Add model files

README.md

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+---
+tags:
+- espnet
+- audio
+- speaker-recognition
+language: multilingual
+datasets:
+- voxceleb
+- librispeech
+- commonvoice
+license: cc-by-4.0
+---
+
+## ESPnet2 SPK model
+
+### `espnet/voxcelebs12devs_librispeech_cv16fa_rawnet3`
+
+This model was trained by Alexgichamba using sdsv21 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 7ffe306553b905c97948a1d4926132000ee2e1be
+pip install -e .
+cd egs2/voxceleb/spk1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/voxcelebs12devs_voxblinkfull_rawnet3
+```
+
+<!-- Generated by scripts/utils/show_spk_result.py -->
+# RESULTS
+## Environments
+date: 2024-02-08 08:51:46.908694
+
+- python version: 3.8.6 (default, Dec 17 2020, 16:57:01)  [GCC 10.2.0]
+- espnet version: 202310
+- pytorch version: 2.0.1+cu118
+
+## Test set: Vox1-O
+
+| Model (conf name) | EER(%) | minDCF |
+|---|---|---|
+| [conf/train_rawnet3.yaml](conf/train_rawnet3.yaml) | 1.229 | 0.08033  |
+
+## Test set: Sample DeepMine
+
+| Model (conf name) | EER(%) | minDCF |
+|---|---|---|
+| [conf/train_rawnet3.yaml](conf/train_rawnet3.yaml) | 4.640 | 0.25994 |
+
+## SPK config
+
+<details><summary>expand</summary>
+
+```
+config: conf/train_rawnet3.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: true
+dry_run: false
+iterator_type: category
+valid_iterator_type: sequence
+output_dir: exp/spk_train_rawnet3_raw_sp
+ngpu: 1
+seed: 0
+num_workers: 2
+num_att_plot: 0
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 4
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 37073
+dist_launcher: null
+multiprocessing_distributed: true
+unused_parameters: false
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: true
+cudnn_deterministic: false
+collect_stats: false
+write_collected_feats: false
+max_epoch: 40
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - eer
+    - min
+keep_nbest_models: 3
+nbest_averaging_interval: 0
+grad_clip: 9999
+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: 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_lora: false
+save_lora_only: true
+lora_conf: {}
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 128
+valid_batch_size: 40
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/spk_stats_16k_sp/train/speech_shape
+valid_shape_file:
+- exp/spk_stats_16k_sp/valid/speech_shape
+batch_type: folded
+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
+train_data_path_and_name_and_type:
+-   - dump/raw/combined_train_set_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/combined_train_set_sp/utt2spk
+    - spk_labels
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/voxceleb1_test/trial.scp
+    - speech
+    - sound
+-   - dump/raw/voxceleb1_test/trial2.scp
+    - speech2
+    - sound
+-   - dump/raw/voxceleb1_test/trial_label
+    - spk_labels
+    - text
+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: 0.001
+    weight_decay: 5.0e-05
+    amsgrad: false
+scheduler: cosineannealingwarmuprestarts
+scheduler_conf:
+    first_cycle_steps: 158760
+    cycle_mult: 1.0
+    max_lr: 0.001
+    min_lr: 5.0e-06
+    warmup_steps: 1000
+    gamma: 0.75
+init: null
+use_preprocessor: true
+input_size: null
+target_duration: 3.0
+spk2utt: dump/raw/combined_train_set_sp/spk2utt
+spk_num: 37485
+sample_rate: 16000
+num_eval: 10
+rir_scp: ''
+model_conf:
+    extract_feats_in_collect_stats: false
+frontend: asteroid_frontend
+frontend_conf:
+    sinc_stride: 16
+    sinc_kernel_size: 251
+    sinc_filters: 256
+    preemph_coef: 0.97
+    log_term: 1.0e-06
+specaug: null
+specaug_conf: {}
+normalize: null
+normalize_conf: {}
+encoder: rawnet3
+encoder_conf:
+    model_scale: 8
+    ndim: 1024
+    output_size: 1536
+pooling: chn_attn_stat
+pooling_conf: {}
+projector: rawnet3
+projector_conf:
+    output_size: 192
+preprocessor: spk
+preprocessor_conf:
+    target_duration: 3.0
+    sample_rate: 16000
+    num_eval: 5
+    noise_apply_prob: 0.5
+    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: 0.5
+    rir_scp: dump/raw/rirs.scp
+loss: aamsoftmax_sc_topk
+loss_conf:
+    margin: 0.3
+    scale: 30
+    K: 3
+    mp: 0.06
+    k_top: 5
+required:
+- output_dir
+version: '202310'
+distributed: true
+```
+
+</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/spk_train_rawnet3_raw_sp/11epoch.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:cefa319d1adf48f525037bd9d101ca9f49ace535c90f7b656f5f4c1ba3242bf9
+size 150867647

