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README.md

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+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: en
+datasets:
+- sinhala
+license: cc-by-4.0
+---
+## ESPnet2 ASR pretrained model 
+### `espnet/Karthik_DSTC2_asr_train_asr_transformer`
+
+This model was trained by Karthik using DSTC2/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}
+}
+```
+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_stats_raw_en_word/logdir/q/stats.log

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+Submitted batch job 6880079
+/var/spool/slurm/d/job6880101/slurm_script: line 17: 24243 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880101.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880083/slurm_script: line 17: 72573 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880109/slurm_script: line 17: 93806 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880083.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880098/slurm_script: line 17: 90597 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880088/slurm_script: line 17: 64116 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880120/slurm_script: line 17: 19808 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880109.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880088.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880120.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880086/slurm_script: line 17: 56064 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880098.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880086.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880081/slurm_script: line 17: 71662 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880137/slurm_script: line 17: 82976 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880137.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880094/slurm_script: line 17: 88499 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880081.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880089/slurm_script: line 17: 64556 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880089.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880121/slurm_script: line 17: 20245 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880104/slurm_script: line 17: 25546 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880121.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880141/slurm_script: line 17: 84748 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880094.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880136/slurm_script: line 17: 82538 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880080/slurm_script: line 17: 71227 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880104.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880082/slurm_script: line 17: 72097 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880090/slurm_script: line 17: 64991 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880105/slurm_script: line 17: 25981 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880090.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880091/slurm_script: line 17: 65406 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880080.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880082.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880095/slurm_script: line 17: 89038 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880093/slurm_script: line 17: 88063 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880105.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880136.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880087/slurm_script: line 17: 56481 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880141.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880085/slurm_script: line 17: 55624 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880091.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880084/slurm_script: line 17: 55188 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880085.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880095.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880093.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880139/slurm_script: line 17: 83849 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880126/slurm_script: line 17: 22426 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880084.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880087.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880126.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880119/slurm_script: line 17: 98277 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880107/slurm_script: line 17: 26833 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880115/slurm_script: line 17: 96419 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880118/slurm_script: line 17: 97758 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880103/slurm_script: line 17: 25109 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880110/slurm_script: line 17: 94240 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880117/slurm_script: line 17: 97319 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880119.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880123/slurm_script: line 17: 21117 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880125/slurm_script: line 17: 21986 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880103.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880123.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880097/slurm_script: line 17: 90095 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880106/slurm_script: line 17: 26418 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880139.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880125.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880100/slurm_script: line 17: 23810 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880107.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880106.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880102/slurm_script: line 17: 24676 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880099/slurm_script: line 17: 91015 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880099.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880092/slurm_script: line 17: 87627 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880130/slurm_script: line 17: 24193 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880128/slurm_script: line 17: 23295 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880122/slurm_script: line 17: 20682 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880127/slurm_script: line 17: 22860 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880096/slurm_script: line 17: 89638 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880117.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880110.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880118.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880100.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880097.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880092.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880096.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880108/slurm_script: line 17: 93367 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880111/slurm_script: line 17: 94675 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880114/slurm_script: line 17: 95985 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880116/slurm_script: line 17: 96873 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880130.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880115.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880128.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880122.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880129/slurm_script: line 17: 23747 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880102.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880132/slurm_script: line 17: 80598 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880134/slurm_script: line 17: 81667 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880127.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880134.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880132.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880124/slurm_script: line 17: 21552 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880131/slurm_script: line 17: 24611 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880112/slurm_script: line 17: 95111 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880116.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880111.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880113/slurm_script: line 17: 95544 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880129.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+/var/spool/slurm/d/job6880079/slurm_script: line 17: 85604 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880135/slurm_script: line 17: 82103 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880142/slurm_script: line 17: 85185 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880140/slurm_script: line 17: 84285 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880138/slurm_script: line 17: 83415 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+/var/spool/slurm/d/job6880133/slurm_script: line 17: 81232 Killed                  ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k ) &>> exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880108.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880135.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880079.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880140.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880133.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880114.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880131.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880142.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880112.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880124.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880138.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.
+slurmstepd: error: Detected 1 oom-kill event(s) in StepId=6880113.batch cgroup. Some of your processes may have been killed by the cgroup out-of-memory handler.

exp/asr_stats_raw_en_word/logdir/q/stats.sh

@@ -0,0 +1,29 @@
+#!/bin/bash
+cd /ocean/projects/cis210027p/ganesank/karthik_new/espnet/egs2/dstc2/asr1
+. ./path.sh
+( echo '#' Running on `hostname`
+  echo '#' Started at `date`
+  set | grep SLURM | while read line; do echo "# $line"; done
+  echo -n '# '; cat <<EOF
+python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k 
+EOF
+) >exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+if [ "$CUDA_VISIBLE_DEVICES" == "NoDevFiles" ]; then
+  ( echo CUDA_VISIBLE_DEVICES set to NoDevFiles, unsetting it... 
+  )>>exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+  unset CUDA_VISIBLE_DEVICES
+fi
+time1=`date +"%s"`
+ ( python3 -m espnet2.bin.asr_train --collect_stats true --use_preprocessor true --bpemodel none --token_type word --token_list data/en_token_list/word/tokens.txt --non_linguistic_symbols none --cleaner none --g2p none --train_data_path_and_name_and_type dump/raw/train/wav.scp,speech,sound --train_data_path_and_name_and_type dump/raw/train/text,text,text --valid_data_path_and_name_and_type dump/raw/valid/wav.scp,speech,sound --valid_data_path_and_name_and_type dump/raw/valid/text,text,text --train_shape_file exp/asr_stats_raw_en_word/logdir/train.${SLURM_ARRAY_TASK_ID}.scp --valid_shape_file exp/asr_stats_raw_en_word/logdir/valid.${SLURM_ARRAY_TASK_ID}.scp --output_dir exp/asr_stats_raw_en_word/logdir/stats.${SLURM_ARRAY_TASK_ID} --config conf/train_hubert.yaml --frontend_conf fs=16k  ) &>>exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+ret=$?
+sync || true
+time2=`date +"%s"`
+echo '#' Accounting: begin_time=$time1 >>exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+echo '#' Accounting: end_time=$time2 >>exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+echo '#' Accounting: time=$(($time2-$time1)) threads=1 >>exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+echo '#' Finished at `date` with status $ret >>exp/asr_stats_raw_en_word/logdir/stats.$SLURM_ARRAY_TASK_ID.log
+[ $ret -eq 137 ] && exit 100;
+touch exp/asr_stats_raw_en_word/logdir/q/done.384201.$SLURM_ARRAY_TASK_ID
+exit $[$ret ? 1 : 0]
+## submitted with:
+# sbatch --export=PATH  -p RM-shared --time 10:00:00  --open-mode=append -e exp/asr_stats_raw_en_word/logdir/q/stats.log -o exp/asr_stats_raw_en_word/logdir/q/stats.log --array 1-64 /ocean/projects/cis210027p/ganesank/karthik_new/espnet/egs2/dstc2/asr1/exp/asr_stats_raw_en_word/logdir/q/stats.sh >>exp/asr_stats_raw_en_word/logdir/q/stats.log 2>&1

