This model was trained by Shinji Watanabe using spgispeech recipe in espnet. Python API See https://github.com/espnet/espnet_model_zoo Evaluate in the recipe git clone https://github.com/espnet/espnet cd espnet git checkout ddd205f05e4a323a0aeb5cae81604a7bb5abfa45 pip install -e . cd egs2/spgispeech/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model Shinji Watanabe/spgispeech_asr_train_asr_conformer6_n_fft512_hop_length256_raw_en_bpe5000_valid.acc.ave Results # RESULTS ## Environments - date: `Thu Mar 4 09:32:06 EST 2021` - python version: `3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0]` - espnet version: `espnet 0.9.8` - pytorch version: `pytorch 1.7.1` - Git hash: `fde26e9b249045a76e6cf809c85f9ab7118c2028` - Commit date: `Thu Mar 4 09:06:55 2021 -0500` ## asr_train_asr_conformer6_n_fft512_hop_length256_raw_en_bpe5000 ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_4k|4000|95401|98.2|1.3|0.5|0.4|2.2|32.5| |decode_asr_lm_lm_train_lm_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/val|39341|946469|98.1|1.3|0.5|0.4|2.3|33.6| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_4k|4000|543236|99.4|0.2|0.4|0.3|0.9|32.5| |decode_asr_lm_lm_train_lm_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/val|39341|5393048|99.4|0.2|0.4|0.3|1.0|33.6| ### TER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_4k|4000|102933|98.0|1.2|0.7|0.4|2.4|32.5| |decode_asr_lm_lm_train_lm_en_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/val|39341|1022838|97.9|1.3|0.8|0.4|2.5|33.6| ASR config config: conf/tuning/train_asr_conformer6_n_fft512_hop_length256.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/asr_train_asr_conformer6_n_fft512_hop_length256_raw_en_bpe5000 ngpu: 1 seed: 0 num_workers: 1 num_att_plot: 3 dist_backend: nccl dist_init_method: env:// dist_world_size: 4 dist_rank: 0 local_rank: 0 dist_master_addr: localhost dist_master_port: 46040 dist_launcher: null multiprocessing_distributed: true unused_parameters: false sharded_ddp: false cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: true collect_stats: false write_collected_feats: false max_epoch: 35 patience: null val_scheduler_criterion: - valid - loss early_stopping_criterion: - valid - loss - min best_model_criterion: - - valid - acc - max keep_nbest_models: 10 grad_clip: 5.0 grad_clip_type: 2.0 grad_noise: false accum_grad: 4 no_forward_run: false resume: true train_dtype: float32 use_amp: false log_interval: null use_tensorboard: true use_wandb: false wandb_project: null wandb_id: null pretrain_path: null init_param: [] freeze_param: [] num_iters_per_epoch: null batch_size: 20 valid_batch_size: null batch_bins: 35000000 valid_batch_bins: null train_shape_file: - exp/asr_stats_raw_en_bpe5000/train/speech_shape - exp/asr_stats_raw_en_bpe5000/train/text_shape.bpe valid_shape_file: - exp/asr_stats_raw_en_bpe5000/valid/speech_shape - exp/asr_stats_raw_en_bpe5000/valid/text_shape.bpe batch_type: numel valid_batch_type: null fold_length: - 80000 - 150 sort_in_batch: descending sort_batch: descending multiple_iterator: false chunk_length: 500 chunk_shift_ratio: 0.5 num_cache_chunks: 1024 train_data_path_and_name_and_type: - - dump/raw/train_nodev/wav.scp - speech - sound - - dump/raw/train_nodev/text - text - text