ESPnet2 pretrained model, Shinji Watanabe/nsc_asr_train_asr_raw_en_bpe20000_valid.acc.ave, fs=16k, lang=en
Shinji Watanabe · Zenodo (CERN European Organization for Nuclear Research) · 2021
This model was trained by Shinji Watanabe using nsc 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 8fd07721b78ef0d34713f237e94a003731a78825 pip install -e . cd egs2/nsc/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model Shinji Watanabe/nsc_asr_train_asr_raw_en_bpe20000_valid.acc.ave Results # RESULTS ## Environments - date: `Sun Jan 10 03:01:02 EST 2021` - python version: `3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0]` - espnet version: `espnet 0.9.6` - pytorch version: `pytorch 1.7.1` - Git hash: `dd9cf570becddb2a587e69473548b1d73fa9648f` - Commit date: `Tue Jan 5 13:55:51 2021 -0500` ## asr_train_asr_raw_en_bpe20000 ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_bpe20000_valid.loss.ave_asr_model_valid.acc.ave/dev|3986|26046|79.0|16.3|4.7|3.8|24.8|60.5| |decode_asr_lm_lm_train_lm_en_bpe20000_valid.loss.ave_asr_model_valid.acc.ave/test|16306|123092|74.0|19.1|6.9|5.1|31.1|69.7| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_bpe20000_valid.loss.ave_asr_model_valid.acc.ave/dev|3986|126663|88.2|5.4|6.3|3.8|15.6|60.5| |decode_asr_lm_lm_train_lm_en_bpe20000_valid.loss.ave_asr_model_valid.acc.ave/test|16306|587330|84.1|6.9|9.0|5.4|21.3|69.7| ### TER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_bpe20000_valid.loss.ave_asr_model_valid.acc.ave/dev|3986|30721|77.1|15.0|7.9|4.9|27.8|60.6| |decode_asr_lm_lm_train_lm_en_bpe20000_valid.loss.ave_asr_model_valid.acc.ave/test|16306|150205|72.5|17.0|10.5|6.5|34.0|69.7| ASR config config: conf/train_asr.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/asr_train_asr_raw_en_bpe20000 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: 49547 dist_launcher: null multiprocessing_distributed: true cudnn_enabled: true cudnn_benchmark: false cudnn_deterministic: true collect_stats: false write_collected_feats: false max_epoch: 100 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 grad_clip_type: 2.0 grad_noise: false accum_grad: 5 no_forward_run: false resume: true train_dtype: float32 use_amp: false log_interval: null unused_parameters: false 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: 300 valid_batch_size: null batch_bins: 1000000 valid_batch_bins: null train_shape_file: - exp/asr_stats_raw_en_bpe20000/train/speech_shape - exp/asr_stats_raw_en_bpe20000/train/text_shape.bpe valid_shape_file: - exp/asr_stats_raw_en_bpe20000/valid/speech_shape - exp/asr_stats_raw_en_bpe20000/valid/text_shape.bpe batch_type: folded 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/wav.scp - speech - sound - - dump/raw/dev/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: 10.0 scheduler: noamlr scheduler_conf: warmup_steps: 25000 token_list: - - - ▁I - '''' - ▁the - ▁you - ▁like - ']' - ▁[ - s - ▁to - ▁that - ▁it - ▁is - ▁ya - ▁a - ▁and - ▁so - t - ▁then - ▁okay - ▁what - ▁of - ▁but - ▁uh - ▁know - ▁in - ▁one - ▁my - ▁don - ▁have - ▁they - ▁we - ▁no - ah - ▁not - ▁just - ▁for - lah - ▁think - ▁can - ▁there - oh - ▁do - ▁was - ▁this - ▁your - ▁right - ▁he - '-' - ▁are - ▁me - ▁go - ▁or - ▁be - ▁very - ▁if - ▁will - _ - ▁on - ▁she - ▁how - m - ▁with - ▁want - ▁about - ▁because - ▁ppl - ▁all - ▁really - ▁when - ▁also - ▁time - ▁say - ▁at - ▁why - eh - ▁would - ▁um - ▁got - ▁mean - ▁see - ▁thing - ▁as - ▁actually - ▁people - ▁cause - ▁yes - ▁two - ▁now - ▁good - ▁more - ▁get - ▁ppo - ▁maybe - ▁ppb - ▁lot - ▁from - ▁up - ▁only - ▁her - ▁already - ▁kind - ▁out - ▁some - ▁something - re - ▁who - ▁them - ▁need - ▁where - ▁three - ▁let - ▁quite - ▁yeah - ▁most - ▁even - ▁talk - ▁never - ▁after - ▁did - ▁other - ▁still - ▁feel - ▁school - ▁eat - ▁which - ▁take - ▁Singapore - ▁should - ▁food - ▁cannot - ▁first - ▁back - ▁always - ▁life - ll - ▁same - ▁next - ▁things - ▁ask - ▁last - ▁come - ▁nice - ▁person - ▁make - ▁their - ▁were - ▁work - ▁didn - n - ▁our - ▁much - ▁wait - ▁too - ▁going - ▁went - ▁him - ▁five - ▁question - ▁' - UNK - ▁give - ▁had - ▁way - ▁has - ▁tell - ▁by - ▁friend - ▁place - ▁his - ▁those - ▁well - ▁buy - ▁mine - ve - ▁before - ▁day - ▁four - ▁long - ▁love - ▁any - ▁look - ▁correct - ▁mm - ▁true - ▁money - ▁try - ▁bad - ▁play - ▁everything - ▁down - ▁best - ▁remember - ▁K - ▁stuff - ▁bit - ▁many - ▁us - ▁home - ▁been - ▁huh - ▁use - ▁put - ▁wah - ▁said - ▁guy - ▁here - my - ▁anything - ▁than - ▁doing - ▁year - ▁could - ▁house - ing - ▁friends - ▁sure - ▁find - leh - ▁an - ▁someone - ▁must - ▁gonna - ▁thought - ▁ten - ▁doesn - ▁watch - ▁keep - ▁another - ▁oh - ▁every - ▁point - ▁years - ▁call - ▁family - ▁old - ▁err - ▁better - lor - ▁won - god - orh - ▁man - ▁damn - ▁around - ▁name - ▁course - ▁favourite - ▁left - ▁talking - ▁top - ▁own - ▁turn - ▁girl - ▁into - ▁twenty - ▁am - ▁over - ▁sometimes - ▁start - ▁help - ▁whole - ▁these - ▁six - ▁wow - ▁shop - ▁again - ▁important - ▁mind - ▁probably - ▁blue - ▁big - ▁colour - ▁though - ▁part - ▁end - ▁does - ▁side - ▁parents - ▁read - ▁bring - ▁being - ▁red - ▁close - ▁new - ▁yea - ▁job - ▁ever - ▁hard - ▁nothing - ▁difference - ▁interesting - ▁else - ▁together - ▁car - ▁called - ▁whatever - ▁show - ▁white - ▁sorry - ▁change - ▁pay - ▁kids - ▁basically - ▁done - ▁seven - ▁free - ▁hundred - ▁learn - ▁green - ▁fun - ▁book - ▁told - ▁small - ▁off - ▁answer - d - ▁sign - ▁usually - ▁eight - ▁few - C - ▁open - ▁wanna - ▁mum - ▁chicken - ▁myself - ▁understand - ▁A - ▁means - ▁care - ▁both - ▁describe - ▁game - ▁once - ▁saying - ▁used - ▁teacher - ▁saw - ▁inside - ▁later - ▁happen - ▁C - ▁through - ▁date - ▁yourself - S - ▁stay - ▁looking - ▁movie - ▁dollars - ▁during - ▁move - ▁live - ▁until - ▁primary - ▁least - ▁nine - ▁wearing - ▁card - ▁thirty - ▁stop - ▁alright - ▁wanted - ▁trying - ▁Chinese - ▁each - ▁everyone - ▁having - ed - ▁example - ▁enough - ▁plus - ▁s - ▁haven - ▁cook - ▁working - ▁yup - ▁away - ▁spend - ▁expensive - ▁kid - ▁might - ▁secondary - ▁since - ▁sad - ▁whether - ▁night - ▁phone - ▁children - ▁water - ▁days - ▁study - ▁S - ▁enjoy - ▁young - meh - ▁fine - ▁super - ▁door - ▁class - ▁moment - ▁wrong - ▁drink - ▁second - ▁i - ▁came - ▁week - ▁thinking - ▁sense - ▁dog - ▁made - ▁getting - sia - ▁beside - ▁walk - ▁become - ▁happy - ▁world - ▁shit - ▁partner - ▁hand - ▁minutes - ▁choose - ▁scared - ▁ball - ▁word - T - ▁front - ▁half - ▁easy - ▁anyway - ▁ - ▁hour - ▁P - ▁bro - ▁meet - ▁picture - ▁cool - ▁N - ▁fifty - ▁hours - ▁rice - ▁child - ▁country - ▁pretty - A - ▁worst - ▁guys - ▁brown - ▁far - ▁funny - ▁room - ▁little - y - ▁black - ▁normal - ▁English - ▁heard - e - what - ▁looks - ▁group - ▁experience - ▁sleep - ▁near - a - ▁table - ▁story - ▁conversation - ▁weird - ▁face - ▁today - ▁exactly - ▁definitely - ▁travel - ▁type - ▁boy - ▁especially - ▁Singaporean - ▁high - ▁rather - ▁real - ▁twelve - ▁T - ▁miss - ▁brother - ▁problem - ▁without - ▁believe - ▁generation - ▁while - ▁number - ▁O - ▁finish - ▁able - ▁says - ▁yet - ▁hair - ▁playing - ▁save - ▁everybody - ▁times - ▁such - ▁supposed - ▁die - ▁sit - ▁late - ▁yours - ▁run - ▁dad - ▁everyday - ▁age - ▁meal - ▁sell - ▁M - ▁yellow - loh - ▁break - ▁area - ▁queue - ▁married - ▁took - ▁coming - M - ▁mother - ▁fast - ▁eating - ▁certain - ▁wear - ▁plan - ▁leave - ▁month - ▁collect - ▁aiya - ▁topic - ▁fish - ▁Malay - ▁anymore - ▁makes - ▁teach - ▁honestly - ▁outside - c - ▁serious - ▁father - ▁started - ▁speak - ▁pass - ▁beach - ▁bought - ▁full - ▁share - ▁character - ▁hate - B - ▁dollar - P - ▁depends - ▁morning - ▁sister - ▁B - ▁J - ▁tried - ▁special - ▁send - ▁mmhmm - ▁future - r - ▁between - ▁idea - ▁cheap - ▁company - ▁music - ▁wife - ▁thousand - ▁lady - mah - ▁dream - ▁relationship - ▁short - ▁either - ▁recently - ▁list - ▁please - ▁tomorrow - ▁listen - ▁follow - ▁bus - o - ▁level - ▁difficult - ▁isn - ▁sometime - ▁check - ▁If - ▁drive - ▁great - ▁value - ▁continue - ▁past - ▁pick - ▁suddenly - ▁hear - ▁order - ▁forty - ▁business - ▁lesson - ▁hot - ▁personal - ▁cry - ▁light - ▁famous - ▁imagine - ▁matter - ▁shoes - ▁alone - ▁taste - ▁join - ▁confirm - ▁places - ▁nowadays - ▁eleven - ▁behind - ▁ppc - ▁moving - ▁less - ▁U - p - ▁may - ▁feeling - ▁ago - ▁using - ▁million - ▁books - ▁rest - ▁floor - ▁ice - ▁bottom - ▁single - ▁complain - ▁cut - ▁almost - ▁stupid - ▁crazy - ▁sitting - ▁cute - ▁favorite - ▁E - ▁forgot - ▁asking - ▁pink - D - ▁hope - ▁agree - R - ▁below - ▁reason - ▁risk - ▁shirt - ▁stress - ▁under - ly - ▁dinner - ▁unless - ▁percent - ▁deal - ▁goes - ▁trip - ▁hello - i - ▁nobody - ▁H - ▁coffee - ▁prefer - ▁taking - ▁months - ▁perfect - ▁instead - ▁pet - ▁biggest - ▁anyone - ▁fifteen - ▁circle - ▁clean - ▁poor - ▁D - ▁stand - ▁found - ▁yesterday - ▁games - ▁points - ▁cold - ▁poly - ▁students - ▁realise - ▁clothes - ▁heart - ▁god - ▁Malaysia - ▁grey - ▁comes - ▁seen - ▁taxi - ▁