exp/asr_stats_raw_en_word/logdir/stats.1/config.yaml

@@ -0,0 +1,803 @@
+config: conf/train_hubert.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_stats_raw_en_word/logdir/stats.1
+ngpu: 0
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: null
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: false
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: true
+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: false
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_tensorboard: true
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+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: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_en_word/logdir/train.1.scp
+valid_shape_file:
+- exp/asr_stats_raw_en_word/logdir/valid.1.scp
+batch_type: folded
+valid_batch_type: null
+fold_length: []
+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/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/valid/wav.scp
+    - speech
+    - sound
+-   - dump/raw/valid/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: 0.0002
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
+- <utt>
+- <sep>
+- bye
+- the
+- food
+- you
+- thank
+- thankyou
+- good
+- request-phone
+- number
+- phone
+- request-addr
+- address
+- restaurant
+- of
+- i
+- what
+- is
+- a
+- in
+- town
+- reqalts
+- part
+- inform-this-dontcare
+- for
+- and
+- looking
+- im
+- whats
+- about
+- inform-pricerange-moderate
+- dont
+- that
+- care
+- affirm
+- cheap
+- inform-pricerange-cheap
+- south
+- inform-area-south
+- how
+- serves
+- have
+- moderately
+- 'yes'
+- priced
+- expensive
+- north
+- any
+- inform-pricerange-expensive
+- can
+- request-postcode
+- anything
+- else
+- inform-area-north
+- code
+- post
+- it
+- price
+- west
+- inform-area-west
+- east
+- type
+- inform-area-east
+- range
+- there
+- request-food
+- okay
+- oriental
+- goodbye
+- european
+- request-pricerange
+- area
+- want
+- an
+- inform-food-indian
+- indian
+- matter
+- doesnt
+- uh
+- thai
+- serve
+- request-area
+- inform-food-thai
+- inform-food-asian
+- asian
+- chinese
+- like
+- inform-area-centre
+- find
+- inform-food-chinese
+- inform-food-italian
+- italian
+- negate
+- center
+- 'no'
+- moderate
+- please
+- get
+- to
+- their
+- inform-food-european
+- serving
+- may
+- inform-area-dontcare
+- do
+- korean
+- spanish
+- inform-food-spanish
+- vietnamese
+- inform-food-vietnamese
+- inform-food-korean
+- id
+- could
+- american
+- british
+- inform-food-british
+- kind
+- need
+- inform-food-turkish
+- turkish
+- um
+- inform-food-portuguese
+- gastropub
+- portuguese
+- does
+- inform-food-gastropub
+- inform-food-french
+- french
+- would
+- inform-food-mediterranean
+- mediterranean
+- they
+- modern
+- hello
+- inform-food-modern
+- noise
+- inform-pricerange-dontcare
+- its
+- inform-food-international
+- international
+- me
+- should
+- inform-food-north
+- repeat
+- right
+- give
+- inform-food-seafood
+- inform-food-japanese
+- japanese
+- jamaican
+- inform-food-jamaican
+- inform-food-creative
+- creative
+- are
+- inform-food-mexican
+- mexican
+- telephone
+- another
+- one
+- hungarian
+- ah
+- something
+- inform-food-dontcare
+- inform-food-cantonese
+- cantonese
+- inform-food-cuban
+- cuban
+- inform-food-hungarian
+- hi
+- breath
+- sea
+- yea
+- am
+- inform-food-traditional
+- traditional
+- caribbean
+- restaurants
+- ack
+- inform-food-world
+- world
+- with
+- inform-food-caribbean
+- barbecue
+- inform-food-corsica
+- corsica
+- inform-food-lebanese
+- lebanese
+- be
+- inform-food-basque
+- postcode
+- inform-food-romanian
+- romanian
+- inform-food-greek
+- greek
+- inform-food-barbeque
+- inform-food-african
+- african
+- side
+- other
+- pan
+- inform-food-english
+- english
+- inform-food-danish
+- danish
+- venue
+- inform-food-malaysian
+- australian
+- inform-food-unusual
+- unusual
+- inform-food-moroccan
+- inform-food-kosher
+- kosher
+- thats
+- inform-food-scandinavian
+- inform-food-afghan
+- afghan
+- inform-food-polynesian
+- polynesian
+- bout
+- inform-food-german
+- german
+- not
+- inform-food-vegetarian
+- inform-food-persian
+- persian
+- scandinavian
+- basque
+- inform-food-belgian
+- malaysian
+- inform-food-australian
+- moroccan
+- christmas
+- inform-food-catalan
+- inform-food-canapes
+- vegetarian
+- 'on'
+- swedish
+- inform-food-irish
+- irish
+- canapes
+- inform-food-christmas
+- catalan
+- inform-food-venetian
+- inform-food-swedish
+- where
+- inform-food-tuscan
+- tuscan
+- inform-food-eritrean
+- venetian
+- inform-food-steakhouse
+- fusion
+- unintelligible
+- inform-food-bistro
+- bistro
+- yeah
+- alright
+- inform-food-swiss
+- swiss
+- inform-food-singaporean
+- seafood
+- know
+- confirm-pricerange-expensive
+- confirm-pricerange-moderate
+- next
+- oh
+- inform-food-brazilian
+- brazilian
+- inform-food-scottish
+- scottish
+- inform-food-fusion
+- inform-food-russian
+- russian
+- singaporean
+- kay
+- fine
+- inform-food-welsh
+- welsh
+- over
+- belgium
+- belgian
+- great
+- addre
+- inform-food-crossover
+- cool
+- steakhouse
+- confirm-food-chinese
+- inform-food-austrian
+- austrian
+- inform-food-polish
+- polish
+- again
+- centre
+- then
+- ok
+- halal
+- steak
+- back
+- thanks
+- inform-food-indonesian
+- indonesian
+- correct
+- well
+- confirm-area-centre
+- confirm-area-north
+- inform-food-halal
+- see
+- welcome
+- house
+- postal
+- pri
+- more
+- anywhere
+- central
+- crossover
+- much
+- very
+- located
+- my
+- confirm-pricerange-cheap
+- restart
+- start
+- go
+- just
+- iam
+- confirm-food-thai
+- confirm-food-korean
+- city
+- as
+- wok
+- option
+- was
+- two
+- your
+- confirm-food-gastropub
+- time
+- chiquito
+- inform-name-prezzo
+- prezzo
+- fuck
+- prices
+- reqmore
+- bask
+- different
+- cambridge
+- turkiesh
+- show
+- chineese
+- confirm-area-east
+- rest
+- request-name
+- name
+- try
+- sorry
+- foo
+- ye
+- ser
+- sells
+- change
+- confirm-food-hungarian
+- eritrean
+- but
+- eartrain
+- options
+- location
+- served
+- cross
+- k
+- inform-name-chiquito
+- bar
+- tv_noise
+- confirm-food-canapes
+- day
+- parts
+- malyasian
+- airitran
+- so
+- new
+- at
+- confirm-food-indian
+- confirm-food-portuguese
+- place
+- tell
+- though
+- choice
+- awesome
+- stop
+- inform-food-australasian
+- portugese
+- missing
+- sock
+- deny-name-golden
+- golden
+- park
+- tur
+- vinci
+- pizzeria
+- endonesian
+- needs
+- deny-food-korean
+- confirm-area-west
+- t
+- trying
+- dear
+- thatll
+- excellent
+- baskaye
+- confirm-food-basque
+- p
+- if
+- india
+- some
+- ran
+- moroccon
+- confirm-food-european
+- hut
+- all
+- airatarin
+- canope
+- tailand
+- vanessa
+- earatrain
+- shit
+- ts
+- confirm-food-steakhouse
+- cantonates
+- vegitarian
+- knocking
+- signaporian
+- mail
+- foods
+- got
+- us
+- lets
+- f
+- medium
+- un
+- downtown
+- portugeuse
+- venues
+- talking
+- nymber
+- every
+- this
+- moron
+- says
+- sucks
+- itailian
+- chinses
+- elses
+- request-signature
+- special
+- restaurnt
+- confirm-food-fusion
+- spensive
+- scandinavia
+- gastro
+- pub
+- anyone
+- deny-food-chinese
+- res
+- derately
+- down
+- fancy
+- wha
+- alternative
+- confirm-food-mediterranean
+- confirm-food-caribbean
+- first
+- least
+- bart
+- selection
+- finally
+- somewhere
+- ko
+- sounds
+- said
+- eat
+- huh
+- searching
+- s
+- wrong
+- cute
+- ffood
+- earetree
+- earatree
+- confirm-food-modern
+- confirm-food-christmas
+- long
+- class
+- restauran
+- turk
+- deny-name-the
+- beside
+- yourself
+- hate
+- signaporean
+- restuarant
+- did
+- inform-name-da
+- da
+- only
+- int
+- inform-name-bloomsbury
+- bloomsbury
+- inaudible
+- scandanavian
+- done
+- confirm-food-indonesian
+- cancun
+- gasper
+- o
+- meant
+- plea
+- halo
+- inner
+- confirm-food-swedish
+- confirm-food-asian
+- wanna
+- catalanian
+- darling
+- canape
+- baskey
+- indians
+- bat
+- europ
+- now
+- canopy
+- restaraunt
+- medterranean
+- cant
+- deosnt
+- ostro
+- addrss
+- damn
+- deny-name-hk
+- hk
+- signapore
+- probably
+- ly
+- moderat
+- modereate
+- let
+- zip
+- spani
+- adddress
+- ori
+- euorpean
+- confirm-food-seafood
+- mistakes
+- ooh
+- confirm-food-spanish
+- worth
+- mediteranian
+- music
+- others
+- b
+- types
+- thing
+- fish
+- besides
+- confirm-food-halal
+- inform-name-pizza
+- pizza
+- ever
+- surprise
+- ones
+- train
+- arotrian
+- modertley
+- calling
+- minuet
+- york
+- sh
+- cost
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+- bristish
+- confirm-food-british
+- loo
+- think
+- medetanian
+- wheres
+- his
+- confirm-food-turkish
+- inform-name-restaurant
+- euro
+- wondering
+- theres
+- afternoon
+- sure
+- might
+- umh
+- deny-food-vietnamese
+- art
+- rerestaurant
+- vietna
+- ne
+- take
+- modreately
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+- tran
+- crosstalk
+- mind
+- ya
+- god
+- really
+- believe
+- confirm-food-italian
+- confirm-food-jamaican
+- preference
+- <sos/eos>
+init: null
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+    extract_feats_in_collect_stats: false
+use_preprocessor: true
+token_type: word
+bpemodel: null
+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'
+frontend: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: hubert_large_ll60k
+    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
+    - 30
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_range:
+    - 0
+    - 40
+    num_time_mask: 2
+normalize: utterance_mvn
+normalize_conf: {}
+preencoder: linear
+preencoder_conf:
+    input_size: 1024
+    output_size: 80
+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: conv2d
+    normalize_before: true
+    macaron_style: true
+    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: 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
+version: 0.10.3a3
+distributed: false

