845983	converged=False	decode-walltime-val=6.9643261432647705	diverged=False	epoch=24	f1-bleu-val=0.3480834109272749	f1-perplexity-train=1.0627229541842576	f1-perplexity-val=1.074599033217405	f2-bleu-val=0.2589883422240557	f2-perplexity-train=1.0958429837537422	f2-perplexity-val=1.1123249004121794	f3-bleu-val=0.05114268937195809	f3-perplexity-train=1.4435523829380756	f3-perplexity-val=1.5291751547862567	f4-bleu-val=0.050363331811170316	f4-perplexity-train=1.512006067939379	f4-perplexity-val=1.5227765363510137	learning-rate=5.649504979999997e-06	length-ratio-mse-val=1.0282842589381733	max-gpu-memory=29374387712	perplexity-train=18.5248958554065	perplexity-val=28.689733010171437	rouge1-val=0.3726582956834556	rouge2-val=0.08895658923812202	rougel-val=0.3062087298597064	signwriting-clip-val=0.879014789781227	signwriting-similarity-val=0.38392131163152055	ter-val=83.16441441441441	time-elapsed=8157.633224725723
-108	avg-sec-per-sent-val=0.008467121268260215	bleu-val=0.09816806860157096	chrf-val=28.38017739535067	converged=False	decode-walltime-val=7.290191411972046	diverged=False	epoch=25	f1-bleu-val=0.35539252837212454	f1-perplexity-train=1.0618200998648166	f1-perplexity-val=1.0745348978439713	f2-bleu-val=0.26446269926967947	f2-perplexity-train=1.0944986471585922	f2-perplexity-val=1.1123640306316551	f3-bleu-val=0.048564912942837955	f3-perplexity-train=1.4345655030635884	f3-perplexity-val=1.5286368362408105	f4-bleu-val=0.04620742028323191	f4-perplexity-train=1.5038026736784302	f4-perplexity-val=1.5222334300572395	learning-rate=5.649504979999997e-06	length-ratio-mse-val=1.0519117802761386	max-gpu-memory=29374387712	perplexity-train=18.287608887835205	perplexity-val=28.647494903518144	rouge1-val=0.37304533261623324	rouge2-val=0.08943744317111291	rougel-val=0.30526677700010263	signwriting-clip-val=0.8772019136796568	signwriting-similarity-val=0.3803188404530621	ter-val=84.7972972972973	time-elapsed=8229.745690584183
-109	avg-sec-per-sent-val=0.008178903389198577	bleu-val=0.0942384058567494	chrf-val=27.974960976959686	converged=False	decode-walltime-val=7.042035818099976	diverged=False	epoch=25	f1-bleu-val=0.3415764393324747	f1-perplexity-train=1.0619320249159052	f1-perplexity-val=1.0747470389652403	f2-bleu-val=0.2607492819654303	f2-perplexity-train=1.0947370624822637	f2-perplexity-val=1.1124477020608896	f3-bleu-val=0.04570699783148479	f3-perplexity-train=1.4365819995030635	f3-perplexity-val=1.528860323543619	f4-bleu-val=0.04593233563315253	f4-perplexity-train=1.507217387883866	f4-perplexity-val=1.5224093670908931	learning-rate=5.649504979999997e-06	length-ratio-mse-val=1.0384959472269886	max-gpu-memory=29374387712	perplexity-train=18.296116283425878	perplexity-val=28.67264965519085	rouge1-val=0.37280809797353115	rouge2-val=0.08801111383239202	rougel-val=0.305977274413454	signwriting-clip-val=0.877955427360867	signwriting-similarity-val=0.3804378253938875	ter-val=84.30461711711712	time-elapsed=8303.235063791275
-110	avg-sec-per-sent-val=0.00856542698043841	bleu-val=0.0915458863472465	chrf-val=27.63821091730477	converged=False	decode-walltime-val=7.374832630157471	diverged=False	epoch=25	f1-bleu-val=0.3456687234354831	f1-perplexity-train=1.061587959267791	f1-perplexity-val=1.0745859858886766	f2-bleu-val=0.2584018420600537	f2-perplexity-train=1.0943959523852194	f2-perplexity-val=1.1122356086185803	f3-bleu-val=0.04863973063898983	f3-perplexity-train=1.4350498454097427	f3-perplexity-val=1.528467909097887	f4-bleu-val=0.04702044804262159	f4-perplexity-train=1.5048233949945626	f4-perplexity-val=1.5221703639904554	learning-rate=5.649504979999997e-06	length-ratio-mse-val=1.0359862222841936	max-gpu-memory=29374387712	perplexity-train=18.286484464218052	perplexity-val=28.62432421715103	rouge1-val=0.37120790861424624	rouge2-val=0.08740075161189458	rougel-val=0.3042404602725677	signwriting-clip-val=0.8786471540088853	signwriting-similarity-val=0.3788276343029417	ter-val=84.26238738738738	time-elapsed=8373.535099983215
