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README.md +298 -0
meta.yaml +8 -0
work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/data/beans_enabirds/token_list +47 -0
work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2/RESULTS.md +16 -0
work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2/config.yaml +246 -0
work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2/lightning_logs/version_0/events.out.tfevents.1743859446.gh109.hsn.cm.delta.internal.ncsa.edu.1472306.0 +3 -0
work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2/lightning_logs/version_0/hparams.yaml +205 -0
work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2/valid.epoch_mAP.ave_1best.pth +3 -0

README.md ADDED Viewed

	@@ -0,0 +1,298 @@

+---
+tags:
+- espnet
+- audio
+- classification
+datasets:
+- beans
+license: cc-by-4.0
+---
+## ESPnet2 CLS model
+### `espnet/OpenBEATS-Large-i2-enabirds`
+This model was trained by Shikhar Bharadwaj using beans recipe in [espnet](https://github.com/espnet/espnet/).
+## CLS config
+<details><summary>expand</summary>
+```
+config: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/earlarge2/conf/ear_large/beans_enabirds.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/beans_enabirds/cls_earlarge2
+ngpu: 0
+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: null
+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: 250
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - epoch_mAP
+    - 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: audioverse
+wandb_id: null
+wandb_entity: shikhar
+wandb_name: beans_enabirds.earlarge2
+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: 32
+valid_batch_size: 32
+batch_bins: 1000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_stats_16k/train/speech_shape
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_stats_16k/train/label_shape
+valid_shape_file:
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_stats_16k/valid/speech_shape
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_stats_16k/valid/label_shape
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 160000
+- 35
+sort_in_batch: descending
+shuffle_within_batch: false
+sort_batch: descending
+multiple_iterator: false
+utt2weight_file: null
+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/beans_enabirds/enabirds.train/wav.scp
+    - speech
+    - sound
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/beans_enabirds/enabirds.train/text
+    - label
+    - text
+valid_data_path_and_name_and_type:
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/beans_enabirds/enabirds.dev/wav.scp
+    - speech
+    - sound
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/beans_enabirds/enabirds.dev/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: 3.0e-05
+    weight_decay: 0.01
+    betas:
+    - 0.9
+    - 0.98
+scheduler: cosineannealingwarmuprestarts
+scheduler_conf:
+    first_cycle_steps: 95000
+    warmup_steps: 8000
+    max_lr: 3.0e-05
+    min_lr: 5.0e-06
+lightning_conf:
+    log_every_n_steps: 250
+    max_epochs: 250
+    strategy: ddp
+    strategy_conf:
+        find_unused_parameters: true
+    best_model_criterion:
+    -   - valid/epoch_mAP
+        - max
+        - 1
+    devices: 1
+    num_nodes: 1
+    default_root_dir: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2
+token_list:
+- eato
+- amcr
+- woth
+- noca
+- btnw
+- bcch
+- tuti
+- oven
+- revi
+- coye
+- blja
+- scta
+- amre
+- bggn
+- kewa
+- bhco
+- baww
+- heth
+- bhvi
+- rbwo
+- nofl
+- howa
+- ybcu
+- bwwa
+- carw
+- amgo
+- rbgr
+- rcki
+- amro
+- lowa
+- swth
+- wbnu
+- witu
+- dowo
+- cang
+- hawo
+- cswa
+- rwbl
+- rsha
+- bbwa
+- baor
+- piwo
+- brcr
+- cora
+- nawa
+- <unk>
+- <blank>
+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/7Msounds/exp/beats_iter1_large1.tune_lr1.0e-4_warmup40000_bins1600000_totalsteps400000/epoch_latest.pt
+    beats_config:
+        layer_wise_gradient_decay_ratio: 0.3
+        encoder_layerdrop: 0.1
+        dropout: 0.0
+    use_weighted_representation: false
+    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: false
+text_encoder: null
+text_encoder_conf: {}
+embedding_fusion: null
+embedding_fusion_conf: {}
+decoder: linear
+decoder_conf: {}
+model: espnet
+model_conf:
+    classification_type: multi-label
+    log_epoch_metrics: true
+user_callbacks:
+- mAP_logging
+required:
+- output_dir
+- token_list
+task: cls
+```
+</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 ADDED Viewed

	@@ -0,0 +1,8 @@

+espnet: '202503'
+files:
+  classification_model_file: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2/valid.epoch_mAP.ave_1best.pth
+python: "3.9.18 | packaged by conda-forge | (main, Dec 23 2023, 17:20:25) \n[GCC 12.3.0]"
+timestamp: 1763331857.549773
+torch: 2.1.2
+yaml_files:
+  classification_train_config: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2/config.yaml

work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/data/beans_enabirds/token_list ADDED Viewed

	@@ -0,0 +1,47 @@

+eato
+amcr
+woth
+noca
+btnw
+bcch
+tuti
+oven
+revi
+coye
+blja
+scta
+amre
+bggn
+kewa
+bhco
+baww
+heth
+bhvi
+rbwo
+nofl
+howa
+ybcu
+bwwa
+carw
+amgo
+rbgr
+rcki
+amro
+lowa
+swth
+wbnu
+witu
+dowo
+cang
+hawo
+cswa
+rwbl
+rsha
+bbwa
+baor
+piwo
+brcr
+cora
+nawa
+<unk>
+<blank>

work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2/RESULTS.md ADDED Viewed

