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# Copyright (c) 2023, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""
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This script takes a list of TTS manifests and creates a JSON mapping the input speaker names to
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unique indices for multi-speaker TTS training.
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To ensure that speaker names are unique across datasets, it is recommended that you prepend the speaker
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names in your manifest with the name of the dataset.
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$ python <nemo_root_path>/scripts/dataset_processing/tts/create_speaker_map.py \
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--manifest_path=manifest1.json \
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--manifest_path=manifest2.json \
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--speaker_map_path=speakers.json
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Example output:
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{
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"vctk_p225": 0,
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"vctk_p226": 1,
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"vctk_p227": 2,
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...
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}
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"""
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import argparse
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import json
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from pathlib import Path
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from nemo.collections.asr.parts.utils.manifest_utils import read_manifest
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def get_args():
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parser = argparse.ArgumentParser(
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formatter_class=argparse.ArgumentDefaultsHelpFormatter,
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description="Create mapping from speaker names to numerical speaker indices.",
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)
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parser.add_argument(
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"--manifest_path",
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required=True,
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type=Path,
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action="append",
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help="Path to training manifest(s).",
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)
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parser.add_argument(
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"--speaker_map_path",
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required=True,
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type=Path,
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help="Path for output speaker index JSON",
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)
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parser.add_argument(
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"--overwrite",
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action=argparse.BooleanOptionalAction,
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help="Whether to overwrite the output speaker file if it exists.",
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)
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args = parser.parse_args()
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return args
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def main():
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args = get_args()
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manifest_paths = args.manifest_path
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speaker_map_path = args.speaker_map_path
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overwrite = args.overwrite
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for manifest_path in manifest_paths:
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if not manifest_path.exists():
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raise ValueError(f"Manifest {manifest_path} does not exist.")
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if speaker_map_path.exists():
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if overwrite:
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print(f"Will overwrite existing speaker path: {speaker_map_path}")
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else:
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raise ValueError(f"Speaker path already exists: {speaker_map_path}")
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speaker_set = set()
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for manifest_path in manifest_paths:
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entries = read_manifest(manifest_path)
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for entry in entries:
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speaker = str(entry["speaker"])
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speaker_set.add(speaker)
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speaker_list = list(speaker_set)
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speaker_list.sort()
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speaker_index_map = {speaker_list[i]: i for i in range(len(speaker_list))}
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with open(speaker_map_path, 'w', encoding="utf-8") as stats_f:
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json.dump(speaker_index_map, stats_f, indent=4)
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if __name__ == "__main__":
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main()
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