Update model

README.md

@@ -0,0 +1,771 @@
+---
+tags:
+- espnet
+- audio
+- self-supervised-learning
+language: en
+datasets:
+- librispeech
+license: cc-by-4.0
+---
+
+## ESPnet2 SSL model
+
+### `espnet/hubert_dummy`
+
+This model was trained by chen26 using librispeech 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
+
+pip install -e .
+cd egs2/librispeech/ssl1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/hubert_dummy
+```
+
+
+
+## SSL config
+
+<details><summary>expand</summary>
+
+```
+config: conf/tuning/train_hubert_dummy.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/ssl_train_hubert_dummy_raw
+ngpu: 1
+seed: 0
+num_workers: 4
+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: false
+sharded_ddp: false
+use_deepspeed: true
+deepspeed_config: conf/deepspeed.json
+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: 1
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - total_count
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: 5.0
+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: 10
+batch_size: 20
+valid_batch_size: null
+batch_bins: 16000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- exp/ssl_stats_raw/train/speech_shape
+valid_shape_file:
+- exp/ssl_stats_raw/valid/speech_shape
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 80000
+- 400
+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:
+-   - dump/raw/train_960/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train_960/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev/wav.scp
+    - speech
+    - sound
+-   - dump/raw/dev/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: adadelta
+optim_conf: {}
+scheduler: null
+scheduler_conf: {}
+token_list:
+- '30'
+- '4'
+- '72'
+- '305'
+- '275'
+- '24'
+- '369'
+- '125'
+- '202'
+- '368'
+- '270'
+- '296'
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+- '223'
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+- '437'
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+- '456'
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+- <unk>
+- <sos/eos>
+init: null
+collate_fn_conf:
+    label_downsampling: 1
+    pad: false
+    rand_crop: true
+input_size: null
+num_classes: null
+use_preprocessor: true
+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'
+window_size: null
+window_shift: null
+loss:
+-   name: hubert
+    conf:
+        num_classes: 500
+        final_dim: 2
+util:
+-   name: mask
+    conf: {}
+frontend: wav2vec_cnn
+frontend_conf:
+    norm_mode: group_norm
+    conv_mode: standard
+    bias: false
+    normalize_audio: false
+    shapes:
+    -   - 2
+        - 1
+        - 10
+    fs: 16k
+specaug: null
+specaug_conf: {}
+normalize: null
+normalize_conf: {}
+preencoder: linear
+preencoder_conf:
+    output_size: 16
+encoder: transformer
+encoder_conf:
+    output_size: 16
+    attention_heads: 1
+    linear_units: 4
+    num_blocks: 2
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.0
+    attention_dropout_rate: 0.1
+    input_layer: wav2vec
+    normalize_before: false
+    pos_enc_layer_type: conv
+model: espnet
+model_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}
+}
+```

exp/ssl_train_hubert_dummy_raw/1epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8f609dc030527301b7f25e9aa8b70358a891f25051bb86da0581879e50278f6d
+size 40286

