Update model

README.md

@@ -1,3 +1,237 @@
----
-license: mit
----
+---
+tags:
+- espnet
+- audio
+- diarization
+language: noinfo
+datasets:
+- mini_librispeech
+license: cc-by-4.0
+---
+
+## ESPnet2 DIAR model 
+
+### `jkang/espnet2_mini_librispeech_diar`
+
+This model was trained by jaekookang using mini_librispeech recipe in [espnet](https://github.com/espnet/espnet/).
+
+### Demo: How to use in ESPnet2
+
+```bash
+cd espnet
+git checkout e08a89e0a43db7fc12bec835c62a000ad10bd417
+pip install -e .
+cd egs2/mini_librispeech/diar1
+./run.sh --skip_data_prep false --skip_train true --download_model jkang/espnet2_mini_librispeech_diar
+```
+
+<!-- Generated by scripts/utils/show_diar_result.sh -->
+# RESULTS
+## Environments
+- date: `Tue Feb  8 16:41:16 KST 2022`
+- python version: `3.9.7 (default, Sep 16 2021, 13:09:58)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.6a1`
+- pytorch version: `pytorch 1.10.1`
+- Git hash: `e08a89e0a43db7fc12bec835c62a000ad10bd417`
+  - Commit date: `Sun Feb 6 18:54:20 2022 -0500`
+
+## diar_train_diar_raw
+### DER
+dev_clean_2_ns2_beta2_500
+|threshold_median_collar|DER|
+|---|---|
+|result_th0.3_med11_collar0.0|31.39|
+|result_th0.3_med1_collar0.0|31.78|
+|result_th0.4_med11_collar0.0|29.99|
+|result_th0.4_med1_collar0.0|30.61|
+|result_th0.5_med11_collar0.0|29.28|
+|result_th0.5_med1_collar0.0|30.19|
+|result_th0.6_med11_collar0.0|29.50|
+|result_th0.6_med1_collar0.0|30.66|
+|result_th0.7_med11_collar0.0|30.90|
+|result_th0.7_med1_collar0.0|32.38|
+
+## DIAR config
+
+<details><summary>expand</summary>
+
+```
+config: conf/train_diar.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: chunk
+output_dir: exp/diar_train_diar_raw
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+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
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 100
+patience: 3
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 3
+nbest_averaging_interval: 0
+grad_clip: 5
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 2
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_matplotlib: true
+use_tensorboard: true
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 16
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/diar_stats_8k/train/speech_shape
+- exp/diar_stats_8k/train/spk_labels_shape
+valid_shape_file:
+- exp/diar_stats_8k/valid/speech_shape
+- exp/diar_stats_8k/valid/spk_labels_shape
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 80000
+- 800
+sort_in_batch: descending
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 200000
+chunk_shift_ratio: 0.5
+num_cache_chunks: 64
+train_data_path_and_name_and_type:
+-   - dump/raw/simu/data/train_clean_5_ns2_beta2_500/wav.scp
+    - speech
+    - sound
+-   - dump/raw/simu/data/train_clean_5_ns2_beta2_500/espnet_rttm
+    - spk_labels
+    - rttm
+valid_data_path_and_name_and_type:
+-   - dump/raw/simu/data/dev_clean_2_ns2_beta2_500/wav.scp
+    - speech
+    - sound
+-   - dump/raw/simu/data/dev_clean_2_ns2_beta2_500/espnet_rttm
+    - spk_labels
+    - rttm
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+valid_max_cache_size: null
+optim: adam
+optim_conf:
+    lr: 0.01
+scheduler: noamlr
+scheduler_conf:
+    warmup_steps: 1000
+num_spk: 2
+init: xavier_uniform
+input_size: null
+model_conf:
+    attractor_weight: 1.0
+use_preprocessor: true
+frontend: default
+frontend_conf:
+    fs: 8k
+    hop_length: 128
+specaug: null
+specaug_conf: {}
+normalize: global_mvn
+normalize_conf:
+    stats_file: exp/diar_stats_8k/train/feats_stats.npz
+encoder: transformer
+encoder_conf:
+    input_layer: linear
+    num_blocks: 2
+    linear_units: 512
+    dropout_rate: 0.1
+    output_size: 256
+    attention_heads: 4
+    attention_dropout_rate: 0.0
+decoder: linear
+decoder_conf: {}
+label_aggregator: label_aggregator
+label_aggregator_conf: {}
+attractor: null
+attractor_conf: {}
+required:
+- output_dir
+version: 0.10.6a1
+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/diar_train_diar_raw/30epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b25262282cb313a95cb7b817031798c6c9b1e02c68483fb1f9676d74b3dcdb43
+size 4404388

