diff --git "a/README.md" "b/README.md" new file mode 100644--- /dev/null +++ "b/README.md" @@ -0,0 +1,30781 @@ +--- +tags: +- espnet +- audio +- classification +datasets: +- clotho_v2 +license: cc-by-4.0 +--- + +## ESPnet2 CLS model + +### `espnet/OpenBEATS-Large-Entailment-BERT` + +This model was trained by Shikhar Bharadwaj using clotho_v2 recipe in [espnet](https://github.com/espnet/espnet/). + +## CLS config + +
expand + +``` +config: /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/earlarge2.beatstunedv2/conf/ear_large/cle_bert.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/cle_bert/cls_earlarge2.beatstunedv2 +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: 100 +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: audioverse +wandb_id: null +wandb_entity: shikhar +wandb_name: cle_bert.earlarge2.beatstunedv2 +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: +- text_encoder +num_iters_per_epoch: null +batch_size: 24 +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/cle_bert/cls_stats_16k/train/speech_shape +- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/cle_bert/cls_stats_16k/train/label_shape +valid_shape_file: +- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/cle_bert/cls_stats_16k/valid/speech_shape +- /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/exp/cle_bert/cls_stats_16k/valid/label_shape +batch_type: folded +valid_batch_type: null +fold_length: +- 160000 +- 600 +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/cle_bert/development_cle/wav.scp + - speech + - sound +- - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/cle_bert/development_cle/text + - label + - text +- - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/cle_bert/development_cle/hypothesis.txt + - text + - text +valid_data_path_and_name_and_type: +- - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/cle_bert/validation_cle/wav.scp + - speech + - sound +- - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/cle_bert/validation_cle/text + - label + - text +- - /work/nvme/bbjs/sbharadwaj/espnet/egs2/audioverse/v1/dump/cle_bert/validation_cle/hypothesis.txt + - 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: 1.0e-05 + weight_decay: 0.01 + betas: + - 0.9 + - 0.98 +scheduler: cosineannealingwarmuprestarts +scheduler_conf: + first_cycle_steps: 202000 + warmup_steps: 20000 + max_lr: 0.0001 + min_lr: 1.0e-06 +lightning_conf: {} +token_list: +- entailment +- neutral +- contradiction +- +- +text_token_list: +- '[PAD]' +- '[unused0]' +- '[unused1]' +- '[unused2]' +- '[unused3]' +- '[unused4]' +- '[unused5]' +- '[unused6]' +- '[unused7]' +- '[unused8]' +- '[unused9]' +- '[unused10]' +- '[unused11]' +- '[unused12]' +- '[unused13]' +- '[unused14]' +- '[unused15]' +- '[unused16]' +- '[unused17]' +- '[unused18]' +- '[unused19]' +- '[unused20]' +- '[unused21]' +- '[unused22]' +- '[unused23]' +- '[unused24]' +- '[unused25]' +- '[unused26]' +- '[unused27]' +- '[unused28]' +- '[unused29]' +- '[unused30]' +- '[unused31]' +- '[unused32]' +- '[unused33]' +- '[unused34]' +- '[unused35]' +- '[unused36]' +- '[unused37]' +- '[unused38]' +- '[unused39]' +- '[unused40]' +- '[unused41]' +- '[unused42]' +- '[unused43]' +- '[unused44]' +- '[unused45]' +- '[unused46]' +- '[unused47]' +- '[unused48]' +- '[unused49]' +- '[unused50]' +- '[unused51]' +- '[unused52]' +- '[unused53]' +- '[unused54]' +- '[unused55]' +- '[unused56]' +- '[unused57]' +- '[unused58]' +- '[unused59]' +- '[unused60]' +- '[unused61]' +- '[unused62]' +- '[unused63]' +- '[unused64]' +- '[unused65]' +- '[unused66]' +- '[unused67]' +- '[unused68]' +- '[unused69]' +- '[unused70]' +- '[unused71]' +- '[unused72]' +- '[unused73]' +- '[unused74]' +- '[unused75]' +- '[unused76]' +- '[unused77]' +- '[unused78]' +- '[unused79]' +- '[unused80]' +- '[unused81]' +- '[unused82]' +- '[unused83]' +- '[unused84]' +- '[unused85]' +- '[unused86]' +- '[unused87]' +- '[unused88]' +- '[unused89]' +- '[unused90]' +- '[unused91]' +- '[unused92]' +- '[unused93]' +- '[unused94]' +- '[unused95]' +- '[unused96]' +- '[unused97]' +- '[unused98]' +- '[UNK]' +- '[CLS]' +- '[SEP]' +- '[MASK]' +- '[unused99]' +- '[unused100]' +- '[unused101]' +- '[unused102]' +- '[unused103]' +- '[unused104]' +- '[unused105]' +- '[unused106]' +- '[unused107]' +- '[unused108]' +- '[unused109]' +- '[unused110]' +- 