Update model

README.md

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+---
+tags:
+- espnet
+- audio
+- speaker-recognition
+language: multilingual
+datasets:
+- voxceleb
+license: cc-by-4.0
+---
+
+## ESPnet2 SPK model
+
+### `espnet/voxcelebs12_mfaconformer_mel`
+
+This model was trained by Jungjee using voxceleb 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 ea74d1c7482bf5b3b4f90410d1ca8521fd9a566b
+pip install -e .
+cd egs2/voxceleb/spk1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/voxcelebs12_mfaconformer_mel
+```
+
+<!-- Generated by scripts/utils/show_spk_result.py -->
+# RESULTS
+## Environments
+date: 2023-11-30 15:48:13.707576
+
+- python version: 3.9.16 (main, May 15 2023, 23:46:34)  [GCC 11.2.0]
+- espnet version: 202310
+- pytorch version: 1.13.1
+
+| | Mean | Std |
+|---|---|---|
+| Target | -0.8149 | 0.1386 |
+| Non-target | 0.0828 | 0.0828 |
+
+| Model name | EER(%) | minDCF |
+|---|---|---|
+| mfa-conformer | 0.952 | 0.05834 |
+
+## SPK config
+
+<details><summary>expand</summary>
+
+```
+config: conf/tuning/train_mfa_conformer_adamw.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_mfa_conformer_adamw_raw_sp
+ngpu: 1
+seed: 0
+num_workers: 6
+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: 46597
+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: 512
+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/voxceleb12_devs_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/voxceleb12_devs_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: adamw
+optim_conf:
+    lr: 0.001
+    weight_decay: 1.0e-07
+    amsgrad: false
+scheduler: cosineannealingwarmuprestarts
+scheduler_conf:
+    first_cycle_steps: 250000
+    cycle_mult: 1.0
+    max_lr: 0.001
+    min_lr: 1.0e-08
+    warmup_steps: 10000
+    gamma: 0.7
+init: null
+use_preprocessor: true
+input_size: null
+target_duration: 3.0
+spk2utt: dump/raw/voxceleb12_devs_sp/spk2utt
+spk_num: 21615
+sample_rate: 16000
+num_eval: 10
+rir_scp: ''
+model_conf:
+    extract_feats_in_collect_stats: false
+frontend: melspec_torch
+frontend_conf:
+    preemp: true
+    n_fft: 512
+    log: true
+    win_length: 400
+    hop_length: 160
+    n_mels: 80
+    normalize: mn
+specaug: null
+specaug_conf: {}
+normalize: null
+normalize_conf: {}
+encoder: mfaconformer
+encoder_conf:
+    output_size: 512
+    attention_heads: 8
+    linear_units: 2048
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv2d2
+    normalize_before: true
+    macaron_style: true
+    rel_pos_type: latest
+    pos_enc_layer_type: rel_pos
+    selfattention_layer_type: rel_selfattn
+    activation_type: swish
+    use_cnn_module: true
+    cnn_module_kernel: 15
+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}
+}
+```

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202310'
+files:
+  model_file: save_exp/spk_train_mfa_conformer_adamw_raw_sp/29epoch.pth
+python: "3.9.16 (main, Mar  8 2023, 14:00:05) \n[GCC 11.2.0]"
+timestamp: 1704235958.32165
+torch: 2.0.1
+yaml_files:
+  train_config: save_exp/spk_train_mfa_conformer_adamw_raw_sp/config.yaml

save_exp/spk_train_mfa_conformer_adamw_raw_sp/29epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:416a6867ef6ad4a42cb2edd1bc95377ef87e622800dcb8617c72426835be69e8
+size 260989417

save_exp/spk_train_mfa_conformer_adamw_raw_sp/RESULTS.md

@@ -0,0 +1,17 @@
+<!-- Generated by scripts/utils/show_spk_result.py -->
+# RESULTS
+## Environments
+date: 2023-11-30 15:48:13.707576
+
+- python version: 3.9.16 (main, May 15 2023, 23:46:34)  [GCC 11.2.0]
+- espnet version: 202310
+- pytorch version: 1.13.1
+
+| | Mean | Std |
+|---|---|---|
+| Target | -0.8149 | 0.1386 |
+| Non-target | 0.0828 | 0.0828 |
+
+| Model name | EER(%) | minDCF |
+|---|---|---|
+| mfa-conformer | 0.952 | 0.05834 |

save_exp/spk_train_mfa_conformer_adamw_raw_sp/config.yaml

@@ -0,0 +1,213 @@
+config: conf/tuning/train_mfa_conformer_adamw.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_mfa_conformer_adamw_raw_sp
+ngpu: 1
+seed: 0
+num_workers: 6
+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: 46597
+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: 512
+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/voxceleb12_devs_sp/wav.scp
+    - speech
+    - sound
+-   - dump/raw/voxceleb12_devs_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: adamw
+optim_conf:
+    lr: 0.001
+    weight_decay: 1.0e-07
+    amsgrad: false
+scheduler: cosineannealingwarmuprestarts
+scheduler_conf:
+    first_cycle_steps: 250000
+    cycle_mult: 1.0
+    max_lr: 0.001
+    min_lr: 1.0e-08
+    warmup_steps: 10000
+    gamma: 0.7
+init: null
+use_preprocessor: true
+input_size: null
+target_duration: 3.0
+spk2utt: dump/raw/voxceleb12_devs_sp/spk2utt
+spk_num: 21615
+sample_rate: 16000
+num_eval: 10
+rir_scp: ''
+model_conf:
+    extract_feats_in_collect_stats: false
+frontend: melspec_torch
+frontend_conf:
+    preemp: true
+    n_fft: 512
+    log: true
+    win_length: 400
+    hop_length: 160
+    n_mels: 80
+    normalize: mn
+specaug: null
+specaug_conf: {}
+normalize: null
+normalize_conf: {}
+encoder: mfaconformer
+encoder_conf:
+    output_size: 512
+    attention_heads: 8
+    linear_units: 2048
+    num_blocks: 6
+    dropout_rate: 0.1
+    positional_dropout_rate: 0.1
+    attention_dropout_rate: 0.1
+    input_layer: conv2d2
+    normalize_before: true
+    macaron_style: true
+    rel_pos_type: latest
+    pos_enc_layer_type: rel_pos
+    selfattention_layer_type: rel_selfattn
+    activation_type: swish
+    use_cnn_module: true
+    cnn_module_kernel: 15
+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