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PaddleSpeech/utils/zh_tn.py

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#!/usr/bin/env python3
# https://github.com/speechio/chinese_text_normalization/blob/master/python/cn_tn.py
import argparse
import re
import string
import sys
from typing import List
from typing import Text
import jieba
from zhon import hanzi
# ================================================================================ #
# basic constant
# ================================================================================ #
CHINESE_DIGIS = u'零一二三四五六七八九'
BIG_CHINESE_DIGIS_SIMPLIFIED = u'零壹贰叁肆伍陆柒捌玖'
BIG_CHINESE_DIGIS_TRADITIONAL = u'零壹貳參肆伍陸柒捌玖'
SMALLER_BIG_CHINESE_UNITS_SIMPLIFIED = u'十百千万'
SMALLER_BIG_CHINESE_UNITS_TRADITIONAL = u'拾佰仟萬'
LARGER_CHINESE_NUMERING_UNITS_SIMPLIFIED = u'亿兆京垓秭穰沟涧正载'
LARGER_CHINESE_NUMERING_UNITS_TRADITIONAL = u'億兆京垓秭穰溝澗正載'
SMALLER_CHINESE_NUMERING_UNITS_SIMPLIFIED = u'十百千万'
SMALLER_CHINESE_NUMERING_UNITS_TRADITIONAL = u'拾佰仟萬'
ZERO_ALT = u''
ONE_ALT = u''
TWO_ALTS = [u'', u'']
POSITIVE = [u'', u'']
NEGATIVE = [u'', u'']
POINT = [u'', u'']
# PLUS = [u'加', u'加']
# SIL = [u'杠', u'槓']
# 中文数字系统类型
NUMBERING_TYPES = ['low', 'mid', 'high']
CURRENCY_NAMES = '(人民币|美元|日元|英镑|欧元|马克|法郎|加拿大元|澳元|港币|先令|芬兰马克|爱尔兰镑|' \
'里拉|荷兰盾|埃斯库多|比塞塔|印尼盾|林吉特|新西兰元|比索|卢布|新加坡元|韩元|泰铢)'
CURRENCY_UNITS = '((亿|千万|百万|万|千|百)|(亿|千万|百万|万|千|百|)元|(亿|千万|百万|万|千|百|)块|角|毛|分)'
COM_QUANTIFIERS = '(匹|张|座|回|场|尾|条|个|首|阙|阵|网|炮|顶|丘|棵|只|支|袭|辆|挑|担|颗|壳|窠|曲|墙|群|腔|' \
'砣|座|客|贯|扎|捆|刀|令|打|手|罗|坡|山|岭|江|溪|钟|队|单|双|对|出|口|头|脚|板|跳|枝|件|贴|' \
'针|线|管|名|位|身|堂|课|本|页|家|户|层|丝|毫|厘|分|钱|两|斤|担|铢|石|钧|锱|忽|(千|毫|微)克|' \
'毫|厘|分|寸|尺|丈|里|寻|常|铺|程|(千|分|厘|毫|微)米|撮|勺|合|升|斗|石|盘|碗|碟|叠|桶|笼|盆|' \
'盒|杯|钟|斛|锅|簋|篮|盘|桶|罐|瓶|壶|卮|盏|箩|箱|煲|啖|袋|钵|年|月|日|季|刻|时|周|天|秒|分|旬|' \
'纪|岁|世|更|夜|春|夏|秋|冬|代|伏|辈|丸|泡|粒|颗|幢|堆|条|根|支|道|面|片|张|颗|块)'
# punctuation information are based on Zhon project (https://github.com/tsroten/zhon.git)
CHINESE_PUNC_STOP = '!?。。'
CHINESE_PUNC_NON_STOP = '"#$%&'()*+,-/:;<=>@[\]^_`{|}~⦅⦆「」、、〃《》「」『』【】〔〕〖〗〘〙〚〛〜〝〞〟〰〾〿–—‘’‛“”„‟…‧﹏'
CHINESE_PUNC_OTHER = '·〈〉-'
CHINESE_PUNC_LIST = CHINESE_PUNC_STOP + CHINESE_PUNC_NON_STOP + CHINESE_PUNC_OTHER
# ================================================================================ #
# basic class
# ================================================================================ #
class ChineseChar():
"""
中文字符
每个字符对应简体和繁体,
e.g. 简体 = '', 繁体 = ''
转换时可转换为简体或繁体
"""
def __init__(self, simplified, traditional):
self.simplified = simplified
self.traditional = traditional
def __str__(self):
return self.simplified or self.traditional or None
def __repr__(self):
return self.__str__()
class ChineseNumberUnit(ChineseChar):
"""
中文数字/数位字符
每个字符除繁简体外还有一个额外的大写字符
e.g. ''''
"""
def __init__(self, power, simplified, traditional, big_s, big_t):