exp/asr_stats_raw_en_word/logdir/stats.1/train/batch_keys

@@ -0,0 +1,2 @@
+speech
+text

exp/asr_stats_raw_en_word/logdir/stats.1/train/speech_shape

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exp/asr_stats_raw_en_word/logdir/stats.10/config.yaml

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+config: conf/train_hubert.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_stats_raw_en_word/logdir/stats.10
+ngpu: 0
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: null
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: false
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: true
+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: false
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_tensorboard: true
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+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: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_en_word/logdir/train.10.scp
+valid_shape_file:
+- exp/asr_stats_raw_en_word/logdir/valid.10.scp
+batch_type: folded
+valid_batch_type: null
+fold_length: []
+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/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/valid/wav.scp
+    - speech
+    - sound
+-   - dump/raw/valid/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: 0.0002
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
+- <utt>
+- <sep>
+- bye
+- the
+- food
+- you
+- thank
+- thankyou
+- good
+- request-phone
+- number
+- phone
+- request-addr
+- address
+- restaurant
+- of
+- i
+- what
+- is
+- a
+- in
+- town
+- reqalts
+- part
+- inform-this-dontcare
+- for
+- and
+- looking
+- im
+- whats
+- about
+- inform-pricerange-moderate
+- dont
+- that
+- care
+- affirm
+- cheap
+- inform-pricerange-cheap
+- south
+- inform-area-south
+- how
+- serves
+- have
+- moderately
+- 'yes'
+- priced
+- expensive
+- north
+- any
+- inform-pricerange-expensive
+- can
+- request-postcode
+- anything
+- else
+- inform-area-north
+- code
+- post
+- it
+- price
+- west
+- inform-area-west
+- east
+- type
+- inform-area-east
+- range
+- there
+- request-food
+- okay
+- oriental
+- goodbye
+- european
+- request-pricerange
+- area
+- want
+- an
+- inform-food-indian
+- indian
+- matter
+- doesnt
+- uh
+- thai
+- serve
+- request-area
+- inform-food-thai
+- inform-food-asian
+- asian
+- chinese
+- like
+- inform-area-centre
+- find
+- inform-food-chinese
+- inform-food-italian
+- italian
+- negate
+- center
+- 'no'
+- moderate
+- please
+- get
+- to
+- their
+- inform-food-european
+- serving
+- may
+- inform-area-dontcare
+- do
+- korean
+- spanish
+- inform-food-spanish
+- vietnamese
+- inform-food-vietnamese
+- inform-food-korean
+- id
+- could
+- american
+- british
+- inform-food-british
+- kind
+- need
+- inform-food-turkish
+- turkish
+- um
+- inform-food-portuguese
+- gastropub
+- portuguese
+- does
+- inform-food-gastropub
+- inform-food-french
+- french
+- would
+- inform-food-mediterranean
+- mediterranean
+- they
+- modern
+- hello
+- inform-food-modern
+- noise
+- inform-pricerange-dontcare
+- its
+- inform-food-international
+- international
+- me
+- should
+- inform-food-north
+- repeat
+- right
+- give
+- inform-food-seafood
+- inform-food-japanese
+- japanese
+- jamaican
+- inform-food-jamaican
+- inform-food-creative
+- creative
+- are
+- inform-food-mexican
+- mexican
+- telephone
+- another
+- one
+- hungarian
+- ah
+- something
+- inform-food-dontcare
+- inform-food-cantonese
+- cantonese
+- inform-food-cuban
+- cuban
+- inform-food-hungarian
+- hi
+- breath
+- sea
+- yea
+- am
+- inform-food-traditional
+- traditional
+- caribbean
+- restaurants
+- ack
+- inform-food-world
+- world
+- with
+- inform-food-caribbean
+- barbecue
+- inform-food-corsica
+- corsica
+- inform-food-lebanese
+- lebanese
+- be
+- inform-food-basque
+- postcode
+- inform-food-romanian
+- romanian
+- inform-food-greek
+- greek
+- inform-food-barbeque
+- inform-food-african
+- african
+- side
+- other
+- pan
+- inform-food-english
+- english
+- inform-food-danish
+- danish
+- venue
+- inform-food-malaysian
+- australian
+- inform-food-unusual
+- unusual
+- inform-food-moroccan
+- inform-food-kosher
+- kosher
+- thats
+- inform-food-scandinavian
+- inform-food-afghan
+- afghan
+- inform-food-polynesian
+- polynesian
+- bout
+- inform-food-german
+- german
+- not
+- inform-food-vegetarian
+- inform-food-persian
+- persian
+- scandinavian
+- basque
+- inform-food-belgian
+- malaysian
+- inform-food-australian
+- moroccan
+- christmas
+- inform-food-catalan
+- inform-food-canapes
+- vegetarian
+- 'on'
+- swedish
+- inform-food-irish
+- irish
+- canapes
+- inform-food-christmas
+- catalan
+- inform-food-venetian
+- inform-food-swedish
+- where
+- inform-food-tuscan
+- tuscan
+- inform-food-eritrean
+- venetian
+- inform-food-steakhouse
+- fusion
+- unintelligible
+- inform-food-bistro
+- bistro
+- yeah
+- alright
+- inform-food-swiss
+- swiss
+- inform-food-singaporean
+- seafood
+- know
+- confirm-pricerange-expensive
