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144 lines
5.1 KiB
144 lines
5.1 KiB
# Copyright (c) 2021 PaddlePaddle Authors. 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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"""Prepare CHiME3 background data.
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Download, unpack and create manifest files.
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Manifest file is a json-format file with each line containing the
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meta data (i.e. audio filepath, transcript and audio duration)
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of each audio file in the data set.
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"""
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import argparse
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import io
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import json
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import os
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import zipfile
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import soundfile
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import wget
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from paddle.v2.dataset.common import md5file
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# DATA_HOME = os.path.expanduser('~/.cache/paddle/dataset/speech')
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DATA_HOME = os.path.expanduser('.')
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URL = "https://d4s.myairbridge.com/packagev2/AG0Y3DNBE5IWRRTV/?dlid=W19XG7T0NNHB027139H0EQ"
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MD5 = "c3ff512618d7a67d4f85566ea1bc39ec"
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parser = argparse.ArgumentParser(description=__doc__)
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parser.add_argument(
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"--target_dir",
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default=DATA_HOME + "/chime3_background",
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type=str,
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help="Directory to save the dataset. (default: %(default)s)")
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parser.add_argument(
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"--manifest_filepath",
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default="manifest.chime3.background",
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type=str,
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help="Filepath for output manifests. (default: %(default)s)")
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args = parser.parse_args()
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def download(url, md5sum, target_dir, filename=None):
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"""Download file from url to target_dir, and check md5sum."""
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if filename is None:
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filename = url.split("/")[-1]
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if not os.path.exists(target_dir):
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os.makedirs(target_dir)
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filepath = os.path.join(target_dir, filename)
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if not (os.path.exists(filepath) and md5file(filepath) == md5sum):
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print("Downloading %s ..." % url)
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wget.download(url, target_dir)
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print("\nMD5 Chesksum %s ..." % filepath)
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if not md5file(filepath) == md5sum:
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raise RuntimeError("MD5 checksum failed.")
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else:
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print("File exists, skip downloading. (%s)" % filepath)
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return filepath
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def unpack(filepath, target_dir):
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"""Unpack the file to the target_dir."""
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print("Unpacking %s ..." % filepath)
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if filepath.endswith('.zip'):
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zip = zipfile.ZipFile(filepath, 'r')
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zip.extractall(target_dir)
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zip.close()
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elif filepath.endswith('.tar') or filepath.endswith('.tar.gz'):
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tar = zipfile.open(filepath)
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tar.extractall(target_dir)
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tar.close()
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else:
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raise ValueError("File format is not supported for unpacking.")
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def create_manifest(data_dir, manifest_path):
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"""Create a manifest json file summarizing the data set, with each line
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containing the meta data (i.e. audio filepath, transcription text, audio
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duration) of each audio file within the data set.
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"""
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print("Creating manifest %s ..." % manifest_path)
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json_lines = []
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for subfolder, _, filelist in sorted(os.walk(data_dir)):
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for filename in filelist:
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if filename.endswith('.wav'):
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filepath = os.path.join(data_dir, subfolder, filename)
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audio_data, samplerate = soundfile.read(filepath)
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duration = float(len(audio_data)) / samplerate
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json_lines.append(
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json.dumps(
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{
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'utt': os.path.splitext(os.path.basename(filepath))[
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0],
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'feat': filepath,
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'feat_shape': (duration, ), # second
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'type': 'background'
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}))
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with io.open(manifest_path, mode='w', encoding='utf8') as out_file:
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for line in json_lines:
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out_file.write(line + '\n')
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def prepare_chime3(url, md5sum, target_dir, manifest_path):
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"""Download, unpack and create summmary manifest file."""
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if not os.path.exists(os.path.join(target_dir, "CHiME3")):
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# download
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filepath = download(url, md5sum, target_dir,
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"myairbridge-AG0Y3DNBE5IWRRTV.zip")
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# unpack
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unpack(filepath, target_dir)
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unpack(
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os.path.join(target_dir, 'CHiME3_background_bus.zip'), target_dir)
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unpack(
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os.path.join(target_dir, 'CHiME3_background_caf.zip'), target_dir)
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unpack(
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os.path.join(target_dir, 'CHiME3_background_ped.zip'), target_dir)
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unpack(
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os.path.join(target_dir, 'CHiME3_background_str.zip'), target_dir)
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else:
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print("Skip downloading and unpacking. Data already exists in %s." %
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target_dir)
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# create manifest json file
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create_manifest(target_dir, manifest_path)
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def main():
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prepare_chime3(
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url=URL,
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md5sum=MD5,
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target_dir=args.target_dir,
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manifest_path=args.manifest_filepath)
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if __name__ == '__main__':
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main()
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