Update model

README.md

@@ -1,3 +1,407 @@
----
-license: cc-by-4.0
----
+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: en
+datasets:
+- myst_ogi_cmu_kids
+license: cc-by-4.0
+---
+
+## ESPnet2 ASR model
+
+### `espnet/myst_ogi_cmu_kids_ctc_nolm`
+
+This model was trained by eric102004 using myst_ogi_cmu_kids 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 6f722aee1f9593572d5eddfd8cac7075b07cf9ca
+pip install -e .
+cd egs2/myst_ogi_cmu_kids/asr1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/myst_ogi_cmu_kids_ctc_nolm
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Tue Feb 18 10:19:00 CST 2025`
+- python version: `3.12.3 | packaged by Anaconda, Inc. | (main, May  6 2024, 19:46:43) [GCC 11.2.0]`
+- espnet version: `espnet 202412`
+- pytorch version: `pytorch 2.4.0`
+- Git hash: `6f722aee1f9593572d5eddfd8cac7075b07cf9ca`
+  - Commit date: `Thu Feb 6 22:32:07 2025 -0600`
+
+## exp/asr_train_asr_ctc_e_branchformer_e12_mlp1024_linear1024_lr002_raw_en_char_dur05_filter/decode_ctc_bs1_jibo_asr_model_valid.cer_ctc.ave_10best
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|data_jibo/dev|853|853|11.0|88.2|0.8|0.8|89.8|89.7|
+|data_jibo/test|1044|1043|11.4|87.7|0.9|1.5|90.1|89.4|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|data_jibo/dev|853|2014|21.4|23.1|55.4|2.5|81.0|89.7|
+|data_jibo/test|1044|2767|19.9|21.5|58.6|2.1|82.2|89.4|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+## exp/asr_train_asr_ctc_e_branchformer_e12_mlp1024_linear1024_lr002_raw_en_char_dur05_filter/decode_ctc_bs1_asr_model_valid.cer_ctc.ave_10best
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|data_cmu/dev|237|2170|83.4|14.3|2.3|3.9|20.5|56.5|
+|data_cmu/test|475|4287|81.9|15.1|3.0|3.7|21.8|59.2|
+|data_jibo/dev|853|853|29.3|70.3|0.4|227.2|297.9|88.9|
+|data_jibo/test|1044|1043|29.1|70.9|0.0|318.5|389.4|87.7|
+|data_myst/dev|9037|153273|87.6|10.6|1.8|3.4|15.8|74.1|
+|data_myst/test|10311|182712|87.5|10.6|1.9|3.5|16.0|72.0|
+|data_ogi_scripted/dev|5426|15375|97.4|2.2|0.4|0.4|3.1|5.1|
+|data_ogi_scripted/test|15945|45419|96.6|2.7|0.6|0.7|4.1|6.9|
+|data_ogi_spon/dev|349|13561|74.4|22.0|3.6|4.1|29.6|97.7|
+|data_ogi_spon/test|1095|38811|75.6|21.1|3.2|4.8|29.2|96.8|
+|high_age/test|11196|56799|1.4|34.9|63.7|63.8|162.4|99.9|
+|low_age/test|5147|24262|2.2|37.7|60.1|62.3|160.0|98.7|
+|mid_age/test|26532|374547|11.2|45.6|43.2|44.7|133.6|98.8|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|data_cmu/dev|237|11449|93.8|3.1|3.1|3.8|10.0|56.5|
+|data_cmu/test|475|22664|93.1|3.0|3.9|3.3|10.3|59.2|
+|data_jibo/dev|853|2014|69.2|28.0|2.8|472.7|503.5|88.9|
+|data_jibo/test|1044|2767|73.9|24.1|2.0|574.8|600.9|87.7|
+|data_myst/dev|9037|763728|95.9|2.1|2.1|3.3|7.4|74.1|
+|data_myst/test|10311|911898|95.8|2.0|2.1|3.4|7.6|72.0|
+|data_ogi_scripted/dev|5426|83141|98.5|0.6|0.9|0.5|2.0|5.1|
+|data_ogi_scripted/test|15945|244467|98.2|0.7|1.1|0.8|2.5|6.9|
+|data_ogi_spon/dev|349|58255|89.0|5.8|5.2|4.8|15.8|97.7|
+|data_ogi_spon/test|1095|165977|89.6|5.6|4.8|5.4|15.8|96.8|
+|high_age/test|11196|278522|18.8|20.2|61.1|60.5|141.8|99.9|
+|low_age/test|5147|117778|20.8|22.1|57.1|58.0|137.2|98.7|
+|mid_age/test|26532|1865279|34.6|20.1|45.3|46.4|111.8|98.8|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/tuning/train_asr_ctc_e_branchformer_e12_mlp1024_linear1024_lr002.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_ctc_e_branchformer_e12_mlp1024_linear1024_lr002_raw_en_char_dur05_filter