+- confirm-pricerange-moderate
+- next
+- oh
+- inform-food-brazilian
+- brazilian
+- inform-food-scottish
+- scottish
+- inform-food-fusion
+- inform-food-russian
+- russian
+- singaporean
+- kay
+- fine
+- inform-food-welsh
+- welsh
+- over
+- belgium
+- belgian
+- great
+- addre
+- inform-food-crossover
+- cool
+- steakhouse
+- confirm-food-chinese
+- inform-food-austrian
+- austrian
+- inform-food-polish
+- polish
+- again
+- centre
+- then
+- ok
+- halal
+- steak
+- back
+- thanks
+- inform-food-indonesian
+- indonesian
+- correct
+- well
+- confirm-area-centre
+- confirm-area-north
+- inform-food-halal
+- see
+- welcome
+- house
+- postal
+- pri
+- more
+- anywhere
+- central
+- crossover
+- much
+- very
+- located
+- my
+- confirm-pricerange-cheap
+- restart
+- start
+- go
+- just
+- iam
+- confirm-food-thai
+- confirm-food-korean
+- city
+- as
+- wok
+- option
+- was
+- two
+- your
+- confirm-food-gastropub
+- time
+- chiquito
+- inform-name-prezzo
+- prezzo
+- fuck
+- prices
+- reqmore
+- bask
+- different
+- cambridge
+- turkiesh
+- show
+- chineese
+- confirm-area-east
+- rest
+- request-name
+- name
+- try
+- sorry
+- foo
+- ye
+- ser
+- sells
+- change
+- confirm-food-hungarian
+- eritrean
+- but
+- eartrain
+- options
+- location
+- served
+- cross
+- k
+- inform-name-chiquito
+- bar
+- tv_noise
+- confirm-food-canapes
+- day
+- parts
+- malyasian
+- airitran
+- so
+- new
+- at
+- confirm-food-indian
+- confirm-food-portuguese
+- place
+- tell
+- though
+- choice
+- awesome
+- stop
+- inform-food-australasian
+- portugese
+- missing
+- sock
+- deny-name-golden
+- golden
+- park
+- tur
+- vinci
+- pizzeria
+- endonesian
+- needs
+- deny-food-korean
+- confirm-area-west
+- t
+- trying
+- dear
+- thatll
+- excellent
+- baskaye
+- confirm-food-basque
+- p
+- if
+- india
+- some
+- ran
+- moroccon
+- confirm-food-european
+- hut
+- all
+- airatarin
+- canope
+- tailand
+- vanessa
+- earatrain
+- shit
+- ts
+- confirm-food-steakhouse
+- cantonates
+- vegitarian
+- knocking
+- signaporian
+- mail
+- foods
+- got
+- us
+- lets
+- f
+- medium
+- un
+- downtown
+- portugeuse
+- venues
+- talking
+- nymber
+- every
+- this
+- moron
+- says
+- sucks
+- itailian
+- chinses
+- elses
+- request-signature
+- special
+- restaurnt
+- confirm-food-fusion
+- spensive
+- scandinavia
+- gastro
+- pub
+- anyone
+- deny-food-chinese
+- res
+- derately
+- down
+- fancy
+- wha
+- alternative
+- confirm-food-mediterranean
+- confirm-food-caribbean
+- first
+- least
+- bart
+- selection
+- finally
+- somewhere
+- ko
+- sounds
+- said
+- eat
+- huh
+- searching
+- s
+- wrong
+- cute
+- ffood
+- earetree
+- earatree
+- confirm-food-modern
+- confirm-food-christmas
+- long
+- class
+- restauran
+- turk
+- deny-name-the
+- beside
+- yourself
+- hate
+- signaporean
+- restuarant
+- did
+- inform-name-da
+- da
+- only
+- int
+- inform-name-bloomsbury
+- bloomsbury
+- inaudible
+- scandanavian
+- done
+- confirm-food-indonesian
+- cancun
+- gasper
+- o
+- meant
+- plea
+- halo
+- inner
+- confirm-food-swedish
+- confirm-food-asian
+- wanna
+- catalanian
+- darling
+- canape
+- baskey
+- indians
+- bat
+- europ
+- now
+- canopy
+- restaraunt
+- medterranean
+- cant
+- deosnt
+- ostro
+- addrss
+- damn
+- deny-name-hk
+- hk
+- signapore
+- probably
+- ly
+- moderat
+- modereate
+- let
+- zip
+- spani
+- adddress
+- ori
+- euorpean
+- confirm-food-seafood
+- mistakes
+- ooh
+- confirm-food-spanish
+- worth
+- mediteranian
+- music
+- others
+- b
+- types
+- thing
+- fish
+- besides
+- confirm-food-halal
+- inform-name-pizza
+- pizza
+- ever
+- surprise
+- ones
+- train
+- arotrian
+- modertley
+- calling
+- minuet
+- york
+- sh
+- cost
+- confirm-area-south
+- bristish
+- confirm-food-british
+- loo
+- think
+- medetanian
+- wheres
+- his
+- confirm-food-turkish
+- inform-name-restaurant
+- euro
+- wondering
+- theres
+- afternoon
+- sure
+- might
+- umh
+- deny-food-vietnamese
+- art
+- rerestaurant
+- vietna
+- ne
+- take
+- modreately
+- air
+- tran
+- crosstalk
+- mind
+- ya
+- god
+- really
+- believe
+- confirm-food-italian
+- confirm-food-jamaican
+- preference
+- <sos/eos>
+init: null
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+    extract_feats_in_collect_stats: false
+use_preprocessor: true
+token_type: word
+bpemodel: null
+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'
+frontend: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: hubert_large_ll60k
+    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
+    - 30
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_range:
+    - 0
+    - 40
+    num_time_mask: 2
+normalize: utterance_mvn
+normalize_conf: {}
+preencoder: linear
+preencoder_conf:
+    input_size: 1024
+    output_size: 80
+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: conv2d
+    normalize_before: true
+    macaron_style: true
+    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: 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
+version: 0.10.3a3
+distributed: false

