"""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 codecs import json from collections import Counter import os.path import _init_paths from data_utils import utils parser = argparse.ArgumentParser(description=__doc__) parser.add_argument( "--manifest_paths", type=str, help="Manifest paths for building vocabulary." "You can provide multiple manifest files.", nargs='+', required=True) parser.add_argument( "--count_threshold", default=0, type=int, help="Characters whose counts are below the threshold will be truncated. " "(default: %(default)i)") parser.add_argument( "--vocab_path", default='datasets/vocab/zh_vocab.txt', type=str, help="File path to write the vocabulary. (default: %(default)s)") args = parser.parse_args() def count_manifest(counter, manifest_path): manifest_jsons = utils.read_manifest(manifest_path) for line_json in manifest_jsons: for char in line_json['text']: counter.update(char) def main(): 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()