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# Copyright (c) 2020, NVIDIA CORPORATION. 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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import argparse
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import glob
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import json
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import logging
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import os
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import subprocess
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import librosa
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parser = argparse.ArgumentParser(description="AN4 dataset download and processing")
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parser.add_argument("--data_root", required=True, default=None, type=str)
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args = parser.parse_args()
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def build_manifest(data_root, transcripts_path, manifest_path, wav_path):
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with open(transcripts_path, 'r') as fin:
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with open(manifest_path, 'w') as fout:
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for line in fin:
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# Lines look like this:
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# <s> transcript </s> (fileID)
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transcript = line[: line.find('(') - 1].lower()
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transcript = transcript.replace('<s>', '').replace('</s>', '')
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transcript = transcript.strip()
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file_id = line[line.find('(') + 1 : -2] # e.g. "cen4-fash-b"
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audio_path = os.path.join(
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data_root,
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wav_path,
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file_id[file_id.find('-') + 1 : file_id.rfind('-')],
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file_id + '.wav',
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)
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duration = librosa.core.get_duration(filename=audio_path)
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# Write the metadata to the manifest
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metadata = {
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"audio_filepath": audio_path,
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"duration": duration,
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"text": transcript,
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}
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json.dump(metadata, fout)
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fout.write('\n')
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def main():
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data_root = os.path.abspath(args.data_root)
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# Convert from .sph to .wav
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logging.info("Converting audio files to .wav...")
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sph_list = glob.glob(os.path.join(data_root, 'an4/**/*.sph'), recursive=True)
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for sph_path in sph_list:
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wav_path = sph_path[:-4] + '.wav'
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cmd = ['sox', sph_path, wav_path]
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subprocess.run(cmd)
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logging.info("Finished conversion.")
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# Build manifests
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logging.info("Building training manifest...")
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train_transcripts = os.path.join(data_root, 'an4/etc/an4_train.transcription')
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train_manifest = os.path.join(data_root, 'an4/train_manifest.json')
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train_wavs = os.path.join(data_root, 'an4/wav/an4_clstk')
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build_manifest(data_root, train_transcripts, train_manifest, train_wavs)
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logging.info("Training manifests created.")
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logging.info("Building test manifest...")
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test_transcripts = os.path.join(data_root, 'an4/etc/an4_test.transcription')
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test_manifest = os.path.join(data_root, 'an4/test_manifest.json')
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test_wavs = os.path.join(data_root, 'an4/wav/an4test_clstk')
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build_manifest(data_root, test_transcripts, test_manifest, test_wavs)
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logging.info("Test manifest created.")
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logging.info("Done with AN4 processing!")
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if __name__ == '__main__':
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main()
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