FunASR/examples/aishell/paraformer/utils/textnorm_zh.py

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2024-05-18 15:50:56 +08:00
#!/usr/bin/env python3
# coding=utf-8
# Authors:
# 2019.5 Zhiyang Zhou (https://github.com/Joee1995/chn_text_norm.git)
# 2019.9 Jiayu DU
#
# requirements:
# - python 3.X
# notes: python 2.X WILL fail or produce misleading results
import sys, os, argparse, codecs, string, re
# ================================================================================ #
# basic constant
# ================================================================================ #
CHINESE_DIGIS = "零一二三四五六七八九"
BIG_CHINESE_DIGIS_SIMPLIFIED = "零壹贰叁肆伍陆柒捌玖"
BIG_CHINESE_DIGIS_TRADITIONAL = "零壹貳參肆伍陸柒捌玖"
SMALLER_BIG_CHINESE_UNITS_SIMPLIFIED = "十百千万"
SMALLER_BIG_CHINESE_UNITS_TRADITIONAL = "拾佰仟萬"
LARGER_CHINESE_NUMERING_UNITS_SIMPLIFIED = "亿兆京垓秭穰沟涧正载"
LARGER_CHINESE_NUMERING_UNITS_TRADITIONAL = "億兆京垓秭穰溝澗正載"
SMALLER_CHINESE_NUMERING_UNITS_SIMPLIFIED = "十百千万"
SMALLER_CHINESE_NUMERING_UNITS_TRADITIONAL = "拾佰仟萬"
ZERO_ALT = ""
ONE_ALT = ""
TWO_ALTS = ["", ""]
POSITIVE = ["", ""]
NEGATIVE = ["", ""]
POINT = ["", ""]
# PLUS = [u'加', u'加']
# SIL = [u'杠', u'槓']
FILLER_CHARS = ["", ""]
ER_WHITELIST = (
"(儿女|儿子|儿孙|女儿|儿媳|妻儿|"
"胎儿|婴儿|新生儿|婴幼儿|幼儿|少儿|小儿|儿歌|儿童|儿科|托儿所|孤儿|"
"儿戏|儿化|台儿庄|鹿儿岛|正儿八经|吊儿郎当|生儿育女|托儿带女|养儿防老|痴儿呆女|"
"佳儿佳妇|儿怜兽扰|儿无常父|儿不嫌母丑|儿行千里母担忧|儿大不由爷|苏乞儿)"
)
# 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_LIST = CHINESE_PUNC_STOP + CHINESE_PUNC_NON_STOP
# ================================================================================ #
# basic class
# ================================================================================ #
class ChineseChar(object):
"""
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
# self.__repr__ = self.__str__
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(ChineseNumberUnit, self).__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(ChineseNumberDigit, self).__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(ChineseMath, self).__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(object):
"""
中文数字系统
"""
pass
class MathSymbol(object):
"""
用于中文数字系统的数学符号 (/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(object):
# """
# 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))):
if next_symbol.power != 1 and (
(previous_symbol is None) or (previous_symbol.power != 1)
):
result_symbols[i] = liang
# 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("%"))
def remove_erhua(text, er_whitelist):
"""
去除儿化音词中的儿:
他女儿在那边儿 -> 他女儿在那边
"""
er_pattern = re.compile(er_whitelist)
new_str = ""
while re.search("", text):
a = re.search("", text).span()
remove_er_flag = 0
if er_pattern.search(text):
b = er_pattern.search(text).span()
if b[0] <= a[0]:
remove_er_flag = 1
if remove_er_flag == 0:
new_str = new_str + text[0 : a[0]]
text = text[a[1] :]
else:
new_str = new_str + text[0 : b[1]]
text = text[b[1] :]
text = new_str + text
return text
# ================================================================================ #
# 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")
if __name__ == "__main__":
# nsw_test()
p = argparse.ArgumentParser()
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(
"--remove_fillers", type=bool, default=True, help='remove filler chars such as "呃, 啊"'
)
p.add_argument(
"--remove_erhua", type=bool, default=True, help='remove erhua chars such as "这儿"'
)
p.add_argument(
"--log_interval", type=int, default=10000, help="log interval in number of processed lines"
)
args = p.parse_args()
ifile = codecs.open(args.ifile, "r", "utf8")
ofile = codecs.open(args.ofile, "w+", "utf8")
n = 0
for l in ifile:
key = ""
text = ""
if args.has_key:
cols = l.split(maxsplit=1)
key = cols[0]
if len(cols) == 2:
text = cols[1].strip()
else:
text = ""
else:
text = l.strip()
# cases
if args.to_upper and args.to_lower:
sys.stderr.write("text norm: to_upper OR to_lower?")
exit(1)
if args.to_upper:
text = text.upper()
if args.to_lower:
text = text.lower()
# Filler chars removal
if args.remove_fillers:
for ch in FILLER_CHARS:
text = text.replace(ch, "")
if args.remove_erhua:
text = remove_erhua(text, ER_WHITELIST)
# NSW(Non-Standard-Word) normalization
text = NSWNormalizer(text).normalize()
# Punctuations removal
old_chars = CHINESE_PUNC_LIST + string.punctuation # includes all CN and EN punctuations
new_chars = " " * len(old_chars)
del_chars = ""
text = text.translate(str.maketrans(old_chars, new_chars, del_chars))
#
if args.has_key:
ofile.write(key + "\t" + text + "\n")
else:
ofile.write(text + "\n")
n += 1
if n % args.log_interval == 0:
sys.stderr.write("text norm: {} lines done.\n".format(n))
sys.stderr.write("text norm: {} lines done in total.\n".format(n))
ifile.close()
ofile.close()