exp/ssl_train_hubert_dummy_raw/config.yaml

@@ -0,0 +1,696 @@
+config: conf/tuning/train_hubert_dummy.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: sequence
+valid_iterator_type: null
+output_dir: exp/ssl_train_hubert_dummy_raw
+ngpu: 1
+seed: 0
+num_workers: 4
+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: false
+sharded_ddp: false
+use_deepspeed: true
+deepspeed_config: conf/deepspeed.json
+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: 1
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - total_count
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: 5.0
+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: 10
+batch_size: 20
+valid_batch_size: null
+batch_bins: 16000
+valid_batch_bins: null
+category_sample_size: 10
+train_shape_file:
+- exp/ssl_stats_raw/train/speech_shape
+valid_shape_file:
+- exp/ssl_stats_raw/valid/speech_shape
+batch_type: numel
+valid_batch_type: null
+fold_length:
+- 80000
+- 400
+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:
+-   - dump/raw/train_960/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train_960/text
+    - text
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev/wav.scp
+    - speech
+    - sound
+-   - dump/raw/dev/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: adadelta
+optim_conf: {}
+scheduler: null
+scheduler_conf: {}
+token_list:
+- '30'
+- '4'
+- '72'
+- '305'
+- '275'
+- '24'
+- '369'
+- '125'
+- '202'
+- '368'
+- '270'
+- '296'
+- '68'
+- '188'
+- '418'
+- '223'
+- '8'
+- '338'
+- '437'
+- '14'
+- '299'
+- '469'
+- '415'
+- '11'
+- '41'
+- '227'
+- '44'
+- '35'
+- '179'
+- '449'
+- '23'
+- '10'
+- '416'
+- '291'
+- '100'
+- '74'
+- '327'
+- '107'
+- '321'
+- '208'
+- '76'
+- '267'
+- '130'
+- '173'
+- '96'
+- '162'
+- '456'
+- '84'
+- '98'
+- '217'
+- '48'
+- '482'
+- '127'
+- '110'
+- '366'
+- '336'
+- '387'
+- '105'
+- '373'
+- '139'
+- '61'
+- '370'
+- '464'
+- '397'
+- '281'
+- '151'
+- '154'
+- '155'
+- '203'
+- '440'
+- '119'
+- '71'
+- '320'
+- '93'
+- '20'
+- '138'
+- '78'
+- '216'
+- '104'
+- '205'
+- '38'
+- '382'
+- '238'
+- '474'
+- '225'
+- '465'
+- '309'
+- '17'
+- '285'
+- '90'
+- '375'
+- '356'
+- '256'
+- '392'
+- '311'
+- '398'
+- '9'
+- '264'
+- '341'
+- '168'
+- '339'
+- '40'
+- '344'
+- '422'
+- '63'
+- '396'
+- '51'
+- '184'
+- '441'
+- '346'
+- '252'
+- '206'
+- '322'
+- '444'
+- '198'
+- '66'
+- '269'
+- '145'
+- '69'
+- '244'
+- '463'
+- '37'
+- '172'
+- '271'
+- '313'
+- '279'
+- '106'
+- '377'
+- '158'
+- '5'
+- '445'
+- '455'
+- '134'
+- '287'
+- '7'
+- '297'
+- '420'
+- '13'
+- '31'
+- '484'
+- '91'
+- '34'
+- '488'
+- '468'
+- '21'
+- '193'
+- '288'
+- '159'
+- '247'
+- '476'
+- '25'
+- '265'
+- '115'
+- '50'
+- '394'
+- '197'
+- '116'
+- '57'
+- '182'
+- '378'
+- '135'
+- '89'
+- '167'
+- '19'
+- '148'
+- '425'
+- '103'
+- '95'
+- '454'
+- '376'
+- '178'
+- '79'
+- '424'
+- '261'
+- '36'
+- '426'
+- '152'
+- '102'
+- '292'
+- '258'
+- '60'
+- '328'
+- '280'
+- '273'
+- '111'
+- '240'
+- '213'
+- '483'
+- '300'
+- '363'
+- '174'
+- '317'
+- '419'
+- '439'
+- '42'
+- '118'
+- '222'
+- '15'
+- '276'
+- '277'
+- '166'
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+- <unk>
+- <sos/eos>
+init: null
+collate_fn_conf:
+    label_downsampling: 1
+    pad: false
+    rand_crop: true
+input_size: null
+num_classes: null
+use_preprocessor: true
+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'
+window_size: null
+window_shift: null
+loss:
+-   name: hubert
+    conf:
+        num_classes: 500
+        final_dim: 2
+util:
+-   name: mask
+    conf: {}
+frontend: wav2vec_cnn
+frontend_conf:
+    norm_mode: group_norm
+    conv_mode: standard
+    bias: false
+    normalize_audio: false
+    shapes:
+    -   - 2
+        - 1
+        - 10
+    fs: 16k
+specaug: null
+specaug_conf: {}
+normalize: null
+normalize_conf: {}
+preencoder: linear
+preencoder_conf:
+    output_size: 16
+encoder: transformer
+encoder_conf:
+    output_size: 16
+    attention_heads: 1
+    linear_units: 4
+    num_blocks: 2
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.0
+    attention_dropout_rate: 0.1
+    input_layer: wav2vec
+    normalize_before: false
+    pos_enc_layer_type: conv
+model: espnet
+model_conf: {}
+required:
+- output_dir
+- token_list
+version: '202412'
+distributed: false

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202412'
+files:
+  ssl_model_file: exp/ssl_train_hubert_dummy_raw/1epoch.pth
+python: "3.9.18 | packaged by conda-forge | (main, Dec 23 2023, 17:20:25) \n[GCC 12.3.0]"
+timestamp: 1743127152.752043
+torch: 2.6.0+cu126
+yaml_files:
+  ssl_train_config: exp/ssl_train_hubert_dummy_raw/config.yaml