-111	avg-sec-per-sent-val=0.007848494282721365	bleu-val=0.09316431486518306	chrf-val=27.954525629561534	converged=False	decode-walltime-val=6.757553577423096	diverged=False	epoch=25	f1-bleu-val=0.35362728947919597	f1-perplexity-train=1.0615418643085968	f1-perplexity-val=1.074553339112906	f2-bleu-val=0.2620428391711516	f2-perplexity-train=1.0944249493893032	f2-perplexity-val=1.1120805814039876	f3-bleu-val=0.04777160676558473	f3-perplexity-train=1.4326689232647083	f3-perplexity-val=1.5285470390554274	f4-bleu-val=0.04625919919679308	f4-perplexity-train=1.5044517314646875	f4-perplexity-val=1.5220640963631298	learning-rate=5.649504979999997e-06	length-ratio-mse-val=1.0358453007622455	max-gpu-memory=29374387712	perplexity-train=18.243676409184214	perplexity-val=28.59948077093235	rouge1-val=0.37200915111681704	rouge2-val=0.08548641259687673	rougel-val=0.3053505846287685	signwriting-clip-val=0.8782050670508585	signwriting-similarity-val=0.3804345098853897	ter-val=84.375	time-elapsed=8445.889583826065
-112	avg-sec-per-sent-val=0.008160330000377837	bleu-val=0.0937979123064394	chrf-val=27.99351895518542	converged=False	decode-walltime-val=7.026044130325317	diverged=False	epoch=26	f1-bleu-val=0.35130482534656177	f1-perplexity-train=1.0621348224328535	f1-perplexity-val=1.0745017222450786	f2-bleu-val=0.2623446877400027	f2-perplexity-train=1.0953068736989788	f2-perplexity-val=1.1119502257975027	f3-bleu-val=0.0467837861108923	f3-perplexity-train=1.4362380243664516	f3-perplexity-val=1.528000722001085	f4-bleu-val=0.04650649823705837	f4-perplexity-train=1.5056311870411543	f4-perplexity-val=1.521775650133286	learning-rate=5.649504979999997e-06	length-ratio-mse-val=1.0287262963179293	max-gpu-memory=29374387712	perplexity-train=18.342993314892976	perplexity-val=28.55824279675561	rouge1-val=0.3728155453455887	rouge2-val=0.08782555452574137	rougel-val=0.3067181086366693	signwriting-clip-val=0.8789184581527312	signwriting-similarity-val=0.3813578043337382	ter-val=83.46002252252252	time-elapsed=8517.507350444794
-113	avg-sec-per-sent-val=0.00870238613168537	bleu-val=0.0913923558701254	chrf-val=27.591335160170992	converged=False	decode-walltime-val=7.4927544593811035	diverged=False	epoch=26	f1-bleu-val=0.3478529614148708	f1-perplexity-train=1.0616814626790023	f1-perplexity-val=1.0744683293978539	f2-bleu-val=0.2622865905362611	f2-perplexity-train=1.0945420118551998	f2-perplexity-val=1.1119281279415942	f3-bleu-val=0.047640039800689406	f3-perplexity-train=1.438695907056806	f3-perplexity-val=1.5280167770660238	f4-bleu-val=0.04736341771372724	f4-perplexity-train=1.5100382309644838	f4-perplexity-val=1.5216638264420672	learning-rate=5.649504979999997e-06	length-ratio-mse-val=1.028804364620688	max-gpu-memory=29374387712	perplexity-train=18.243047609031997	perplexity-val=28.549239557506883	rouge1-val=0.3686196033416215	rouge2-val=0.08588766078762097	rougel-val=0.3037176026932914	signwriting-clip-val=0.8789445534261954	signwriting-similarity-val=0.3826713036243877	ter-val=84.1356981981982	time-elapsed=8589.797887325287
