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_unnorm_bpe5000_valid.acc.ave Results # RESULTS ## Environments - date: `Sun Feb 28 07:20:31 EST 2021` - python version: `3.8.5 (default, Sep 4 2020, 07:30:14) [GCC 7.3.0]` - espnet version: `espnet 0.9.7` - pytorch version: `pytorch 1.7.1` - Git hash: `3572c4ecd74a9b1c77c639fce40e9318d254c5a6` - Commit date: `Thu Feb 25 18:52:24 2021 -0500` ## asr_train_asr_conformer6_n_fft512_hop_length256_raw_en_unnorm_bpe5000 ### WER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_unnorm_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_4k_unnorm|4000|95631|94.9|4.5|0.6|0.5|5.5|61.0| |decode_asr_lm_lm_train_lm_en_unnorm_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/val_unnorm|39341|948632|94.9|4.5|0.6|0.5|5.5|61.4| ### CER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_unnorm_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_4k_unnorm|4000|554413|98.8|0.6|0.6|0.4|1.6|61.0| |decode_asr_lm_lm_train_lm_en_unnorm_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/val_unnorm|39341|5502566|98.8|0.6|0.6|0.5|1.6|61.4| ### TER |dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err| |---|---|---|---|---|---|---|---|---| |decode_asr_lm_lm_train_lm_en_unnorm_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/dev_4k_unnorm|4000|117813|95.4|2.7|1.9|1.1|5.7|61.0| |decode_asr_lm_lm_train_lm_en_unnorm_bpe5000_valid.loss.ave_asr_model_valid.acc.ave/val_unnorm|39341|1169320|95.5|2.7|1.8|1.2|5.7|61.4| 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_unnorm/asr_train_asr_conformer6_n_fft512_hop_length256_raw_en_unnorm_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: 59122 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_unnorm/asr_stats_raw_en_unnorm_bpe5000/train/speech_shape - exp_unnorm/asr_stats_raw_en_unnorm_bpe5000/train/text_shape.bpe valid_shape_file: - exp_unnorm/asr_stats_raw_en_unnorm_bpe5000/valid/speech_shape - exp_unnorm/asr_stats_raw_en_unnorm_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_unnorm/raw/train_nodev_unnorm/wav.scp - speech - sound - - dump_unnorm/raw/train_nodev_unnorm/text - text - text valid_data_path_and_name_and_type: - - dump_unnorm/raw/dev_4k_unnorm/wav.scp - speech - sound - - dump_unnorm/raw/dev_4k_unnorm/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 - ▁of - ▁and - ▁we - s - ▁in - ▁that - ▁a - '''' - ▁our - ▁is - ▁I - ▁on - ▁for - ▁you - ▁are - ▁have - ▁as - ▁with - ▁it - ▁be - ▁this - ▁We - re - ▁And - ▁will - '-' - t - ▁year - ▁quarter - ▁at - ing - ▁So - ▁more - ▁from - ▁business - ▁think - ▁not - ▁what - ▁some - d - ve - ▁us - ▁by - ▁about - ed - ▁there - ▁can - ▁growth - ▁new - ▁was - ▁which - ▁or - ▁do - ▁very - ▁an - '?' - ▁market - ▁continue - ▁but - ▁also - ▁would - ▁see - ▁going - ▁The - ▁-- - ▁they - ▁all - ▁been - ▁just - ▁has - ▁these - ▁so - ▁well - ▁over - ▁those - ▁now - ll - ▁time - ly - n - ▁out - ▁where - ▁into - ▁customers - ▁like - ▁first - ▁results - m - ▁But - ▁other - ▁really - ▁how - ▁if - ▁up - ▁their - ▁expect - ▁forward - ▁company - ▁than - ▁last - ▁were - ▁look - ▁your - ▁through - ▁get - ▁any - ▁call - ▁one - ▁because - ▁strong - ▁In - ▁had - ▁believe - ▁sales - ▁when - ▁good - ▁second - ▁This - ▁As - ▁revenue - ▁then - er - ▁lot - ▁make - ▁performance - ▁product - ▁cost - ▁much - y - ▁financial - ▁capital - ▁value - ▁Our - ▁could - ▁years - ▁right - ▁impact - ▁terms - ▁want - ▁future - ▁don - ▁both - ▁It - ▁them - ▁today - ▁work - ▁little - ▁back - ▁customer - ▁next - ▁bit - ▁increase - al - ▁end - ▁take - ▁products - ▁number - ▁kind - ▁higher - ▁opportunities - ▁half - ▁able - ▁way - ▁markets - ▁may - ▁know - ▁significant - ▁operating - ▁better - ▁go - ▁focus - ▁say - ▁cash - ▁2 - ▁part - ▁things - ▁still - ▁point - ▁provide - ▁most - ▁statements - ▁lower - ▁should - ▁team - ▁being - in - c - ▁need - 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it - ▁factors - ▁might - l - ▁competitive - ri - ▁clients - ▁probably - ▁net - ▁project - ▁always - ▁With - ▁does - en - ▁There - E - ▁risk - ▁B - ▁review - ▁every - ▁leverage - ▁Thank - able - ▁marketing - ▁amount - ▁off - ▁quite - ▁quarters - ▁saw - ▁update - ▁its - ▁P - ▁less - ment - ▁prices - ▁offset - ▁why - ▁view - ▁supply - ▁available - ▁world - ▁building - ▁after - ▁credit - ▁E - ▁having - ro - I - ▁recent - ▁de - ▁top - ▁success - ▁real - ▁between - ▁set - ▁prior - ▁efforts - ▁core - ▁global - ▁let - ▁digital - ▁quality - k - ▁Or - ▁conference - se - ▁area - ▁operational - ▁earlier - il - ▁T - ▁shareholders - ▁return - ra - ▁far - ▁system - ▁understand - ▁low - ▁range - ▁pipeline - ▁trying - ▁actual - ▁contract - ▁expenses - ▁primarily - ▁continuing - ▁another - ▁structure - ▁While - ▁certainly - ▁whether - ▁e - ▁solutions - ▁approach - ▁day - f - ▁own - ▁inventory - ▁questions - ▁outlook - ▁ahead - ▁For - to - ate - ▁taking - ▁improved - ▁presentation - ul - ▁expense - R - A - T - el - ▁thank - ▁non - ▁If - ▁major - ▁retail - ▁confident - ▁profitability - ch - ▁fiscal - ▁capabilities - ▁create - ▁timing - ▁group - ▁add - ▁expand - ▁un - ▁p - ▁materially - li - ▁clear - ▁risks - M - ▁total - ent - ▁b - ▁increasing - ▁expansion - O - ▁4 - ▁ago - ▁On - ▁consumer - ▁specific - ▁distribution - ▁D - ▁solid - ▁obviously - ▁excited - ▁hard - ▁space - ▁driving - ▁moving - D - ▁benefits - ▁What - ▁f - ▁invest - ▁talked - ▁differ - ▁acquisitions - ▁China - ▁revenues - ▁partners - ▁strength - ▁plans - ▁Yes - ▁sheet - ▁bring - la - ▁begin - ▁tell - ▁perspective - ▁keep - ▁particularly - at - th - ▁small - ▁increases - up - ▁1 - ▁5 - ▁debt - i - ▁They - ▁sense - ▁stores - ▁transaction - ▁U - ▁close - ▁versus - ▁asset - ▁R - ▁compared - ▁per - ▁improving - ▁network - ▁measures - '1' - ▁longer - ▁programs - ive - ▁patients - ▁run - ▁consistent - ▁open - ▁average - ▁significantly - as - L - ▁trends - ▁beginning - ▁control - ▁numbers - ▁scale - ▁needs - ▁care - ▁G - ▁currently - 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▁Looking - ▁led - H - ▁history - ▁requirements - ▁Good - ▁buying - lic - ▁national - ▁increasingly - ▁legacy - ▁car - ▁necessarily - ▁Finally - ▁ro - ring - ▁commodity - ▁schedule - we - ▁outstanding - ▁attention - ▁somewhat - ▁reporting - ▁shows - ▁game - ▁soon - ▁deep - va - ling - ▁giving - ▁simply - ▁priority - ▁Brazil - ▁policy - ▁strengthen - ▁everybody - ▁pick - ist - ▁talent - ping - ▁trial - ian - ▁mainly - ▁European - ▁goals - ▁evaluate - ▁takes - ▁drug - go - ▁convert - ▁Al - ▁regard - ▁expertise - ▁name - ▁maintaining - ▁ch - ▁en - ▁flows - ▁list - ▁respond - ▁closed - ▁correct - ▁component - ▁itself - ▁paid - ▁prospects - ▁Ca - ▁dollar - bo - ▁innovative - ▁license - ▁implementation - ▁gross - ▁drilling - ▁discipline - ▁expecting - ▁steps - ▁n - ▁Mi - ▁Canada - ▁room - mb - ▁Although - ▁priorities - ▁piece - ▁initiative - ▁developed - ▁leader - ow - ▁yes - ▁mortgage - ▁professional - ▁testing - ▁adoption - ▁compensation - ▁historically - ▁10- - one - ▁definitely - ▁2017. - der - ▁matter - nd - for - ▁table - ▁funds - bu - ex - ▁advance - ▁attract - ▁periods - ▁Ro - ▁Also - ▁October - ▁April - ▁speed - ▁vertical - ▁challenge - rm - ▁rent - ▁created - ▁realize - ▁shares - ▁occur - ▁perform - ▁contain - ▁learning - ▁true - 'no' - ▁happened - ▁touch - ▁multi - ▁drop - ▁undertake - ▁pursue - ▁operator - ▁app - ative - ▁foreign - ▁payments - hi - ▁card - '00' - od - ▁centers - ite - ▁targeted - ▁site - ▁'17 - ▁culture - ▁Are - ▁context - ▁importantly - ▁Ex - ▁actively - ▁analysis - ▁described - ▁Given - ip - ▁application - ▁worked - ▁presence - ▁aggressive - ▁deployment - ▁post - ▁resulted - ▁SEC - ▁payment - ▁medical - ▁compete - ▁announcement - ▁resulting - ▁reconciliation - ake - ▁conclude - ▁steady - ner - ▁East - way - ▁action - ▁complex - ▁geographic - ▁affect - ▁July - ▁ra - ction - ▁Investor - ▁co