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README.md

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+---
+tags:
+- espnet
+- audio
+- classification
+language: en
+datasets:
+- bean
+license: cc-by-4.0
+---
+
+## ESPnet2 CLS model
+
+### `espnet/BEATs-BEAN.CornellBirdIdentification`
+
+This model was trained by Shikhar Bharadwaj using bean 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 9191aa59acc7d3ceaca1f48dcc8fbdad2e03484b
+pip install -e .
+cd egs2/bean/cls1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/BEATs-BEAN.CornellBirdIdentification
+```
+
+<!-- Generated by scripts/utils/show_cls_result.sh -->
+# RESULTS
+## Environments
+- date: `Wed Jan  8 05:51:08 EST 2025`
+- 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: `9191aa59acc7d3ceaca1f48dcc8fbdad2e03484b`
+  - Commit date: `Tue Jan 7 04:34:03 2025 -0500`
+
+## cls_cbi.20250107.141123
+|Dataset|Metric|Value|
+|---|---|---|
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.dev/score|mean_acc|68.12
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.dev/score|mAP|67.80
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.dev/score|mean_auc|93.70
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.dev/score|n_labels|264.00
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.dev/score|n_instances|3548.00
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.test/score|mean_acc|63.95
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.test/score|mAP|66.58
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.test/score|mean_auc|95.61
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.test/score|n_labels|264.00
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.test/score|n_instances|3620.00
+
+## CLS config
+
+<details><summary>expand</summary>
+
+```
+config: conf/beats_cbi.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-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123
+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: 250
+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: 32
+valid_batch_size: 32
+batch_bins: 1000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- /compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_stats_16k/train/speech_shape
+- /compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_stats_16k/train/label_shape
+valid_shape_file:
+- /compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_stats_16k/valid/speech_shape
+- /compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_stats_16k/valid/label_shape
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 160000
+- 5
+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-11-13/sbharad2/beats_run/bean.cbi/dump/cbi.train/wav.scp
+    - speech
+    - sound
+-   - /compute/babel-11-13/sbharad2/beats_run/bean.cbi/dump/cbi.train/text
+    - label
+    - text
+valid_data_path_and_name_and_type:
+-   - /compute/babel-11-13/sbharad2/beats_run/bean.cbi/dump/cbi.dev/wav.scp
+    - speech
+    - sound
+-   - /compute/babel-11-13/sbharad2/beats_run/bean.cbi/dump/cbi.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
+token_list:
+- scoori
+- bulori
+- bushti
+- blkpho
+- brthum
+- cacwre
+- pasfly
+- lesgol
+- logshr
+- macwar
+- pinsis
+- whbnut
+- hamfly
+- normoc
+- grtgra
+- houwre
+- comyel
+- grhowl
+- houfin
+- rocpig
+- annhum
+- astfly
+- magwar
+- wesmea
+- wewpew
+- spotow
+- amerob
+- daejun
+- easmea
+- greroa
+- mouchi
+- pilwoo
+- comrav
+- hoowar
+- savspa
+- warvir
+- easblu
+- gnttow
+- ovenbi1
+- rewbla
+- robgro
+- swathr
+- tuftit
+- westan
+- winwre3
+- btywar
+- carwre
+- herthr
+- bewwre
+- sora
+- brdowl
+- buggna
+- casvir
+- chispa
+- fiespa
+- aldfly
+- killde
+- moudov
+- rebwoo
+- bkpwar
+- dowwoo
+- greegr
+- banswa
+- orcwar
+- plsvir
+- y00475
+- blugrb1
+- gockin
+- greyel
+- larspa
+- osprey
+- sonspa
+- yebfly
+- blujay
+- brnthr
+- canwre
+- clanut
+- comred
+- eastow
+- haiwoo
+- lesyel
+- amepip
+- easpho
+- fiscro
+- sposan
+- wooscj2
+- bkhgro
+- labwoo
+- lazbun
+- marwre
+- stejay
+- weskin
+- bkbwar
+- buhvir
+- cangoo
+- canwar
+- dusfly
+- grcfly
+- norcar
+- wilsni1
+- yerwar
+- yetvir
+- eucdov
+- linspa
+- norpar
+- olsfly
+- rebnut
+- scatan
+- bnhcow
+- louwat
+- norfli
+- veery
+- woothr
+- btnwar
+- cedwax
+- chswar
+- comgra
+- indbun
+- leabit
+- leafly
+- pinwar
+- reevir1
+- solsan
+- bktspa
+- foxspa
+- houspa
+- snobun
+- vesspa
+- yelwar
+- brespa
+- comgol
+- coohaw
+- gnwtea
+- grbher3
+- hergul
+- mallar3
+- swaspa
+- brncre
+- btbwar
+- caster1
+- eawpew
+- rethaw
+- rocwre
+- ruckin
+- semsan
+- whtspa
+- wlswar
+- bkcchi
+- bkchum
+- amered
+- norwat
+- whcspa
+- grycat
+- balori
+- purfin
+- treswa
+- wilfly
+- comter
+- belspa2
+- juntit1
+- comnig
+- reshaw
+- snogoo
+- gadwal
+- perfal
+- grnher
+- horlar
+- lobdow
+- bawwar
+- amegfi
+- commer
+- ribgul
+- casfin
+- pibgre
+- evegro
+- pygnut
+- brwhaw
+- gryfly
+- leasan
+- barswa
+- phaino
+- amecro
+- calqua
+- amewoo
+- pingro
+- saypho
+- semplo
+- buwwar
+- boboli
+- amekes
+- cowscj1
+- amtspa
+- lobcur
+- belkin1
+- pecsan
+- prawar
+- vigswa
+- camwar
+- easkin
+- yebsap
+- norsho
+- gocspa
+- rufhum
+- baisan
+- cliswa
+- pinjay
+- comloo
+- baleag
+- merlin
+- yehbla
+- calgul
+- goleag
+- nutwoo
+- rusbla
+- eursta
+- ameavo
+- lesnig
+- palwar
+- bkbmag1
+- brebla
+- sagthr
+- bkbcuc
+- wesgre
+- redcro
+- wiltur
+- amebit
+- sagspa1
+- tunswa
+- wooduc
+- renpha
+- whtswi
+- bongul
+- norhar2
+- doccor
+- lotduc
+- chukar
+- horgre
+- nrwswa
+- sheowl
+- wesblu
+- whfibi
+- buwtea
+- norpin
+- eargre
+- rebsap
+- lewwoo
+- rebmer
+- wessan
+- chiswi
+- lecthr
+- rthhum
+- moublu
+- amewig
+- rinduc
+- shshaw
+- rufgro
+- swahaw
+- coshum
+- truswa
+- rudduc
+- buffle
+- hoomer
+- gcrfin
+- redhea
+- <unk>
+token_type: word
+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: /compute/babel-13-33/sbharad2/models/BEATs/BEATs_iter3.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: true
+    roll_interval: 1
+decoder: linear
+decoder_conf: {}
+model: espnet
+model_conf:
+    classification_type: multi-class
+    mixup_augmentation: false
+    lsm_weight: 0.1
+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}
+}
+```

