import from zenodo

README.md

@@ -0,0 +1,50 @@
+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: en
+datasets:
+- reverb
+license: cc-by-4.0
+---
+## Example ESPnet2 ASR model 
+### `kamo-naoyuki/reverb_asr_train_asr_transformer4_raw_char_batch_bins16000000_accum_grad1_sp_valid.acc.ave`
+♻️ Imported from https://zenodo.org/record/4278363/
+
+This model was trained by kamo-naoyuki using reverb/asr1 recipe in [espnet](https://github.com/espnet/espnet/).
+### Demo: How to use in ESPnet2
+```python
+# coming soon
+```
+### 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 {Enrique Yalta Soplin} 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}
+}
+@inproceedings{hayashi2020espnet,
+  title={{Espnet-TTS}: Unified, reproducible, and integratable open source end-to-end text-to-speech toolkit},
+  author={Hayashi, Tomoki and Yamamoto, Ryuichi and Inoue, Katsuki and Yoshimura, Takenori and Watanabe, Shinji and Toda, Tomoki and Takeda, Kazuya and Zhang, Yu and Tan, Xu},
+  booktitle={Proceedings of IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
+  pages={7654--7658},
+  year={2020},
+  organization={IEEE}
+}
+```
+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 Enrique Yalta Soplin 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}
+}
+```

exp/asr_train_asr_transformer4_raw_char_batch_bins16000000_accum_grad1_sp/RESULTS.md