valid_data_path_and_name_and_type: - - dump/raw/dev_4k/wav.scp - speech - sound - - dump/raw/dev_4k/text - text - text allow_variable_data_keys: false max_cache_size: 0.0 max_cache_fd: 32 valid_max_cache_size: null optim: adam optim_conf: lr: 0.0015 scheduler: warmuplr scheduler_conf: warmup_steps: 25000 token_list: - - - ▁the - ▁to - ▁and - ▁of - ▁we - ▁in - ▁that - ▁a - ▁our - s - ▁is - ▁on - ▁for - ▁as - ▁are - ▁you - ▁have - ▁i - ▁this - ▁with - ▁be - ▁so - ▁it - ▁will - ▁were - ▁at - ▁quarter - ▁but - ▁year - ▁more - ▁from - ▁business - ing - ▁think - ▁what - ▁not - ▁some - ▁us - ▁or - ▁by - ▁new - ▁well - ▁about - ▁do - ▁growth - ▁can - ▁which - ▁was - ▁an - ▁its - ▁there - ▁very - ▁these - ▁also - ▁market - ed - ▁continue - ▁all - ▁going - ▁see - ▁would - ▁now - d - ▁just - ▁been - ▁has - ▁weve - ▁over - ▁those - ▁they - ▁if - ▁time - ▁first - ▁where - ▁customers - ▁into - ▁out - ▁like - ▁how - ▁results - ▁other - ▁really - ▁last - ▁their - ▁up - ▁one - ▁expect - ▁than - ly - ▁look - ▁your - ▁because - ▁when - ▁through - ▁any - ▁get - ▁call - ▁good - ▁strong - ▁sales - ▁had - ▁believe - ▁then - ▁second - ▁revenue - ▁thats - ▁company - ▁performance - ▁years - ▁make - ▁product - ▁financial - ▁lot - ▁capital - ▁much - ▁cost - ▁could - ▁right - ▁both - ▁them - ▁impact - ▁terms - ▁future - ▁want - ▁dont - ▁value - ▁forward - ▁work - ▁next - ▁little - y - ▁back - ▁customer - ▁products - ▁bit - ▁increase - ▁number - ▁end - ▁take - ▁may - e - ▁while - ▁kind - ▁markets - ▁higher - ▁opportunities - er - ▁half - ▁able - ▁way - ▁during - ▁operating - ▁significant - ▁know - ▁better - ▁most - ▁go - ▁things - ▁cash - ▁focus - c - ▁2 - ▁say - ▁still - ▁im - ▁part - ▁point - ▁lower - r - ▁statements - ▁provide - ▁should - ▁being - ▁across - n - ▁need - ▁made - ▁team - ▁important - ▁opportunity - ▁line - al - ▁third - ▁today - ies - ▁people - ▁rate - ▁theres - ▁down - ▁many - ▁no - ▁fourth - ▁strategy - ▁looking - ▁portfolio - m - ▁continued - t - ▁before - ▁me - ▁price - ▁level - ▁industry - ▁around - ▁management - ▁youre - ▁great - ▁working - ▁demand - ▁investment - ▁additional - ▁due - ▁share - ▁thank - ▁even - ▁actually - ▁progress - ▁give - ▁here - ▁come - ▁plan - ▁only - ▁seeing - ▁few - ▁margin - ▁overall - ▁costs - ▁development - ▁further - ▁drive - ▁high - ▁service - p - ▁same - ▁grow - ▁current - ▁different - ▁result - ▁data - ▁seen - ▁3 - ▁technology - ▁coming - ▁doing - ▁services - ▁change - ▁earnings - ▁who - ▁positive - ▁key - ▁guidance - ▁start - ▁process - ▁again - ▁position - ▁turn - ▁full - ▁investments - ▁past - ▁forwardlooking - ▁support - in - ▁said - ▁improve - ▁did - ▁got - es - ▁given - ▁within - ▁environment - ▁basis - ▁based - ▁expected - ▁re - ▁increased - ▁sure - ▁my - ▁focused - ▁sort - ▁question - ▁help - ▁potential - ▁pricing - ▁large - ▁businesses - ▁months - ▁remain - ▁side - ▁such - ▁making - ▁program - ▁done - ▁balance - ▁maybe - ▁put - ▁something - o - ▁strategic - ▁production - ▁information - ▁ability - ▁interest - ▁platform - ▁move - ▁already - f - ▁couple - ▁use - b - ▁feel - ▁best - ▁mentioned - ▁acquisition - ▁several - ▁talk - ▁early - ▁each - ▁operations - ation - ▁segment - re - ▁expectations - ▁long - ▁q - ▁base - ▁deliver - ▁commercial - ▁tax - ▁assets - ▁rates - ▁order - ▁changes - k - ▁pleased - ▁experience - le - ▁build - ▁place - ▁period - ▁certain - ▁ill - ▁benefit - ▁including - ▁growing - ▁quarters - ▁improvement - ▁projects - ▁model - ▁under - ▁related - ▁initiatives - ▁flow - ▁fact - ▁addition - ▁companies - ▁activity - ▁driven - ▁areas - ▁factors - ▁getting - ▁margins - ▁net - ▁existing - ▁continues - ▁mix - ▁after - g - ▁term - ▁big - ▁levels - ▁s - ▁id - ▁volume - ▁income - ▁does - ▁theyre - ▁release - ▁pretty - ▁clients - ▁thing - ▁course - ▁project - ▁capacity - ▁probably - ▁might - ▁day - ▁competitive - ▁having - or - ▁every - ▁brand - a - ▁risk - ▁always - ▁marketing - ▁de - ▁global - ▁why - w - ▁mean - i - ▁actual - ▁c - ▁leverage - ▁solutions - ▁quite - ▁building - ▁another - ▁supply - ▁prices - ▁saw - ▁credit - ▁off - ▁digital - ▁yes - ▁update - ▁less - ▁world - ▁offset - ers - ▁conference - ▁real - ic - ▁view - ▁let - ▁core - ▁available - ▁recent - ▁moving - ▁earlier - ▁slide - ▁success - ▁system - ▁top - ▁quality - ▁obviously - ▁between - ▁operational - ▁review - ▁far - ▁efforts - ion - ▁area - ▁shareholders - ▁prior - ▁certainly - ▁group - ▁pipeline - ▁todays - ▁return - ▁range - ▁whether - ar - ▁understand - ▁expenses - ▁continuing - ▁trying - ▁primarily - ▁amount - ch - ▁retail - l - ▁low - ur - ▁questions - ▁taking - ▁2017 - ▁inventory - ▁4 - ▁consumer - u - ▁outlook - ▁set - able - ▁total - ▁5 - ▁presentation - ▁improved - ▁ahead - ▁contract - en - ▁since - ▁p - ▁structure - ▁expense - ▁major - ▁clear - ▁fiscal - ▁profitability - ▁approach - ▁add - ▁confident - ▁risks - it - ▁timing - ▁capabilities - ▁expand - ▁distribution - ▁companys - ▁increasing - ▁materially - ▁own - ▁partners - ▁expansion - ▁revenues - ▁invest - ▁however - ▁specific - ▁longterm - ▁youve - ▁solid - ▁hard - ▁ago - ▁2018 - ▁space - ▁benefits - ▁driving - ▁excited - ▁keep - ▁acquisitions - ▁plans - ▁talked - ▁increases - ▁differ - ▁small - ▁strength - ▁china - ▁particularly - ri - ▁sheet - ▁consistent - ▁begin - ▁perspective - x - ▁bring - ▁asset - ▁10 - ra - li - ▁stores - ▁network - ▁debt - ▁1 - ▁compared - ▁open - ▁sense - at - ▁f - ▁per - ▁un - ▁patients - ▁close - ▁control - ▁improving - ▁versus - ▁programs - 'on' - ▁average - ▁measures - ▁beginning - ▁numbers - ▁run - ne - ▁currently - ▁care - ▁needs - ▁significantly - ▁2016 - ▁trends - ▁create - ▁innovation - ▁scale - ▁conditions - ▁please - ▁starting - ▁okay - ▁together - ▁tell - ▁trend - th - ▁decline - ▁energy - ▁advantage - ▁points - ll - ▁anything - ▁organization - ▁volumes - ▁detail - ▁whats - ▁throughout - ▁transaction - ▁difficult - ma - an - ▁brands - ▁pay - ▁execution - ▁include - ▁profit - ▁towards - ▁deal - ta - ▁e - ▁health - ▁gas - ▁cause - ate - ment - ▁material - ▁similar - ▁access - ▁later - ▁larger - ▁greater - ▁reduce - ▁efficiency - ▁remains - ▁spend - ▁store - ▁organic - ▁international - ▁systems - ▁yet - ▁uncertaint - ▁record - ▁events - ▁comments - il - ▁power - ▁example - ▁ongoing - ▁note - ▁fully - ▁investors - ▁longer - ▁teams - ▁6 - ▁successful - ▁g - ▁oil - ▁direct - ▁announced - ▁morning - ck - ▁board - ▁infrastructure - ▁everyone - ▁sell - ▁find - ▁returns - ▁discuss - ▁front - se - ▁along - et - ive - ▁europe - ▁transition - ▁started - ▁track - ▁once - ▁case - ▁recently - ro - ▁allow - ▁talking - ▁particular - '1' - ▁achieve - ▁manage - ▁rest - ▁momentum - ▁providing - ▁become - st - ▁improvements - ▁press - ▁economic - ▁completed - ▁associated - ▁clearly - ▁shift - ▁report - ▁lines - ▁try - ▁guess - ▁activities - ▁discussed - ▁stock - ▁beyond - ▁segments - ▁previously - ▁size - ▁general - ▁impacted - ▁integration - ent - ▁confidence - ▁decision - ce - ▁pressure - ▁equity - ▁remarks - ▁regarding - ▁anticipate - ▁meaningful - ▁am - ▁offering - ▁issues - v - ▁effect - ▁reduction - ▁partner - ▁offer - ▁adjusted - ▁against - ▁annual - ▁too - ▁reason - ▁local - ▁launch - ▁delivering - ▁meet - h - as - ▁used - la - co - ▁incremental - ▁co - ▁website - ▁positioned - ▁target - ▁money - ▁equipment - ▁subject - ▁cycle - ▁he - ▁finally - ▁items - ▁slightly - ▁st - ul - ▁multiple - ▁percentage - ▁contracts - ▁guys - ▁quickly - ▁channel - ▁although - ▁without - ▁leadership - ▁relative - ▁actions - ▁especially - ▁selling - to - ▁con - ▁o - ▁resources - ▁using - ▁corporate - ▁construction - ▁spending - ▁possible - ▁unique - ▁address - '2' - ▁generate - ▁design - ▁answer - ▁manufacturing - ity - ▁public - ▁serve - ▁remind - ▁facility - ▁date - ▁combination - ▁comes - ▁maintain - ▁means - ▁comment - ▁complete - ▁online - ▁execute - ▁cloud - ▁employees - ▁included - ▁show - ▁free - ▁either - ▁pre - ▁taken - ▁content - ▁short - ▁details - ▁k - el - ▁loan - ▁job - ▁ensure - ▁until - ▁issue - ▁client - ▁challenges - ter - ▁didnt - ▁attractive - ▁various - ▁color - ▁type - ▁investing - ▁whole - ▁leading - ▁reflect - ▁t - ▁play - ▁clinical - ▁single - ▁thanks - ▁home - ▁negative - ▁previous - ▁government - ▁chain - ▁month - ▁moment - ▁exchange - ▁situation - ▁wanted - ▁productivity - ▁step - ▁marketplace - ▁thinking - ▁turning - ▁bank - ▁b - ▁regulatory - ▁forecast - ▁solution - ▁happen - ▁relationships - tic - ▁stronger - ▁ive - ▁largest - ▁committed - ▁thought - ▁ - ▁form - ▁discussion - ▁develop - ▁goal - ▁20 - ▁deals - ▁sale - ▁despite - ▁profitable - ▁consumers - ▁relatively - ized - ▁following - ▁hope - ▁delivered - na - z - ▁portion - ▁life - ▁favorable - est - ▁anticipated - ▁savings - ▁unit - ▁combined - mi - ▁lead - ▁season - ▁2019 - ry - ▁bottom - ▁transformation - ▁mi - ▁likely - ▁underlying - ke - ▁ebitda - ▁prepared - ▁youll - ▁ways - ▁entire - ▁provided - ▁respect - ▁delivery - ▁havent - ▁cant - ▁least - ▁days - ▁flat - ▁nongaap - ti - ating - ▁near - ▁though - '3' - ▁category - ▁highly - ▁normal - ▁orders - ated - ▁enterprise - de - ol - ▁flexibility - te - ▁dividend - ▁gives - ▁closing - ▁experienced - ▁generally - me - ▁account - ▁critical - ▁private - ▁built - ▁industrial - ▁agreement - ▁majority - ▁came - ▁bo - ▁18 - ▁generation - ▁ro - ▁test - age - ▁expanding - ▁week - ▁upon - ▁center - ▁buy - ▁therefore - ▁everything - ▁initial - ▁enhance - ▁specifically - up - ▁challenging - ▁quarterly - ▁effective - ▁efficient - ▁accelerate - ization - ▁currency - ▁hand - ▁commitment - ▁doesnt - ▁property - ▁competitors - ▁country - ▁strategies - ▁commission - ▁required - ▁pro - ▁12 - ▁active - '00' - ▁fair - ▁phase - ▁state - '4' - ▁competition - ▁ever - ▁provides - ▁decrease - ▁largely - ▁technologies - ▁region - ▁premium - ▁win - ▁software - ▁facilities - ▁trade - ally - ▁pace - ve - ▁weeks - ▁loss - ▁mobile - ▁securities - ▁book - ▁h - ▁profile - ▁behind - ▁his - ▁final - ▁lets - ▁d - com - ▁smaller - ▁meeting - ▁extremely - ▁enable - ▁insurance - ▁field - ▁enough - line - ▁stable - ▁ourselves - rs - ▁allows - is - ▁rather - ▁planning - ▁relationship - ▁patient - ▁sector - ▁recovery - ▁safety - ▁happy - ▁reported - ▁sustainable - ▁operate - ant - ia - ▁individual - ▁internal - ▁categories - ▁accounts - ▁includes - ▁reach - ▁loans - ▁away - ▁assumptions - ▁running - ▁reduced - ▁contribution - ▁effort - ▁speak - ▁transactions - ▁food - ▁wondering - ness - ▁exactly - id - po - ▁achieved - ▁estate - um - ize - ▁parts - am - ▁ex - ▁metrics - ▁gaap - ▁obligation - ▁above - ▁basically - ▁offerings - ▁present - ▁factor - ▁weather - ▁applications - ▁outside - ca - ▁units - ▁faster - ▁gain - ▁partially - ▁makes - ▁appropriate - ▁study - ▁7 - ▁added - ▁accounting - ▁8 - ▁security - ▁efficienc - ▁land - ▁plant - ▁discussions - ▁main - ▁channels - ad - ▁received - ▁r - ▁exciting - ▁m - ▁reflects - ▁seems - ▁investor - ▁restructuring - ▁fund - ▁consider - ▁fuel - ▁directly - ▁developing - ▁took - ▁national - ▁middle - nt - ▁tend - ▁car - ▁dis - ▁changed - ▁ultimately - us - ▁ramp - ▁light - ▁times - ▁mo - ▁integrated - ▁shareholder - ▁footprint - ▁completion - ▁stay - ▁statement - ▁response - ▁changing - ▁force - ▁joining - ▁ratio - ▁adding - ▁traffic - ▁community - ▁highlight - ▁labor - ▁mind - ▁typically - ▁reasons - ▁substantial - ▁fleet - ors - ▁drivers - ▁decisions - ▁capability - sh - ▁cover - ▁17 - ▁january - ▁robust - ▁media - ▁purchase - ▁opening - ▁managing - im - ▁po - ▁creating - ▁healthy - ▁found - ▁platforms - ▁expectation - ▁gains - ▁options - ▁water - ▁december - ▁almost - ▁comp - ▁others - ▁processes - ist - ot - ▁engagement - ▁advertising - ▁page - ▁read - ▁happening - ▁predict - ▁disconnect - ▁importantly - ▁vi - ▁natural - ▁primary - ▁yield - ▁backlog - ▁potentially - ▁foundation - ▁direction - ▁9 - ▁l - ▁late - ▁executing - lo - ▁nature - ▁office - tion - ▁conversion - ▁understanding - ▁traditional - ▁driver - ▁non - ▁fall - ▁optimistic - ▁bringing - ▁planned - ▁safe - ▁filings - ▁refer - ▁excellent - ▁putting - ▁saying - ▁limited - ▁historical - ▁comfortable - ▁effectively - ▁15 - ▁highlights - ▁march - ▁million - ▁goes - ▁research - ▁necessary - ph - ▁visibility - ▁needed - ▁standard - ▁proud - ▁liquidity - ▁cases - ▁assume - ▁asia - ▁countries - ▁funding - ▁disciplined - ▁tremendous - ence - ▁headwind - ting - ▁losses - ▁ask - ▁else - ▁targets - ▁comparable - ▁encouraged - ▁lease - ▁standpoint - ▁mid - ▁path - ▁bigger - ▁regions - ▁wouldnt - ac - ▁30 - ▁recognize - ▁volatility - ▁fit - ▁launched - ▁franchise - ▁june - em - ▁financing - ▁maintenance - ▁live - ▁difference - ▁never - ary - ▁september - ▁extent - ▁members - ▁expanded - ▁approximately - pa - ▁fixed - ▁utilization - ▁role - ▁remaining - ▁broader - ▁capture - mo - ▁perhaps - ▁hold - mp - ▁detailed - ▁types - ▁budget - ▁n - ▁reducing - ▁focusing - tr - ▁operation - ▁sold - based - ▁economy - ▁bill - ▁properties - ▁theyve - ▁ready - ▁appreciate - ▁partnership - ▁intend - ▁proposition - ▁exposure - ▁medical - ▁below - ▁interesting - ▁domestic - ▁dollars - 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