"""Build vocabulary from manifest files. Each item in vocabulary file is a character. """ from __future__ import absolute_import from __future__ import division from __future__ import print_function import argparse import functools import codecs import json from collections import Counter import os.path import _init_paths from data_utils.utility import read_manifest from 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, 'data/librispeech/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: for char, count in count_sorted: if count < args.count_threshold: break fout.write(char + '\n') if __name__ == '__main__': main()