bean.cbi/data/token_list

@@ -0,0 +1,265 @@
+scoori
+bulori
+bushti
+blkpho
+brthum
+cacwre
+pasfly
+lesgol
+logshr
+macwar
+pinsis
+whbnut
+hamfly
+normoc
+grtgra
+houwre
+comyel
+grhowl
+houfin
+rocpig
+annhum
+astfly
+magwar
+wesmea
+wewpew
+spotow
+amerob
+daejun
+easmea
+greroa
+mouchi
+pilwoo
+comrav
+hoowar
+savspa
+warvir
+easblu
+gnttow
+ovenbi1
+rewbla
+robgro
+swathr
+tuftit
+westan
+winwre3
+btywar
+carwre
+herthr
+bewwre
+sora
+brdowl
+buggna
+casvir
+chispa
+fiespa
+aldfly
+killde
+moudov
+rebwoo
+bkpwar
+dowwoo
+greegr
+banswa
+orcwar
+plsvir
+y00475
+blugrb1
+gockin
+greyel
+larspa
+osprey
+sonspa
+yebfly
+blujay
+brnthr
+canwre
+clanut
+comred
+eastow
+haiwoo
+lesyel
+amepip
+easpho
+fiscro
+sposan
+wooscj2
+bkhgro
+labwoo
+lazbun
+marwre
+stejay
+weskin
+bkbwar
+buhvir
+cangoo
+canwar
+dusfly
+grcfly
+norcar
+wilsni1
+yerwar
+yetvir
+eucdov
+linspa
+norpar
+olsfly
+rebnut
+scatan
+bnhcow
+louwat
+norfli
+veery
+woothr
+btnwar
+cedwax
+chswar
+comgra
+indbun
+leabit
+leafly
+pinwar
+reevir1
+solsan
+bktspa
+foxspa
+houspa
+snobun
+vesspa
+yelwar
+brespa
+comgol
+coohaw
+gnwtea
+grbher3
+hergul
+mallar3
+swaspa
+brncre
+btbwar
+caster1
+eawpew
+rethaw
+rocwre
+ruckin
+semsan
+whtspa
+wlswar
+bkcchi
+bkchum
+amered
+norwat
+whcspa
+grycat
+balori
+purfin
+treswa
+wilfly
+comter
+belspa2
+juntit1
+comnig
+reshaw
+snogoo
+gadwal
+perfal
+grnher
+horlar
+lobdow
+bawwar
+amegfi
+commer
+ribgul
+casfin
+pibgre
+evegro
+pygnut
+brwhaw
+gryfly
+leasan
+barswa
+phaino
+amecro
+calqua
+amewoo
+pingro
+saypho
+semplo
+buwwar
+boboli
+amekes
+cowscj1
+amtspa
+lobcur
+belkin1
+pecsan
+prawar
+vigswa
+camwar
+easkin
+yebsap
+norsho
+gocspa
+rufhum
+baisan
+cliswa
+pinjay
+comloo
+baleag
+merlin
+yehbla
+calgul
+goleag
+nutwoo
+rusbla
+eursta
+ameavo
+lesnig
+palwar
+bkbmag1
+brebla
+sagthr
+bkbcuc
+wesgre
+redcro
+wiltur
+amebit
+sagspa1
+tunswa
+wooduc
+renpha
+whtswi
+bongul
+norhar2
+doccor
+lotduc
+chukar
+horgre
+nrwswa
+sheowl
+wesblu
+whfibi
+buwtea
+norpin
+eargre
+rebsap
+lewwoo
+rebmer
+wessan
+chiswi
+lecthr
+rthhum
+moublu
+amewig
+rinduc
+shshaw
+rufgro
+swahaw
+coshum
+truswa
+rudduc
+buffle
+hoomer
+gcrfin
+redhea
+<unk>

