icefall/egs/tedlium3/ASR/local/prepare_lexicon.py
2022-11-17 09:42:17 -05:00

95 lines
2.4 KiB
Python
Executable File

#!/usr/bin/env python3
# Copyright 2022 Xiaomi Corp. (authors: Mingshuang Luo)
#
# See ../../../../LICENSE for clarification regarding multiple authors
#
# 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.
"""
This script takes as input supervisions json dir "data/manifests"
consisting of supervisions_train.json and does the following:
1. Generate lexicon_words.txt.
"""
import argparse
import logging
from pathlib import Path
import lhotse
def get_args():
parser = argparse.ArgumentParser()
parser.add_argument(
"--manifests-dir",
type=str,
help="""Input directory.
""",
)
parser.add_argument(
"--lang-dir",
type=str,
help="""Output directory.
""",
)
return parser.parse_args()
def prepare_lexicon(manifests_dir: str, lang_dir: str):
"""
Args:
manifests_dir:
The manifests directory, e.g., data/manifests.
lang_dir:
The language directory, e.g., data/lang_phone.
Return:
The lexicon_words.txt file.
"""
words = set()
lexicon = Path(lang_dir) / "lexicon_words.txt"
sups = lhotse.load_manifest(f"{manifests_dir}/tedlium_supervisions_train.jsonl.gz")
for s in sups:
# list the words units and filter the empty item
words_list = list(filter(None, s.text.split()))
for word in words_list:
if word not in words and word != "<unk>":
words.add(word)
with open(lexicon, "w") as f:
for word in sorted(words):
f.write(word + " " + word)
f.write("\n")
def main():
args = get_args()
manifests_dir = Path(args.manifests_dir)
lang_dir = Path(args.lang_dir)
logging.info("Generating lexicon_words.txt")
prepare_lexicon(manifests_dir, lang_dir)
if __name__ == "__main__":
formatter = "%(asctime)s %(levelname)s [%(filename)s:%(lineno)d] %(message)s"
logging.basicConfig(format=formatter, level=logging.INFO)
main()