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text2token.py
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text2token.py
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#!/usr/bin/env python3
# Copyright 2017 Johns Hopkins University (authors: Shinji Watanabe)
# 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.
import argparse
import codecs
import re
import sys
from typing import List
from pypinyin import lazy_pinyin, pinyin
is_python2 = sys.version_info[0] == 2
def exist_or_not(i, match_pos):
start_pos = None
end_pos = None
for pos in match_pos:
if pos[0] <= i < pos[1]:
start_pos = pos[0]
end_pos = pos[1]
break
return start_pos, end_pos
def get_parser():
parser = argparse.ArgumentParser(
description="convert raw text to tokenized text",
formatter_class=argparse.ArgumentDefaultsHelpFormatter,
)
parser.add_argument(
"--nchar",
"-n",
default=1,
type=int,
help="number of characters to split, i.e., \
aabb -> a a b b with -n 1 and aa bb with -n 2",
)
parser.add_argument(
"--skip-ncols", "-s", default=0, type=int, help="skip first n columns"
)
parser.add_argument("--space", default="<space>", type=str, help="space symbol")
parser.add_argument(
"--non-lang-syms",
"-l",
default=None,
type=str,
help="list of non-linguistic symobles, e.g., <NOISE> etc.",
)
parser.add_argument("text", type=str, default=False, nargs="?", help="input text")
parser.add_argument(
"--trans_type",
"-t",
type=str,
default="char",
choices=["char", "pinyin", "lazy_pinyin"],
help="""Transcript type. char/pinyin/lazy_pinyin""",
)
return parser
def token2id(
texts, token_table, token_type: str = "lazy_pinyin", oov: str = "<unk>"
) -> List[List[int]]:
"""Convert token to id.
Args:
texts:
The input texts, it refers to the chinese text here.
token_table:
The token table is built based on "data/lang_xxx/token.txt"
token_type:
The type of token, such as "pinyin" and "lazy_pinyin".
oov:
Out of vocabulary token. When a word(token) in the transcript
does not exist in the token list, it is replaced with `oov`.
Returns:
The list of ids for the input texts.
"""
if texts is None:
raise ValueError("texts can't be None!")
else:
oov_id = token_table[oov]
ids: List[List[int]] = []
for text in texts:
chars_list = list(str(text))
if token_type == "lazy_pinyin":
text = lazy_pinyin(chars_list)
sub_ids = [
token_table[txt] if txt in token_table else oov_id for txt in text
]
ids.append(sub_ids)
else: # token_type = "pinyin"
text = pinyin(chars_list)
sub_ids = [
token_table[txt[0]] if txt[0] in token_table else oov_id
for txt in text
]
ids.append(sub_ids)
return ids
def main():
parser = get_parser()
args = parser.parse_args()
rs = []
if args.non_lang_syms is not None:
with codecs.open(args.non_lang_syms, "r", encoding="utf-8") as f:
nls = [x.rstrip() for x in f.readlines()]
rs = [re.compile(re.escape(x)) for x in nls]
if args.text:
f = codecs.open(args.text, encoding="utf-8")
else:
f = codecs.getreader("utf-8")(sys.stdin if is_python2 else sys.stdin.buffer)
sys.stdout = codecs.getwriter("utf-8")(
sys.stdout if is_python2 else sys.stdout.buffer
)
line = f.readline()
n = args.nchar
while line:
x = line.split()
print(" ".join(x[: args.skip_ncols]), end=" ")
a = " ".join(x[args.skip_ncols :]) # noqa E203
# get all matched positions
match_pos = []
for r in rs:
i = 0
while i >= 0:
m = r.search(a, i)
if m:
match_pos.append([m.start(), m.end()])
i = m.end()
else:
break
if len(match_pos) > 0:
chars = []
i = 0
while i < len(a):
start_pos, end_pos = exist_or_not(i, match_pos)
if start_pos is not None:
chars.append(a[start_pos:end_pos])
i = end_pos
else:
chars.append(a[i])
i += 1
a = chars
if args.trans_type == "pinyin":
a = pinyin(list(str(a)))
a = [one[0] for one in a]
if args.trans_type == "lazy_pinyin":
a = lazy_pinyin(list(str(a)))
a = [a[j : j + n] for j in range(0, len(a), n)] # noqa E203
a_flat = []
for z in a:
a_flat.append("".join(z))
a_chars = [z.replace(" ", args.space) for z in a_flat]
print("".join(a_chars))
line = f.readline()
if __name__ == "__main__":
main()