exp/asr_stats_raw_en_word/logdir/stats.10/train/batch_keys

@@ -0,0 +1,2 @@
+speech
+text

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exp/asr_stats_raw_en_word/logdir/stats.11/config.yaml

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+config: conf/train_hubert.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_stats_raw_en_word/logdir/stats.11
+ngpu: 0
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: null
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: false
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: true
+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: false
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_tensorboard: true
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+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: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_en_word/logdir/train.11.scp
+valid_shape_file:
+- exp/asr_stats_raw_en_word/logdir/valid.11.scp
+batch_type: folded
+valid_batch_type: null
+fold_length: []
+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/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/valid/wav.scp
+    - speech
+    - sound
+-   - dump/raw/valid/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: 0.0002
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
+- <utt>
+- <sep>
+- bye
+- the
+- food
+- you
+- thank
+- thankyou
+- good
+- request-phone
+- number
+- phone
+- request-addr
+- address
+- restaurant
+- of
+- i
+- what
+- is
+- a
+- in
+- town
+- reqalts
+- part
+- inform-this-dontcare
+- for
+- and
+- looking
+- im
+- whats
+- about
+- inform-pricerange-moderate
+- dont
+- that
+- care
+- affirm
+- cheap
+- inform-pricerange-cheap
+- south
+- inform-area-south
+- how
+- serves
+- have
+- moderately
+- 'yes'
+- priced
+- expensive
+- north
+- any
+- inform-pricerange-expensive
+- can
+- request-postcode
+- anything
+- else
+- inform-area-north
+- code
+- post
+- it
+- price
+- west
+- inform-area-west
+- east
+- type
+- inform-area-east
+- range
+- there
+- request-food
+- okay
+- oriental
+- goodbye
+- european
+- request-pricerange
+- area
+- want
+- an
+- inform-food-indian
+- indian
+- matter
+- doesnt
+- uh
+- thai
+- serve
+- request-area
+- inform-food-thai
+- inform-food-asian
+- asian
+- chinese
+- like
+- inform-area-centre
+- find
+- inform-food-chinese
+- inform-food-italian
+- italian
+- negate
+- center
+- 'no'
+- moderate
+- please
+- get
+- to
+- their
+- inform-food-european
+- serving
+- may
+- inform-area-dontcare
+- do
+- korean
+- spanish
+- inform-food-spanish
+- vietnamese
+- inform-food-vietnamese
+- inform-food-korean
+- id
+- could
+- american
+- british
+- inform-food-british
+- kind
+- need
+- inform-food-turkish
+- turkish
+- um
+- inform-food-portuguese
+- gastropub
+- portuguese
+- does
+- inform-food-gastropub
+- inform-food-french
+- french
+- would
+- inform-food-mediterranean
+- mediterranean
+- they
+- modern
+- hello
+- inform-food-modern
+- noise
+- inform-pricerange-dontcare
+- its
+- inform-food-international
+- international
+- me
+- should
+- inform-food-north
+- repeat
+- right
+- give
+- inform-food-seafood
+- inform-food-japanese
+- japanese
+- jamaican
+- inform-food-jamaican
+- inform-food-creative
+- creative
+- are
+- inform-food-mexican
+- mexican
+- telephone
+- another
+- one
+- hungarian
+- ah
+- something
+- inform-food-dontcare
+- inform-food-cantonese
+- cantonese
+- inform-food-cuban
+- cuban
+- inform-food-hungarian
+- hi
+- breath
+- sea
+- yea
+- am
+- inform-food-traditional
+- traditional
+- caribbean
+- restaurants
+- ack
+- inform-food-world
+- world
+- with
+- inform-food-caribbean
+- barbecue
+- inform-food-corsica
+- corsica
+- inform-food-lebanese
+- lebanese
+- be
+- inform-food-basque
+- postcode
+- inform-food-romanian
+- romanian
+- inform-food-greek
+- greek
+- inform-food-barbeque
+- inform-food-african
+- african
+- side
+- other
+- pan
+- inform-food-english
+- english
+- inform-food-danish
+- danish
+- venue
+- inform-food-malaysian
+- australian
+- inform-food-unusual
+- unusual
+- inform-food-moroccan
+- inform-food-kosher
+- kosher
+- thats
+- inform-food-scandinavian
+- inform-food-afghan
+- afghan
+- inform-food-polynesian
+- polynesian
+- bout
+- inform-food-german
+- german
+- not
+- inform-food-vegetarian
+- inform-food-persian
+- persian
+- scandinavian
+- basque
+- inform-food-belgian
+- malaysian
+- inform-food-australian
+- moroccan
+- christmas
+- inform-food-catalan
+- inform-food-canapes
+- vegetarian
+- 'on'
+- swedish
+- inform-food-irish
+- irish
+- canapes
+- inform-food-christmas
+- catalan
+- inform-food-venetian
+- inform-food-swedish
+- where
+- inform-food-tuscan
+- tuscan
+- inform-food-eritrean
+- venetian
+- inform-food-steakhouse
+- fusion
+- unintelligible
+- inform-food-bistro
+- bistro
+- yeah
+- alright
+- inform-food-swiss
+- swiss
+- inform-food-singaporean
+- seafood
+- know
+- confirm-pricerange-expensive
+- confirm-pricerange-moderate
+- next