bean.cbi/exp/cls_cbi.20250107.141123/201epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:998d35e595dcad4f829e5914872d1fee872e4ea53ff5a1cbb3f6fe02ec54aad6
+size 362154053

bean.cbi/exp/cls_cbi.20250107.141123/RESULTS.md

@@ -0,0 +1,24 @@
+<!-- Generated by scripts/utils/show_cls_result.sh -->
+# RESULTS
+## Environments
+- date: `Wed Jan  8 05:51:08 EST 2025`
+- 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: `9191aa59acc7d3ceaca1f48dcc8fbdad2e03484b`
+  - Commit date: `Tue Jan 7 04:34:03 2025 -0500`
+
+## cls_cbi.20250107.141123
+|Dataset|Metric|Value|
+|---|---|---|
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.dev/score|mean_acc|68.12
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.dev/score|mAP|67.80
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.dev/score|mean_auc|93.70
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.dev/score|n_labels|264.00
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.dev/score|n_instances|3548.00
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.test/score|mean_acc|63.95
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.test/score|mAP|66.58
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.test/score|mean_auc|95.61
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.test/score|n_labels|264.00
+/compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/cls_cbi.test/score|n_instances|3620.00
+

bean.cbi/exp/cls_cbi.20250107.141123/config.yaml

@@ -0,0 +1,444 @@
+config: conf/beats_cbi.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-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123
+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: 250
+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: 32
+valid_batch_size: 32
+batch_bins: 1000000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- /compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_stats_16k/train/speech_shape
+- /compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_stats_16k/train/label_shape
+valid_shape_file:
+- /compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_stats_16k/valid/speech_shape
+- /compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_stats_16k/valid/label_shape
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 160000
+- 5
+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-11-13/sbharad2/beats_run/bean.cbi/dump/cbi.train/wav.scp
+    - speech
+    - sound
+-   - /compute/babel-11-13/sbharad2/beats_run/bean.cbi/dump/cbi.train/text
+    - label
+    - text
+valid_data_path_and_name_and_type:
+-   - /compute/babel-11-13/sbharad2/beats_run/bean.cbi/dump/cbi.dev/wav.scp
+    - speech
+    - sound
+-   - /compute/babel-11-13/sbharad2/beats_run/bean.cbi/dump/cbi.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
+token_list:
+- scoori
+- bulori
+- bushti
+- blkpho
+- brthum
+- cacwre
+- pasfly
+- lesgol
+- logshr
+- macwar
+- pinsis
+- whbnut
+- hamfly
+- normoc
+- grtgra
+- houwre
+- comyel
+- grhowl
+- houfin
+- rocpig
+- annhum
+- astfly
+- magwar
+- wesmea
+- wewpew
+- spotow
+- amerob
+- daejun
+- easmea
+- greroa
+- mouchi
+- pilwoo
+- comrav
+- hoowar
+- savspa
+- warvir
+- easblu