super().__init__(simplified, traditional)
self.power = power
self.big_s = big_s
self.big_t = big_t
def __str__(self):
return '10^{}'.format(self.power)
@classmethod
def create(cls,
index,
value,
numbering_type=NUMBERING_TYPES[1],
small_unit=False):
if small_unit:
return ChineseNumberUnit(
power=index + 1,
simplified=value[0],
traditional=value[1],
big_s=value[1],
big_t=value[1])
elif numbering_type == NUMBERING_TYPES[0]:
return ChineseNumberUnit(
power=index + 8,
simplified=value[0],
traditional=value[1],
big_s=value[0],
big_t=value[1])
elif numbering_type == NUMBERING_TYPES[1]:
return ChineseNumberUnit(
power=(index + 2) * 4,
simplified=value[0],
traditional=value[1],
big_s=value[0],
big_t=value[1])
elif numbering_type == NUMBERING_TYPES[2]:
return ChineseNumberUnit(
power=pow(2, index + 3),
simplified=value[0],
traditional=value[1],
big_s=value[0],
big_t=value[1])
else:
raise ValueError('Counting type should be in {0} ({1} provided).'.
format(NUMBERING_TYPES, numbering_type))
class ChineseNumberDigit(ChineseChar):
"""
中文数字字符
"""
def __init__(self,
value,
simplified,
traditional,
big_s,
big_t,
alt_s=None,
alt_t=None):
super().__init__(simplified, traditional)
self.value = value
self.big_s = big_s
self.big_t = big_t
self.alt_s = alt_s
self.alt_t = alt_t
def __str__(self):
return str(self.value)
@classmethod
def create(cls, i, v):
return ChineseNumberDigit(i, v[0], v[1], v[2], v[3])
class ChineseMath(ChineseChar):
"""
中文数位字符
"""
def __init__(self, simplified, traditional, symbol, expression=None):
super().__init__(simplified, traditional)
self.symbol = symbol
self.expression = expression
self.big_s = simplified
self.big_t = traditional
CC, CNU, CND, CM = ChineseChar, ChineseNumberUnit, ChineseNumberDigit, ChineseMath
class NumberSystem():
"""
中文数字系统
"""
pass
class MathSymbol():
"""
用于中文数字系统的数学符号 (繁/简体), e.g.
positive = ['', '']
negative = ['', '']
point = ['', '']
"""
def __init__(self, positive, negative, point):
self.positive = positive
self.negative = negative
self.point = point
def __iter__(self):
for v in self.__dict__.values():
yield v
# class OtherSymbol():
# """
# 其他符号
# """
#
# def __init__(self, sil):
# self.sil = sil
#
# def __iter__(self):
# for v in self.__dict__.values():
# yield v
# ================================================================================ #
# basic utils
# ================================================================================ #
def create_system(numbering_type=NUMBERING_TYPES[1]):
"""
根据数字系统类型返回创建相应的数字系统,默认为 mid
NUMBERING_TYPES = ['low', 'mid', 'high']: 中文数字系统类型
low: '' = '亿' * '' = $10^{9}$, '' = '' * '', etc.
mid: '' = '亿' * '' = $10^{12}$, '' = '' * '', etc.
high: '' = '亿' * '亿' = $10^{16}$, '' = '' * '', etc.