	@@ -0,0 +1,16 @@

+<!-- Generated by scripts/utils/show_cls_result.sh -->
+# RESULTS
+## Environments
+- date: `Sat Apr  5 23:44:33 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: `c96433a43c5c3984889b81804becac6ebf10f7a7`
+  - Commit date: `Mon Mar 31 20:24:06 2025 -0500`
+## cls_earlarge2
+|Split|mean_acc|mAP|mean_auc|n_labels|n_instances|
+|---|---|---|---|---|---|
+cls_enabirds.dev|65.66|53.50|72.73|45.00|4543.00
+cls_enabirds.test|64.43|53.43|76.68|45.00|4543.00

work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2/config.yaml ADDED Viewed

	@@ -0,0 +1,246 @@

+config: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/earlarge2/conf/ear_large/beans_enabirds.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/beans_enabirds/cls_earlarge2
+ngpu: 0
+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: null
+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: 250
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - epoch_mAP
+    - 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: audioverse
+wandb_id: null
+wandb_entity: shikhar
+wandb_name: beans_enabirds.earlarge2
+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: 32
+valid_batch_size: 32
+batch_bins: 1000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_stats_16k/train/speech_shape
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_stats_16k/train/label_shape
+valid_shape_file:
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_stats_16k/valid/speech_shape
+- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_stats_16k/valid/label_shape
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 160000
+- 35
+sort_in_batch: descending
+shuffle_within_batch: false
+sort_batch: descending
+multiple_iterator: false
+utt2weight_file: null
+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/beans_enabirds/enabirds.train/wav.scp
+    - speech
+    - sound
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/beans_enabirds/enabirds.train/text
+    - label
+    - text
+valid_data_path_and_name_and_type:
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/beans_enabirds/enabirds.dev/wav.scp
+    - speech
+    - sound
+-   - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/beans_enabirds/enabirds.dev/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: 3.0e-05
+    weight_decay: 0.01
+    betas:
+    - 0.9
+    - 0.98
+scheduler: cosineannealingwarmuprestarts
+scheduler_conf:
+    first_cycle_steps: 95000
+    warmup_steps: 8000
+    max_lr: 3.0e-05
+    min_lr: 5.0e-06
+lightning_conf:
+    log_every_n_steps: 250
+    max_epochs: 250
+    strategy: ddp
+    strategy_conf:
+        find_unused_parameters: true
+    best_model_criterion:
+    -   - valid/epoch_mAP
+        - max
+        - 1
+    devices: 1
+    num_nodes: 1
+    default_root_dir: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2
+token_list:
+- eato
+- amcr
+- woth
+- noca
+- btnw
+- bcch
+- tuti
+- oven
+- revi
+- coye
+- blja
+- scta
+- amre
+- bggn
+- kewa
+- bhco
+- baww
+- heth
+- bhvi
+- rbwo
+- nofl
+- howa
+- ybcu
+- bwwa
+- carw
+- amgo
+- rbgr
+- rcki
+- amro
+- lowa
+- swth
+- wbnu
+- witu
+- dowo
+- cang
+- hawo
+- cswa
+- rwbl
+- rsha
+- bbwa
+- baor
+- piwo
+- brcr
+- cora
+- nawa
+- <unk>
+- <blank>
+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/7Msounds/exp/beats_iter1_large1.tune_lr1.0e-4_warmup40000_bins1600000_totalsteps400000/epoch_latest.pt
+    beats_config:
+        layer_wise_gradient_decay_ratio: 0.3
+        encoder_layerdrop: 0.1
+        dropout: 0.0
+    use_weighted_representation: false
+    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: false
+text_encoder: null
+text_encoder_conf: {}
+embedding_fusion: null
+embedding_fusion_conf: {}
+decoder: linear
+decoder_conf: {}
+model: espnet
+model_conf:
+    classification_type: multi-label
+    log_epoch_metrics: true
+user_callbacks:
+- mAP_logging
+required:
+- output_dir
+- token_list
+task: cls

work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2/lightning_logs/version_0/events.out.tfevents.1743859446.gh109.hsn.cm.delta.internal.ncsa.edu.1472306.0 ADDED Viewed

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work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2/lightning_logs/version_0/hparams.yaml ADDED Viewed

