--- tags: - espnet - audio - automatic-speech-recognition language: en datasets: - coraal license: cc-by-4.0 --- ## ESPnet2 ASR model ### `kalbin/coraal_wavlm_conformer` This model was trained by Kalvin Chang using coraal recipe in [espnet](https://github.com/espnet/espnet/). ### Demo: How to use in ESPnet2 Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html) if you haven't done that already. ```bash cd espnet git checkout 11a41ccd01ea619dc928a34236322430aac59906 pip install -e . cd egs2/coraal/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model kalbin/coraal_wavlm_conformer ``` WARNING: No ICDs were found. Either, - Install a conda package providing a OpenCL implementation (pocl, oclgrind, intel-compute-runtime, beignet) or - Make your system-wide implementation visible by installing ocl-icd-system conda package. # RESULTS ## Environments - date: `Thu Aug 29 22:20:14 EDT 2024` - python version: `3.9.18 (main, Sep 11 2023, 13:41:44) [GCC 11.2.0]` - espnet version: `espnet 202402` - pytorch version: `pytorch 1.12.1` - Git hash: `dec40a70f8a9bdf2adc44b77cb1548e2dfcd5ba2` - Commit date: `Thu Aug 29 19:30:13 2024 +0000` ## exp/asr_train_asr_wavlm_conformer_raw_en_bpe5000_sp ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_asr_model_valid.acc.best/test|4351|80482|90.6|7.7|1.7|1.2|10.6|63.9| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_asr_model_valid.acc.best/test|4351|385167|95.5|2.1|2.4|1.7|6.2|63.9| ### TER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_asr_model_valid.acc.best/test|4351|93612|88.7|6.7|4.7|2.1|13.5|63.9| ## ASR config
expand ``` config: conf/tuning/train_asr_wavlm_conformer.yaml print_config: false log_level: INFO drop_last_iter: false dry_run: false iterator_type: sequence valid_iterator_type: null output_dir: exp/asr_train_asr_wavlm_conformer_raw_en_bpe5000_sp ngpu: 1 seed: 2022 num_workers: 4 num_att_plot: 0 dist_backend: nccl dist_init_method: env:// dist_world_size: 2 dist_rank: 0 local_rank: 0 dist_master_addr: localhost dist_master_port: 60725 dist_launcher: null multiprocessing_distributed: true unused_parameters: false sharded_ddp: false use_deepspeed: false deepspeed_config: null cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: false use_tf32: false collect_stats: false write_collected_feats: false max_epoch: 70 patience: null val_scheduler_criterion: - valid - loss early_stopping_criterion: - valid - loss - min best_model_criterion: - - valid - acc - max keep_nbest_models: 10 nbest_averaging_interval: 0 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: true log_interval: 400 use_matplotlib: true use_tensorboard: true create_graph_in_tensorboard: false use_wandb: false wandb_project: null wandb_id: null wandb_entity: null wandb_name: null wandb_model_log_interval: -1 detect_anomaly: false use_adapter: false adapter: lora save_strategy: all adapter_conf: {} pretrain_path: null init_param: [] ignore_init_mismatch: false freeze_param: - frontend.upstream num_iters_per_epoch: null batch_size: 20 valid_batch_size: null batch_bins: 16000000 valid_batch_bins: null train_shape_file: - exp/asr_stats_raw_en_bpe5000_sp/train/speech_shape - exp/asr_stats_raw_en_bpe5000_sp/train/text_shape.bpe valid_shape_file: - exp/asr_stats_raw_en_bpe5000_sp/valid/speech_shape - exp/asr_stats_raw_en_bpe5000_sp/valid/text_shape.bpe batch_type: numel valid_batch_type: null fold_length: - 80000 - 150 sort_in_batch: descending shuffle_within_batch: false sort_batch: descending multiple_iterator: false chunk_length: 500 chunk_shift_ratio: 0.5 num_cache_chunks: 1024 chunk_excluded_key_prefixes: [] chunk_default_fs: null chunk_max_abs_length: null chunk_discard_short_samples: true train_data_path_and_name_and_type: - - dump/raw/train_sp/wav.scp - speech - sound - - dump/raw/train_sp/text - text - text valid_data_path_and_name_and_type: - - dump/raw/dev/wav.scp - speech - sound - - dump/raw/dev/text - text - text multi_task_dataset: false allow_variable_data_keys: false max_cache_size: 0.0 max_cache_fd: 32 allow_multi_rates: false valid_max_cache_size: null exclude_weight_decay: false exclude_weight_decay_conf: {} optim: adam optim_conf: lr: 0.002 weight_decay: 1.0e-06 scheduler: warmuplr scheduler_conf: warmup_steps: 15000 token_list: - - - ▁i - '''' - ▁and - ▁the - s - ▁to - ▁you - ▁a - ▁it - ▁that - ▁was - t - ▁like - ▁know - ▁in - ▁uh - ▁of - ▁they - ▁we - ▁um - ▁my - ▁so - ▁he - ▁but - ▁just - ▁she - ▁on - ▁had - ▁me - ▁there - ▁have - ▁don - m - ▁what - ▁then - ▁go - ▁this - ▁for - ▁when - ▁be - ▁all - ▁up - ▁one - ▁would - ▁yeah - ▁with - ▁out - ▁well - ▁got - d - ▁no - ▁get - ▁or - ▁do - ing - ▁at - ▁about - ▁not - ed - ▁people - ▁if - ▁going - ▁can - n - ▁think - ▁is - ▁say - ▁school - ▁mm - ▁see - ▁from - ▁time - ▁because - ▁were - ▁didn - ▁cause - ▁really - ▁her - ▁now - ▁some - ▁him - re - ▁back - ▁mean - ▁lot - ▁here - ▁oh - ▁went - ▁as - ▁could - ▁want - em - ▁where - ▁said - ▁right - ▁something - ▁other - ▁' - ▁little - ▁come - ▁hm - ▁did - ▁two - ve - ▁used - ▁down - ▁your - ▁how - ▁his - ▁over - ▁them - ▁are - ▁good - ▁around - ▁been - ▁us - ▁more - ▁s - ▁yes - ll - ▁thing - ▁things - ▁who - ▁never - ▁put - ▁man - ▁way - ▁too - ▁take - ▁always - ▁kind - ▁our - ▁first - y - ▁play - ▁home - ▁d - ▁different - ▁even - ▁much - ▁remember - ▁let - ▁house - ▁make - ▁stuff - ▁years - ▁day - ▁kids - in - ▁came - ▁still - ▁c - ▁after - ▁their - ▁three - ▁mother - ▁work - ▁everything - ▁saying - ▁very - ▁wasn - ▁everybody - e - ▁by - ▁street - ▁these - ▁year - ▁into - ▁tell - ▁w - ▁high - ▁doing - ▁okay - ▁person - ▁wanted - ▁those - ▁only - ▁every - ▁off - ▁feel - ▁guess - ▁than - ly - ▁ - ▁most - ▁teacher - ▁look - ▁money - ▁five - ▁four - ▁started - ▁anything - ▁big - ▁old - ▁give - ▁same - ▁somebody - ▁why - ▁which - ▁any - ▁an - ▁try - ▁f - ▁before - ▁call - ▁has - ▁love - ▁through - ▁probably - ▁mom - ▁side - ▁m - ▁talk - ▁nothing - ▁last - ▁new - er - ▁t - ▁real - ▁maybe - o - ▁grade - ▁else - ▁told - ▁made - ▁black - ▁family - ▁being - ▁together - ▁took - ▁live - ▁friends - ▁actually - ▁getting - ▁stay - ▁name - ▁car - ▁another - ▁place - ▁lived - ▁trying - ▁start - ▁though - ▁whole - ▁talking - ▁shit - ▁long - ▁life - ▁might - ▁pretty - ▁neighborhood - ▁thought - ▁girl - ▁coming - ▁called - ▁twenty - ▁y - ▁brother - ▁father - ▁white - ▁sister - ▁keep - ▁boy - ▁moved - ▁huh - ▁p - ▁class - ▁knew - ▁until - ▁will - ▁part - ▁night - r - ▁many - ▁next - ▁b - ▁sometimes - ▁o - ▁help - ▁need - ▁r - ▁nice - ▁find - ▁ten - ▁bad - ▁children - ▁end - ▁should - l - ▁n - ▁whatever - ▁course - ▁l - ▁six - ▁sure - ▁older - ▁away - ▁own - ▁better - ▁usually - ▁hit - ▁once - ▁played - ▁playing - ▁ever - ▁watch - ▁type - ▁best - ▁does - ▁myself - ▁ball - ▁eight - ▁th - ▁point - ▁job - ▁care - ▁college - ▁each - ▁east - ▁g - ▁far - ▁city - ▁walk - ▁area - ▁done - ▁since - ▁guy - ▁while - ▁town - ▁fun - ▁saw - ▁girls - ▁looking - ▁music - ▁again - ▁seven - ▁thirty - ▁south - ▁room - ▁turn - ▁hard - ▁sometime - ▁boys - ▁pay - ▁left - ▁nobody - ▁run - ▁e - ▁parents - ▁dad - ▁fight - ▁h - ▁seen - ▁basketball - ble - ▁supposed - a - ▁nine - ▁couple - ▁princeville - ▁dog - ▁k - ▁believe - ▁certain - i - ▁park - ▁water - ▁working - ▁ga - ▁stayed - ies - ▁worked - ▁buy - ▁team - 'on' - ▁outside - or - ▁group - ▁sit - ▁bit - ▁god - ▁show - ▁game - ▁dollars - ▁living - ▁happened - ▁church - ion - ▁kid - ▁few - ▁community - ▁hundred - ▁close - ▁born - ▁v - ▁use - ▁grandmother - ▁world - ▁building - ▁door - ▁happen - al - ▁young - ▁line - ▁christmas - all - ▁football - ▁also - ▁either - ▁grew - ▁may - c - es - th - ▁found - ▁yep - ▁store - ▁definitely - ▁learn - ▁child - ▁won - ▁ask - ▁move - ▁times - ▁lady - ▁middle - ▁week - ▁jump - ▁throw - ▁sort - ▁friend - ▁change - ▁sh - ▁basically - ▁hide - ▁age - ▁nineteen - ▁fact - ▁enough - ▁beat - ▁having - ▁ago - ▁ima - ▁son - ▁club - ▁mostly - ▁hear - ▁u - ▁mind - ▁j - ▁baseball - ▁crazy - ▁bring - ▁growing - ▁leave - ▁set - ▁catch - p - ▁great - ▁morning - ▁anyway - ▁head - ▁days - ▁quite - ▁someone - ▁across - ▁places - ▁reason - ▁matter - ▁guys - ▁half - ▁married - ▁second - ▁teachers - ▁cool - ▁avenue - ▁heard - ▁today - ▁naw - ▁under - ▁somewhere - ▁fifty - ▁pick - ▁haven - ▁understand - ▁baby - ▁north - ▁york - ▁ready - ▁both - ▁almost - ▁favorite - ▁open - ▁movie - ▁along - ▁clothes - ▁making - ▁forty - ▁younger - u - g - ▁felt - ▁read - ▁business - ▁already - ▁sitting - ▁looked - ar - ▁stop - ▁goes - ▁fifteen - ▁funny - as - ▁gone - est - ▁dur - ▁small - ▁front - ▁history - ▁program - ▁english - ▁running - ▁stand - ▁food - ▁shoot - ▁kept - ▁twelve - ▁trouble - ▁wife - ▁games - ▁hand - ▁husband - ▁till - ▁math - ▁daughter - ▁learned - b - ▁summer - ▁anybody - ▁shot - ▁party - ▁re - ▁liked - ▁thousand - ▁corner - h - ▁book - ▁eat - ▁ma - ▁west - ▁telling - ▁hair - ▁hey - ▁top - ▁tree - ▁experience - ▁un - ▁died - ▁elementary - ▁finally - ▁sauce - ▁wrong - ▁cut - ▁apartment - ▁asked - clock - ▁doctor - ▁break - ▁bus - ▁hang - ▁meet - ▁da - en - ▁hospital - ▁maryland - ▁decide - ▁fire - ▁taking - ▁tag - ▁education - ▁taught - ▁tried - ▁rest - ▁passed - ▁number - ▁wish - ▁between - ▁caught - ▁raised - ▁block - ic - ▁later - ▁feet - ially - ▁ride - ▁third - ▁behind - ▁road - ▁realize - ▁particular - ▁brought - ▁speak - ▁fighting - ▁junior - ▁lower - ▁fuck - ▁rock - ▁forget - ▁anymore - ▁sound - ▁says - espec - ▁major - ▁science - ▁early - ▁ran - ▁listen - ▁wait - f - ▁band - ▁sixty - ▁art - ▁comes - ▁months - ity - ▁office - ▁red - ▁am - ▁sports - ▁less - ▁fourteen - ▁push - ▁ninety - ▁deal - ▁chance - ▁phone - ▁police - ▁yet - ▁movies - ▁count - ▁cook - ▁service - ▁sixth - ▁main - ▁thinking - ▁problem - ▁figure - le - ▁clean - ting - ▁dance - ▁word - ▁center - us - ▁met - ers - ▁needed - ▁late - ▁became - ▁depend - ▁such - ▁eighty - ▁changed - ▁hate - ▁hurt - ment - ▁st - ▁drive - ▁stopped - ▁story - ▁brothers - ▁killed - ▁drugs - ▁hot - ▁hold - ▁past - ▁southeast - ▁mama - ▁picture - ver - ▁train - ▁niggas - ▁al - ▁sick - ▁mess - ▁ones - ▁reading - ▁social - ▁co - ▁ended - ▁die - ▁washington - ▁rope - ▁bought - ▁seventy - ▁classes - ▁flood - el - ▁virginia - an - ▁stick - ▁whoever - ▁graduated - ▁bed - able - am - ▁knock - ▁marbles - ▁seeing - ▁full - ▁scared - ▁field - ▁nin - ▁pull - ▁act - ▁fell - ▁difference - ▁bruh - ▁least - ▁mumb - ▁seem - ▁treat - ▁teach - ▁eleven - ▁rochester - ▁everyone - k - ▁paper - ▁mine - ▁state - ▁kill - ▁lost - ▁roll - ▁moving - ▁court - ▁face - ▁broke - ▁without - ▁sell - ▁nigga - ▁base - ▁sixteen - ▁short - ▁mad - ▁lunch - ▁write - ▁detroit - ▁study - ▁true - ▁exactly - ▁yourself - ▁carry - ▁miss - ▁cousin - ▁heart - it - ▁walked - ▁walking - ▁touch - ry - ▁weird - ▁free - ▁words - ▁light - ▁bar - ▁pass - ▁step - ▁playground - ▁interested - ▁none - ▁question - ▁song - ▁houses - ▁po - ▁sleep - ▁send - ▁trick - ra - ▁sing - ▁farm - ▁president - ▁whether - ▁consider - ▁piece - ▁men - ▁interesting - ▁wa - ▁truck - ▁month - ▁drink - ▁beautiful - ▁sign - ▁bridge - ▁woman - is - ▁oldest - ▁fucking - ce - ▁cat - ▁station - ▁bunch - ▁fall - ▁schools - ▁aunt - ation - w - ▁forgot - ▁dinner - ever - ▁floor - ▁mo - ▁rent - ▁straight - ▁dead - ▁fifth - ▁against - ▁fourth - sh - ter - ▁con - v - ▁fix - ▁dress - ▁weeks - ▁thirteen - ▁grandma - ▁tarboro - ▁damn - ▁named - ▁uncle - ▁happening - ▁plan - ▁safe - ▁birthday - ▁carolina - ▁public - ▁worry - ▁leader - ▁pre - ▁smart - ▁ring - ▁principal - ▁housing - ▁cross - ▁downtown - ▁track - ▁draw - ▁seek - ▁kick - ▁eyes - ▁circle - ▁quiet - ▁power - ▁country - ▁board - ▁must - ▁atlanta - ▁seventh - ▁hours - ▁situation - ▁books - ▁sisters - ▁everywhere - ▁nurse - ▁sunday - ▁answer - ▁rather - ▁ground - ▁families - ▁students - ▁eighth - ▁african - ▁hall - ▁yard - ▁case - ▁regular - ▁except - ▁culture - ▁chicken - ▁become - ▁projects - ▁check - ▁war - ▁happy - ▁period - ▁seventeen - ▁paid - ▁sir - ▁air - ▁minute - ▁hour - ▁american - ▁grow - ▁box - ▁unless - ▁table - ▁hill - ▁singing - ive - ▁idea - ▁toward - ness - ▁eighteen - ▁afford - ▁giving - ▁color - ten - ▁fella - ily - ▁space - ▁degree - ▁poor - ▁fine - ▁save - ▁drug - rew - ▁wear - ▁picked - ▁win - ▁enjoy - ▁ch - ie - ▁law - ▁large - ▁lock - ▁literally - ▁private - ▁spanish - ▁body - ▁river - ▁feeling - il - ▁desk - ▁brown - ▁excuse - ▁georgia - ▁level - ▁market - ▁sent - ▁yo - ▁system - ▁gun - ▁visit - land - ▁fast - ▁potato - ▁rough - ▁blood - ▁built - ne - ▁record - ate - ▁lose - ▁fair - ful - ▁dancing - ▁involve - ▁northeast - ▁senior - ▁classroom - ▁near - ▁order - ▁severa - ▁minutes - ▁force - ▁race - x - ▁spend - ▁general - stead - ▁biggest - ▁bigger - ▁blue - ▁theater - ▁pool - ▁attention - ▁parties - ▁taken - ent - um - ▁fellas - ▁evening - man - ▁forth - ▁weekend - ▁low - ▁friday - ▁government - ▁interview - ▁television - ▁foot - ▁gym - ▁post - ▁finished - ▁wh - ▁player - ▁hands - ty - ▁streets - ▁holler - ▁finish - ▁special - ▁test - ▁lives - ▁cars - ▁dark - ▁follow - ▁glad - ▁women - ▁spot - son - ▁shoes - ul - se - ▁drop - ▁dogs - ▁helped - ▁thank - ▁pictures - ▁camp - ▁department - ▁eventually - ▁florida - ▁french - ▁lord - ▁respect - ▁sense - ▁hope - ▁wall - ▁hi - ▁often - ▁li - ▁dude - ▁bike - ▁coach - ▁develop - ▁single - ▁awhile - ▁green - ous - ▁lay - ▁star - ▁learning - ton - ▁la - ▁bro - ▁wood - ▁bag - ▁recall - ▁tight - ▁homework - ▁allowed - ▁meeting - ▁hanging - ▁travel - ▁build - ▁fish - ▁shop - ▁hop - ▁northwest - ▁further - ▁important - ▁beginning - ▁issue - ▁reach - ▁position - ▁cent - ▁necessar - ▁income - ▁hood - ▁colored - ▁ba - ▁teaching - ge - ▁calling - ▁soon - age - ▁dis - ▁grand - ▁valdosta - ▁extra - ▁square - ▁ahead - lo - ▁sorry - ▁de - ▁sad - ▁inside - ur - ▁asking - ▁window - ▁student - ▁john - ▁afraid - ▁arithmetic - ▁relationship - ▁themselves - ▁wow - ▁unit - ▁opportunity - ▁county - ▁hell - ▁standing - ▁mu - ally - ▁fights - ▁girlfriend - ▁anywhere - ▁company - ▁stories - ▁bathroom - ▁swimming - ▁bedroom - ▁explain - ▁parent - ▁bother - ▁cop - ▁chase - ▁looks - ▁pu - z - ▁programs - ▁alabama - ▁catholic - ▁michigan - ▁ooh - ▁military - ▁guard - ch - ▁round - ▁laugh - ▁cold - ▁mixed - ▁di - ▁tall - ▁ca - ▁king - ▁steps - ▁pro - side - ▁kitchen - ▁section - ▁easy - ▁georgetown - ▁jail - ▁plus - ▁daddy - ▁boat - ▁tired - ▁gang - ▁gold - ia - ▁enjoyed - ▁training - ▁seat - ▁folks - ▁ho - ▁shooting - id - ▁states - ▁graduate - ▁serious - though - ▁quarter - ▁halloween - ▁shirt - ▁dream - ▁radio - ▁blow - ▁anyone - ▁army - ▁rap - ▁tenth - ▁nope - ▁dollar - ▁grown - ▁dumb - ▁goal - ▁waiting - ▁accident - ▁brooklyn - ▁death - ▁wrote - ▁backyard - ▁sweet - ▁deep - ▁candy - ▁chuck - ▁works - ▁instance - ▁riding - ▁spelling - ▁neighborhoods - ▁shows - ish - ▁wants - ▁songs - ial - ▁amount - ▁bottle - ▁computer - ▁popular - ▁recreation - ▁yesterday - ▁bank - ▁season - ▁sub - ▁spen - ▁seems - ▁language - ▁chair - op - ▁eye - ▁marble - ▁card - ▁parts - te - ▁grades - ▁neighbors - ▁ne - ▁mix - ▁german - ▁negro - ▁california - ▁driving - ▁grandfather - ▁jefferson - ▁tough - ▁mouth - ▁completely - ▁quit - ▁pin - ▁support - ▁buildings - ▁sat - ▁ah - tion - ▁miles - ▁areas - ▁pet - ▁jobs - ant - ▁bell - ▁possibl - ▁bicycle - ▁boyfriend - ▁kickball - ▁mississippi - ▁original - ▁strict - ▁snow - ▁winter - ▁development - ▁campus - ▁honestly - ▁wake - ▁worse - ▁crowd - ance - ine - ▁saturday - ▁restaurant - 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▁stitches - ▁strategies - ▁substitute - ▁temptation - ▁touchdown - ▁tractor - ▁ultimate - ▁umbrella - ▁unknown - ▁unsafe - ▁upbringing - ▁vampire - ▁vertical - ▁website - ▁whiskey - ▁windshield - ▁wisconsin - ▁bloom - ▁cafe - ▁carpent - ▁combine - ▁defici - ▁disrupti - ▁drastic - ▁fibro - ▁kidnapped - ▁laptop - ▁midterm - ▁morgan - ▁occup - ▁peek - ▁rossi - ▁whatsoever - ▁baham - ▁bamboo - ▁cashier - ▁shaw - ▁statistic - ▁tangy - ▁curtain - ▁flirt - ▁charging - ▁dabble - ▁enemies - ▁fela - ▁lansing - ▁legend - ▁observe - ▁panick - ▁steel - ▁beasley - ▁dormitor - ▁identifie - ▁stella - aneous - ▁describe - ▁emotions - ▁richard - ▁colon - ▁playstation - ▁repeat - ▁tiger - ▁monster - ▁grind - ▁hippie - ▁antoine - ▁conscien - ▁pride - ▁task - ▁sponsorship - tician - ▁charles - ▁renam - ▁dragging - ▁shun - ▁tales - ▁ambitio - ▁apol - ▁compete - ▁orlando - ▁protest - ▁vision - ▁ebon - ▁latinos - ▁golf - ▁consume - ▁beginner - ▁clark - ▁crackhead - ▁luc - ▁rigged - ▁keyboard - ▁turtle - ▁edit - ▁assessment - ▁kirk - ▁paddle - agging - ▁auto - ▁investigation - ▁translat - ▁addition - ▁audition - ▁quarterback - ▁peach - ▁popped - ▁grey - ▁poisonous - ▁nickel - ▁european - ▁hillbillies - ▁decade - ▁spice - ▁wreck - ▁straw - ▁taylor - ▁academically - ▁tickle - ▁tele - ▁knight - ▁solid - ▁rocket - ▁organic - ▁effective - ▁evil - ▁punishment - ▁bolo - ▁boone - ▁bind - ▁boil - ▁plantation - ▁veterinary - ▁jet - ▁strap - ▁refi - ▁handicap - ▁scam - ▁lying - ▁fro - licit - ▁import - ▁expectation - ▁discussion - ▁production - ▁hound - ▁stream - ▁groov - ▁batter - ▁moral - kward - ▁kong - ▁digest - ▁pitch - lerate - ▁triple - ▁flash - ▁peel - ponent - ▁cheaper - cult - ▁dero - miss - ▁hustler - ▁maxi - ▁sucker - ▁contractor - ▁vici - ▁doct - ldest - gage - ▁forks - ▁pace - ▁rex - ▁cub - iani - ▁vat - opol - ▁mira - ▁cheerleader - ▁spon - ▁occurr - ▁sharp - ▁maca - 'off' - ▁mosqu - ▁merc - ▁stru - ▁float - ▁pincher - ▁consol - ▁slapp - ▁flipp - niversa - ▁hack - ▁roman - zzy - ▁sala - ▁qualif - rites - ▁hamp - cky - ▁specialize - ▁resu - omic - ▁designate - ▁lou - ictoria - ▁qui - ▁scarie - ▁stripp - gator - ▁educat - orado - ▁drag - bur - ▁assassinate - ▁evacuat - ▁serv - ▁contribute - ames - ▁ignor - scotch - ▁dramati - intend - ▁dru - apped - ▁mich - inos - urb - motion - pri - arco - imitation - ▁rubb - ▁prop - ▁approve - ▁grou - writer - culi - ipping - ▁accu - ▁instrument - ▁nerve - agon - cross - venue - tlanta - tribute - ▁refu - illions - ▁crow - ▁bleed - ▁discover - zard - ▁froze - ▁steve - ▁categor - ▁equa - ▁twent - invent - wealth - fellas - wife - heard - ▁voca - credit - fair - damn - ▁hillbill - mediate - tub - protecti - ▁milita - ▁detect - mpkins - ▁villa - ▁applica - ▁situat - ▁patro - ▁viol - ▁satisf - ified - ▁distract - hire - ▁distinct - ▁landscap - egitimate - equently - essori - istration - nunciat - ▁adapt - ▁aeroplane - ▁archery - ▁blimmy - ▁blindfold - ▁blossom - ▁blunt - ▁boutique - ▁broadcast - ▁budget - ▁carnival - ▁cecilia - ▁certified - ▁chitlins - ▁christopher - ▁companies - ▁competitor - ▁condemn - ▁consequence - ▁continuous - ▁corridor - ▁couzens - ▁crucial - ▁dandelion - ▁daydream - ▁demographic - ▁desire - ▁destination - ▁devices - ▁dexter - ▁disconnected - ▁disgusted - ▁document - ▁dubai - ▁elephant - ▁engrav - ▁enhance - ▁enlighten - ▁envelope - ▁escort - ▁eyeglass - ▁facility - ▁feature - ▁fingernail - ▁fundamental - ▁fundraise - ▁gigantor - ▁gimmick - ▁grip - ▁hamburger - ▁harmony - ▁haunted - ▁hinder - ▁hindsight - ▁homemaker - ▁hyattsville - ▁ibiza - ▁insecure - ▁inspirational - ▁institute - ▁intercept - ▁interrupt - ▁iroquois - ▁irritating - ▁jacque - ▁journalism - ▁kesselring - ▁knapsack - ▁knuckle - ▁laguardia - ▁lawrence - ▁leonard - ▁lesbian - ▁lipstick - ▁literac - ▁lodging - ▁macedonia - ▁magnif - ▁manhunt - ▁mechanism - ▁melbourne - ▁midwives - ▁milkshake - ▁mitchell - ▁mumps - ▁murphy - ▁netflix - ▁nuggets - ▁oregon - ▁originator - ▁overwhelm - ▁pandora - ▁pantsuit - ▁passenger - ▁password - ▁permission - ▁photo - ▁potomac - ▁pranks - ▁predator - ▁procedure - ▁profanity - ▁psychologist - ▁pyramid - ▁razor - ▁rearrange - ▁reflect - ▁reminisc - ▁renovat - ▁sacrific - ▁sanctuary - ▁seminole - ▁sermon - ▁shakur - ▁smother - ▁spelman - ▁spooky - ▁squir - ▁stairway - ▁stigma - ▁stimples - ▁stroller - ▁stunt - ▁sullivan - ▁superhero - ▁supermarket - ▁superstition - ▁sympathetic - ▁syracuse - ▁taunt - ▁technique - ▁thunder - ▁tissue - ▁trinidad - ▁unhappy - ▁unpleasant - ▁upgrade - ▁vanilla - ▁velvet - ▁vladeck - ▁voucher - ▁yachty - ▁yankee - ▁yuppie - dequ - ▁busboy - ▁jewel - ▁method - ▁pioneer - ▁apron - '0' - '1' - '4' - q - init: null input_size: null ctc_conf: dropout_rate: 0.0 ctc_type: builtin reduce: true ignore_nan_grad: null zero_infinity: true brctc_risk_strategy: exp brctc_group_strategy: end brctc_risk_factor: 0.0 joint_net_conf: null use_preprocessor: true use_lang_prompt: false use_nlp_prompt: false token_type: bpe bpemodel: data/en_token_list/bpe_unigram5000/bpe.model non_linguistic_symbols: null cleaner: null g2p: null speech_volume_normalize: null rir_scp: null rir_apply_prob: 1.0 noise_scp: null noise_apply_prob: 1.0 noise_db_range: '13_15' short_noise_thres: 0.5 aux_ctc_tasks: [] frontend: s3prl frontend_conf: frontend_conf: upstream: wavlm_large download_dir: ./hub multilayer_feature: true fs: 16k specaug: specaug specaug_conf: apply_time_warp: true time_warp_window: 5 time_warp_mode: bicubic apply_freq_mask: true freq_mask_width_range: - 0 - 27 num_freq_mask: 2 apply_time_mask: true time_mask_width_ratio_range: - 0.0 - 0.05 num_time_mask: 5 normalize: utterance_mvn normalize_conf: {} model: espnet model_conf: ctc_weight: 0.3 lsm_weight: 0.1 length_normalized_loss: false extract_feats_in_collect_stats: false preencoder: linear preencoder_conf: input_size: 1024 output_size: 80 encoder: conformer encoder_conf: output_size: 256 attention_heads: 4 linear_units: 1024 num_blocks: 12 dropout_rate: 0.1 positional_dropout_rate: 0.1 attention_dropout_rate: 0.1 input_layer: conv2d normalize_before: true macaron_style: true rel_pos_type: latest pos_enc_layer_type: rel_pos selfattention_layer_type: rel_selfattn activation_type: swish use_cnn_module: true cnn_module_kernel: 31 postencoder: null postencoder_conf: {} decoder: transformer decoder_conf: attention_heads: 4 linear_units: 2048 num_blocks: 6 dropout_rate: 0.1 positional_dropout_rate: 0.1 self_attention_dropout_rate: 0.1 src_attention_dropout_rate: 0.1 preprocessor: default preprocessor_conf: {} required: - output_dir - token_list version: '202402' distributed: true ```
### Citing ESPnet ```BibTex @inproceedings{watanabe2018espnet, author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai}, title={{ESPnet}: End-to-End Speech Processing Toolkit}, year={2018}, booktitle={Proceedings of Interspeech}, pages={2207--2211}, doi={10.21437/Interspeech.2018-1456}, url={http://dx.doi.org/10.21437/Interspeech.2018-1456} } ``` or arXiv: ```bibtex @misc{watanabe2018espnet, title={ESPnet: End-to-End Speech Processing Toolkit}, author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai}, year={2018}, eprint={1804.00015}, archivePrefix={arXiv}, primaryClass={cs.CL} } ```