Update model

README.md

@@ -1,3 +1,310 @@
----
-license: cc-by-4.0
----
+---
+tags:
+- espnet
+- audio
+- language-identification
+language: multilingual
+datasets:
+- geolid
+license: cc-by-4.0
+---
+
+## ESPnet2 LID model
+
+### `espnet/geolid_vl107only_independent_frozen`
+
+This model was trained by Qingzheng-Wang using geolid 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 77e4293952083b9e32bc19a5ddc19efe45e70e4a
+pip install -e .
+cd egs2/geolid/lid1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/geolid_vl107only_independent_frozen
+```
+
+
+
+## LID config
+
+<details><summary>expand</summary>
+
+```
+config: conf/voxlingua107_only/mms_ecapa_upcon_32_44_it0.4_independent_frozen.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: category
+valid_iterator_type: category
+output_dir: exp_voxlingua107_only/lid_mms_ecapa_upcon_32_44_it0.4_independent_frozen_raw
+ngpu: 1
+seed: 3702
+num_workers: 8
+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: true
+cudnn_deterministic: false
+use_tf32: false
+collect_stats: false
+write_collected_feats: false
+max_epoch: 30
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - accuracy
+    - max
+keep_nbest_models: 2
+nbest_averaging_interval: 0
+grad_clip: 9999
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 2
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: true
+log_interval: 100
+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: 1000
+batch_size: 20
+valid_batch_size: null
+batch_bins: 2880000
+valid_batch_bins: null
+category_sample_size: 10
+upsampling_factor: 0.5
+category_upsampling_factor: 0.5
+dataset_upsampling_factor: 0.5
+dataset_scaling_factor: 1.2
+max_batch_size: 16
+min_batch_size: 1
+train_shape_file:
+- exp_voxlingua107_only/lid_stats_16k/train/speech_shape
+valid_shape_file:
+- exp_voxlingua107_only/lid_stats_16k/valid/speech_shape
+batch_type: catpow
+language_upsampling_factor: 0.5
+valid_batch_type: null
+fold_length:
+- 120000
+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_voxlingua107_lang/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train_voxlingua107_lang/utt2lang
+    - lid_labels
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev_voxlingua107_lang/wav.scp
+    - speech
+    - sound
+-   - dump/raw/dev_voxlingua107_lang/utt2lang
+    - lid_labels
+    - 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: adam
+optim_conf:
+    lr: 5.0e-06
+    betas:
+    - 0.9
+    - 0.98
+scheduler: tristagelr
+scheduler_conf:
+    max_steps: 30000
+    warmup_ratio: 0.3
+    hold_ratio: 0.2
+    decay_ratio: 0.5
+    init_lr_scale: 0.6
+    final_lr_scale: 0.1
+init: null
+use_preprocessor: true
+input_size: null
+target_duration: 3.0
+lang2utt: dump/raw/train_voxlingua107_lang/lang2utt
+lang_num: 107
+sample_rate: 16000
+num_eval: 10
+rir_scp: ''
+model: upstream_condition
+model_conf:
+    lang2vec_conditioning_layers:
+    - 32
+    - 36
+    - 40
+    - 44
+    apply_intermediate_lang2vec_loss: true
+    apply_intermediate_lang2vec_condition: true
+    inter_lang2vec_loss_weight: 0.4
+    cutoff_gradient_from_backbone: true
+    cutoff_gradient_before_condproj: true
+    shared_conditioning_proj: false
+frontend: s3prl_condition
+frontend_conf:
+    frontend_conf:
+        upstream: hf_wav2vec2_condition
+        path_or_url: facebook/mms-1b
+    download_dir: ./hub
+    multilayer_feature: true
+specaug: null
+specaug_conf: {}
+normalize: utterance_mvn
+normalize_conf:
+    norm_vars: false
+encoder: ecapa_tdnn
+encoder_conf:
+    model_scale: 8
+    ndim: 512
+    output_size: 1536
+pooling: chn_attn_stat
+pooling_conf: {}
+projector: rawnet3
+projector_conf:
+    output_size: 192
+encoder_condition: identity
+encoder_condition_conf: {}
+pooling_condition: chn_attn_stat
+pooling_condition_conf: {}
+projector_condition: rawnet3
+projector_condition_conf: {}
+preprocessor: lid
+preprocessor_conf:
+    fix_duration: false
+    sample_rate: 16000
+    noise_apply_prob: 0.0
+    noise_info:
+    -   - 1.0
+        - dump/raw/musan_speech.scp
+        -   - 4
+            - 7
+        -   - 13
+            - 20
+    -   - 1.0
+        - dump/raw/musan_noise.scp
+        -   - 1
+            - 1
+        -   - 0
+            - 15
+    -   - 1.0
+        - dump/raw/musan_music.scp
+        -   - 1
+            - 1
+        -   - 5
+            - 15
+    rir_apply_prob: 0.0
+    rir_scp: dump/raw/rirs.scp
+    use_lang2vec: true
+    lang2vec_type: geo
+loss: aamsoftmax_sc_topk_lang2vec
+loss_conf:
+    margin: 0.5
+    scale: 30
+    K: 3
+    mp: 0.06
+    k_top: 5
+    lang2vec_dim: 299
+    lang2vec_type: geo
+    lang2vec_weight: 0.2
+required:
+- output_dir
+version: '202506'
+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_voxlingua107_only/lid_mms_ecapa_upcon_32_44_it0.4_independent_frozen_raw/config.yaml