+- gnttow
+- ovenbi1
+- rewbla
+- robgro
+- swathr
+- tuftit
+- westan
+- winwre3
+- btywar
+- carwre
+- herthr
+- bewwre
+- sora
+- brdowl
+- buggna
+- casvir
+- chispa
+- fiespa
+- aldfly
+- killde
+- moudov
+- rebwoo
+- bkpwar
+- dowwoo
+- greegr
+- banswa
+- orcwar
+- plsvir
+- y00475
+- blugrb1
+- gockin
+- greyel
+- larspa
+- osprey
+- sonspa
+- yebfly
+- blujay
+- brnthr
+- canwre
+- clanut
+- comred
+- eastow
+- haiwoo
+- lesyel
+- amepip
+- easpho
+- fiscro
+- sposan
+- wooscj2
+- bkhgro
+- labwoo
+- lazbun
+- marwre
+- stejay
+- weskin
+- bkbwar
+- buhvir
+- cangoo
+- canwar
+- dusfly
+- grcfly
+- norcar
+- wilsni1
+- yerwar
+- yetvir
+- eucdov
+- linspa
+- norpar
+- olsfly
+- rebnut
+- scatan
+- bnhcow
+- louwat
+- norfli
+- veery
+- woothr
+- btnwar
+- cedwax
+- chswar
+- comgra
+- indbun
+- leabit
+- leafly
+- pinwar
+- reevir1
+- solsan
+- bktspa
+- foxspa
+- houspa
+- snobun
+- vesspa
+- yelwar
+- brespa
+- comgol
+- coohaw
+- gnwtea
+- grbher3
+- hergul
+- mallar3
+- swaspa
+- brncre
+- btbwar
+- caster1
+- eawpew
+- rethaw
+- rocwre
+- ruckin
+- semsan
+- whtspa
+- wlswar
+- bkcchi
+- bkchum
+- amered
+- norwat
+- whcspa
+- grycat
+- balori
+- purfin
+- treswa
+- wilfly
+- comter
+- belspa2
+- juntit1
+- comnig
+- reshaw
+- snogoo
+- gadwal
+- perfal
+- grnher
+- horlar
+- lobdow
+- bawwar
+- amegfi
+- commer
+- ribgul
+- casfin
+- pibgre
+- evegro
+- pygnut
+- brwhaw
+- gryfly
+- leasan
+- barswa
+- phaino
+- amecro
+- calqua
+- amewoo
+- pingro
+- saypho
+- semplo
+- buwwar
+- boboli
+- amekes
+- cowscj1
+- amtspa
+- lobcur
+- belkin1
+- pecsan
+- prawar
+- vigswa
+- camwar
+- easkin
+- yebsap
+- norsho
+- gocspa
+- rufhum
+- baisan
+- cliswa
+- pinjay
+- comloo
+- baleag
+- merlin
+- yehbla
+- calgul
+- goleag
+- nutwoo
+- rusbla
+- eursta
+- ameavo
+- lesnig
+- palwar
+- bkbmag1
+- brebla
+- sagthr
+- bkbcuc
+- wesgre
+- redcro
+- wiltur
+- amebit
+- sagspa1
+- tunswa
+- wooduc
+- renpha
+- whtswi
+- bongul
+- norhar2
+- doccor
+- lotduc
+- chukar
+- horgre
+- nrwswa
+- sheowl
+- wesblu
+- whfibi
+- buwtea
+- norpin
+- eargre
+- rebsap
+- lewwoo
+- rebmer
+- wessan
+- chiswi
+- lecthr
+- rthhum
+- moublu
+- amewig
+- rinduc
+- shshaw
+- rufgro
+- swahaw
+- coshum
+- truswa
+- rudduc
+- buffle
+- hoomer
+- gcrfin
+- redhea
+- <unk>
+token_type: word
+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: /compute/babel-13-33/sbharad2/models/BEATs/BEATs_iter3.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: true
+    roll_interval: 1
+decoder: linear
+decoder_conf: {}
+model: espnet
+model_conf:
+    classification_type: multi-class
+    mixup_augmentation: false
+    lsm_weight: 0.1
+required:
+- output_dir
+- token_list
+version: '202412'
+distributed: false

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202412'
+files:
+  classification_model_file: /compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/201epoch.pth
+python: "3.9.20 (main, Oct  3 2024, 07:27:41) \n[GCC 11.2.0]"
+timestamp: 1736334809.745881
+torch: 2.4.0
+yaml_files:
+  classification_train_config: /compute/babel-11-13/sbharad2/beats_run/bean.cbi/exp/cls_cbi.20250107.141123/config.yaml