Update model

README.md

@@ -1,3 +1,473 @@
 ---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: eu
+datasets:
+- commonvoice
 license: cc-by-4.0
 ---
+
+## ESPnet2 ASR model
+
+### `espnet/zuazo_commonvoice_asr_train_asr_conformer5_raw_eu_bpe150_sp`
+
+This model was trained by Xabier de Zuazo using commonvoice recipe in [espnet](https://github.com/espnet/espnet/).
+
+### Demo: How to use in ESPnet2
+
+Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html)
+if you haven't done that already.
+
+```bash
+cd espnet
+git checkout 5d0758e2a7063b82d1f10a8ac2de98eb6cf8a352
+pip install -e .
+cd egs2/commonvoice/asr1.conformer.lm.best
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/zuazo_commonvoice_asr_train_asr_conformer5_raw_eu_bpe150_sp
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Thu Sep 21 09:55:45 CEST 2023`
+- python version: `3.8.17 | packaged by conda-forge | (default, Jun 16 2023, 07:06:00)  [GCC 11.4.0]`
+- espnet version: `espnet 202308`
+- pytorch version: `pytorch 2.0.1`
+- Git hash: `5d0758e2a7063b82d1f10a8ac2de98eb6cf8a352`
+  - Commit date: `Wed Aug 30 18:03:42 2023 -0400`
+
+## exp/asr_train_asr_conformer5_raw_eu_bpe150_sp
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_lm_eu_bpe150_valid.loss.ave_asr_model_valid.acc.ave/test_eu|6640|49267|92.8|6.8|0.4|0.8|8.0|33.3|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_lm_eu_bpe150_valid.loss.ave_asr_model_valid.acc.ave/test_eu|6640|373913|98.8|0.6|0.7|0.4|1.6|33.3|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_lm_eu_bpe150_valid.loss.ave_asr_model_valid.acc.ave/test_eu|6640|208360|97.4|1.5|1.1|0.5|3.1|33.3|
+
+## exp/asr_train_asr_conformer5_raw_eu_bpe150_sp/decode_asr_lm_lm_train_lm_eu_bpe150_valid.loss.ave_asr_model_valid.acc.ave
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev_eu|6640|49505|93.5|6.2|0.3|0.8|7.3|31.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev_eu|6640|376502|99.0|0.5|0.5|0.3|1.4|31.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev_eu|6640|209465|97.7|1.4|1.0|0.4|2.7|31.0|
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/tuning/train_asr_conformer5.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/asr_train_asr_conformer5_raw_eu_bpe150_sp
+ngpu: 1
+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: 0
+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: false
+write_collected_feats: false
+max_epoch: 50
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 3
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_matplotlib: true
+use_tensorboard: true
+create_graph_in_tensorboard: false
+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: []
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 10000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_eu_bpe150_sp/train/speech_shape
+- exp/asr_stats_raw_eu_bpe150_sp/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_eu_bpe150_sp/valid/speech_shape
+- exp/asr_stats_raw_eu_bpe150_sp/valid/text_shape.bpe
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 80000
+- 150
+sort_in_batch: descending
+shuffle_within_batch: false
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+chunk_excluded_key_prefixes: []
+train_data_path_and_name_and_type:
+-   - dump/raw/train_eu_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train_eu_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev_eu/wav.scp
+    - speech
+    - sound
+-   - dump/raw/dev_eu/text
+    - text
+    - text