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+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Tue Nov 17 22:56:55 JST 2020`
+- python version: `3.7.3 (default, Mar 27 2019, 22:11:17)  [GCC 7.3.0]`
+- espnet version: `espnet 0.9.5`
+- pytorch version: `pytorch 1.5.1`
+- Git hash: `7aad8240a2c0643289ce6ea76d6f42eb12c15674`
+  - Commit date: `Tue Nov 10 22:46:38 2020 +0900`
+
+## asr_train_asr_transformer4_raw_char_batch_bins16000000_accum_grad1_sp
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch|179|3066|91.4|6.7|1.9|0.9|9.5|55.3|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_far|89|1463|90.8|7.4|1.8|1.4|10.5|60.7|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_near|90|1603|92.0|6.0|2.1|0.6|8.6|50.0|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe|179|3066|91.8|6.3|1.9|0.8|9.0|54.2|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_far|89|1463|91.4|6.8|1.8|1.1|9.7|58.4|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_near|90|1603|92.2|5.7|2.1|0.6|8.4|50.0|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit|179|3066|95.7|3.4|0.9|0.5|4.9|35.8|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_far|89|1463|95.0|4.0|1.0|0.7|5.7|38.2|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_near|90|1603|96.3|2.8|0.9|0.4|4.1|33.3|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch|1484|24338|96.3|2.9|0.8|0.3|4.0|33.9|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_far|742|12169|95.5|3.5|1.0|0.4|4.9|38.9|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_near|742|12169|97.0|2.4|0.6|0.2|3.2|28.8|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe|1484|24338|96.4|2.9|0.8|0.3|4.0|33.4|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_far|742|12169|95.7|3.4|0.9|0.4|4.8|38.0|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_near|742|12169|97.0|2.3|0.6|0.2|3.2|28.8|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit|1484|24338|97.3|2.1|0.6|0.2|2.9|26.6|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_far|742|12169|97.2|2.2|0.6|0.2|2.9|27.5|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_near|742|12169|97.3|2.1|0.6|0.2|2.8|25.7|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch|372|6093|91.6|6.9|1.5|1.0|9.4|53.0|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_far|186|2962|90.7|7.5|1.8|1.3|10.5|54.8|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_near|186|3131|92.4|6.3|1.3|0.8|8.3|51.1|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|92.3|6.2|1.5|1.0|8.7|53.8|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|91.4|6.8|1.8|1.1|9.8|54.8|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|93.1|5.7|1.2|0.8|7.7|52.7|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit|372|6093|96.3|3.0|0.7|0.6|4.3|33.6|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_far|186|2962|96.0|3.4|0.6|0.7|4.7|33.9|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_near|186|3131|96.5|2.6|0.9|0.5|4.0|33.3|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch|2176|35972|96.4|2.9|0.7|0.3|3.9|35.7|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_far|1088|17986|95.7|3.6|0.8|0.4|4.7|40.2|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_near|1088|17986|97.2|2.3|0.6|0.3|3.1|31.3|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe|2176|35972|96.5|2.8|0.6|0.3|3.7|35.1|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_far|1088|17986|95.9|3.4|0.7|0.3|4.5|39.2|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_near|1088|17986|97.2|2.3|0.5|0.2|3.0|31.1|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit|2176|35972|97.4|2.0|0.5|0.2|2.8|29.0|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_far|1088|17986|97.4|2.1|0.5|0.2|2.9|29.5|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_near|1088|17986|97.5|2.0|0.5|0.2|2.7|28.6|
+|decode_lm_weight0.5_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|90.1|8.0|1.9|1.1|11.0|62.4|
+|decode_lm_weight0.5_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|88.8|9.0|2.2|1.4|12.6|64.0|
+|decode_lm_weight0.5_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|91.3|7.0|1.7|0.8|9.5|60.8|
+|decode_lm_weight0.5_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|90.5|8.1|1.5|1.2|10.7|61.3|
+|decode_lm_weight0.5_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|89.7|8.7|1.5|1.5|11.7|64.0|
+|decode_lm_weight0.5_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|91.2|7.4|1.4|0.9|9.7|58.6|
+|decode_lm_weight0.5_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|75.0|22.7|2.3|2.9|27.9|88.7|
+|decode_lm_weight0.5_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|74.5|23.1|2.5|3.3|28.8|89.8|
+|decode_lm_weight0.5_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|75.6|22.4|2.1|2.6|27.1|87.6|
+|decode_lm_weight0.8_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|91.1|6.6|2.3|0.9|9.7|56.5|
+|decode_lm_weight0.8_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|89.8|7.6|2.6|1.1|11.2|58.6|
+|decode_lm_weight0.8_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|92.3|5.7|2.0|0.6|8.3|54.3|
+|decode_lm_weight0.8_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|92.1|6.5|1.4|1.1|9.0|54.8|
+|decode_lm_weight0.8_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|91.3|7.1|1.6|1.4|10.1|57.5|
+|decode_lm_weight0.8_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|92.8|5.9|1.3|0.8|8.0|52.2|
+|decode_lm_weight0.8_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|81.6|16.6|1.8|2.4|20.9|79.8|
+|decode_lm_weight0.8_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|80.8|17.3|1.9|2.8|22.1|81.2|
+|decode_lm_weight0.8_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|82.3|16.0|1.7|2.0|19.7|78.5|
+|decode_lm_weight1.1_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|90.5|6.5|3.0|0.9|10.4|57.0|
+|decode_lm_weight1.1_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|89.5|7.3|3.1|1.1|11.5|57.5|
+|decode_lm_weight1.1_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|91.5|5.7|2.8|0.8|9.3|56.5|
+|decode_lm_weight1.1_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|92.3|6.2|1.5|1.0|8.7|53.8|
+|decode_lm_weight1.1_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|91.4|6.9|1.8|1.2|9.9|55.4|
+|decode_lm_weight1.1_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|93.2|5.6|1.2|0.7|7.5|52.2|
+|decode_lm_weight1.1_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|84.8|13.7|1.5|2.2|17.3|73.7|
+|decode_lm_weight1.1_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|83.6|14.9|1.5|2.7|19.1|76.9|
+|decode_lm_weight1.1_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|86.0|12.6|1.4|1.7|15.7|70.4|
+|decode_lm_weight1.2_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|90.0|6.9|3.2|0.9|10.9|57.8|
+|decode_lm_weight1.2_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|89.2|7.6|3.2|1.2|12.0|58.6|
+|decode_lm_weight1.2_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|90.7|6.2|3.1|0.7|9.9|57.0|
+|decode_lm_weight1.2_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|92.3|6.2|1.5|1.0|8.7|53.8|
+|decode_lm_weight1.2_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|91.4|6.8|1.8|1.1|9.8|54.8|
+|decode_lm_weight1.2_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|93.1|5.7|1.2|0.8|7.7|52.7|
+|decode_lm_weight1.2_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|85.3|13.2|1.5|2.1|16.8|73.7|
+|decode_lm_weight1.2_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|84.3|14.1|1.6|2.5|18.2|76.3|
+|decode_lm_weight1.2_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|86.2|12.4|1.4|1.8|15.6|71.0|
+|decode_lm_weight1.3_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|89.3|7.2|3.5|1.0|11.7|59.9|
+|decode_lm_weight1.3_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|88.1|8.2|3.7|1.2|13.1|61.3|
+|decode_lm_weight1.3_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|90.4|6.3|3.3|0.8|10.4|58.6|
+|decode_lm_weight1.3_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|92.1|6.3|1.5|1.1|9.0|54.0|
+|decode_lm_weight1.3_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|91.1|7.0|1.9|1.4|10.3|55.4|
+|decode_lm_weight1.3_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|93.1|5.7|1.2|0.9|7.8|52.7|
+|decode_lm_weight1.3_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|85.8|12.7|1.5|2.0|16.2|73.1|
+|decode_lm_weight1.3_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|85.0|13.4|1.6|2.4|17.4|75.8|