-114	avg-sec-per-sent-val=0.008077191143501096	bleu-val=0.0946364180040656	chrf-val=28.249799686919868	converged=False	decode-walltime-val=6.954461574554443	diverged=False	epoch=26	f1-bleu-val=0.3459424088733193	f1-perplexity-train=1.0618923383658594	f1-perplexity-val=1.0747321108565027	f2-bleu-val=0.255208137918022	f2-perplexity-train=1.0945304374320641	f2-perplexity-val=1.1126028149065397	f3-bleu-val=0.0475689776490602	f3-perplexity-train=1.432770460014386	f3-perplexity-val=1.5290045917897055	f4-bleu-val=0.04658977275488277	f4-perplexity-train=1.5006510036918395	f4-perplexity-val=1.5230588402801697	learning-rate=3.954653485999998e-06	length-ratio-mse-val=1.03229159161935	max-gpu-memory=29374387712	perplexity-train=18.32481361155291	perplexity-val=28.76709208401909	rouge1-val=0.36971694007075045	rouge2-val=0.0859275053293059	rougel-val=0.30392540668203927	signwriting-clip-val=0.8795102699016167	signwriting-similarity-val=0.38415104545321943	ter-val=83.69932432432432	time-elapsed=8661.896515607834
-115	avg-sec-per-sent-val=0.008275464852097143	bleu-val=0.09719915052186213	chrf-val=28.20218135855593	converged=False	decode-walltime-val=7.12517523765564	diverged=False	epoch=26	f1-bleu-val=0.34163041919922726	f1-perplexity-train=1.062161004043612	f1-perplexity-val=1.0745392234202167	f2-bleu-val=0.25702076167544724	f2-perplexity-train=1.095452478984657	f2-perplexity-val=1.1123259378998531	f3-bleu-val=0.049504541068795434	f3-perplexity-train=1.436126636405499	f3-perplexity-val=1.5284275776989014	f4-bleu-val=0.04847889671865685	f4-perplexity-train=1.5030221930285237	f4-perplexity-val=1.5225020663856337	learning-rate=3.954653485999998e-06	length-ratio-mse-val=1.0293702804410887	max-gpu-memory=29374387712	perplexity-train=18.444963413549186	perplexity-val=28.694433016237085	rouge1-val=0.37232438126400386	rouge2-val=0.08874364451112793	rougel-val=0.3062746415522377	signwriting-clip-val=0.8786446313686349	signwriting-similarity-val=0.38335681997524884	ter-val=83.74155405405406	time-elapsed=8734.912416696548
-116	avg-sec-per-sent-val=0.007952643326904438	bleu-val=0.09860787113312901	chrf-val=28.275120410635175	converged=False	decode-walltime-val=6.847225904464722	diverged=False	epoch=26	f1-bleu-val=0.3380410130862822	f1-perplexity-train=1.061804487682699	f1-perplexity-val=1.0745895779665022	f2-bleu-val=0.25801973631464875	f2-perplexity-train=1.0942712198509268	f2-perplexity-val=1.1124193476109334	f3-bleu-val=0.051140706219388515	f3-perplexity-train=1.4344970092249956	f3-perplexity-val=1.528563639399581	f4-bleu-val=0.049584580133255764	f4-perplexity-train=1.5076087830275535	f4-perplexity-val=1.5226692223923837	learning-rate=3.954653485999998e-06	length-ratio-mse-val=1.0364334720645607	max-gpu-memory=29374387712	perplexity-train=18.290346606918543	perplexity-val=28.672792358974608	rouge1-val=0.37023463767240766	rouge2-val=0.08796453678359324	rougel-val=0.30414949529734264	signwriting-clip-val=0.8771102284443641	signwriting-similarity-val=0.38197478130411827	ter-val=83.5304054054054	time-elapsed=8806.975106954575
-117	avg-sec-per-sent-val=0.008201635396162116	bleu-val=0.09508785908471172	chrf-val=28.169324372384324	converged=False	decode-walltime-val=7.061608076095581	diverged=False	epoch=27	f1-bleu-val=0.3519157733837087	f1-perplexity-train=1.0616627734917992	f1-perplexity-val=1.0746261579468996	f2-bleu-val=0.25853236906725796	f2-perplexity-train=1.0943860210775496	f2-perplexity-val=1.1123946675274694	f3-bleu-val=0.04810967409061919	f3-perplexity-train=1.4324134273618319	f3-perplexity-val=1.528617336576427	f4-bleu-val=0.04584103551684259	f4-perplexity-train=1.504597936613795	f4-perplexity-val=1.522676956708813	learning-rate=3.954653485999998e-06	length-ratio-mse-val=1.0317450321995725	max-gpu-memory=29374387712	perplexity-train=18.291862039797373	perplexity-val=28.68865313938569	rouge1-val=0.370994162746638	rouge2-val=0.08619543140556282	rougel-val=0.30456147914321663	signwriting-clip-val=0.8787081834192753	signwriting-similarity-val=0.3823722955415008	ter-val=83.51632882882883	time-elapsed=8877.381575584412
