Update model

README.md

@@ -0,0 +1,369 @@
+---
+tags:
+- espnet
+- audio
+- automatic-speech-recognition
+language: en3
+datasets:
+- esc50
+license: cc-by-4.0
+---
+
+## ESPnet2 ASR model
+
+### `shikhar7ssu/BEATs-ESC-FinetunedFold3`
+
+This model was trained by Shikhar Bharadwaj using esc50 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 ca9ca1ef8bc86753238ca7a0de05d87b8f57abb3
+pip install -e .
+cd egs2/esc50/asr1
+./run.sh --skip_data_prep false --skip_train true --download_model shikhar7ssu/BEATs-ESC-FinetunedFold3
+```
+
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sat Dec 14 18:40:28 EST 2024`
+- python version: `3.9.20 (main, Oct  3 2024, 07:27:41)  [GCC 11.2.0]`
+- espnet version: `espnet 202412`
+- pytorch version: `pytorch 2.4.0`
+- Git hash: `cb80e61a15d6a13dc342ae5a413d2b870dd869c6`
+  - Commit date: `Fri Dec 13 11:57:16 2024 -0500`
+
+## /compute/babel-13-33/sbharad2/expdir/asr_fast.fold3/inference_ctc_weight0.0_maxlenratio-1_asr_model_valid.acc.best
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/val3|400|400|94.8|5.3|0.0|0.0|5.3|5.3|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/val3|400|5520|99.4|0.5|0.0|0.0|0.6|5.3|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+
+## ASR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/beats_classification.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: /compute/babel-13-33/sbharad2/expdir/asr_fast.fold3
+ngpu: 1
+seed: 0
+num_workers: 2
+num_att_plot: 0
+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: true
+sharded_ddp: false
+use_deepspeed: false
+deepspeed_config: null
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+use_tf32: false
+collect_stats: false
+write_collected_feats: false
+max_epoch: 1000
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 1
+nbest_averaging_interval: 0
+grad_clip: 1
+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: true
+wandb_project: BEATs-ESC
+wandb_id: null
+wandb_entity: shikhar
+wandb_name: fast.fold3
+wandb_model_log_interval: 0
+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: 128
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- /compute/babel-13-33/sbharad2/expdir/asr_stats_raw_3_word/train/speech_shape
+- /compute/babel-13-33/sbharad2/expdir/asr_stats_raw_3_word/train/text_shape.word
+valid_shape_file:
+- /compute/babel-13-33/sbharad2/expdir/asr_stats_raw_3_word/valid/speech_shape
+- /compute/babel-13-33/sbharad2/expdir/asr_stats_raw_3_word/valid/text_shape.word
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 100000
+- 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
+chunk_max_abs_length: null
+chunk_discard_short_samples: true
+train_data_path_and_name_and_type:
+-   - /compute/babel-13-33/sbharad2/dumpdir/raw/train3/wav.scp
+    - speech
+    - sound
+-   - /compute/babel-13-33/sbharad2/dumpdir/raw/train3/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - /compute/babel-13-33/sbharad2/dumpdir/raw/val3/wav.scp
+    - speech
+    - sound
+-   - /compute/babel-13-33/sbharad2/dumpdir/raw/val3/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: adamw
+optim_conf:
+    lr: 0.0001
+    weight_decay: 0.01
+    betas:
+    - 0.9
+    - 0.98
+scheduler: cosineannealingwarmuprestarts
+scheduler_conf:
+    first_cycle_steps: 6000
+    warmup_steps: 300
+    max_lr: 0.0001
+    min_lr: 5.0e-06
+token_list:
+- <blank>
+- <unk>
+- audio_class:0
+- audio_class:14
+- audio_class:36
+- audio_class:19
+- audio_class:30
+- audio_class:34
+- audio_class:9
+- audio_class:22
+- audio_class:48
+- audio_class:41
+- audio_class:47
+- audio_class:31
+- audio_class:17
+- audio_class:45
+- audio_class:8
+- audio_class:15
+- audio_class:46
+- audio_class:37
+- audio_class:32
+- audio_class:16
+- audio_class:25
+- audio_class:4
+- audio_class:3
+- audio_class:27
+- audio_class:43
+- audio_class:12
+- audio_class:40
+- audio_class:29
+- audio_class:10
+- audio_class:7
+- audio_class:26
+- audio_class:6
+- audio_class:44
+- audio_class:23
+- audio_class:20
+- audio_class:49
+- audio_class:24
+- audio_class:39
+- audio_class:28
+- audio_class:18
+- audio_class:2
+- audio_class:35
+- audio_class:38
+- audio_class:21
+- audio_class:1
+- audio_class:11
+- audio_class:42
+- audio_class:5
+- audio_class:33
+- audio_class:13
+- <sos/eos>
+init: xavier_normal
+input_size: 1
+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: 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
+aux_ctc_tasks: []
+frontend: null
+frontend_conf: {}
+specaug: null
+specaug_conf: {}
+normalize: null
+normalize_conf: {}
+model: espnet
+model_conf:
+    ctc_weight: 0.0
+    lsm_weight: 0.1
+    length_normalized_loss: true
+preencoder: null
+preencoder_conf: {}
+encoder: beats
+encoder_conf:
+    beats_ckpt_path: /compute/babel-13-33/sbharad2/models/BEATs/BEATs_iter3.pt
+    fbank_mean: 11.72215
+    fbank_std: 10.60431
+    beats_config:
+        layer_wise_gradient_decay_ratio: 0.2
+        encoder_layerdrop: 0.1
+        dropout: 0.0
+    specaug_config:
+        apply_time_warp: true
+        apply_freq_mask: false
+        freq_mask_width_range:
+        - 0
+        - 32
+        num_freq_mask: 1
+        apply_time_mask: true
+        time_mask_width_ratio_range:
+        - 0
+        - 0.06
+        num_time_mask: 1
+    roll_augment: true
+    roll_interval: 16000
+    use_weighted_representation: false
+postencoder: null
+postencoder_conf: {}
+decoder: linear_decoder
+decoder_conf:
+    pooling: mean
+    dropout: 0.1
+preprocessor: default
+preprocessor_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}
+}
+```