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'##す' +- '##せ' +- '##そ' +- '##た' +- '##ち' +- '##っ' +- '##つ' +- '##て' +- '##と' +- '##な' +- '##に' +- '##ぬ' +- '##ね' +- '##の' +- '##は' +- '##ひ' +- '##ふ' +- '##へ' +- '##ほ' +- '##ま' +- '##み' +- '##む' +- '##め' +- '##も' +- '##や' +- '##ゆ' +- '##よ' +- '##ら' +- '##り' +- '##る' +- '##れ' +- '##ろ' +- '##を' +- '##ん' +- '##ァ' +- '##ア' +- '##ィ' +- '##イ' +- '##ウ' +- '##ェ' +- '##エ' +- '##オ' +- '##カ' +- '##キ' +- '##ク' +- '##ケ' +- '##コ' +- '##サ' +- '##シ' +- '##ス' +- '##セ' +- '##タ' +- '##チ' +- '##ッ' +- '##ツ' +- '##テ' +- '##ト' +- '##ナ' +- '##ニ' +- '##ノ' +- '##ハ' +- '##ヒ' +- '##フ' +- '##ヘ' +- '##ホ' +- '##マ' +- '##ミ' +- '##ム' +- '##メ' +- '##モ' +- '##ャ' +- '##ュ' +- '##ョ' +- '##ラ' +- '##リ' +- '##ル' +- '##レ' +- '##ロ' +- '##ワ' +- '##ン' +- '##・' +- '##ー' +- '##一' +- '##三' +- '##上' +- '##下' +- '##不' +- '##世' +- '##中' +- '##主' +- '##久' +- '##之' +- '##也' +- '##事' +- '##二' +- '##五' +- '##井' +- '##京' +- '##人' +- '##亻' +- '##仁' +- '##介' +- '##代' +- '##仮' +- '##伊' +- '##会' +- '##佐' +- '##侍' +- '##保' +- '##信' +- '##健' +- '##元' +- '##光' +- '##八' +- '##公' +- '##内' +- '##出' +- '##分' +- '##前' +- '##劉' +- '##力' +- '##加' +- '##勝' +- '##北' +- '##区' +- '##十' +- '##千' +- '##南' +- '##博' +- '##原' +- '##口' +- '##古' +- '##史' +- '##司' +- '##合' +- '##吉' +- '##同' +- '##名' +- '##和' +- '##囗' +- '##四' +- '##国' +- '##國' +- '##土' +- '##地' +- '##坂' +- '##城' +- '##堂' +- '##場' +- '##士' +- '##夏' +- '##外' +- '##大' +- '##天' +- '##太' +- '##夫' +- '##奈' +- '##女' +- '##子' +- '##学' +- '##宀' +- '##宇' +- '##安' +- '##宗' +- '##定' +- '##宣' +- '##宮' +- '##家' +- '##宿' +- '##寺' +- '##將' +- '##小' +- '##尚' +- '##山' +- '##岡' +- '##島' +- '##崎' +- '##川' +- '##州' +- '##巿' +- '##帝' +- '##平' +- '##年' +- '##幸' +- '##广' +- '##弘' +- '##張' +- '##彳' +- '##後' +- '##御' +- '##德' +- '##心' +- '##忄' +- '##志' +- '##忠' +- '##愛' +- '##成' +- '##我' +- '##戦' +- '##戸' +- '##手' +- '##扌' +- '##政' +- '##文' +- '##新' +- '##方' +- '##日' +- '##明' +- '##星' +- '##春' +- '##昭' +- '##智' +- '##曲' +- '##書' +- '##月' +- '##有' +- '##朝' +- '##木' +- '##本' +- '##李' +- '##村' +- '##東' +- '##松' +- '##林' +- '##森' +- '##楊' +- '##樹' +- '##橋' +- '##歌' +- '##止' +- '##正' +- '##武' +- '##比' +- '##氏' +- '##民' +- '##水' +- '##氵' +- '##氷' +- '##永' +- '##江' +- '##沢' +- '##河' +- '##治' +- '##法' +- '##海' +- '##清' +- '##漢' +- '##瀬' +- '##火' +- '##版' +- '##犬' +- '##王' +- '##生' +- '##田' +- '##男' +- '##疒' +- '##発' +- '##白' +- '##的' +- '##皇' +- '##目' +- '##相' +- '##省' +- '##真' +- '##石' +- '##示' +- '##社' +- '##神' +- '##福' +- '##禾' +- '##秀' +- '##秋' +- '##空' +- '##立' +- '##章' +- '##竹' +- '##糹' +- '##美' +- '##義' +- '##耳' +- '##良' +- '##艹' +- '##花' +- '##英' +- '##華' +- '##葉' +- '##藤' +- '##行' +- '##街' +- '##西' +- '##見' +- '##訁' +- '##語' +- '##谷' +- '##貝' +- '##貴' +- '##車' +- '##軍' +- '##辶' +- '##道' +- '##郎' +- '##郡' +- '##部' +- '##都' +- '##里' +- '##野' +- '##金' +- '##鈴' +- '##镇' +- '##長' +- '##門' +- '##間' +- '##阝' +- '##阿' +- '##陳' +- '##陽' +- '##雄' +- '##青' +- '##面' +- '##風' +- '##食' +- '##香' +- '##馬' +- '##高' +- '##龍' +- '##龸' +- '##fi' +- '##fl' +- '##!' +- '##(' +- '##)' +- '##,' +- '##-' +- '##.' +- '##/' +- '##:' +- '##?' +- '##~' +text_bpemodel: bert-base-uncased +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: 0.2 + 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: hugging_face_transformers +text_encoder_conf: + input_size: 1 + model_name_or_path: bert-base-uncased +embedding_fusion: attention +embedding_fusion_conf: + audio_dim: 1024 + text_dim: 768 + hidden_dim: 512 + output_dim: 512 +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 +``` + +
+ +### 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} +} + + + + + + +```