exp/diar_train_diar_raw/RESULTS.md

@@ -0,0 +1,25 @@
+<!-- Generated by scripts/utils/show_diar_result.sh -->
+# RESULTS
+## Environments
+- date: `Tue Feb  8 16:41:16 KST 2022`
+- python version: `3.9.7 (default, Sep 16 2021, 13:09:58)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.6a1`
+- pytorch version: `pytorch 1.10.1`
+- Git hash: `e08a89e0a43db7fc12bec835c62a000ad10bd417`
+  - Commit date: `Sun Feb 6 18:54:20 2022 -0500`
+
+## diar_train_diar_raw
+### DER
+dev_clean_2_ns2_beta2_500
+|threshold_median_collar|DER|
+|---|---|
+|result_th0.3_med11_collar0.0|31.39|
+|result_th0.3_med1_collar0.0|31.78|
+|result_th0.4_med11_collar0.0|29.99|
+|result_th0.4_med1_collar0.0|30.61|
+|result_th0.5_med11_collar0.0|29.28|
+|result_th0.5_med1_collar0.0|30.19|
+|result_th0.6_med11_collar0.0|29.50|
+|result_th0.6_med1_collar0.0|30.66|
+|result_th0.7_med11_collar0.0|30.90|
+|result_th0.7_med1_collar0.0|32.38|

exp/diar_train_diar_raw/config.yaml

@@ -0,0 +1,143 @@
+config: conf/train_diar.yaml
+print_config: false
+log_level: INFO
+dry_run: false
+iterator_type: chunk
+output_dir: exp/diar_train_diar_raw
+ngpu: 1
+seed: 0
+num_workers: 1
+num_att_plot: 3
+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
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 100
+patience: 3
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - acc
+    - max
+keep_nbest_models: 3
+nbest_averaging_interval: 0
+grad_clip: 5
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 2
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: null
+use_matplotlib: true
+use_tensorboard: true
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: null
+batch_size: 16
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+train_shape_file:
+- exp/diar_stats_8k/train/speech_shape
+- exp/diar_stats_8k/train/spk_labels_shape
+valid_shape_file:
+- exp/diar_stats_8k/valid/speech_shape
+- exp/diar_stats_8k/valid/spk_labels_shape
+batch_type: folded
+valid_batch_type: null
+fold_length:
+- 80000
+- 800
+sort_in_batch: descending
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 200000
+chunk_shift_ratio: 0.5
+num_cache_chunks: 64
+train_data_path_and_name_and_type:
+-   - dump/raw/simu/data/train_clean_5_ns2_beta2_500/wav.scp
+    - speech
+    - sound
+-   - dump/raw/simu/data/train_clean_5_ns2_beta2_500/espnet_rttm
+    - spk_labels
+    - rttm
+valid_data_path_and_name_and_type:
+-   - dump/raw/simu/data/dev_clean_2_ns2_beta2_500/wav.scp
+    - speech
+    - sound
+-   - dump/raw/simu/data/dev_clean_2_ns2_beta2_500/espnet_rttm
+    - spk_labels
+    - rttm
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+valid_max_cache_size: null
+optim: adam
+optim_conf:
+    lr: 0.01
+scheduler: noamlr
+scheduler_conf:
+    warmup_steps: 1000
+num_spk: 2
+init: xavier_uniform
+input_size: null
+model_conf:
+    attractor_weight: 1.0
+use_preprocessor: true
+frontend: default
+frontend_conf:
+    fs: 8k
+    hop_length: 128
+specaug: null
+specaug_conf: {}
+normalize: global_mvn
+normalize_conf:
+    stats_file: exp/diar_stats_8k/train/feats_stats.npz
+encoder: transformer
+encoder_conf:
+    input_layer: linear
+    num_blocks: 2
+    linear_units: 512
+    dropout_rate: 0.1
+    output_size: 256
+    attention_heads: 4
+    attention_dropout_rate: 0.0
+decoder: linear
+decoder_conf: {}
+label_aggregator: label_aggregator
+label_aggregator_conf: {}
+attractor: null
+attractor_conf: {}
+required:
+- output_dir
+version: 0.10.6a1
+distributed: false

meta.yaml

@@ -0,0 +1,8 @@
+espnet: 0.10.6a1
+files:
+  model_file: exp/diar_train_diar_raw/30epoch.pth
+python: "3.9.7 (default, Sep 16 2021, 13:09:58) \n[GCC 7.5.0]"
+timestamp: 1644309231.467943
+torch: 1.10.1
+yaml_files:
+  train_config: exp/diar_train_diar_raw/config.yaml