-118	avg-sec-per-sent-val=0.008365528924124581	bleu-val=0.09789582871695242	chrf-val=28.222621850056207	converged=False	decode-walltime-val=7.202720403671265	diverged=False	epoch=27	f1-bleu-val=0.3499959224807512	f1-perplexity-train=1.0618280468883923	f1-perplexity-val=1.074538442841244	f2-bleu-val=0.26378624368835013	f2-perplexity-train=1.0943703341234687	f2-perplexity-val=1.1122793777732618	f3-bleu-val=0.05088066384759654	f3-perplexity-train=1.434749536225202	f3-perplexity-val=1.5284536215286049	f4-bleu-val=0.04980202704358719	f4-perplexity-train=1.5009106736581863	f4-perplexity-val=1.5222467592403353	learning-rate=3.954653485999998e-06	length-ratio-mse-val=1.045594613323966	max-gpu-memory=29374387712	perplexity-train=18.319983550071836	perplexity-val=28.672441582383712	rouge1-val=0.3728993129714821	rouge2-val=0.08856335412761329	rougel-val=0.3054394395038162	signwriting-clip-val=0.8781529707221897	signwriting-similarity-val=0.38115729043269436	ter-val=84.44538288288288	time-elapsed=8949.480484962463
-119	avg-sec-per-sent-val=0.008829461849801908	bleu-val=0.09269172578365156	chrf-val=27.939143690795415	converged=False	decode-walltime-val=7.602166652679443	diverged=False	epoch=27	f1-bleu-val=0.351781862296329	f1-perplexity-train=1.061918737576128	f1-perplexity-val=1.0745247396445665	f2-bleu-val=0.25916022440380293	f2-perplexity-train=1.0949645061883944	f2-perplexity-val=1.1122140110940892	f3-bleu-val=0.04705476365428338	f3-perplexity-train=1.4369766962286346	f3-perplexity-val=1.528265605176293	f4-bleu-val=0.04592969129608753	f4-perplexity-train=1.5070970989566552	f4-perplexity-val=1.5221372456407816	learning-rate=3.954653485999998e-06	length-ratio-mse-val=1.0346443612253817	max-gpu-memory=29374387712	perplexity-train=18.328673547413825	perplexity-val=28.62307577447326	rouge1-val=0.3725200645186305	rouge2-val=0.08718378071012381	rougel-val=0.306005894012636	signwriting-clip-val=0.8773018747533516	signwriting-similarity-val=0.3818984252477724	ter-val=83.79786036036036	time-elapsed=9021.57675075531
-120	avg-sec-per-sent-val=0.008365111622383924	bleu-val=0.0899679078842722	chrf-val=27.79913195744048	converged=False	decode-walltime-val=7.202361106872559	diverged=False	epoch=27	f1-bleu-val=0.3476469667125541	f1-perplexity-train=1.0620595884077442	f1-perplexity-val=1.0744830116755713	f2-bleu-val=0.2633483685459087	f2-perplexity-train=1.0950482190714708	f2-perplexity-val=1.112198600639783	f3-bleu-val=0.046331325690283316	f3-perplexity-train=1.4373006572886333	f3-perplexity-val=1.528332324207216	f4-bleu-val=0.04585838440011404	f4-perplexity-train=1.5076269277211394	f4-perplexity-val=1.5221628080326617	learning-rate=3.954653485999998e-06	length-ratio-mse-val=1.0361791901234456	max-gpu-memory=29374387712	perplexity-train=18.343853967583996	perplexity-val=28.638618009350886	rouge1-val=0.37088183318043066	rouge2-val=0.08796491563735326	rougel-val=0.30548507408171327	signwriting-clip-val=0.8785628479809158	signwriting-similarity-val=0.3835160408899552	ter-val=84.5016891891892	time-elapsed=9094.388577461243