@@ -0,0 +1,235 @@
+config: conf/voxlingua107_only/mms_ecapa_upcon_32_44_it0.4_independent_frozen.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: false
+dry_run: false
+iterator_type: category
+valid_iterator_type: category
+output_dir: exp_voxlingua107_only/lid_mms_ecapa_upcon_32_44_it0.4_independent_frozen_raw
+ngpu: 1
+seed: 3702
+num_workers: 8
+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: true
+cudnn_deterministic: false
+use_tf32: false
+collect_stats: false
+write_collected_feats: false
+max_epoch: 30
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - accuracy
+    - max
+keep_nbest_models: 2
+nbest_averaging_interval: 0
+grad_clip: 9999
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 2
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: true
+log_interval: 100
+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: 1000
+batch_size: 20
+valid_batch_size: null
+batch_bins: 2880000
+valid_batch_bins: null
+category_sample_size: 10
+upsampling_factor: 0.5
+category_upsampling_factor: 0.5
+dataset_upsampling_factor: 0.5
+dataset_scaling_factor: 1.2
+max_batch_size: 16
+min_batch_size: 1
+train_shape_file:
+- exp_voxlingua107_only/lid_stats_16k/train/speech_shape
+valid_shape_file:
+- exp_voxlingua107_only/lid_stats_16k/valid/speech_shape
+batch_type: catpow
+language_upsampling_factor: 0.5
+valid_batch_type: null
+fold_length:
+- 120000
+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_voxlingua107_lang/wav.scp
+    - speech
+    - sound
+-   - dump/raw/train_voxlingua107_lang/utt2lang
+    - lid_labels
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev_voxlingua107_lang/wav.scp
+    - speech
+    - sound
+-   - dump/raw/dev_voxlingua107_lang/utt2lang
+    - lid_labels
+    - 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: adam
+optim_conf:
+    lr: 5.0e-06
+    betas:
+    - 0.9
+    - 0.98
+scheduler: tristagelr
+scheduler_conf:
+    max_steps: 30000
+    warmup_ratio: 0.3
+    hold_ratio: 0.2
+    decay_ratio: 0.5
+    init_lr_scale: 0.6
+    final_lr_scale: 0.1
+init: null
+use_preprocessor: true
+input_size: null
+target_duration: 3.0
+lang2utt: dump/raw/train_voxlingua107_lang/lang2utt
+lang_num: 107
+sample_rate: 16000
+num_eval: 10
+rir_scp: ''
+model: upstream_condition
+model_conf:
+    lang2vec_conditioning_layers:
+    - 32
+    - 36
+    - 40
+    - 44
+    apply_intermediate_lang2vec_loss: true
+    apply_intermediate_lang2vec_condition: true
+    inter_lang2vec_loss_weight: 0.4
+    cutoff_gradient_from_backbone: true
+    cutoff_gradient_before_condproj: true
+    shared_conditioning_proj: false
+frontend: s3prl_condition
+frontend_conf:
+    frontend_conf:
+        upstream: hf_wav2vec2_condition
+        path_or_url: facebook/mms-1b
+    download_dir: ./hub
+    multilayer_feature: true
+specaug: null
+specaug_conf: {}
+normalize: utterance_mvn
+normalize_conf:
+    norm_vars: false
+encoder: ecapa_tdnn
+encoder_conf:
+    model_scale: 8
+    ndim: 512
+    output_size: 1536
+pooling: chn_attn_stat
+pooling_conf: {}
+projector: rawnet3
+projector_conf:
+    output_size: 192
+encoder_condition: identity
+encoder_condition_conf: {}
+pooling_condition: chn_attn_stat
+pooling_condition_conf: {}
+projector_condition: rawnet3
+projector_condition_conf: {}
+preprocessor: lid
+preprocessor_conf:
+    fix_duration: false
+    sample_rate: 16000
+    noise_apply_prob: 0.0
+    noise_info:
+    -   - 1.0
+        - dump/raw/musan_speech.scp
+        -   - 4
+            - 7
+        -   - 13
+            - 20
+    -   - 1.0
+        - dump/raw/musan_noise.scp
+        -   - 1
+            - 1
+        -   - 0
+            - 15
+    -   - 1.0
+        - dump/raw/musan_music.scp
+        -   - 1
+            - 1
+        -   - 5
+            - 15
+    rir_apply_prob: 0.0
+    rir_scp: dump/raw/rirs.scp
+    use_lang2vec: true
+    lang2vec_type: geo
+loss: aamsoftmax_sc_topk_lang2vec
+loss_conf:
+    margin: 0.5
+    scale: 30
+    K: 3
+    mp: 0.06
+    k_top: 5
+    lang2vec_dim: 299
+    lang2vec_type: geo
+    lang2vec_weight: 0.2
+required:
+- output_dir
+version: '202506'
+distributed: false

exp_voxlingua107_only/lid_mms_ecapa_upcon_32_44_it0.4_independent_frozen_raw/valid.accuracy.best.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:43ab083a61f2c0c48bde60872b9eb67870c8206f9fdc2c2d463c992ea278a8bd
+size 3913686815

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202506'
+files:
+  model_file: exp_voxlingua107_only/lid_mms_ecapa_upcon_32_44_it0.4_independent_frozen_raw/valid.accuracy.best.pth
+python: 3.11.8 | packaged by conda-forge | (main, Feb 16 2024, 20:53:32) [GCC 12.3.0]
+timestamp: 1755589300.416241
+torch: 2.4.0+cu118
+yaml_files:
+  train_config: exp_voxlingua107_only/lid_mms_ecapa_upcon_32_44_it0.4_independent_frozen_raw/config.yaml