icefall/egs/librispeech/ASR/local/validate_bpe_lexicon.py
Fangjun Kuang 0f180b3ce2
Validate that there are no OOV tokens in BPE-based lexicons. (#359)
* Validate that there are no OOV tokens in BPE-based lexicons.

* Typo fixes.
2022-05-13 14:00:35 +08:00

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2.0 KiB
Python
Executable File

#!/usr/bin/env python3
# Copyright 2022 Xiaomi Corp. (authors: Fangjun Kuang)
#
# 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 checks that there are no OOV tokens in the BPE-based lexicon.
Usage example:
python3 ./local/validate_bpe_lexicon.py \
--lexicon /path/to/lexicon.txt \
--bpe-model /path/to/bpe.model
"""
import argparse
from pathlib import Path
from typing import List, Tuple
import sentencepiece as spm
from icefall.lexicon import read_lexicon
# Map word to word pieces
Lexicon = List[Tuple[str, List[str]]]
def get_args():
parser = argparse.ArgumentParser()
parser.add_argument(
"--lexicon",
required=True,
type=Path,
help="Path to lexicon.txt",
)
parser.add_argument(
"--bpe-model",
required=True,
type=Path,
help="Path to bpe.model",
)
return parser.parse_args()
def main():
args = get_args()
assert args.lexicon.is_file(), args.lexicon
assert args.bpe_model.is_file(), args.bpe_model
lexicon = read_lexicon(args.lexicon)
sp = spm.SentencePieceProcessor()
sp.load(str(args.bpe_model))
word_pieces = set(sp.id_to_piece(list(range(sp.vocab_size()))))
for word, pieces in lexicon:
for p in pieces:
if p not in word_pieces:
raise ValueError(f"The word {word} contains an OOV token {p}")
if __name__ == "__main__":
main()