--- tags: - espnet - audio - automatic-speech-recognition language: jp datasets: - csj license: cc-by-4.0 --- ## ESPnet2 ASR model ### `espnet/kan-bayashi_csj_asr_train_asr_conformer` This model was trained by Nelson Yalta using csj recipe in [espnet](https://github.com/espnet/espnet/). ### Demo: How to use in ESPnet2 ```bash cd espnet git checkout 0d8cd47dd3572248b502bc831cd305e648170233 pip install -e . cd egs2/csj/asr1 ./run.sh --skip_data_prep false --skip_train true --download_model espnet/kan-bayashi_csj_asr_train_asr_conformer ``` ## ASR config
expand ``` config: conf/tuning/train_asr_conformer.yaml print_config: false log_level: INFO dry_run: false iterator_type: sequence output_dir: exp/asr_train_asr_conformer_raw_char_sp 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: 47308 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: 5.0 grad_clip_type: 2.0 grad_noise: false accum_grad: 6 no_forward_run: false resume: true train_dtype: float32 use_amp: false log_interval: null pretrain_path: [] pretrain_key: [] num_iters_per_epoch: null batch_size: 20 valid_batch_size: null batch_bins: 15000000 valid_batch_bins: null train_shape_file: - exp/asr_stats_raw_sp/train/speech_shape - exp/asr_stats_raw_sp/train/text_shape.char valid_shape_file: - exp/asr_stats_raw_sp/valid/speech_shape - exp/asr_stats_raw_sp/valid/text_shape.char 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_nodup_sp/wav.scp - speech - sound - - dump/raw/train_nodup_sp/text - text - text valid_data_path_and_name_and_type: - - dump/raw/train_dev/wav.scp - speech - sound - - dump/raw/train_dev/text - text - text allow_variable_data_keys: false max_cache_size: 0.0 valid_max_cache_size: null optim: adam optim_conf: lr: 0.002 scheduler: warmuplr scheduler_conf: warmup_steps: 25000 token_list: - - - "\u306E" - "\u3044" - "\u3067" - "\u3068" - "\u30FC" - "\u3066" - "\u3046" - "\u307E" - "\u3059" - "\u3057" - "\u306B" - "\u3063" - "\u306A" - "\u3048" - "\u305F" - "\u3053" - "\u304C" - "\u304B" - "\u306F" - "\u308B" - "\u3042" - "\u3093" - "\u308C" - "\u3082" - "\u3092" - "\u305D" - "\u308A" - "\u3089" - "\u3051" - "\u304F" - "\u3069" - "\u3088" - "\u304D" - "\u3060" - "\u304A" - "\u30F3" - "\u306D" - "\u4E00" - "\u3055" - "\u30B9" - "\u8A00" - "\u3061" - "\u3064" - "\u5206" - "\u30C8" - "\u3084" - "\u4EBA" - "\u30EB" - "\u601D" - "\u308F" - "\u6642" - "\u65B9" - "\u3058" - "\u30A4" - "\u884C" - "\u4F55" - "\u307F" - "\u5341" - "\u30E9" - "\u4E8C" - "\u672C" - "\u8A9E" - "\u5927" - "\u7684" - "\u30AF" - "\u30BF" - "\u308D" - "\u3070" - "\u3087" - "\u3083" - "\u97F3" - "\u51FA" - "\u305B" - "\u30C3" - "\u5408" - "\u65E5" - "\u4E2D" - "\u751F" - "\u4ECA" - "\u898B" - "\u30EA" - "\u9593" - "\u8A71" - "\u3081" - "\u30A2" - "\u5F8C" - "\u81EA" - "\u305A" - "\u79C1" - "\u30C6" - "\u4E0A" - "\u5E74" - "\u5B66" - "\u4E09" - "\u30B7" - "\u5834" - "\u30C7" - "\u5B9F" - "\u5B50" - "\u4F53" - "\u8003" - "\u5BFE" - "\u7528" - "\u6587" - "\u30D1" - "\u5F53" - 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"\u71FF" - "\u5556" - "\u7BC6" - "\u7DD8" - "\u5036" - "\u6AC3" - "\u8A03" - "\u540F" - "\u5CB1" - "\u8A25" - "\u958F" - "\u5DBD" - "\u722C" - "\u618A" - "\u7511" - "\u6144" - "\u5E25" - "\u7704" - "\u5A11" - "\u50E5" - "\u5016" - "\u800C" - "\u8F4D" - "\u5583" - "\u81BE" - "\u7099" - "\u85AF" - "\u97EE" - "\u4E99" - "\u8B14" - "\u86CE" - "\u7425" - "\u73C0" - "\u698A" - "\u7C3E" - "\u8D6D" - "\u8823" - "\u8299" - "\u8B01" - "\u9022" - "\u8466" - "\u6670" - "\u5398" - "\u707C" - "\u903C" - "\u9328" - "\u700B" - "\u5FF8" - "\u6029" - "\u7165" - "\u7B0F" - "\u5FFD" - "\u7708" - "\u7DEC" - "\u5C4D" - "\u75BD" - "\u6E5B" - "\u788D" - "\u8AE4" - init: xavier_uniform input_size: null ctc_conf: dropout_rate: 0.0 ctc_type: builtin reduce: true model_conf: ctc_weight: 0.3 lsm_weight: 0.1 length_normalized_loss: false use_preprocessor: true token_type: char bpemodel: null non_linguistic_symbols: null cleaner: null g2p: null frontend: default frontend_conf: 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 - 30 num_freq_mask: 2 apply_time_mask: true time_mask_width_range: - 0 - 40 num_time_mask: 2 normalize: global_mvn normalize_conf: stats_file: exp/asr_stats_raw_sp/train/feats_stats.npz encoder: conformer encoder_conf: output_size: 512 attention_heads: 8 linear_units: 2048 num_blocks: 12 dropout_rate: 0.1 positional_dropout_rate: 0.1 attention_dropout_rate: 0.1 input_layer: conv2d6 normalize_before: true macaron_style: false pos_enc_layer_type: rel_pos selfattention_layer_type: rel_selfattn activation_type: swish use_cnn_module: true cnn_module_kernel: 31 decoder: transformer decoder_conf: attention_heads: 8 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 required: - output_dir - token_list 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} } ```