	@@ -0,0 +1,205 @@

+args: !!python/object:argparse.Namespace
+  accum_grad: 1
+  adapter: lora
+  adapter_conf: {}
+  allow_multi_rates: false
+  allow_variable_data_keys: false
+  batch_bins: 1000000
+  batch_size: 32
+  batch_type: folded
+  best_model_criterion:
+  - - valid
+    - epoch_mAP
+    - max
+  category_sample_size: 10
+  chunk_default_fs: null
+  chunk_discard_short_samples: true
+  chunk_excluded_key_prefixes: []
+  chunk_length: 500
+  chunk_max_abs_length: null
+  chunk_shift_ratio: 0.5
+  collect_stats: false
+  config: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/earlarge2/conf/ear_large/beans_enabirds.yaml
+  create_graph_in_tensorboard: false
+  cudnn_benchmark: false
+  cudnn_deterministic: true
+  cudnn_enabled: true
+  ddp_comm_hook: null
+  decoder: linear
+  decoder_conf: {}
+  deepspeed_config: null
+  detect_anomaly: false
+  dist_backend: nccl
+  dist_init_method: env://
+  dist_launcher: null
+  dist_master_addr: null
+  dist_master_port: null
+  dist_rank: null
+  dist_world_size: null
+  drop_last_iter: false
+  dry_run: false
+  early_stopping_criterion: !!python/tuple
+  - valid
+  - loss
+  - min
+  embedding_fusion: null
+  embedding_fusion_conf: {}
+  encoder: beats
+  encoder_conf:
+    beats_ckpt_path: /work/nvme/bbjs/sbharadwaj/7Msounds/exp/beats_iter1_large1.tune_lr1.0e-4_warmup40000_bins1600000_totalsteps400000/epoch_latest.pt
+    beats_config:
+      dropout: 0.0
+      encoder_layerdrop: 0.1
+      layer_wise_gradient_decay_ratio: 0.3
+    roll_augment: false
+    specaug_config:
+      apply_freq_mask: false
+      apply_time_mask: true
+      apply_time_warp: true
+      num_time_mask: 1
+      time_mask_width_ratio_range:
+      - 0
+      - 0.06
+    use_weighted_representation: false
+  exclude_weight_decay: false
+  exclude_weight_decay_conf: {}
+  fold_length:
+  - 160000
+  - 35
+  freeze_param: []
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+  gradient_as_bucket_view: true
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+  init: xavier_normal
+  init_param: []
+  input_size: 1
+  iterator_type: sequence
+  keep_nbest_models: 1
+  lightning_conf:
+    best_model_criterion:
+    - - valid/epoch_mAP
+      - max
+      - 1
+    default_root_dir: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2
+    devices: 1
+    log_every_n_steps: 250
+    max_epochs: 250
+    num_nodes: 1
+    strategy: ddp
+    strategy_conf:
+      find_unused_parameters: true
+  local_rank: null
+  log_interval: null
+  log_level: INFO
+  max_cache_fd: 32
+  max_cache_size: 0.0
+  max_epoch: 250
+  model: espnet
+  model_conf:
+    classification_type: multi-label
+    log_epoch_metrics: true
+  multi_task_dataset: false
+  multiple_iterator: false
+  multiprocessing_distributed: false
+  nbest_averaging_interval: 0
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+  num_workers: 2
+  optim: adamw
+  optim_conf:
+    betas:
+    - 0.9
+    - 0.98
+    lr: 3.0e-05
+    weight_decay: 0.01
+  output_dir: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_earlarge2
+  patience: null
+  preencoder: null
+  preencoder_conf: {}
+  pretrain_path: null
+  print_config: false
+  required:
+  - output_dir
+  - token_list
+  resume: true
+  save_strategy: all
+  scheduler: cosineannealingwarmuprestarts
+  scheduler_conf:
+    first_cycle_steps: 95000
+    max_lr: 3.0e-05
+    min_lr: 5.0e-06
+    warmup_steps: 8000
+  seed: 0
+  sharded_ddp: false
+  shuffle_within_batch: false
+  sort_batch: descending
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+  specaug: null
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+  token_list: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/data/beans_enabirds/token_list
+  train_data_path_and_name_and_type:
+  - !!python/tuple
+    - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/beans_enabirds/enabirds.train/wav.scp
+    - speech
+    - sound
+  - !!python/tuple
+    - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/beans_enabirds/enabirds.train/text
+    - label
+    - text
+  train_dtype: float32
+  train_shape_file:
+  - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_stats_16k/train/speech_shape
+  - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_stats_16k/train/label_shape
+  unused_parameters: true
+  use_adapter: false
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+  use_deepspeed: false
+  use_matplotlib: true
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+  use_wandb: true
+  user_callbacks:
+  - mAP_logging
+  utt2weight_file: null
+  val_scheduler_criterion: !!python/tuple
+  - valid
+  - loss
+  valid_batch_bins: null
+  valid_batch_size: 32
+  valid_batch_type: null
+  valid_data_path_and_name_and_type:
+  - !!python/tuple
+    - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/beans_enabirds/enabirds.dev/wav.scp
+    - speech
+    - sound
+  - !!python/tuple
+    - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/beans_enabirds/enabirds.dev/text
+    - label
+    - text
+  valid_iterator_type: null
+  valid_max_cache_size: null
+  valid_shape_file:
+  - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_stats_16k/valid/speech_shape
+  - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/beans_enabirds/cls_stats_16k/valid/label_shape
+  wandb_entity: shikhar
+  wandb_id: null
+  wandb_model_log_interval: -1
+  wandb_name: beans_enabirds.earlarge2
+  wandb_project: audioverse
+  write_collected_feats: false

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