Update model

README.md

@@ -0,0 +1,327 @@
+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: en
+datasets:
+- slue-voxceleb
+license: cc-by-4.0
+---
+
+## ESPnet2 ASR model
+
+### `espnet/sluevoxceleb_wavlm_lightweight_sa`
+
+This model was trained by “siddhu001” using slue-voxceleb 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 e23ef85f0b3116ad5c60d0833f186da0deec0734
+pip install -e .
+cd egs2/slue-voxceleb/slu1_superb_correct
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/sluevoxceleb_wavlm_lightweight_sa
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Wed Feb  7 23:05:29 CST 2024`
+- python version: `3.9.13 (main, Aug 25 2022, 23:26:10)  [GCC 11.2.0]`
+- espnet version: `espnet 202310`
+- pytorch version: `pytorch 2.1.0+cu121`
+- Git hash: `21d2105784e4da98397bf487b2550d4c6e16d40d`
+  - Commit date: `Wed Jan 31 13:40:37 2024 -0600`
+
+## exp/slu_train_asr_wavlm_large_0.01_raw_en_word_sp
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_slu_model_valid.loss.ave/devel|1436|1436|73.2|26.8|0.0|0.0|26.8|26.8|
+|decode_asr_slu_model_valid.loss.ave/test|3426|3426|73.0|27.0|0.0|0.0|27.0|27.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_slu_model_valid.loss.ave/devel|1436|10365|77.0|20.7|2.3|1.3|24.4|26.8|
+|decode_asr_slu_model_valid.loss.ave/test|3426|24887|77.1|20.5|2.4|1.2|24.1|27.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+## exp/slu_train_asr_wavlm_large_0.01_raw_en_word_sp/decode_asr_slu_model_valid.loss.ave
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/devel|1437|1437|73.2|26.8|0.0|0.0|26.8|26.8|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/devel|1437|10372|77.0|20.7|2.3|1.3|24.3|26.8|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/train_asr_wavlm_large_0.01.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/slu_train_asr_wavlm_large_0.01_raw_en_word_sp
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 4
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 53613
+dist_launcher: null
+multiprocessing_distributed: true
+unused_parameters: true
+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
+    - loss
+    - min
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: null
+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_lora: false
+save_lora_only: true
+lora_conf: {}
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param:
+- frontend.upstream
+num_iters_per_epoch: null
+batch_size: 320
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/slu_stats_raw_en_word_sp/train/speech_shape
+- exp/slu_stats_raw_en_word_sp/train/text_shape.word
+valid_shape_file:
+- exp/slu_stats_raw_en_word_sp/valid/speech_shape
+- exp/slu_stats_raw_en_word_sp/valid/text_shape.word
+batch_type: folded
+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: []
+chunk_default_fs: null
+train_data_path_and_name_and_type:
+-   - dump/raw/train_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/devel/wav.scp
+    - speech
+    - sound
+-   - dump/raw/devel/text
+    - text
+    - text
+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: 0.01
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 1000
+token_list:
+- <blank>
+- <unk>
+- Neutral
+- Positive
+- Negative
+- <sos/eos>
+transcript_token_list: null
+two_pass: false
+pre_postencoder_norm: false
+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
+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'
+short_noise_thres: 0.5
+frontend: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: wavlm_large
+    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: {}
+model: espnet
+model_conf:
+    ctc_weight: 0.0
+    lsm_weight: 0.0
+    length_normalized_loss: false
+    superb_setup: true
+    num_class: 3
+    ssl_input_size: 1024
+    extract_feats_in_collect_stats: false
+preencoder: null
+preencoder_conf: {}
+encoder: rnn
+encoder_conf: {}
+postencoder: null
+postencoder_conf: {}
+deliberationencoder: null
+deliberationencoder_conf: {}
+decoder: rnn
+decoder_conf: {}
+postdecoder: null
+postdecoder_conf: {}
+required:
+- output_dir
+- token_list
+version: '202310'
+distributed: true
+```
+
+</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/slu_train_asr_wavlm_large_0.01_raw_en_word_sp/RESULTS.md