compute/babel-13-33/sbharad2/expdir/asr_fast.fold3/643epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:773ec410a2429e406ad9909c4c8c543c2c5f70675bc7aa005c22cf6eb48bd929
+size 361495813

compute/babel-13-33/sbharad2/expdir/asr_fast.fold3/RESULTS.md

@@ -0,0 +1,27 @@
+<!-- Generated by scripts/utils/show_asr_result.sh -->
+# RESULTS
+## Environments
+- date: `Sat Dec 14 18:40:28 EST 2024`
+- python version: `3.9.20 (main, Oct  3 2024, 07:27:41)  [GCC 11.2.0]`
+- espnet version: `espnet 202412`
+- pytorch version: `pytorch 2.4.0`
+- Git hash: `cb80e61a15d6a13dc342ae5a413d2b870dd869c6`
+  - Commit date: `Fri Dec 13 11:57:16 2024 -0500`
+
+## /compute/babel-13-33/sbharad2/expdir/asr_fast.fold3/inference_ctc_weight0.0_maxlenratio-1_asr_model_valid.acc.best
+### WER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/val3|400|400|94.8|5.3|0.0|0.0|5.3|5.3|
+
+### CER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|
+|org/val3|400|5520|99.4|0.5|0.0|0.0|0.6|5.3|
+
+### TER
+
+|dataset|Snt|Wrd|Corr|Sub|Del|Ins|Err|S.Err|
+|---|---|---|---|---|---|---|---|---|