+- oh
+- inform-food-brazilian
+- brazilian
+- inform-food-scottish
+- scottish
+- inform-food-fusion
+- inform-food-russian
+- russian
+- singaporean
+- kay
+- fine
+- inform-food-welsh
+- welsh
+- over
+- belgium
+- belgian
+- great
+- addre
+- inform-food-crossover
+- cool
+- steakhouse
+- confirm-food-chinese
+- inform-food-austrian
+- austrian
+- inform-food-polish
+- polish
+- again
+- centre
+- then
+- ok
+- halal
+- steak
+- back
+- thanks
+- inform-food-indonesian
+- indonesian
+- correct
+- well
+- confirm-area-centre
+- confirm-area-north
+- inform-food-halal
+- see
+- welcome
+- house
+- postal
+- pri
+- more
+- anywhere
+- central
+- crossover
+- much
+- very
+- located
+- my
+- confirm-pricerange-cheap
+- restart
+- start
+- go
+- just
+- iam
+- confirm-food-thai
+- confirm-food-korean
+- city
+- as
+- wok
+- option
+- was
+- two
+- your
+- confirm-food-gastropub
+- time
+- chiquito
+- inform-name-prezzo
+- prezzo
+- fuck
+- prices
+- reqmore
+- bask
+- different
+- cambridge
+- turkiesh
+- show
+- chineese
+- confirm-area-east
+- rest
+- request-name
+- name
+- try
+- sorry
+- foo
+- ye
+- ser
+- sells
+- change
+- confirm-food-hungarian
+- eritrean
+- but
+- eartrain
+- options
+- location
+- served
+- cross
+- k
+- inform-name-chiquito
+- bar
+- tv_noise
+- confirm-food-canapes
+- day
+- parts
+- malyasian
+- airitran
+- so
+- new
+- at
+- confirm-food-indian
+- confirm-food-portuguese
+- place
+- tell
+- though
+- choice
+- awesome
+- stop
+- inform-food-australasian
+- portugese
+- missing
+- sock
+- deny-name-golden
+- golden
+- park
+- tur
+- vinci
+- pizzeria
+- endonesian
+- needs
+- deny-food-korean
+- confirm-area-west
+- t
+- trying
+- dear
+- thatll
+- excellent
+- baskaye
+- confirm-food-basque
+- p
+- if
+- india
+- some
+- ran
+- moroccon
+- confirm-food-european
+- hut
+- all
+- airatarin
+- canope
+- tailand
+- vanessa
+- earatrain
+- shit
+- ts
+- confirm-food-steakhouse
+- cantonates
+- vegitarian
+- knocking
+- signaporian
+- mail
+- foods
+- got
+- us
+- lets
+- f
+- medium
+- un
+- downtown
+- portugeuse
+- venues
+- talking
+- nymber
+- every
+- this
+- moron
+- says
+- sucks
+- itailian
+- chinses
+- elses
+- request-signature
+- special
+- restaurnt
+- confirm-food-fusion
+- spensive
+- scandinavia
+- gastro
+- pub
+- anyone
+- deny-food-chinese
+- res
+- derately
+- down
+- fancy
+- wha
+- alternative
+- confirm-food-mediterranean
+- confirm-food-caribbean
+- first
+- least
+- bart
+- selection
+- finally
+- somewhere
+- ko
+- sounds
+- said
+- eat
+- huh
+- searching
+- s
+- wrong
+- cute
+- ffood
+- earetree
+- earatree
+- confirm-food-modern
+- confirm-food-christmas
+- long
+- class
+- restauran
+- turk
+- deny-name-the
+- beside
+- yourself
+- hate
+- signaporean
+- restuarant
+- did
+- inform-name-da
+- da
+- only
+- int
+- inform-name-bloomsbury
+- bloomsbury
+- inaudible
+- scandanavian
+- done
+- confirm-food-indonesian
+- cancun
+- gasper
+- o
+- meant
+- plea
+- halo
+- inner
+- confirm-food-swedish
+- confirm-food-asian
+- wanna
+- catalanian
+- darling
+- canape
+- baskey
+- indians
+- bat
+- europ
+- now
+- canopy
+- restaraunt
+- medterranean
+- cant
+- deosnt
+- ostro
+- addrss
+- damn
+- deny-name-hk
+- hk
+- signapore
+- probably
+- ly
+- moderat
+- modereate
+- let
+- zip
+- spani
+- adddress
+- ori
+- euorpean
+- confirm-food-seafood
+- mistakes
+- ooh
+- confirm-food-spanish
+- worth
+- mediteranian
+- music
+- others
+- b
+- types
+- thing
+- fish
+- besides
+- confirm-food-halal
+- inform-name-pizza
+- pizza
+- ever
+- surprise
+- ones
+- train
+- arotrian
+- modertley
+- calling
+- minuet
+- york
+- sh
+- cost
+- confirm-area-south
+- bristish
+- confirm-food-british
+- loo
+- think
+- medetanian
+- wheres
+- his
+- confirm-food-turkish
+- inform-name-restaurant
+- euro
+- wondering
+- theres
+- afternoon
+- sure
+- might
+- umh
+- deny-food-vietnamese
+- art
+- rerestaurant
+- vietna
+- ne
+- take
+- modreately
+- air
+- tran
+- crosstalk
+- mind
+- ya
+- god
+- really
+- believe
+- confirm-food-italian
+- confirm-food-jamaican
+- preference
+- <sos/eos>
+init: null
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+    extract_feats_in_collect_stats: false
+use_preprocessor: true
+token_type: word
+bpemodel: null
+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'
+frontend: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: hubert_large_ll60k
+    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
+    - 30
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_range:
+    - 0
+    - 40
+    num_time_mask: 2
+normalize: utterance_mvn
+normalize_conf: {}
+preencoder: linear
+preencoder_conf:
+    input_size: 1024
+    output_size: 80
+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: conv2d
+    normalize_before: true
+    macaron_style: true
+    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: 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
+version: 0.10.3a3
+distributed: false