返回对应的数字系统
"""
# chinese number units of '亿' and larger
all_larger_units = zip(LARGER_CHINESE_NUMERING_UNITS_SIMPLIFIED,
LARGER_CHINESE_NUMERING_UNITS_TRADITIONAL)
larger_units = [
CNU.create(i, v, numbering_type, False)
for i, v in enumerate(all_larger_units)
]
# chinese number units of '十, 百, 千, 万'
all_smaller_units = zip(SMALLER_CHINESE_NUMERING_UNITS_SIMPLIFIED,
SMALLER_CHINESE_NUMERING_UNITS_TRADITIONAL)
smaller_units = [
CNU.create(i, v, small_unit=True)
for i, v in enumerate(all_smaller_units)
]
# digis
chinese_digis = zip(CHINESE_DIGIS, CHINESE_DIGIS,
BIG_CHINESE_DIGIS_SIMPLIFIED,
BIG_CHINESE_DIGIS_TRADITIONAL)
digits = [CND.create(i, v) for i, v in enumerate(chinese_digis)]
digits[0].alt_s, digits[0].alt_t = ZERO_ALT, ZERO_ALT
digits[1].alt_s, digits[1].alt_t = ONE_ALT, ONE_ALT
digits[2].alt_s, digits[2].alt_t = TWO_ALTS[0], TWO_ALTS[1]
# symbols
positive_cn = CM(POSITIVE[0], POSITIVE[1], '+', lambda x: x)
negative_cn = CM(NEGATIVE[0], NEGATIVE[1], '-', lambda x: -x)
point_cn = CM(POINT[0], POINT[1], '.',
lambda x, y: float(str(x) + '.' + str(y)))
# sil_cn = CM(SIL[0], SIL[1], '-', lambda x, y: float(str(x) + '-' + str(y)))
system = NumberSystem()
system.units = smaller_units + larger_units
system.digits = digits
system.math = MathSymbol(positive_cn, negative_cn, point_cn)
# system.symbols = OtherSymbol(sil_cn)
return system
def chn2num(chinese_string, numbering_type=NUMBERING_TYPES[1]):
def get_symbol(char, system):
for u in system.units:
if char in [u.traditional, u.simplified, u.big_s, u.big_t]:
return u
for d in system.digits:
if char in [
d.traditional, d.simplified, d.big_s, d.big_t, d.alt_s,
d.alt_t
]:
return d
for m in system.math:
if char in [m.traditional, m.simplified]:
return m
def string2symbols(chinese_string, system):
int_string, dec_string = chinese_string, ''
for p in [system.math.point.simplified, system.math.point.traditional]:
if p in chinese_string:
int_string, dec_string = chinese_string.split(p)
break
return [get_symbol(c, system) for c in int_string], \
[get_symbol(c, system) for c in dec_string]
def correct_symbols(integer_symbols, system):
"""
一百八 to 一百八十
一亿一千三百万 to 一亿 一千万 三百万
"""
if integer_symbols and isinstance(integer_symbols[0], CNU):
if integer_symbols[0].power == 1:
integer_symbols = [system.digits[1]] + integer_symbols
if len(integer_symbols) > 1:
if isinstance(integer_symbols[-1], CND) and isinstance(
integer_symbols[-2], CNU):
integer_symbols.append(
CNU(integer_symbols[-2].power - 1, None, None, None, None))
result = []
unit_count = 0
for s in integer_symbols:
if isinstance(s, CND):
result.append(s)
unit_count = 0
elif isinstance(s, CNU):
current_unit = CNU(s.power, None, None, None, None)
unit_count += 1
if unit_count == 1:
result.append(current_unit)
elif unit_count > 1:
for i in range(len(result)):
if isinstance(
result[-i - 1],
CNU) and result[-i - 1].power < current_unit.power:
result[-i - 1] = CNU(
result[-i - 1].power + current_unit.power, None,
None, None, None)
return result
def compute_value(integer_symbols):
"""
Compute the value.
