# Copyright 2021 Xiaomi Corporation (Author: Yongqing Wang) # Mobvoi Inc(Author: Di Wu, Binbin Zhang) # Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import argparse import json import os import sys def get_args(): parser = argparse.ArgumentParser(description=""" This script is used to process raw json dataset of WenetSpeech, where the long wav is splitinto segments and data of wenet format is generated. """) parser.add_argument('input_json', help="""Input json file of WenetSpeech""") parser.add_argument('output_dir', help="""Output dir for prepared data""") args = parser.parse_args() return args def meta_analysis(input_json, output_dir): input_dir = os.path.dirname(input_json) if not os.path.exists(output_dir): os.makedirs(output_dir) try: with open(input_json, 'r') as injson: json_data = json.load(injson) except Exception: sys.exit(f'Failed to load input json file: {input_json}') else: if json_data['audios'] is not None: with open(f'{output_dir}/text', 'w') as utt2text, \ open(f'{output_dir}/segments', 'w') as segments, \ open(f'{output_dir}/utt2dur', 'w') as utt2dur, \ open(f'{output_dir}/wav.scp', 'w') as wavscp, \ open(f'{output_dir}/utt2subsets', 'w') as utt2subsets, \ open(f'{output_dir}/reco2dur', 'w') as reco2dur: for long_audio in json_data['audios']: try: long_audio_path = os.path.realpath( os.path.join(input_dir, long_audio['path'])) aid = long_audio['aid'] segments_lists = long_audio['segments'] duration = long_audio['duration'] assert (os.path.exists(long_audio_path)) except AssertionError: print(f'''Warning: {aid} something is wrong, maybe AssertionError, skipped''') continue except Exception: print(f'''Warning: {aid} something is wrong, maybe the error path: {long_audio_path}, skipped''') continue else: wavscp.write(f'{aid}\t{long_audio_path}\n') reco2dur.write(f'{aid}\t{duration}\n') for segment_file in segments_lists: try: sid = segment_file['sid'] start_time = segment_file['begin_time'] end_time = segment_file['end_time'] dur = end_time - start_time text = segment_file['text'] segment_subsets = segment_file["subsets"] except Exception: print(f'''Warning: {segment_file} something is wrong, skipped''') continue else: utt2text.write(f'{sid}\t{text}\n') segments.write( f'{sid}\t{aid}\t{start_time}\t{end_time}\n') utt2dur.write(f'{sid}\t{dur}\n') segment_sub_names = " ".join(segment_subsets) utt2subsets.write( f'{sid}\t{segment_sub_names}\n') def main(): args = get_args() meta_analysis(args.input_json, args.output_dir) if __name__ == '__main__': main()