exp/spk_train_rawnet3_raw_sp/RESULTS.md

@@ -0,0 +1,20 @@
+<!-- Generated by scripts/utils/show_spk_result.py -->
+# RESULTS
+## Environments
+date: 2024-02-08 08:51:46.908694
+
+- python version: 3.8.6 (default, Dec 17 2020, 16:57:01)  [GCC 10.2.0]
+- espnet version: 202310
+- pytorch version: 2.0.1+cu118
+
+## Test set: Vox1-O
+
+| Model (conf name) | EER(%) | minDCF |
+|---|---|---|
+| [conf/train_rawnet3.yaml](conf/train_rawnet3.yaml) | 1.229 | 0.08033  |
+
+## Test set: Sample DeepMine
+
+| Model (conf name) | EER(%) | minDCF |
+|---|---|---|
+| [conf/train_rawnet3.yaml](conf/train_rawnet3.yaml) | 4.640 | 0.25994 |

exp/spk_train_rawnet3_raw_sp/config.yaml

@@ -0,0 +1,198 @@
+config: conf/train_rawnet3.yaml
+print_config: false
+log_level: INFO
+drop_last_iter: true
+dry_run: false
+iterator_type: category
+valid_iterator_type: sequence
+output_dir: exp/spk_train_rawnet3_raw_sp
+ngpu: 1
+seed: 0
+num_workers: 2
+num_att_plot: 0
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 4
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 37073
+dist_launcher: null
+multiprocessing_distributed: true
+unused_parameters: false
+sharded_ddp: false
+cudnn_enabled: true
+cudnn_benchmark: true
+cudnn_deterministic: false
+collect_stats: false
+write_collected_feats: false
+max_epoch: 40
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - eer
+    - min
+keep_nbest_models: 3
+nbest_averaging_interval: 0
+grad_clip: 9999
+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: 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_lora: false
+save_lora_only: true
+lora_conf: {}
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 128
+valid_batch_size: 40
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/spk_stats_16k_sp/train/speech_shape
+valid_shape_file:
+- exp/spk_stats_16k_sp/valid/speech_shape
+batch_type: folded
+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
+train_data_path_and_name_and_type:
+-   - dump/raw/combined_train_set_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/combined_train_set_sp/utt2spk
+    - spk_labels
+    - text
+valid_data_path_and_name_and_type:
+-   - dump/raw/voxceleb1_test/trial.scp
+    - speech
+    - sound
+-   - dump/raw/voxceleb1_test/trial2.scp
+    - speech2
+    - sound
+-   - dump/raw/voxceleb1_test/trial_label
+    - spk_labels
+    - text
+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: 0.001
+    weight_decay: 5.0e-05
+    amsgrad: false
+scheduler: cosineannealingwarmuprestarts
+scheduler_conf:
+    first_cycle_steps: 158760
+    cycle_mult: 1.0
+    max_lr: 0.001
+    min_lr: 5.0e-06
+    warmup_steps: 1000
+    gamma: 0.75
+init: null
+use_preprocessor: true
+input_size: null
+target_duration: 3.0
+spk2utt: dump/raw/combined_train_set_sp/spk2utt
+spk_num: 37485
+sample_rate: 16000
+num_eval: 10
+rir_scp: ''
+model_conf:
+    extract_feats_in_collect_stats: false
+frontend: asteroid_frontend
+frontend_conf:
+    sinc_stride: 16
+    sinc_kernel_size: 251
+    sinc_filters: 256
+    preemph_coef: 0.97
+    log_term: 1.0e-06
+specaug: null
+specaug_conf: {}
+normalize: null
+normalize_conf: {}
+encoder: rawnet3
+encoder_conf:
+    model_scale: 8
+    ndim: 1024
+    output_size: 1536
+pooling: chn_attn_stat
+pooling_conf: {}
+projector: rawnet3
+projector_conf:
+    output_size: 192
+preprocessor: spk
+preprocessor_conf:
+    target_duration: 3.0
+    sample_rate: 16000
+    num_eval: 5
+    noise_apply_prob: 0.5
+    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: 0.5
+    rir_scp: dump/raw/rirs.scp
+loss: aamsoftmax_sc_topk
+loss_conf:
+    margin: 0.3
+    scale: 30
+    K: 3
+    mp: 0.06
+    k_top: 5
+required:
+- output_dir
+version: '202310'
+distributed: true

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202310'
+files:
+  model_file: exp/spk_train_rawnet3_raw_sp/11epoch.pth
+python: "3.8.6 (default, Dec 17 2020, 16:57:01) \n [GCC 10.2.0]"
+timestamp: 1707382306.908694
+torch: 2.0.1
+yaml_files:
+  train_config: exp/spk_train_rawnet3_raw_sp/config.yaml