# 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. """Build vocabulary from manifest files. Each item in vocabulary file is a character. """ import argparse import functools import codecs import json from collections import Counter import os.path from deepspeech.frontend.utility import read_manifest from deepspeech.utils.utility import add_arguments, print_arguments parser = argparse.ArgumentParser(description=__doc__) add_arg = functools.partial(add_arguments, argparser=parser) # yapf: disable add_arg('count_threshold', int, 0, "Truncation threshold for char counts.") add_arg('vocab_path', str, 'examples/librispeech/data/vocab.txt', "Filepath to write the vocabulary.") add_arg('manifest_paths', str, None, "Filepaths of manifests for building vocabulary. " "You can provide multiple manifest files.", nargs='+', required=True) # yapf: disable args = parser.parse_args() def count_manifest(counter, manifest_path): manifest_jsons = read_manifest(manifest_path) for line_json in manifest_jsons: for char in line_json['text']: counter.update(char) def main(): print_arguments(args) counter = Counter() for manifest_path in args.manifest_paths: count_manifest(counter, manifest_path) count_sorted = sorted(counter.items(), key=lambda x: x[1], reverse=True) with codecs.open(args.vocab_path, 'w', 'utf-8') as fout: fout.write('' + '\n') for char, count in count_sorted: if count < args.count_threshold: break fout.write(char + '\n') if __name__ == '__main__': main()