+ngpu: 1
+seed: 2022
+num_workers: 4
+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
+use_deepspeed: false
+deepspeed_config: null
+static_graph: false
+gradient_as_bucket_view: false
+broadcast_buffers: true
+bucket_cap_mb: 25
+compress_gradients: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+use_tf32: false
+collect_stats: false
+write_collected_feats: false
+max_epoch: 70
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - cer_ctc
+    - min
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 4
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: true
+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
+use_adapter: false
+adapter: lora
+save_strategy: all
+adapter_conf: {}
+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: 16000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- exp/asr_stats_raw_en_char/train/speech_shape
+- exp/asr_stats_raw_en_char/train/text_shape.char
+valid_shape_file:
+- exp/asr_stats_raw_en_char/valid/speech_shape
+- exp/asr_stats_raw_en_char/valid/text_shape.char
+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
+validate_each_iter_factory: true
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+chunk_excluded_key_prefixes: []
+chunk_default_fs: null
+chunk_max_abs_length: null
+chunk_discard_short_samples: true
+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/dev/wav.scp
+    - speech
+    - sound
+-   - dump/raw/dev/text
+    - text
+    - text
+multi_task_dataset: false
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+allow_multi_rates: false
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adam
+optim_conf:
+    lr: 0.002
+    weight_decay: 1.0e-06
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 15000
+token_list:
+- <blank>
+- <unk>
+- <space>
+- E
+- T
+- A
+- O
+- I
+- N
+- H
+- S
+- R
+- L
+- D
+- U
+- W
+- M
+- C
+- G
+- Y
+- B
+- P
+- F
+- K
+- ''''
+- V
+- X
+- J
+- Z
+- Q
+- ','
+- '-'
+- <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
+    brctc_risk_strategy: exp
+    brctc_group_strategy: end
+    brctc_risk_factor: 0.0
+joint_net_conf: null
+use_preprocessor: true
+use_lang_prompt: false
+use_nlp_prompt: false
+token_type: char
+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'
+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
+    - 27
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_ratio_range:
+    - 0.0
+    - 0.05
+    num_time_mask: 5
+normalize: utterance_mvn
+normalize_conf: {}
+model: espnet
+model_conf:
+    ctc_weight: 1.0
+    lsm_weight: 0.1
+    length_normalized_loss: false
+preencoder: null
+preencoder_conf: {}
+encoder: e_branchformer
+encoder_conf:
+    output_size: 256
+    attention_heads: 4
+    attention_layer_type: rel_selfattn
+    pos_enc_layer_type: rel_pos
+    rel_pos_type: latest
+    cgmlp_linear_units: 1024
+    cgmlp_conv_kernel: 31
+    use_linear_after_conv: false
+    gate_activation: identity
+    num_blocks: 12
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv2d
+    layer_drop_rate: 0.0
+    linear_units: 1024
+    positionwise_layer_type: linear
+    use_ffn: true
+    macaron_ffn: true
+    merge_conv_kernel: 31
+postencoder: null
+postencoder_conf: {}
+decoder: null
+decoder_conf: {}
+preprocessor: default
+preprocessor_conf: {}
+masker: null
+masker_conf: {}
+required:
+- output_dir
+- token_list
+version: '202412'
+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}
+}
+```

