Update model

README.md

@@ -0,0 +1,293 @@
+---
+tags:
+- espnet
+- audio
+- classification
+datasets:
+- esc50
+license: cc-by-4.0
+---
+
+## ESPnet2 CLS model
+
+### `shikhar7ssu/OpenBEATS-Large-i1-esc50f5`
+
+This model was trained by Shikhar Bharadwaj using esc50 recipe in [espnet](https://github.com/espnet/espnet/).
+
+## CLS config
+
+<details><summary>expand</summary>
+
+```
+config: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/earlarge1/conf/ear_large/esc50_f5.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_earlarge1
+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
+gradient_as_bucket_view: true
+ddp_comm_hook: 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: 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: 512
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_stats_16k/train/speech_shape
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_stats_16k/train/label_shape
+valid_shape_file:
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_stats_16k/valid/speech_shape
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_stats_16k/valid/label_shape
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 100000
+- 1
+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:
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/esc50_f5/train5/wav.scp
+    - speech
+    - sound
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/esc50_f5/train5/text
+    - label
+    - text
+valid_data_path_and_name_and_type:
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/esc50_f5/val5/wav.scp
+    - speech
+    - sound
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/esc50_f5/val5/text
+    - label
+    - 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: 7000
+    warmup_steps: 350
+    max_lr: 0.0001
+    min_lr: 5.0e-06
+token_list:
+- 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
+- <blank>
+- <unk>
+text_token_list: null
+text_bpemodel: null
+init: xavier_normal
+input_size: 1
+use_preprocessor: true
+frontend: null
+frontend_conf: {}
+specaug: null
+specaug_conf: {}
+normalize: null
+normalize_conf: {}
+preencoder: null
+preencoder_conf: {}
+encoder: beats
+encoder_conf:
+    beats_ckpt_path: /work/nvme/bbjs/sbharadwaj/model_checkpoints/ear_large/beats_iter0_large.tune_lr1.0e-4_warmup40000_bins1600000_totalsteps400000/epoch59.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
+        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
+text_encoder: null
+text_encoder_conf: {}
+embedding_fusion: null
+embedding_fusion_conf: {}
+decoder: linear
+decoder_conf:
+    pooling: mean
+    dropout: 0.1
+model: espnet
+model_conf:
+    classification_type: multi-class
+    lsm_weight: 0.1
+required:
+- output_dir
+- token_list
+version: '202412'
+distributed: false
+```
+
+</details>
+
+### Citations
+
+```BibTex
+
+@article{bharadwaj2025openbeats,
+  title={OpenBEATs: A Fully Open-Source General-Purpose Audio Encoder},
+  author={Bharadwaj, Shikhar and Cornell, Samuele and Choi, Kwanghee and Fukayama, Satoru and Shim, Hye-jin and Deshmukh, Soham and Watanabe, Shinji},
+  journal={arXiv preprint arXiv:2507.14129},
+  year={2025}
+}
+
+@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}
+}
+
+
+
+
+
+
+```

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202503'
+files:
+  classification_model_file: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_earlarge1/744epoch.pth
+python: "3.9.18 | packaged by conda-forge | (main, Dec 23 2023, 17:20:25) \n[GCC 12.3.0]"
+timestamp: 1763321396.696586
+torch: 2.1.2
+yaml_files:
+  classification_train_config: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_earlarge1/config.yaml

work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/data/esc50_f5/token_list

@@ -0,0 +1,52 @@
+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
+<blank>
+<unk>

work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_earlarge1/744epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5716e7a1c66624f16c7e66fd33d62a072fd6218e694b45c51ee23abf7f196ff2
+size 1245900959

work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_earlarge1/RESULTS.md

@@ -0,0 +1,15 @@
+<!-- Generated by scripts/utils/show_cls_result.sh -->
+# RESULTS
+## Environments
+- date: `Wed Mar 12 18:37:04 CDT 2025`
+- python version: `3.9.18 | packaged by conda-forge | (main, Dec 23 2023, 17:20:25)  [GCC 12.3.0]`
+- espnet version: `espnet 202412`
+- pytorch version: `pytorch 2.6.0.dev20241210+cu124`
+- Git hash: `6a4d1394930044a7d083ffe4647dc0e709726ba2`
+  - Commit date: `Wed Mar 12 13:24:03 2025 -0500`
+
+## cls_earlarge1
+|Split|mean_acc|mAP|mean_auc|n_labels|n_instances|
+|---|---|---|---|---|---|
+cls_val5|91.75|96.84|99.90|50.00|400.00
+

work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_earlarge1/config.yaml

@@ -0,0 +1,241 @@
+config: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/earlarge1/conf/ear_large/esc50_f5.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_earlarge1
+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
+gradient_as_bucket_view: true
+ddp_comm_hook: 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: 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: 512
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_stats_16k/train/speech_shape
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_stats_16k/train/label_shape
+valid_shape_file:
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_stats_16k/valid/speech_shape
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/esc50_f5/cls_stats_16k/valid/label_shape
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 100000
+- 1
+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:
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/esc50_f5/train5/wav.scp
+    - speech
+    - sound
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/esc50_f5/train5/text
+    - label
+    - text
+valid_data_path_and_name_and_type:
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/esc50_f5/val5/wav.scp
+    - speech
+    - sound
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/esc50_f5/val5/text
+    - label
+    - 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: 7000
+    warmup_steps: 350
+    max_lr: 0.0001
+    min_lr: 5.0e-06
+token_list:
+- 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
+- <blank>
+- <unk>
+text_token_list: null
+text_bpemodel: null
+init: xavier_normal
+input_size: 1
+use_preprocessor: true
+frontend: null
+frontend_conf: {}
+specaug: null
+specaug_conf: {}
+normalize: null
+normalize_conf: {}
+preencoder: null
+preencoder_conf: {}
+encoder: beats
+encoder_conf:
+    beats_ckpt_path: /work/nvme/bbjs/sbharadwaj/model_checkpoints/ear_large/beats_iter0_large.tune_lr1.0e-4_warmup40000_bins1600000_totalsteps400000/epoch59.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
+        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
+text_encoder: null
+text_encoder_conf: {}
+embedding_fusion: null
+embedding_fusion_conf: {}
+decoder: linear
+decoder_conf:
+    pooling: mean
+    dropout: 0.1
+model: espnet
+model_conf:
+    classification_type: multi-class
+    lsm_weight: 0.1
+required:
+- output_dir
+- token_list
+version: '202412'
+distributed: false