+|decode_lm_weight1.3_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|86.6|12.1|1.4|1.6|15.0|70.4|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe|179|3066|91.7|6.6|1.7|1.1|9.5|55.9|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_far|89|1463|91.4|7.0|1.6|1.4|10.0|58.4|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_near|90|1603|92.0|6.2|1.9|0.9|9.0|53.3|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit|179|3066|95.4|3.9|0.7|1.0|5.6|36.9|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_far|89|1463|94.7|4.7|0.6|1.6|7.0|39.3|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_near|90|1603|96.0|3.2|0.8|0.4|4.4|34.4|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe|1484|24338|96.2|3.0|0.7|0.3|4.0|34.8|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_far|742|12169|95.3|3.8|0.9|0.4|5.1|40.6|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_near|742|12169|97.1|2.3|0.6|0.2|3.0|29.0|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit|1484|24338|97.3|2.2|0.6|0.2|2.9|26.9|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_far|742|12169|97.2|2.2|0.6|0.2|3.0|27.0|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_near|742|12169|97.3|2.1|0.5|0.2|2.8|26.8|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|6093|92.0|6.7|1.3|1.1|9.1|54.3|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|2962|91.0|7.5|1.5|1.4|10.4|58.1|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|3131|92.9|5.9|1.2|0.8|7.9|50.5|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit|372|6093|96.2|3.2|0.6|0.7|4.4|34.4|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_far|186|2962|96.0|3.5|0.4|0.8|4.8|34.4|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_near|186|3131|96.4|2.9|0.7|0.5|4.1|34.4|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe|2176|35972|96.4|3.0|0.6|0.3|3.9|36.2|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_far|1088|17986|95.8|3.5|0.7|0.3|4.6|40.4|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_near|1088|17986|97.0|2.5|0.6|0.3|3.3|31.9|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit|2176|35972|97.5|2.1|0.5|0.2|2.7|29.5|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_far|1088|17986|97.4|2.1|0.5|0.2|2.8|29.4|
+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_near|1088|17986|97.5|2.0|0.4|0.2|2.7|29.5|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch|179|18181|95.8|2.0|2.2|1.1|5.3|55.3|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_far|89|8845|95.5|2.2|2.2|1.2|5.7|60.7|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_near|90|9336|96.1|1.8|2.1|0.9|4.8|50.0|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe|179|18181|96.1|1.9|2.1|1.0|4.9|54.2|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_far|89|8845|95.9|1.9|2.2|1.2|5.3|58.4|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_1ch_wpe_near|90|9336|96.3|1.8|1.9|0.8|4.5|50.0|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit|179|18181|98.3|0.8|0.9|0.6|2.3|35.8|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_far|89|8845|98.0|1.0|1.1|0.7|2.8|38.2|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_real_8ch_beamformit_near|90|9336|98.6|0.6|0.8|0.5|1.9|33.3|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch|1484|143048|98.4|0.7|0.8|0.3|1.9|34.2|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_far|742|71524|98.1|0.9|1.0|0.4|2.3|39.2|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_near|742|71524|98.8|0.5|0.7|0.2|1.4|29.1|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe|1484|143048|98.5|0.7|0.8|0.3|1.8|33.7|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_far|742|71524|98.1|0.9|1.0|0.4|2.3|38.3|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_1ch_wpe_near|742|71524|98.8|0.5|0.7|0.2|1.4|29.1|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit|1484|143048|99.0|0.4|0.6|0.2|1.2|27.0|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_far|742|71524|99.0|0.4|0.6|0.2|1.2|27.9|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/dt_simu_8ch_beamformit_near|742|71524|99.0|0.4|0.6|0.2|1.2|26.1|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch|372|35694|96.0|2.1|1.9|1.0|5.0|53.0|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_far|186|17261|95.5|2.3|2.2|1.3|5.8|54.8|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_near|186|18433|96.5|1.9|1.6|0.8|4.3|51.1|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|96.4|1.9|1.6|1.0|4.5|53.8|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|95.8|2.2|2.0|1.1|5.3|54.8|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|97.0|1.7|1.3|0.8|3.8|52.7|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit|372|35694|98.5|0.8|0.7|0.7|2.2|33.6|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_far|186|17261|98.4|0.9|0.7|0.8|2.4|33.9|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_8ch_beamformit_near|186|18433|98.6|0.6|0.8|0.6|1.9|33.3|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch|2176|210960|98.6|0.7|0.8|0.3|1.8|36.4|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_far|1088|105480|98.2|0.9|0.9|0.4|2.2|40.8|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_near|1088|105480|98.9|0.5|0.6|0.2|1.3|32.0|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe|2176|210960|98.6|0.6|0.7|0.3|1.7|35.8|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_far|1088|105480|98.4|0.8|0.9|0.4|2.0|39.8|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_near|1088|105480|98.9|0.5|0.6|0.2|1.3|31.9|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit|2176|210960|99.0|0.4|0.6|0.2|1.2|29.9|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_far|1088|105480|99.0|0.4|0.6|0.2|1.2|30.1|
+|decode_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_8ch_beamformit_near|1088|105480|99.0|0.4|0.6|0.2|1.2|29.6|
+|decode_lm_weight0.5_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|95.6|2.3|2.1|1.2|5.6|62.4|
+|decode_lm_weight0.5_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|94.9|2.7|2.4|1.6|6.7|64.0|
+|decode_lm_weight0.5_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|96.2|2.0|1.8|0.8|4.6|60.8|
+|decode_lm_weight0.5_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|95.9|2.2|1.8|1.1|5.2|61.3|
+|decode_lm_weight0.5_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|95.5|2.5|2.0|1.3|5.8|64.0|
+|decode_lm_weight0.5_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|96.3|2.0|1.7|0.9|4.6|58.6|
+|decode_lm_weight0.5_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|91.6|4.6|3.9|2.6|11.1|87.6|
+|decode_lm_weight0.5_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|91.0|4.8|4.2|2.8|11.7|88.2|
+|decode_lm_weight0.5_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|92.1|4.4|3.6|2.5|10.4|87.1|
+|decode_lm_weight0.8_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|95.6|2.0|2.3|1.0|5.4|56.5|
+|decode_lm_weight0.8_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|95.0|2.4|2.7|1.3|6.3|58.6|
+|decode_lm_weight0.8_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|96.2|1.7|2.1|0.7|4.5|54.3|
+|decode_lm_weight0.8_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|96.4|2.0|1.6|1.0|4.6|54.8|
+|decode_lm_weight0.8_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|95.9|2.2|1.8|1.2|5.2|57.5|
+|decode_lm_weight0.8_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|96.9|1.8|1.4|0.8|3.9|52.2|
+|decode_lm_weight0.8_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|92.9|4.0|3.1|2.0|9.0|79.8|
+|decode_lm_weight0.8_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|92.5|4.3|3.2|2.2|9.7|81.2|
+|decode_lm_weight0.8_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|93.4|3.7|2.9|1.8|8.4|78.5|
+|decode_lm_weight1.1_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|94.9|2.2|3.0|1.1|6.2|57.0|
+|decode_lm_weight1.1_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|94.3|2.6|3.1|1.4|7.1|57.5|
+|decode_lm_weight1.1_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|95.4|1.8|2.8|0.9|5.5|56.5|
+|decode_lm_weight1.1_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|96.5|1.9|1.6|1.0|4.5|53.8|
+|decode_lm_weight1.1_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|96.0|2.1|1.9|1.2|5.2|55.4|
+|decode_lm_weight1.1_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|97.0|1.7|1.3|0.8|3.8|52.2|
+|decode_lm_weight1.1_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|93.7|3.7|2.7|1.6|8.0|73.7|
+|decode_lm_weight1.1_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|93.0|4.0|3.0|1.8|8.8|76.9|
+|decode_lm_weight1.1_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|94.3|3.3|2.4|1.4|7.2|70.4|
+|decode_lm_weight1.2_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|94.6|2.3|3.1|1.2|6.6|57.8|
+|decode_lm_weight1.2_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|94.2|2.7|3.2|1.4|7.3|58.6|
+|decode_lm_weight1.2_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|95.0|2.0|3.0|1.0|5.9|57.0|
+|decode_lm_weight1.2_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|96.4|1.9|1.6|1.0|4.5|53.8|
+|decode_lm_weight1.2_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|95.8|2.2|2.0|1.1|5.3|54.8|
+|decode_lm_weight1.2_ctc_weight0.3_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|97.0|1.7|1.3|0.8|3.8|52.7|
+|decode_lm_weight1.2_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|93.9|3.5|2.6|1.6|7.8|73.7|
+|decode_lm_weight1.2_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|93.2|3.8|2.9|1.9|8.6|76.3|
+|decode_lm_weight1.2_ctc_weight1.5_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|94.4|3.3|2.3|1.4|7.0|71.0|
+|decode_lm_weight1.3_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe|372|35694|94.1|2.5|3.4|1.3|7.1|59.9|
+|decode_lm_weight1.3_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_far|186|17261|93.5|2.9|3.6|1.5|8.1|61.3|
+|decode_lm_weight1.3_ctc_weight0.1_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_real_1ch_wpe_near|186|18433|94.8|2.1|3.2|1.0|6.2|58.6|
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+|inference_lm_lm_train_lm_transformer_char_valid.loss.ave_asr_model_valid.acc.ave/et_simu_1ch_wpe_far|1088|105480|98.3|0.8|0.9|0.4|2.1|41.0|
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+

