Update model

README.md

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+---
+tags:
+- espnet
+- audio
+- diarization
+language: noinfo
+datasets:
+- mini_librispeech
+license: cc-by-4.0
+---
+
+## ESPnet2 DIAR model 
+
+### `espnet/YushiUeda_mini_librispeech_diar_train_diar_raw_valid.acc.best`
+
+This model was trained by Yushi Ueda using mini_librispeech recipe in [espnet](https://github.com/espnet/espnet/).
+
+### Demo: How to use in ESPnet2
+
+```bash
+cd espnet
+git checkout 650472b45a67612eaac09c7fbd61dc25f8ff2405
+pip install -e .
+cd egs2/mini_librispeech/diar1
+./run.sh --skip_data_prep false --skip_train true --download_model espnet/YushiUeda_mini_librispeech_diar_train_diar_raw_valid.acc.best
+```
+
+<!-- Generated by scripts/utils/show_diar_result.sh -->
+# RESULTS
+## Environments
+- date: `Tue Jan  4 16:43:34 EST 2022`
+- python version: `3.7.11 (default, Jul 27 2021, 14:32:16)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.5a1`
+- pytorch version: `pytorch 1.9.0+cu102`
+- Git hash: `0b2a6786b6f627f47defaee22911b3c2dc04af2a`
+  - Commit date: `Thu Dec 23 12:22:49 2021 -0500`
+
+## diar_train_diar_raw
+### DER
+dev_clean_2_ns2_beta2_500
+|threshold_median_collar|DER|
+|---|---|
+|result_th0.3_med11_collar0.0|32.28|
+|result_th0.3_med1_collar0.0|32.64|
+|result_th0.4_med11_collar0.0|30.43|
+|result_th0.4_med1_collar0.0|31.15|
+|result_th0.5_med11_collar0.0|29.45|
+|result_th0.5_med1_collar0.0|30.53|
+|result_th0.6_med11_collar0.0|29.52|
+|result_th0.6_med1_collar0.0|30.95|
+|result_th0.7_med11_collar0.0|30.92|
+|result_th0.7_med1_collar0.0|32.69|
+
+## 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: 4
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 33757
+dist_launcher: null
+multiprocessing_distributed: true
+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: 0.10.5a1
+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/diar_train_diar_raw/17epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:984810467c4181442cd8aa27e007c39a2c4cef280b1089024254a938f65e20f0
+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 Jan  4 16:43:34 EST 2022`
+- python version: `3.7.11 (default, Jul 27 2021, 14:32:16)  [GCC 7.5.0]`
+- espnet version: `espnet 0.10.5a1`
+- pytorch version: `pytorch 1.9.0+cu102`
+- Git hash: `0b2a6786b6f627f47defaee22911b3c2dc04af2a`
+  - Commit date: `Thu Dec 23 12:22:49 2021 -0500`
+
+## diar_train_diar_raw
+### DER
+dev_clean_2_ns2_beta2_500
+|threshold_median_collar|DER|
+|---|---|
+|result_th0.3_med11_collar0.0|32.28|
+|result_th0.3_med1_collar0.0|32.64|
+|result_th0.4_med11_collar0.0|30.43|
+|result_th0.4_med1_collar0.0|31.15|
+|result_th0.5_med11_collar0.0|29.45|
+|result_th0.5_med1_collar0.0|30.53|
+|result_th0.6_med11_collar0.0|29.52|
+|result_th0.6_med1_collar0.0|30.95|
+|result_th0.7_med11_collar0.0|30.92|
+|result_th0.7_med1_collar0.0|32.69|

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: 4
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 33757
+dist_launcher: null
+multiprocessing_distributed: true
+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: 0.10.5a1
+distributed: true

meta.yaml

@@ -0,0 +1,8 @@
+espnet: 0.10.5a1
+files:
+  model_file: exp/diar_train_diar_raw/17epoch.pth
+python: "3.7.11 (default, Jul 27 2021, 14:32:16) \n[GCC 7.5.0]"
+timestamp: 1641332630.356345
+torch: 1.9.0+cu102
+yaml_files:
+  train_config: exp/diar_train_diar_raw/config.yaml