exp/asr_stats_raw_en_word/logdir/stats.11/train/batch_keys

@@ -0,0 +1,2 @@
+speech
+text

exp/asr_stats_raw_en_word/logdir/stats.11/train/speech_shape

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exp/asr_stats_raw_en_word/logdir/stats.12/config.yaml

@@ -0,0 +1,803 @@
+config: conf/train_hubert.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: sequence
+output_dir: exp/asr_stats_raw_en_word/logdir/stats.12
+ngpu: 0
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: null
+dist_rank: null
+local_rank: null
+dist_master_addr: null
+dist_master_port: null
+dist_launcher: null
+multiprocessing_distributed: false
+unused_parameters: false
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: true
+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: false
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_tensorboard: true
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+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: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_en_word/logdir/train.12.scp
+valid_shape_file:
+- exp/asr_stats_raw_en_word/logdir/valid.12.scp
+batch_type: folded
+valid_batch_type: null
+fold_length: []
+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/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/valid/wav.scp
+    - speech
+    - sound
+-   - dump/raw/valid/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: 0.0002
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
+- <utt>
+- <sep>
+- bye
+- the
+- food
+- you
+- thank
+- thankyou
+- good
+- request-phone
+- number
+- phone
+- request-addr
+- address
+- restaurant
+- of
+- i
+- what
+- is
+- a
+- in
+- town
+- reqalts
+- part
+- inform-this-dontcare
+- for
+- and
+- looking
+- im
+- whats
+- about
+- inform-pricerange-moderate
+- dont
+- that
+- care
+- affirm
+- cheap
+- inform-pricerange-cheap
+- south
+- inform-area-south
+- how
+- serves
+- have
+- moderately
+- 'yes'
+- priced
+- expensive
+- north
+- any
+- inform-pricerange-expensive
+- can
+- request-postcode
+- anything
+- else
+- inform-area-north
+- code
+- post
+- it
+- price
+- west
+- inform-area-west
+- east
+- type
+- inform-area-east
+- range
+- there
+- request-food
+- okay
+- oriental
+- goodbye
+- european
+- request-pricerange
+- area
+- want
+- an
+- inform-food-indian
+- indian
+- matter
+- doesnt
+- uh
+- thai
+- serve
+- request-area
+- inform-food-thai
+- inform-food-asian
+- asian
+- chinese
+- like
+- inform-area-centre
+- find
+- inform-food-chinese
+- inform-food-italian
+- italian
+- negate
+- center
+- 'no'
+- moderate
+- please
+- get
+- to
+- their
+- inform-food-european
+- serving
+- may
+- inform-area-dontcare
+- do
+- korean
+- spanish
+- inform-food-spanish
+- vietnamese
+- inform-food-vietnamese
+- inform-food-korean
+- id
+- could
+- american
+- british
+- inform-food-british
+- kind
+- need
+- inform-food-turkish
+- turkish
+- um
+- inform-food-portuguese
+- gastropub
+- portuguese
+- does
+- inform-food-gastropub
+- inform-food-french
+- french
+- would
+- inform-food-mediterranean
+- mediterranean
+- they
+- modern
+- hello
+- inform-food-modern
+- noise
+- inform-pricerange-dontcare
+- its
+- inform-food-international
+- international
+- me
+- should
+- inform-food-north
+- repeat
+- right
+- give
+- inform-food-seafood
+- inform-food-japanese
+- japanese
+- jamaican
+- inform-food-jamaican
+- inform-food-creative
+- creative
+- are
+- inform-food-mexican
+- mexican
+- telephone
+- another
+- one
+- hungarian
+- ah
+- something
+- inform-food-dontcare
+- inform-food-cantonese
+- cantonese
+- inform-food-cuban
+- cuban
+- inform-food-hungarian
+- hi
+- breath
+- sea
+- yea
+- am
+- inform-food-traditional
+- traditional
+- caribbean
+- restaurants
+- ack
+- inform-food-world
+- world
+- with
+- inform-food-caribbean
+- barbecue
+- inform-food-corsica
+- corsica
+- inform-food-lebanese
+- lebanese
+- be
+- inform-food-basque
+- postcode
+- inform-food-romanian
+- romanian
+- inform-food-greek
+- greek
+- inform-food-barbeque
+- inform-food-african
+- african
+- side
+- other
+- pan
+- inform-food-english
+- english
+- inform-food-danish
+- danish
+- venue
+- inform-food-malaysian
+- australian
+- inform-food-unusual
+- unusual
+- inform-food-moroccan
+- inform-food-kosher
+- kosher
+- thats
+- inform-food-scandinavian
+- inform-food-afghan
+- afghan
+- inform-food-polynesian
+- polynesian
+- bout
+- inform-food-german
+- german
+- not
+- inform-food-vegetarian
+- inform-food-persian
+- persian
+- scandinavian
+- basque
+- inform-food-belgian
+- malaysian
+- inform-food-australian
+- moroccan
+- christmas
+- inform-food-catalan
+- inform-food-canapes
+- vegetarian
+- 'on'
+- swedish
+- inform-food-irish
+- irish
+- canapes
+- inform-food-christmas
+- catalan
+- inform-food-venetian
+- inform-food-swedish
+- where
+- inform-food-tuscan
+- tuscan
+- inform-food-eritrean
+- venetian
+- inform-food-steakhouse
+- fusion
+- unintelligible
+- inform-food-bistro
+- bistro
+- yeah
+- alright
+- inform-food-swiss
+- swiss
+- inform-food-singaporean
+- seafood
+- know
+- confirm-pricerange-expensive
+- confirm-pricerange-moderate