@@ -0,0 +1,46 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Wed Feb  7 23:05:29 CST 2024`
+- python version: `3.9.13 (main, Aug 25 2022, 23:26:10)  [GCC 11.2.0]`
+- espnet version: `espnet 202310`
+- pytorch version: `pytorch 2.1.0+cu121`
+- Git hash: `21d2105784e4da98397bf487b2550d4c6e16d40d`
+  - Commit date: `Wed Jan 31 13:40:37 2024 -0600`
+
+## exp/slu_train_asr_wavlm_large_0.01_raw_en_word_sp
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_slu_model_valid.loss.ave/devel|1436|1436|73.2|26.8|0.0|0.0|26.8|26.8|
+|decode_asr_slu_model_valid.loss.ave/test|3426|3426|73.0|27.0|0.0|0.0|27.0|27.0|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|decode_asr_slu_model_valid.loss.ave/devel|1436|10365|77.0|20.7|2.3|1.3|24.4|26.8|
+|decode_asr_slu_model_valid.loss.ave/test|3426|24887|77.1|20.5|2.4|1.2|24.1|27.0|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+## exp/slu_train_asr_wavlm_large_0.01_raw_en_word_sp/decode_asr_slu_model_valid.loss.ave
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/devel|1437|1437|73.2|26.8|0.0|0.0|26.8|26.8|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/devel|1437|10372|77.0|20.7|2.3|1.3|24.3|26.8|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|

exp/slu_train_asr_wavlm_large_0.01_raw_en_word_sp/config.yaml

@@ -0,0 +1,207 @@
+config: conf/train_asr_wavlm_large_0.01.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/slu_train_asr_wavlm_large_0.01_raw_en_word_sp
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 4
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 53613
+dist_launcher: null
+multiprocessing_distributed: true
+unused_parameters: true
+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
+    - loss
+    - min
+keep_nbest_models: 10
+nbest_averaging_interval: 0
+grad_clip: 5.0
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: null
+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_lora: false
+save_lora_only: true
+lora_conf: {}
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param:
+- frontend.upstream
+num_iters_per_epoch: null
+batch_size: 320
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/slu_stats_raw_en_word_sp/train/speech_shape
+- exp/slu_stats_raw_en_word_sp/train/text_shape.word
+valid_shape_file:
+- exp/slu_stats_raw_en_word_sp/valid/speech_shape
+- exp/slu_stats_raw_en_word_sp/valid/text_shape.word
+batch_type: folded
+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: []
+chunk_default_fs: null
+train_data_path_and_name_and_type:
+-   - dump/raw/train_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train_sp/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/devel/wav.scp
+    - speech
+    - sound
+-   - dump/raw/devel/text
+    - text
+    - text
+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: 0.01
+scheduler: warmuplr
+scheduler_conf:
+    warmup_steps: 1000
+token_list:
+- <blank>
+- <unk>
+- Neutral
+- Positive
+- Negative
+- <sos/eos>
+transcript_token_list: null
+two_pass: false
+pre_postencoder_norm: false
+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
+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'
+short_noise_thres: 0.5
+frontend: s3prl
+frontend_conf:
+    frontend_conf:
+        upstream: wavlm_large
+    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: {}
+model: espnet
+model_conf:
+    ctc_weight: 0.0
+    lsm_weight: 0.0
+    length_normalized_loss: false
+    superb_setup: true
+    num_class: 3
+    ssl_input_size: 1024
+    extract_feats_in_collect_stats: false
+preencoder: null
+preencoder_conf: {}
+encoder: rnn
+encoder_conf: {}
+postencoder: null
+postencoder_conf: {}
+deliberationencoder: null
+deliberationencoder_conf: {}
+decoder: rnn
+decoder_conf: {}
+postdecoder: null
+postdecoder_conf: {}
+required:
+- output_dir
+- token_list
+version: '202310'
+distributed: true

exp/slu_train_asr_wavlm_large_0.01_raw_en_word_sp/valid.loss.ave_10best.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:320cbb998d96bf023a9d3b04b4cd844a8ce5dc4cf3d9fb3dfed478a16d12a0f4
+size 1266238662

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202310'
+files:
+  slu_model_file: exp/slu_train_asr_wavlm_large_0.01_raw_en_word_sp/valid.loss.ave_10best.pth
+python: "3.9.13 (main, Aug 25 2022, 23:26:10) \n[GCC 11.2.0]"
+timestamp: 1715349140.023715
+torch: 2.1.0+cu121
+yaml_files:
+  slu_train_config: exp/slu_train_asr_wavlm_large_0.01_raw_en_word_sp/config.yaml