exp/asr_train_asr_ctc_e_branchformer_e12_mlp1024_linear1024_lr002_raw_en_char_dur05_filter/RESULTS.md

@@ -0,0 +1,70 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Tue Feb 18 10:19:00 CST 2025`
+- python version: `3.12.3 | packaged by Anaconda, Inc. | (main, May  6 2024, 19:46:43) [GCC 11.2.0]`
+- espnet version: `espnet 202412`
+- pytorch version: `pytorch 2.4.0`
+- Git hash: `6f722aee1f9593572d5eddfd8cac7075b07cf9ca`
+  - Commit date: `Thu Feb 6 22:32:07 2025 -0600`
+
+## exp/asr_train_asr_ctc_e_branchformer_e12_mlp1024_linear1024_lr002_raw_en_char_dur05_filter/decode_ctc_bs1_jibo_asr_model_valid.cer_ctc.ave_10best
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|data_jibo/dev|853|853|11.0|88.2|0.8|0.8|89.8|89.7|
+|data_jibo/test|1044|1043|11.4|87.7|0.9|1.5|90.1|89.4|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|data_jibo/dev|853|2014|21.4|23.1|55.4|2.5|81.0|89.7|
+|data_jibo/test|1044|2767|19.9|21.5|58.6|2.1|82.2|89.4|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+## exp/asr_train_asr_ctc_e_branchformer_e12_mlp1024_linear1024_lr002_raw_en_char_dur05_filter/decode_ctc_bs1_asr_model_valid.cer_ctc.ave_10best
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|data_cmu/dev|237|2170|83.4|14.3|2.3|3.9|20.5|56.5|
+|data_cmu/test|475|4287|81.9|15.1|3.0|3.7|21.8|59.2|
+|data_jibo/dev|853|853|29.3|70.3|0.4|227.2|297.9|88.9|
+|data_jibo/test|1044|1043|29.1|70.9|0.0|318.5|389.4|87.7|
+|data_myst/dev|9037|153273|87.6|10.6|1.8|3.4|15.8|74.1|
+|data_myst/test|10311|182712|87.5|10.6|1.9|3.5|16.0|72.0|
+|data_ogi_scripted/dev|5426|15375|97.4|2.2|0.4|0.4|3.1|5.1|
+|data_ogi_scripted/test|15945|45419|96.6|2.7|0.6|0.7|4.1|6.9|
+|data_ogi_spon/dev|349|13561|74.4|22.0|3.6|4.1|29.6|97.7|
+|data_ogi_spon/test|1095|38811|75.6|21.1|3.2|4.8|29.2|96.8|
+|high_age/test|11196|56799|1.4|34.9|63.7|63.8|162.4|99.9|
+|low_age/test|5147|24262|2.2|37.7|60.1|62.3|160.0|98.7|
+|mid_age/test|26532|374547|11.2|45.6|43.2|44.7|133.6|98.8|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|data_cmu/dev|237|11449|93.8|3.1|3.1|3.8|10.0|56.5|
+|data_cmu/test|475|22664|93.1|3.0|3.9|3.3|10.3|59.2|
+|data_jibo/dev|853|2014|69.2|28.0|2.8|472.7|503.5|88.9|
+|data_jibo/test|1044|2767|73.9|24.1|2.0|574.8|600.9|87.7|
+|data_myst/dev|9037|763728|95.9|2.1|2.1|3.3|7.4|74.1|
+|data_myst/test|10311|911898|95.8|2.0|2.1|3.4|7.6|72.0|
+|data_ogi_scripted/dev|5426|83141|98.5|0.6|0.9|0.5|2.0|5.1|
+|data_ogi_scripted/test|15945|244467|98.2|0.7|1.1|0.8|2.5|6.9|
+|data_ogi_spon/dev|349|58255|89.0|5.8|5.2|4.8|15.8|97.7|
+|data_ogi_spon/test|1095|165977|89.6|5.6|4.8|5.4|15.8|96.8|
+|high_age/test|11196|278522|18.8|20.2|61.1|60.5|141.8|99.9|
+|low_age/test|5147|117778|20.8|22.1|57.1|58.0|137.2|98.7|
+|mid_age/test|26532|1865279|34.6|20.1|45.3|46.4|111.8|98.8|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|

exp/asr_train_asr_ctc_e_branchformer_e12_mlp1024_linear1024_lr002_raw_en_char_dur05_filter/config.yaml