+- next
+- oh
+- inform-food-brazilian
+- brazilian
+- inform-food-scottish
+- scottish
+- inform-food-fusion
+- inform-food-russian
+- russian
+- singaporean
+- kay
+- fine
+- inform-food-welsh
+- welsh
+- over
+- belgium
+- belgian
+- great
+- addre
+- inform-food-crossover
+- cool
+- steakhouse
+- confirm-food-chinese
+- inform-food-austrian
+- austrian
+- inform-food-polish
+- polish
+- again
+- centre
+- then
+- ok
+- halal
+- steak
+- back
+- thanks
+- inform-food-indonesian
+- indonesian
+- correct
+- well
+- confirm-area-centre
+- confirm-area-north
+- inform-food-halal
+- see
+- welcome
+- house
+- postal
+- pri
+- more
+- anywhere
+- central
+- crossover
+- much
+- very
+- located
+- my
+- confirm-pricerange-cheap
+- restart
+- start
+- go
+- just
+- iam
+- confirm-food-thai
+- confirm-food-korean
+- city
+- as
+- wok
+- option
+- was
+- two
+- your
+- confirm-food-gastropub
+- time
+- chiquito
+- inform-name-prezzo
+- prezzo
+- fuck
+- prices
+- reqmore
+- bask
+- different
+- cambridge
+- turkiesh
+- show
+- chineese
+- confirm-area-east
+- rest
+- request-name
+- name
+- try
+- sorry
+- foo
+- ye
+- ser
+- sells
+- change
+- confirm-food-hungarian
+- eritrean
+- but
+- eartrain
+- options
+- location
+- served
+- cross
+- k
+- inform-name-chiquito
+- bar
+- tv_noise
+- confirm-food-canapes
+- day
+- parts
+- malyasian
+- airitran
+- so
+- new
+- at
+- confirm-food-indian
+- confirm-food-portuguese
+- place
+- tell
+- though
+- choice
+- awesome
+- stop
+- inform-food-australasian
+- portugese
+- missing
+- sock
+- deny-name-golden
+- golden
+- park
+- tur
+- vinci
+- pizzeria
+- endonesian
+- needs
+- deny-food-korean
+- confirm-area-west
+- t
+- trying
+- dear
+- thatll
+- excellent
+- baskaye
+- confirm-food-basque
+- p
+- if
+- india
+- some
+- ran
+- moroccon
+- confirm-food-european
+- hut
+- all
+- airatarin
+- canope
+- tailand
+- vanessa
+- earatrain
+- shit
+- ts
+- confirm-food-steakhouse
+- cantonates
+- vegitarian
+- knocking
+- signaporian
+- mail
+- foods
+- got
+- us
+- lets
+- f
+- medium
+- un
+- downtown
+- portugeuse
+- venues
+- talking
+- nymber
+- every
+- this
+- moron
+- says
+- sucks
+- itailian
+- chinses
+- elses
+- request-signature
+- special
+- restaurnt
+- confirm-food-fusion
+- spensive
+- scandinavia
+- gastro
+- pub
+- anyone
+- deny-food-chinese
+- res
+- derately
+- down
+- fancy
+- wha
+- alternative
+- confirm-food-mediterranean
+- confirm-food-caribbean
+- first
+- least
+- bart
+- selection
+- finally
+- somewhere
+- ko
+- sounds
+- said
+- eat
+- huh
+- searching
+- s
+- wrong
+- cute
+- ffood
+- earetree
+- earatree
+- confirm-food-modern
+- confirm-food-christmas
+- long
+- class
+- restauran
+- turk
+- deny-name-the
+- beside
+- yourself
+- hate
+- signaporean
+- restuarant
+- did
+- inform-name-da
+- da
+- only
+- int
+- inform-name-bloomsbury
+- bloomsbury
+- inaudible
+- scandanavian
+- done
+- confirm-food-indonesian
+- cancun
+- gasper
+- o
+- meant
+- plea
+- halo
+- inner
+- confirm-food-swedish
+- confirm-food-asian
+- wanna
+- catalanian
+- darling
+- canape
+- baskey
+- indians
+- bat
+- europ
+- now
+- canopy
+- restaraunt
+- medterranean
+- cant
+- deosnt
+- ostro
+- addrss
+- damn
+- deny-name-hk
+- hk
+- signapore
+- probably
+- ly
+- moderat
+- modereate
+- let
+- zip
+- spani
+- adddress
+- ori
+- euorpean
+- confirm-food-seafood
+- mistakes
+- ooh
+- confirm-food-spanish
+- worth
+- mediteranian
+- music
+- others
+- b
+- types
+- thing
+- fish
+- besides
+- confirm-food-halal
+- inform-name-pizza
+- pizza
+- ever
+- surprise
+- ones
+- train
+- arotrian
+- modertley
+- calling
+- minuet
+- york
+- sh
+- cost
+- confirm-area-south
+- bristish
+- confirm-food-british
+- loo
+- think
+- medetanian
+- wheres
+- his
+- confirm-food-turkish
+- inform-name-restaurant
+- euro
+- wondering
+- theres
+- afternoon
+- sure
+- might
+- umh
+- deny-food-vietnamese
+- art
+- rerestaurant
+- vietna
+- ne
+- take
+- modreately
+- air
+- tran
+- crosstalk
+- mind
+- ya
+- god
+- really
+- believe
+- confirm-food-italian
+- confirm-food-jamaican
+- preference
+- <sos/eos>
+init: null
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: true
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+    extract_feats_in_collect_stats: false
+use_preprocessor: true
+token_type: word
+bpemodel: null
+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'
+frontend: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: hubert_large_ll60k
+    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
+    - 30
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_range:
+    - 0
+    - 40
+    num_time_mask: 2
+normalize: utterance_mvn
+normalize_conf: {}
+preencoder: linear
+preencoder_conf:
+    input_size: 1024
+    output_size: 80
+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: conv2d
+    normalize_before: true
+    macaron_style: true
+    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: 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
+version: 0.10.3a3
+distributed: false

exp/asr_stats_raw_en_word/logdir/stats.12/train/batch_keys

@@ -0,0 +1,2 @@
+speech
+text