exp/asr_train_asr_transformer4_raw_char_batch_bins16000000_accum_grad1_sp/config.yaml

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+config: ./conf/tuning/train_asr_transformer4.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_train_asr_transformer4_raw_char_batch_bins16000000_accum_grad1_sp
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 4
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+dist_master_addr: localhost
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+dist_launcher: null
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+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 50
+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: 1
+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: 16000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_char_sp/train/speech_shape
+- exp/asr_stats_raw_char_sp/train/text_shape.char
+valid_shape_file:
+- exp/asr_stats_raw_char_sp/valid/speech_shape
+- exp/asr_stats_raw_char_sp/valid/text_shape.char
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 80000
+- 150
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+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/tr_simu_8ch_si284_sp/wav.scp
+    - speech
+    - kaldi_ark
+-   - dump/raw/tr_simu_8ch_si284_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dt_mult_1ch/wav.scp
+    - speech
+    - kaldi_ark
+-   - dump/raw/dt_mult_1ch/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: 0.005
+scheduler: warmuplr
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+    warmup_steps: 30000
+token_list:
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+- <unk>
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+- A
+- N
+- I
+- O
+- S
+- R
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+- C
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+- M
+- P
+- F
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+- Y
+- W
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+- .
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+- ':'
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+- )
+- '?'
+- '!'
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+- '0'
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+- _
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+- <*MR.*>
+- \
+- ^
+- <sos/eos>
+init: xavier_uniform
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+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
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+    length_normalized_loss: false
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+    time_warp_mode: bicubic
+    apply_freq_mask: true
+    freq_mask_width_range:
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+    time_mask_width_range:
+    - 0
+    - 40
+    num_time_mask: 2
+normalize: global_mvn
+normalize_conf:
+    stats_file: exp/asr_stats_raw_char_sp/train/feats_stats.npz
+encoder: transformer
+encoder_conf:
+    output_size: 256
+    attention_heads: 4
+    linear_units: 2048
+    num_blocks: 12
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.0
+    input_layer: conv2d
+    normalize_before: true
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+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    self_attention_dropout_rate: 0.0
+    src_attention_dropout_rate: 0.0
+required:
+- output_dir
+- token_list
+distributed: true