@@ -0,0 +1,263 @@
+config: conf/tuning/train_asr_ctc_e_branchformer_e12_mlp1024_linear1024_lr002.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_ctc_e_branchformer_e12_mlp1024_linear1024_lr002_raw_en_char_dur05_filter
+ngpu: 1
+seed: 2022
+num_workers: 4
+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
+use_deepspeed: false
+deepspeed_config: null
+static_graph: false
+gradient_as_bucket_view: false
+broadcast_buffers: true
+bucket_cap_mb: 25
+compress_gradients: false
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+use_tf32: false
+collect_stats: false
+write_collected_feats: false
+max_epoch: 70
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - cer_ctc
+    - min
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 4
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: true
+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
+use_adapter: false
+adapter: lora
+save_strategy: all
+adapter_conf: {}
+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: 16000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- exp/asr_stats_raw_en_char/train/speech_shape
+- exp/asr_stats_raw_en_char/train/text_shape.char
+valid_shape_file:
+- exp/asr_stats_raw_en_char/valid/speech_shape
+- exp/asr_stats_raw_en_char/valid/text_shape.char
+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
+validate_each_iter_factory: true
+chunk_length: 500
+chunk_shift_ratio: 0.5
+num_cache_chunks: 1024
+chunk_excluded_key_prefixes: []
+chunk_default_fs: null
+chunk_max_abs_length: null
+chunk_discard_short_samples: true
+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/dev/wav.scp
+    - speech
+    - sound
+-   - dump/raw/dev/text
+    - text
+    - text
+multi_task_dataset: false
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+allow_multi_rates: false
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adam
+optim_conf:
+    lr: 0.002
+    weight_decay: 1.0e-06
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 15000
+token_list:
+- <blank>
+- <unk>
+- <space>
+- E
+- T
+- A
+- O
+- I
+- N
+- H
+- S
+- R
+- L
+- D
+- U
+- W
+- M
+- C
+- G
+- Y
+- B
+- P
+- F
+- K
+- ''''
+- V
+- X
+- J
+- Z
+- Q
+- ','
+- '-'
+- <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
+    brctc_risk_strategy: exp
+    brctc_group_strategy: end
+    brctc_risk_factor: 0.0
+joint_net_conf: null
+use_preprocessor: true
+use_lang_prompt: false
+use_nlp_prompt: false
+token_type: char
+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'
+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
+    - 27
+    num_freq_mask: 2
+    apply_time_mask: true
+    time_mask_width_ratio_range:
+    - 0.0
+    - 0.05
+    num_time_mask: 5
+normalize: utterance_mvn
+normalize_conf: {}
+model: espnet
+model_conf:
+    ctc_weight: 1.0
+    lsm_weight: 0.1
+    length_normalized_loss: false
+preencoder: null
+preencoder_conf: {}
+encoder: e_branchformer
+encoder_conf:
+    output_size: 256
+    attention_heads: 4
+    attention_layer_type: rel_selfattn
+    pos_enc_layer_type: rel_pos
+    rel_pos_type: latest
+    cgmlp_linear_units: 1024
+    cgmlp_conv_kernel: 31
+    use_linear_after_conv: false
+    gate_activation: identity
+    num_blocks: 12
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv2d
+    layer_drop_rate: 0.0
+    linear_units: 1024
+    positionwise_layer_type: linear
+    use_ffn: true
+    macaron_ffn: true
+    merge_conv_kernel: 31
+postencoder: null
+postencoder_conf: {}
+decoder: null
+decoder_conf: {}
+preprocessor: default
+preprocessor_conf: {}
+masker: null
+masker_conf: {}
+required:
+- output_dir
+- token_list
+version: '202412'
+distributed: false

exp/asr_train_asr_ctc_e_branchformer_e12_mlp1024_linear1024_lr002_raw_en_char_dur05_filter/valid.cer_ctc.ave_10best.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f5accf8363ca6f03850d50ff85035a78bf67de90ebd0f45814a59c5c7a6b5566
+size 100907247

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202412'
+files:
+  asr_model_file: exp/asr_train_asr_ctc_e_branchformer_e12_mlp1024_linear1024_lr002_raw_en_char_dur05_filter/valid.cer_ctc.ave_10best.pth
+python: 3.12.3 | packaged by Anaconda, Inc. | (main, May  6 2024, 19:46:43) [GCC 11.2.0]
+timestamp: 1756005685.972703
+torch: 2.4.0
+yaml_files:
+  asr_train_config: exp/asr_train_asr_ctc_e_branchformer_e12_mlp1024_linear1024_lr002_raw_en_char_dur05_filter/config.yaml