-121	avg-sec-per-sent-val=0.008327527882468547	bleu-val=0.0932874588489179	chrf-val=28.01109566813909	converged=False	decode-walltime-val=7.17000150680542	diverged=False	epoch=28	f1-bleu-val=0.3515104318454845	f1-perplexity-train=1.0621315601548187	f1-perplexity-val=1.0744184625866706	f2-bleu-val=0.26123911396485416	f2-perplexity-train=1.0955534383686805	f2-perplexity-val=1.1121350849421865	f3-bleu-val=0.04863304018877287	f3-perplexity-train=1.4406480945019116	f3-perplexity-val=1.528068612084329	f4-bleu-val=0.047293456414383934	f4-perplexity-train=1.5104238843526703	f4-perplexity-val=1.5219080765410045	learning-rate=3.954653485999998e-06	length-ratio-mse-val=1.0380416329833018	max-gpu-memory=29374387712	perplexity-train=18.329607846315827	perplexity-val=28.5642956241316	rouge1-val=0.3703428612869533	rouge2-val=0.08675128747570199	rougel-val=0.3037058045939743	signwriting-clip-val=0.8779430972989843	signwriting-similarity-val=0.3816762321209659	ter-val=83.78378378378379	time-elapsed=9166.907638549805
-122	avg-sec-per-sent-val=0.008199362527756464	bleu-val=0.0961315444291055	chrf-val=27.807074567918953	converged=False	decode-walltime-val=7.059651136398315	diverged=False	epoch=28	f1-bleu-val=0.33700859308966186	f1-perplexity-train=1.0625250376824262	f1-perplexity-val=1.0745316325639485	f2-bleu-val=0.256353976512604	f2-perplexity-train=1.0957491962505672	f2-perplexity-val=1.1124180119213376	f3-bleu-val=0.047903480876038594	f3-perplexity-train=1.4401427921843233	f3-perplexity-val=1.528925661701427	f4-bleu-val=0.045633836532752214	f4-perplexity-train=1.508317316221912	f4-perplexity-val=1.5228123689168862	learning-rate=2.7682574401999985e-06	length-ratio-mse-val=1.0356929821065728	max-gpu-memory=29374387712	perplexity-train=18.55623587680695	perplexity-val=28.774097720248797	rouge1-val=0.36928095065644617	rouge2-val=0.08819964601684349	rougel-val=0.3044415878238726	signwriting-clip-val=0.8786501889306355	signwriting-similarity-val=0.38363247562765296	ter-val=84.740990990991	time-elapsed=9237.845393180847
-123	avg-sec-per-sent-val=0.008444535192296895	bleu-val=0.09479998209641817	chrf-val=28.020526560284303	converged=True	decode-walltime-val=7.270744800567627	diverged=False	epoch=28	f1-bleu-val=0.34222778319121583	f1-perplexity-train=1.0622097197700082	f1-perplexity-val=1.0745310037269207	f2-bleu-val=0.2583523322397163	f2-perplexity-train=1.095015213328205	f2-perplexity-val=1.1124141486094403	f3-bleu-val=0.048134922212338324	f3-perplexity-train=1.435882971460826	f3-perplexity-val=1.5287078184296188	f4-bleu-val=0.0465243248579417	f4-perplexity-train=1.504070692678928	f4-perplexity-val=1.5227168966974423	learning-rate=2.7682574401999985e-06	length-ratio-mse-val=1.0238358885279462	max-gpu-memory=29374387712	perplexity-train=18.45047593725727	perplexity-val=28.71472117733866	rouge1-val=0.3699813846145203	rouge2-val=0.087458485742744	rougel-val=0.30492319865458417	signwriting-clip-val=0.8783959667441736	signwriting-similarity-val=0.3840529750980518	ter-val=83.178490990991	time-elapsed=9309.828681468964
+1	avg-sec-per-sent-val=0.13856738009657732	bleu-val=0.09792423222520102	chrf-val=28.309871588539686	converged=False	decode-walltime-val=119.30651426315308	diverged=False	epoch=0	f1-bleu-val=0.3251609391762446	f1-perplexity-train=1.0711479354790518	f1-perplexity-val=1.0704441097078008	f2-bleu-val=0.24688041574197797	f2-perplexity-train=1.1091576364270688	f2-perplexity-val=1.1082946910240665	f3-bleu-val=0.05270081166499363	f3-perplexity-train=1.5075604631564878	f3-perplexity-val=1.524977692350169	f4-bleu-val=0.05156531224809211	f4-perplexity-train=1.549169843903461	f4-perplexity-val=1.5090084599938145	learning-rate=0.0002	length-ratio-mse-val=1.0075031723619403	max-gpu-memory=28909830144	perplexity-train=21.928000527963466	perplexity-val=29.986049205926825	rouge1-val=0.384282838490924	rouge2-val=0.096717201003283	rougel-val=0.3136544429867134	signwriting-clip-val=0.8795683775767771	signwriting-similarity-val=0.3811566839311221	ter-val=83.7697072072072	time-elapsed=0.0