When current unit is larger than previous unit, current unit * all previous units will be used as all previous units.
e.g. '两千万' = 2000 * 10000 not 2000 + 10000
"""
value = [0]
last_power = 0
for s in integer_symbols:
if isinstance(s, CND):
value[-1] = s.value
elif isinstance(s, CNU):
value[-1] *= pow(10, s.power)
if s.power > last_power:
value[:-1] = list(
map(lambda v: v * pow(10, s.power), value[:-1]))
last_power = s.power
value.append(0)
return sum(value)
system = create_system(numbering_type)
int_part, dec_part = string2symbols(chinese_string, system)
int_part = correct_symbols(int_part, system)
int_str = str(compute_value(int_part))
dec_str = ''.join([str(d.value) for d in dec_part])
if dec_part:
return '{0}.{1}'.format(int_str, dec_str)
else:
return int_str
def num2chn(number_string,
numbering_type=NUMBERING_TYPES[1],
big=False,
traditional=False,
alt_zero=False,
alt_one=False,
alt_two=True,
use_zeros=True,
use_units=True):
def get_value(value_string, use_zeros=True):
striped_string = value_string.lstrip('0')
# record nothing if all zeros
if not striped_string:
return []
# record one digits
elif len(striped_string) == 1:
if use_zeros and len(value_string) != len(striped_string):
return [system.digits[0], system.digits[int(striped_string)]]
else:
return [system.digits[int(striped_string)]]
# recursively record multiple digits
else:
result_unit = next(
u for u in reversed(system.units)
if u.power < len(striped_string))
result_string = value_string[:-result_unit.power]
return get_value(result_string) + [result_unit] + get_value(
striped_string[-result_unit.power:])
system = create_system(numbering_type)
int_dec = number_string.split('.')
if len(int_dec) == 1:
int_string = int_dec[0]
dec_string = ""
elif len(int_dec) == 2:
int_string = int_dec[0]
dec_string = int_dec[1]
else:
raise ValueError("invalid input num string with more than one dot: {}".
format(number_string))
if use_units and len(int_string) > 1:
result_symbols = get_value(int_string)
else:
result_symbols = [system.digits[int(c)] for c in int_string]
dec_symbols = [system.digits[int(c)] for c in dec_string]
if dec_string:
result_symbols += [system.math.point] + dec_symbols
if alt_two:
liang = CND(2, system.digits[2].alt_s, system.digits[2].alt_t,
system.digits[2].big_s, system.digits[2].big_t)
for i, v in enumerate(result_symbols):
if isinstance(v, CND) and v.value == 2:
next_symbol = result_symbols[i + 1] if i < len(
result_symbols) - 1 else None
previous_symbol = result_symbols[i - 1] if i > 0 else None
if isinstance(next_symbol, CNU) and isinstance(
previous_symbol, (CNU, type(None))):
# yapf: disable
if next_symbol.power != 1 and ((previous_symbol is None) or
(previous_symbol.power != 1)):
result_symbols[i] = liang
# yapf: enable
# if big is True, '两' will not be used and `alt_two` has no impact on output
if big:
attr_name = 'big_'
if traditional:
attr_name += 't'
else:
attr_name += 's'
else:
if traditional:
attr_name = 'traditional'
else:
attr_name = 'simplified'
result = ''.join([getattr(s, attr_name) for s in result_symbols])
# if not use_zeros:
# result = result.strip(getattr(system.digits[0], attr_name))
if alt_zero:
result = result.replace(
getattr(system.digits[0], attr_name), system.digits[0].alt_s)
if alt_one:
result = result.replace(
getattr(system.digits[1], attr_name), system.digits[1].alt_s)
for i, p in enumerate(POINT):
if result.startswith(p):
return CHINESE_DIGIS[0] + result
# ^10, 11, .., 19
if len(result) >= 2 and result[1] in [SMALLER_CHINESE_NUMERING_UNITS_SIMPLIFIED[0],
