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README.md
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### Evaluation
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To evaluate Sortformer diarizer and save diarization results in RTTM format, use the inference [example script](https://github.com/NVIDIA/NeMo/blob/main/examples/speaker_tasks/diarization/neural_diarizer/e2e_diarize_speech.py):
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```
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python [NEMO_GIT_FOLDER]/examples/speaker_tasks/diarization/neural_diarizer/e2e_diarize_speech.py
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model_path="/path/to/diar_sortformer_4spk-v1.nemo"
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manifest_filepath="/path/to/multispeaker_manifest_with_reference_rttms.json"
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collar=COLLAR
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out_rttm_dir="/path/to/output_rttms"
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```
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You can provide the post-processing YAML configs from [`post_processing` folder](https://github.com/NVIDIA/NeMo/tree/main/examples/speaker_tasks/diarization/conf/post_processing) to reproduce the optimized post-processing algorithm for each development dataset:
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```
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python [NEMO_GIT_FOLDER]/examples/speaker_tasks/diarization/neural_diarizer/e2e_diarize_speech.py
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model_path="/path/to/diar_sortformer_4spk-v1.nemo"
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manifest_filepath="/path/to/multispeaker_manifest_with_reference_rttms.json"
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collar=COLLAR
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bypass_postprocessing=False
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postprocessing_yaml="/path/to/postprocessing_config.yaml"
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out_rttm_dir="/path/to/output_rttms"
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```
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### Evaluation
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To evaluate Sortformer diarizer and save diarization results in RTTM format, use the inference [example script](https://github.com/NVIDIA/NeMo/blob/main/examples/speaker_tasks/diarization/neural_diarizer/e2e_diarize_speech.py):
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```bash
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python [NEMO_GIT_FOLDER]/examples/speaker_tasks/diarization/neural_diarizer/e2e_diarize_speech.py
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model_path="/path/to/diar_sortformer_4spk-v1.nemo" \
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manifest_filepath="/path/to/multispeaker_manifest_with_reference_rttms.json" \
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collar=COLLAR \
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out_rttm_dir="/path/to/output_rttms"
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```
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You can provide the post-processing YAML configs from [`post_processing` folder](https://github.com/NVIDIA/NeMo/tree/main/examples/speaker_tasks/diarization/conf/post_processing) to reproduce the optimized post-processing algorithm for each development dataset:
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```bash
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python [NEMO_GIT_FOLDER]/examples/speaker_tasks/diarization/neural_diarizer/e2e_diarize_speech.py \
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model_path="/path/to/diar_sortformer_4spk-v1.nemo" \
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manifest_filepath="/path/to/multispeaker_manifest_with_reference_rttms.json" \
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collar=COLLAR \
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bypass_postprocessing=False \
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postprocessing_yaml="/path/to/postprocessing_config.yaml" \
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out_rttm_dir="/path/to/output_rttms"
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```
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