compute/babel-13-33/sbharad2/expdir/asr_fast.fold3/config.yaml

@@ -0,0 +1,268 @@
+config: conf/beats_classification.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: /compute/babel-13-33/sbharad2/expdir/asr_fast.fold3
+ngpu: 1
+seed: 0
+num_workers: 2
+num_att_plot: 0
+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: true
+sharded_ddp: false
+use_deepspeed: false
+deepspeed_config: null
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+use_tf32: false
+collect_stats: false
+write_collected_feats: false
+max_epoch: 1000
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 1
+nbest_averaging_interval: 0
+grad_clip: 1
+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: true
+wandb_project: BEATs-ESC
+wandb_id: null
+wandb_entity: shikhar
+wandb_name: fast.fold3
+wandb_model_log_interval: 0
+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: 128
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- /compute/babel-13-33/sbharad2/expdir/asr_stats_raw_3_word/train/speech_shape
+- /compute/babel-13-33/sbharad2/expdir/asr_stats_raw_3_word/train/text_shape.word
+valid_shape_file:
+- /compute/babel-13-33/sbharad2/expdir/asr_stats_raw_3_word/valid/speech_shape
+- /compute/babel-13-33/sbharad2/expdir/asr_stats_raw_3_word/valid/text_shape.word
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 100000
+- 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
+chunk_max_abs_length: null
+chunk_discard_short_samples: true
+train_data_path_and_name_and_type:
+-   - /compute/babel-13-33/sbharad2/dumpdir/raw/train3/wav.scp
+    - speech
+    - sound
+-   - /compute/babel-13-33/sbharad2/dumpdir/raw/train3/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - /compute/babel-13-33/sbharad2/dumpdir/raw/val3/wav.scp
+    - speech
+    - sound
+-   - /compute/babel-13-33/sbharad2/dumpdir/raw/val3/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: adamw
+optim_conf:
+    lr: 0.0001
+    weight_decay: 0.01
+    betas:
+    - 0.9
+    - 0.98
+scheduler: cosineannealingwarmuprestarts
+scheduler_conf:
+    first_cycle_steps: 6000
+    warmup_steps: 300
+    max_lr: 0.0001
+    min_lr: 5.0e-06
+token_list:
+- <blank>
+- <unk>
+- audio_class:0
+- audio_class:14
+- audio_class:36
+- audio_class:19
+- audio_class:30
+- audio_class:34
+- audio_class:9
+- audio_class:22
+- audio_class:48
+- audio_class:41
+- audio_class:47
+- audio_class:31
+- audio_class:17
+- audio_class:45
+- audio_class:8
+- audio_class:15
+- audio_class:46
+- audio_class:37
+- audio_class:32
+- audio_class:16
+- audio_class:25
+- audio_class:4
+- audio_class:3
+- audio_class:27
+- audio_class:43
+- audio_class:12
+- audio_class:40
+- audio_class:29
+- audio_class:10
+- audio_class:7
+- audio_class:26
+- audio_class:6
+- audio_class:44
+- audio_class:23
+- audio_class:20
+- audio_class:49
+- audio_class:24
+- audio_class:39
+- audio_class:28
+- audio_class:18
+- audio_class:2
+- audio_class:35
+- audio_class:38
+- audio_class:21
+- audio_class:1
+- audio_class:11
+- audio_class:42
+- audio_class:5
+- audio_class:33
+- audio_class:13
+- <sos/eos>
+init: xavier_normal
+input_size: 1
+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: 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
+aux_ctc_tasks: []
+frontend: null
+frontend_conf: {}
+specaug: null
+specaug_conf: {}
+normalize: null
+normalize_conf: {}
+model: espnet
+model_conf:
+    ctc_weight: 0.0
+    lsm_weight: 0.1
+    length_normalized_loss: true
+preencoder: null
+preencoder_conf: {}
+encoder: beats
+encoder_conf:
+    beats_ckpt_path: /compute/babel-13-33/sbharad2/models/BEATs/BEATs_iter3.pt
+    fbank_mean: 11.72215
+    fbank_std: 10.60431
+    beats_config:
+        layer_wise_gradient_decay_ratio: 0.2
+        encoder_layerdrop: 0.1
+        dropout: 0.0
+    specaug_config:
+        apply_time_warp: true
+        apply_freq_mask: false
+        freq_mask_width_range:
+        - 0
+        - 32
+        num_freq_mask: 1
+        apply_time_mask: true
+        time_mask_width_ratio_range:
+        - 0
+        - 0.06
+        num_time_mask: 1
+    roll_augment: true
+    roll_interval: 16000
+    use_weighted_representation: false
+postencoder: null
+postencoder_conf: {}
+decoder: linear_decoder
+decoder_conf:
+    pooling: mean
+    dropout: 0.1
+preprocessor: default
+preprocessor_conf: {}
+required:
+- output_dir
+- token_list
+version: '202412'
+distributed: false

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202412'
+files:
+  asr_model_file: /compute/babel-13-33/sbharad2/expdir/asr_fast.fold3/643epoch.pth
+python: "3.9.20 (main, Oct  3 2024, 07:27:41) \n[GCC 11.2.0]"
+timestamp: 1734231610.121466
+torch: 2.4.0
+yaml_files:
+  asr_train_config: /compute/babel-13-33/sbharad2/expdir/asr_fast.fold3/config.yaml