SMALLER_CHINESE_NUMERING_UNITS_TRADITIONAL[0]] and \
result[0] in [CHINESE_DIGIS[1], BIG_CHINESE_DIGIS_SIMPLIFIED[1], BIG_CHINESE_DIGIS_TRADITIONAL[1]]:
result = result[1:]
return result
# ================================================================================ #
# different types of rewriters
# ================================================================================ #
class Cardinal:
"""
CARDINAL类
"""
def __init__(self, cardinal=None, chntext=None):
self.cardinal = cardinal
self.chntext = chntext
def chntext2cardinal(self):
return chn2num(self.chntext)
def cardinal2chntext(self):
return num2chn(self.cardinal)
class Digit:
"""
DIGIT类
"""
def __init__(self, digit=None, chntext=None):
self.digit = digit
self.chntext = chntext
# def chntext2digit(self):
# return chn2num(self.chntext)
def digit2chntext(self):
return num2chn(self.digit, alt_two=False, use_units=False)
class TelePhone:
"""
TELEPHONE类
"""
def __init__(self, telephone=None, raw_chntext=None, chntext=None):
self.telephone = telephone
self.raw_chntext = raw_chntext
self.chntext = chntext
# def chntext2telephone(self):
# sil_parts = self.raw_chntext.split('<SIL>')
# self.telephone = '-'.join([
# str(chn2num(p)) for p in sil_parts
# ])
# return self.telephone
def telephone2chntext(self, fixed=False):
if fixed:
sil_parts = self.telephone.split('-')
self.raw_chntext = '<SIL>'.join([
num2chn(part, alt_two=False, use_units=False)
for part in sil_parts
])
self.chntext = self.raw_chntext.replace('<SIL>', '')
else:
sp_parts = self.telephone.strip('+').split()
self.raw_chntext = '<SP>'.join([
num2chn(part, alt_two=False, use_units=False)
for part in sp_parts
])
self.chntext = self.raw_chntext.replace('<SP>', '')
return self.chntext
class Fraction:
"""
FRACTION类
"""
def __init__(self, fraction=None, chntext=None):
self.fraction = fraction
self.chntext = chntext
def chntext2fraction(self):
denominator, numerator = self.chntext.split('分之')
return chn2num(numerator) + '/' + chn2num(denominator)
def fraction2chntext(self):
numerator, denominator = self.fraction.split('/')
return num2chn(denominator) + '分之' + num2chn(numerator)
class Date:
"""
DATE类
"""
def __init__(self, date=None, chntext=None):
self.date = date
self.chntext = chntext
# def chntext2date(self):
# chntext = self.chntext
# try:
# year, other = chntext.strip().split('年', maxsplit=1)
# year = Digit(chntext=year).digit2chntext() + '年'
# except ValueError:
# other = chntext
# year = ''
# if other:
# try:
# month, day = other.strip().split('月', maxsplit=1)
# month = Cardinal(chntext=month).chntext2cardinal() + '月'
# except ValueError:
# day = chntext
# month = ''
# if day:
# day = Cardinal(chntext=day[:-1]).chntext2cardinal() + day[-1]
# else:
# month = ''
# day = ''
# date = year + month + day
# self.date = date
# return self.date
def date2chntext(self):
date = self.date
try:
year, other = date.strip().split('', 1)
year = Digit(digit=year).digit2chntext() + ''
except ValueError:
other = date
year = ''
if other:
try:
month, day = other.strip().split('', 1)
month = Cardinal(cardinal=month).cardinal2chntext() + ''
except ValueError:
day = date
month = ''
if day:
day = Cardinal(cardinal=day[:-1]).cardinal2chntext() + day[-1]
else:
month = ''
day = ''
chntext = year + month + day
self.chntext = chntext
return self.chntext
class Money:
"""
MONEY类
"""
def __init__(self, money=None, chntext=None):
self.money = money
self.chntext = chntext
# def chntext2money(self):
# return self.money
def money2chntext(self):
money = self.money
pattern = re.compile(r'(\d+(\.\d+)?)')