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exp/lm_train_lm_transformer_char/config.yaml

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+config: ./conf/tuning/train_lm_transformer.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/lm_train_lm_transformer_char
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+- valid
+- loss
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+- valid
+- loss
+- min
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+-   - valid
+    - loss
+    - min
+keep_nbest_models: 10
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 2
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+train_shape_file:
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+valid_shape_file:
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+batch_type: numel
+valid_batch_type: null
+fold_length:
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+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+train_data_path_and_name_and_type:
+-   - dump/raw/lm_train.txt
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dt_mult_1ch/text
+    - text
+    - text
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
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exp/lm_train_lm_transformer_char/valid.loss.ave_10best.pth

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+size 202251148

meta.yaml

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+espnet: 0.9.5
+files:
+  asr_model_file: exp/asr_train_asr_transformer4_raw_char_batch_bins16000000_accum_grad1_sp/valid.acc.ave_10best.pth
+  lm_file: exp/lm_train_lm_transformer_char/valid.loss.ave_10best.pth
+python: "3.7.3 (default, Mar 27 2019, 22:11:17) \n[GCC 7.3.0]"
+timestamp: 1605672767.746709
+torch: 1.5.1
+yaml_files:
+  asr_train_config: exp/asr_train_asr_transformer4_raw_char_batch_bins16000000_accum_grad1_sp/config.yaml
+  lm_train_config: exp/lm_train_lm_transformer_char/config.yaml