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adam
+optim_conf:
+    lr: 4.0
+scheduler: noamlr
+scheduler_conf:
+    model_size: 256
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
+- A
+- ▁
+- I
+- E
+- Z
+- .
+- R
+- N
+- U
+- S
+- O
+- T
+- KO
+- K
+- ▁E
+- TU
+- TE
+- RA
+- EN
+- L
+- ','
+- LA
+- TA
+- AK
+- ▁A
+- AN
+- ▁DA
+- RE
+- KA
+- P
+- GO
+- IN
+- B
+- M
+- ▁DU
+- RI
+- GU
+- ▁ETA
+- D
+- ER
+- UR
+- ▁BA
+- ▁P
+- H
+- MA
+- ▁G
+- ▁I
+- ▁HA
+- TZEN
+- LE
+- ▁EZ
+- ▁O
+- EK
+- GI
+- ▁BAT
+- DA
+- DU
+- TZA
+- KI
+- DI
+- RO
+- ▁GA
+- REN
+- AR
+- TEN
+- GA
+- TIK
+- RRI
+- ▁BI
+- LI
+- ▁BER
+- G
+- ▁AR
+- TO
+- ERA
+- AREN
+- ▁ZI
+- ▁DE
+- ▁BE
+- X
+- BA
+- ▁DI
+- ▁IZAN
+- ▁ZE
+- ETAN
+- ▁ZEN
+- EAN
+- IA
+- ▁JA
+- ▁ERE
+- ▁DITU
+- ▁ZA
+- ▁ERA
+- LO
+- ▁HOR
+- NTZ
+- ▁DIRA
+- MEN
+- ▁HI
+- ▁F
+- F
+- LDE
+- ZIO
+- '?'
+- ▁ZU
+- '-'
+- DO
+- ▁EGIN
+- TZEKO
+- ▁BEHAR
+- TZI
+- BIL
+- ▁IN
+- RIK
+- ▁HORI
+- ▁SA
+- ▁NA
+- BIDE
+- ▁KON
+- ▁HE
+- ▁ZUEN
+- ▁MU
+- ▁BESTE
+- ▁SO
+- ▁HERRI
+- ▁IKAS
+- ▁NO
+- ▁ALD
+- ▁NI
+- ▁TX
+- ABE
+- KETA
+- ▁BAINA
+- C
+- '!'
+- V
+- Y
+- ':'
+- ;
+- '"'
+- í
+- Q
+- ñ
+- W
+- J
+- ‘
+- ’
+- <sos/eos>
+init: null
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: null
+    zero_infinity: true
+joint_net_conf: null
+use_preprocessor: true
+token_type: bpe
+bpemodel: data/eu_token_list/bpe_unigram150/bpe.model
+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'
+short_noise_thres: 0.5
+aux_ctc_tasks: []
+frontend: default
+frontend_conf:
+    n_fft: 512
+    win_length: 400
+    hop_length: 160
+    fs: 16k
+specaug: specaug
+specaug_conf:
+    apply_time_warp: true
+    time_warp_window: 5
+    time_warp_mode: bicubic
+    apply_freq_mask: true
+    freq_mask_width_range:
+    - 0
+    - 30
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_range:
+    - 0
+    - 40
+    num_time_mask: 2
+normalize: global_mvn
+normalize_conf:
+    stats_file: exp/asr_stats_raw_eu_bpe150_sp/train/feats_stats.npz
+model: espnet
+model_conf:
+    ctc_weight: 0.3
+    lsm_weight: 0.1
+    length_normalized_loss: false
+preencoder: null
+preencoder_conf: {}
+encoder: conformer
+encoder_conf:
+    input_layer: conv2d
+    num_blocks: 12
+    linear_units: 2048
+    dropout_rate: 0.1
+    output_size: 256
+    attention_heads: 4
+    attention_dropout_rate: 0.0
+    pos_enc_layer_type: rel_pos
+    selfattention_layer_type: rel_selfattn
+    activation_type: swish
+    macaron_style: true
+    use_cnn_module: true
+    cnn_module_kernel: 15
+postencoder: null
+postencoder_conf: {}
+decoder: transformer
+decoder_conf:
+    input_layer: embed
+    num_blocks: 6
+    linear_units: 2048
+    dropout_rate: 0.1
+preprocessor: default
+preprocessor_conf: {}
+required:
+- output_dir
+- token_list
+version: '202308'
+distributed: false
+```
+
+</details>
+
+
+
+### Citing ESPnet
+
+```BibTex
+@inproceedings{watanabe2018espnet,
+  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
+  title={{ESPnet}: End-to-End Speech Processing Toolkit},
+  year={2018},
+  booktitle={Proceedings of Interspeech},
+  pages={2207--2211},
+  doi={10.21437/Interspeech.2018-1456},
+  url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
+}
+
+
+
+
+
+
+```
+
+or arXiv:
+
+```bibtex
+@misc{watanabe2018espnet,
+  title={ESPnet: End-to-End Speech Processing Toolkit},
+  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
+  year={2018},
+  eprint={1804.00015},
+  archivePrefix={arXiv},
+  primaryClass={cs.CL}
+}
+```