+2	avg-sec-per-sent-val=0.0061588891014958645	bleu-val=0.10482359154886474	chrf-val=28.931830294381633	converged=False	decode-walltime-val=5.3028035163879395	diverged=False	epoch=0	f1-bleu-val=0.34154661261909985	f1-perplexity-train=1.0717858425080449	f1-perplexity-val=1.071356483559247	f2-bleu-val=0.26450390615144614	f2-perplexity-train=1.1098743200621373	f2-perplexity-val=1.1080929749205062	f3-bleu-val=0.05867689135154515	f3-perplexity-train=1.5095510736307276	f3-perplexity-val=1.532762942849704	f4-bleu-val=0.05328503163348093	f4-perplexity-train=1.552548008950633	f4-perplexity-val=1.5079252646453274	learning-rate=0.0002	length-ratio-mse-val=1.0569743327202976	max-gpu-memory=28909830144	perplexity-train=22.48763811060897	perplexity-val=30.080399414153018	rouge1-val=0.3792653022596323	rouge2-val=0.09537696866744944	rougel-val=0.30682431187921805	signwriting-clip-val=0.8779869119741637	signwriting-similarity-val=0.3831164178694167	ter-val=84.06531531531532	time-elapsed=248.388774394989
+3	avg-sec-per-sent-val=0.011621360579434172	bleu-val=0.09899072782033146	chrf-val=28.548458988662585	converged=False	decode-walltime-val=10.005991458892822	diverged=False	epoch=0	f1-bleu-val=0.3335225469904881	f1-perplexity-train=1.0728509555999348	f1-perplexity-val=1.0701482294508142	f2-bleu-val=0.26425793953737103	f2-perplexity-train=1.111903430013837	f2-perplexity-val=1.1091638262384147	f3-bleu-val=0.05407612621506101	f3-perplexity-train=1.5210432941976126	f3-perplexity-val=1.5310711082262236	f4-bleu-val=0.0499401802189791	f4-perplexity-train=1.5629808501788491	f4-perplexity-val=1.5095555410558987	learning-rate=0.0002	length-ratio-mse-val=1.0455472403326924	max-gpu-memory=28909830144	perplexity-train=22.897630474646753	perplexity-val=29.963098475594858	rouge1-val=0.378376712502384	rouge2-val=0.0922221995440303	rougel-val=0.3098541224856422	signwriting-clip-val=0.8769784571817112	signwriting-similarity-val=0.3840653164592699	ter-val=83.9527027027027	time-elapsed=322.03403997421265
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+5	avg-sec-per-sent-val=0.006206656997627498	bleu-val=0.10661524235495773	chrf-val=29.901753375890255	converged=False	decode-walltime-val=5.343931674957275	diverged=False	epoch=0	f1-bleu-val=0.38037656901703143	f1-perplexity-train=1.072026054608815	f1-perplexity-val=1.0715242279084567	f2-bleu-val=0.2949752143575756	f2-perplexity-train=1.1108148821473396	f2-perplexity-val=1.1089696473075066	f3-bleu-val=0.05554259810914326	f3-perplexity-train=1.5094072291915586	f3-perplexity-val=1.5278479132274494	f4-bleu-val=0.05839225160843938	f4-perplexity-train=1.5526835823437448	f4-perplexity-val=1.5094372475594284	learning-rate=0.0002	length-ratio-mse-val=1.124161242028322	max-gpu-memory=28909830144	perplexity-train=22.68552973557024	perplexity-val=30.081553606080718	rouge1-val=0.3756208174093781	rouge2-val=0.09632109251039517	rougel-val=0.3041406788689898	signwriting-clip-val=0.8782570885448922	signwriting-similarity-val=0.3869962374726462	ter-val=86.73986486486487	time-elapsed=477.21128702163696
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