matchers = pattern.findall(money)
if matchers:
for matcher in matchers:
money = money.replace(
matcher[0],
Cardinal(cardinal=matcher[0]).cardinal2chntext())
self.chntext = money
return self.chntext
class Percentage:
"""
PERCENTAGE类
"""
def __init__(self, percentage=None, chntext=None):
self.percentage = percentage
self.chntext = chntext
def chntext2percentage(self):
return chn2num(self.chntext.strip().strip('百分之')) + '%'
def percentage2chntext(self):
return '百分之' + num2chn(self.percentage.strip().strip('%'))
# ================================================================================ #
# NSW Normalizer
# ================================================================================ #
class NSWNormalizer:
def __init__(self, raw_text):
self.raw_text = '^' + raw_text + '$'
self.norm_text = ''
def _particular(self):
text = self.norm_text
pattern = re.compile(r"(([a-zA-Z]+)二([a-zA-Z]+))")
matchers = pattern.findall(text)
if matchers:
# print('particular')
for matcher in matchers:
text = text.replace(matcher[0], matcher[1] + '2' + matcher[2],
1)
self.norm_text = text
return self.norm_text
def normalize(self):
text = self.raw_text
# 规范化日期
pattern = re.compile(
r"\D+((([089]\d|(19|20)\d{2})年)?(\d{1,2}月(\d{1,2}[日号])?)?)")
matchers = pattern.findall(text)
if matchers:
#print('date')
for matcher in matchers:
text = text.replace(
matcher[0], Date(date=matcher[0]).date2chntext(), 1)
# 规范化金钱
pattern = re.compile(r"\D+((\d+(\.\d+)?)[多余几]?" + CURRENCY_UNITS +
r"(\d" + CURRENCY_UNITS + r"?)?)")
matchers = pattern.findall(text)
if matchers:
#print('money')
for matcher in matchers:
text = text.replace(
matcher[0], Money(money=matcher[0]).money2chntext(), 1)
# 规范化固话/手机号码
# 手机
# http://www.jihaoba.com/news/show/13680
# 移动139、138、137、136、135、134、159、158、157、150、151、152、188、187、182、183、184、178、198
# 联通130、131、132、156、155、186、185、176
# 电信133、153、189、180、181、177
pattern = re.compile(
r"\D((\+?86 ?)?1([38]\d|5[0-35-9]|7[678]|9[89])\d{8})\D")
matchers = pattern.findall(text)
if matchers:
#print('telephone')
for matcher in matchers:
text = text.replace(
matcher[0],
TelePhone(telephone=matcher[0]).telephone2chntext(),
1)
# 固话
pattern = re.compile(r"\D((0(10|2[1-3]|[3-9]\d{2})-?)?[1-9]\d{6,7})\D")
matchers = pattern.findall(text)
if matchers:
# print('fixed telephone')
for matcher in matchers:
text = text.replace(
matcher[0],
TelePhone(telephone=matcher[0]).telephone2chntext(
fixed=True),
1)
# 规范化分数
pattern = re.compile(r"(\d+/\d+)")
matchers = pattern.findall(text)
if matchers:
#print('fraction')
for matcher in matchers:
text = text.replace(
matcher, Fraction(fraction=matcher).fraction2chntext(), 1)
# 规范化百分数
text = text.replace('', '%')
pattern = re.compile(r"(\d+(\.\d+)?%)")
matchers = pattern.findall(text)
if matchers:
#print('percentage')
for matcher in matchers:
text = text.replace(
matcher[0],
Percentage(percentage=matcher[0]).percentage2chntext(),
1)
# 规范化纯数+量词
pattern = re.compile(r"(\d+(\.\d+)?)[多余几]?" + COM_QUANTIFIERS)
matchers = pattern.findall(text)
if matchers:
#print('cardinal+quantifier')
for matcher in matchers:
text = text.replace(
matcher[0],
Cardinal(cardinal=matcher[0]).cardinal2chntext(),
1)
# 规范化数字编号
pattern = re.compile(r"(\d{4,32})")
matchers = pattern.findall(text)
if matchers:
#print('digit')
for matcher in matchers:
text = text.replace(
matcher, Digit(digit=matcher).digit2chntext(), 1)
# 规范化纯数
pattern = re.compile(r"(\d+(\.\d+)?)")