data/eu_token_list/bpe_unigram150/bpe.model

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0fd798c3d25ffb40296213b3ab8a37641962047243d2f8bd7dd88e0da7018adb
+size 239526

exp/asr_stats_raw_eu_bpe150_sp/train/feats_stats.npz

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+version https://git-lfs.github.com/spec/v1
+oid sha256:25280af3f578b881f1ebbf2ba646a917c0f9b40bf888fdc11997f8e289d5e0f5
+size 1402

exp/asr_train_asr_conformer5_raw_eu_bpe150_sp/RESULTS.md

@@ -0,0 +1,48 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Thu Sep 21 09:55:45 CEST 2023`
+- python version: `3.8.17 | packaged by conda-forge | (default, Jun 16 2023, 07:06:00)  [GCC 11.4.0]`
+- espnet version: `espnet 202308`
+- pytorch version: `pytorch 2.0.1`
+- Git hash: `5d0758e2a7063b82d1f10a8ac2de98eb6cf8a352`
+  - Commit date: `Wed Aug 30 18:03:42 2023 -0400`
+
+## exp/asr_train_asr_conformer5_raw_eu_bpe150_sp
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_lm_eu_bpe150_valid.loss.ave_asr_model_valid.acc.ave/test_eu|6640|49267|92.8|6.8|0.4|0.8|8.0|33.3|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_lm_eu_bpe150_valid.loss.ave_asr_model_valid.acc.ave/test_eu|6640|373913|98.8|0.6|0.7|0.4|1.6|33.3|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_lm_lm_train_lm_eu_bpe150_valid.loss.ave_asr_model_valid.acc.ave/test_eu|6640|208360|97.4|1.5|1.1|0.5|3.1|33.3|
+
+## exp/asr_train_asr_conformer5_raw_eu_bpe150_sp/decode_asr_lm_lm_train_lm_eu_bpe150_valid.loss.ave_asr_model_valid.acc.ave
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev_eu|6640|49505|93.5|6.2|0.3|0.8|7.3|31.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev_eu|6640|376502|99.0|0.5|0.5|0.3|1.4|31.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/dev_eu|6640|209465|97.7|1.4|1.0|0.4|2.7|31.0|
+

