# 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. """Gen Chinese characters to THCHS30-30 phone lexicon using THCHS30-30's lexicon file1: THCHS-30/data_thchs30/lm_word/lexicon.txt file2: THCHS-30/resource/dict/lexicon.txt """ import argparse from collections import defaultdict from pathlib import Path from typing import Union # key: (cn, ('ee', 'er4')),value: count cn_phones_counter = defaultdict(int) # key: cn, value: list of (phones, num) cn_counter = defaultdict(list) # key: cn, value: list of (phones, probabilities) cn_counter_p = defaultdict(list) def is_Chinese(ch): if '\u4e00' <= ch <= '\u9fff': return True return False def proc_line(line): line = line.strip() if is_Chinese(line[0]): line_list = line.split() cn_list = line_list[0] phone_list = line_list[1:] if len(cn_list) == len(phone_list) / 2: new_phone_list = [(phone_list[i], phone_list[i + 1]) for i in range(0, len(phone_list), 2)] assert len(cn_list) == len(new_phone_list) for idx, cn in enumerate(cn_list): phones = new_phone_list[idx] cn_phones_counter[(cn, phones)] += 1 def gen_lexicon(root_dir: Union[str, Path], output_dir: Union[str, Path]): root_dir = Path(root_dir).expanduser() output_dir = Path(output_dir).expanduser() output_dir.mkdir(parents=True, exist_ok=True) file1 = root_dir / "lm_word_lexicon_1" file2 = root_dir / "lm_word_lexicon_2" write_file = output_dir / "word.lexicon" with open(file1, "r") as f1: for line in f1: proc_line(line) with open(file2, "r") as f2: for line in f2: proc_line(line) for key in cn_phones_counter: cn = key[0] cn_counter[cn].append((key[1], cn_phones_counter[key])) for key in cn_counter: phone_count_list = cn_counter[key] count_sum = sum([x[1] for x in phone_count_list]) for item in phone_count_list: p = item[1] / count_sum p = round(p, 2) if p > 0: cn_counter_p[key].append((item[0], p)) with open(write_file, "w") as wf: for key in cn_counter_p: phone_p_list = cn_counter_p[key] for item in phone_p_list: phones, p = item wf.write(key + " " + str(p) + " " + " ".join(phones) + "\n") if __name__ == "__main__": parser = argparse.ArgumentParser( description="Gen Chinese characters to phone lexicon for THCHS-30 dataset" ) parser.add_argument( "--root-dir", type=str, help="dir to thchs30 lm_word_lexicons") parser.add_argument("--output-dir", type=str, help="path to save outputs") args = parser.parse_args() gen_lexicon(args.root_dir, args.output_dir)