matchers = pattern.findall(text)
if matchers:
#print('cardinal')
for matcher in matchers:
text = text.replace(
matcher[0],
Cardinal(cardinal=matcher[0]).cardinal2chntext(),
1)
self.norm_text = text
self._particular()
return self.norm_text.lstrip('^').rstrip('$')
def nsw_test_case(raw_text):
print('I:' + raw_text)
print('O:' + NSWNormalizer(raw_text).normalize())
print('')
def nsw_test():
nsw_test_case('固话0595-23865596或23880880。')
nsw_test_case('固话0595-23865596或23880880。')
nsw_test_case('手机:+86 19859213959或15659451527。')
nsw_test_case('分数32477/76391。')
nsw_test_case('百分数80.03%')
nsw_test_case('编号31520181154418。')
nsw_test_case('纯数2983.07克或12345.60米。')
nsw_test_case('日期1999年2月20日或09年3月15号。')
nsw_test_case('金钱12块534.5元20.1万')
nsw_test_case('特殊O2O或B2C。')
nsw_test_case('3456万吨')
nsw_test_case('2938个')
nsw_test_case('938')
nsw_test_case('今天吃了115个小笼包231个馒头')
nsw_test_case('有62的概率')
def char_token(s: Text) -> List[Text]:
"""chinese charactor
Args:
s (Text): [description]
Returns:
List[Text]: [description]
"""
return list(s)
def word_token(s: Text) -> List[Text]:
"""chinese word
Args:
s (Text): [description]
Returns:
List[Text]: [description]
"""
return jieba.lcut(s)
def text_process(s: Text) -> Text:
"""do chinese text normaliztion
Args:
s (Text): [description]
Returns:
Text: [description]
"""
s = s.replace('*', '')
# NSW(Non-Standard-Word) normalization
s = NSWNormalizer(s).normalize()
# Punctuations removal
s = re.sub(f'[{hanzi.punctuation}{string.punctuation}]', "", s)
# rm english
s = ''.join(re.findall(hanzi.sent, s))
return s
def main(infile, outfile, args):
# tokenizer
token_type = args.token_type
if token_type == 'char':
tokenizer = char_token
elif token_type == 'word':
tokenizer = word_token
else:
tokenizer = None
with open(infile, 'rt') as fin, open(outfile, 'wt') as fout:
lines = fin.readlines()
n = 0
for l in lines:
key = ''
text = ''
if args.has_key:
cols = l.split(maxsplit=1)
key = cols[0]
if len(cols) == 2:
text = cols[1]
else:
text = ''
else:
text = l
# strip
text = text.strip()
# cases
if args.to_upper and args.to_lower:
sys.stderr.write('to_upper OR to_lower?')
exit(1)
if args.to_upper:
text = text.upper()
if args.to_lower:
text = text.lower()
# Normalization
text = text_process(text)
if tokenizer:
text = ' '.join(tokenizer(text))
if args.has_key:
fout.write(key + '\t' + text + '\n')
else:
if text.strip(
) != '': # skip empty line in pure text format(without Kaldi's utt key)
fout.write(text + '\n')
n += 1
if n % args.log_interval == 0:
print(f"process {n} lines.", file=sys.stderr)
if __name__ == '__main__':
p = argparse.ArgumentParser()
p.add_argument('token_type', default=None, help='token type. [char|word]')
p.add_argument('ifile', help='input filename, assume utf-8 encoding')
p.add_argument('ofile', help='output filename')
p.add_argument(
'--to_upper', action='store_true', help='convert to upper case')
p.add_argument(
'--to_lower', action='store_true', help='convert to lower case')
p.add_argument(
'--has_key',
action='store_true',
help="input text has Kaldi's key as first field.")
p.add_argument(
'--log_interval',
type=int,
default=100000,
help='log interval in number of processed lines')
args = p.parse_args()
main(args.ifile, args.ofile, args)