exp/asr_train_asr_conformer5_raw_eu_bpe150_sp/config.yaml

@@ -0,0 +1,352 @@
+config: conf/tuning/train_asr_conformer5.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/asr_train_asr_conformer5_raw_eu_bpe150_sp
+ngpu: 1
+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: 0
+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: false
+write_collected_feats: false
+max_epoch: 50
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 3
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_matplotlib: true
+use_tensorboard: true
+create_graph_in_tensorboard: false
+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: []
+num_iters_per_epoch: null
+batch_size: 20
+valid_batch_size: null
+batch_bins: 10000000
+valid_batch_bins: null
+train_shape_file:
+- exp/asr_stats_raw_eu_bpe150_sp/train/speech_shape
+- exp/asr_stats_raw_eu_bpe150_sp/train/text_shape.bpe
+valid_shape_file:
+- exp/asr_stats_raw_eu_bpe150_sp/valid/speech_shape
+- exp/asr_stats_raw_eu_bpe150_sp/valid/text_shape.bpe
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 80000
+- 150
+sort_in_batch: descending
+shuffle_within_batch: false
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+chunk_excluded_key_prefixes: []
+train_data_path_and_name_and_type:
+-   - dump/raw/train_eu_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train_eu_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev_eu/wav.scp
+    - speech
+    - sound
+-   - dump/raw/dev_eu/text
+    - text
+    - text
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adam
+optim_conf:
+    lr: 4.0
+scheduler: noamlr
+scheduler_conf:
+    model_size: 256
+    warmup_steps: 25000
+token_list:
+- <blank>
+- <unk>
+- A
+- ▁
+- I
+- E
+- Z
+- .
+- R
+- N
+- U
+- S
+- O
+- T
+- KO
+- K
+- ▁E
+- TU
+- TE
+- RA
+- EN
+- L
+- ','
+- LA
+- TA
+- AK
+- ▁A
+- AN
+- ▁DA
+- RE
+- KA
+- P
+- GO
+- IN
+- B
+- M
+- ▁DU
+- RI
+- GU
+- ▁ETA
+- D
+- ER
+- UR
+- ▁BA
+- ▁P
+- H
+- MA
+- ▁G
+- ▁I
+- ▁HA
+- TZEN
+- LE
+- ▁EZ
+- ▁O
+- EK
+- GI
+- ▁BAT
+- DA
+- DU
+- TZA
+- KI
+- DI
+- RO
+- ▁GA
+- REN
+- AR
+- TEN
+- GA
+- TIK
+- RRI
+- ▁BI
+- LI
+- ▁BER
+- G
+- ▁AR
+- TO
+- ERA
+- AREN
+- ▁ZI
+- ▁DE
+- ▁BE
+- X
+- BA
+- ▁DI
+- ▁IZAN
+- ▁ZE
+- ETAN
+- ▁ZEN
+- EAN
+- IA
+- ▁JA
+- ▁ERE
+- ▁DITU
+- ▁ZA
+- ▁ERA
+- LO
+- ▁HOR
+- NTZ
+- ▁DIRA
+- MEN
+- ▁HI
+- ▁F
+- F
+- LDE
+- ZIO
+- '?'
+- ▁ZU
+- '-'
+- DO
+- ▁EGIN
+- TZEKO
+- ▁BEHAR
+- TZI
+- BIL
+- ▁IN
+- RIK
+- ▁HORI
+- ▁SA
+- ▁NA
+- BIDE
+- ▁KON
+- ▁HE
+- ▁ZUEN
+- ▁MU
+- ▁BESTE
+- ▁SO
+- ▁HERRI
+- ▁IKAS
+- ▁NO
+- ▁ALD
+- ▁NI
+- ▁TX
+- ABE
+- KETA
+- ▁BAINA
+- C
+- '!'
+- V
+- Y
+- ':'
+- ;
+- '"'
+- í
+- Q
+- ñ
+- W
+- J
+- ‘
+- ’
+- <sos/eos>
+init: null
+input_size: null
+ctc_conf:
+    dropout_rate: 0.0
+    ctc_type: builtin
+    reduce: true
+    ignore_nan_grad: null
+    zero_infinity: true
+joint_net_conf: null
+use_preprocessor: true
+token_type: bpe
+bpemodel: data/eu_token_list/bpe_unigram150/bpe.model
+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'
+short_noise_thres: 0.5
+aux_ctc_tasks: []
+frontend: default
+frontend_conf:
+    n_fft: 512
+    win_length: 400
+    hop_length: 160
+    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
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+    - text
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meta.yaml

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+files:
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+  lm_file: exp/lm_train_lm_eu_bpe150/20epoch.pth
+python: "3.8.17 | packaged by conda-forge | (default, Jun 16 2023, 07:06:00) \n[GCC\
+  \ 11.4.0]"
+timestamp: 1697276482.412829
+torch: 2.0.1
+yaml_files:
+  asr_train_config: exp/asr_train_asr_conformer5_raw_eu_bpe150_sp/config.yaml
+  lm_train_config: exp/lm_train_lm_eu_bpe150/config.yaml