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# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved. | |
# | |
# 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. | |
from typing import List | |
from typing import Tuple | |
import jieba | |
from pypinyin import lazy_pinyin | |
from pypinyin import Style | |
class ToneSandhi(): | |
def __init__(self): | |
self.must_neural_tone_words = { | |
'麻烦', '麻利', '鸳鸯', '高粱', '骨头', '骆驼', '马虎', '首饰', '馒头', '馄饨', '风筝', | |
'难为', '队伍', '阔气', '闺女', '门道', '锄头', '铺盖', '铃铛', '铁匠', '钥匙', '里脊', | |
'里头', '部分', '那么', '道士', '造化', '迷糊', '连累', '这么', '这个', '运气', '过去', | |
'软和', '转悠', '踏实', '跳蚤', '跟头', '趔趄', '财主', '豆腐', '讲究', '记性', '记号', | |
'认识', '规矩', '见识', '裁缝', '补丁', '衣裳', '衣服', '衙门', '街坊', '行李', '行当', | |
'蛤蟆', '蘑菇', '薄荷', '葫芦', '葡萄', '萝卜', '荸荠', '苗条', '苗头', '苍蝇', '芝麻', | |
'舒服', '舒坦', '舌头', '自在', '膏药', '脾气', '脑袋', '脊梁', '能耐', '胳膊', '胭脂', | |
'胡萝', '胡琴', '胡同', '聪明', '耽误', '耽搁', '耷拉', '耳朵', '老爷', '老实', '老婆', | |
'老头', '老太', '翻腾', '罗嗦', '罐头', '编辑', '结实', '红火', '累赘', '糨糊', '糊涂', | |
'精神', '粮食', '簸箕', '篱笆', '算计', '算盘', '答应', '笤帚', '笑语', '笑话', '窟窿', | |
'窝囊', '窗户', '稳当', '稀罕', '称呼', '秧歌', '秀气', '秀才', '福气', '祖宗', '砚台', | |
'码头', '石榴', '石头', '石匠', '知识', '眼睛', '眯缝', '眨巴', '眉毛', '相声', '盘算', | |
'白净', '痢疾', '痛快', '疟疾', '疙瘩', '疏忽', '畜生', '生意', '甘蔗', '琵琶', '琢磨', | |
'琉璃', '玻璃', '玫瑰', '玄乎', '狐狸', '状元', '特务', '牲口', '牙碜', '牌楼', '爽快', | |
'爱人', '热闹', '烧饼', '烟筒', '烂糊', '点心', '炊帚', '灯笼', '火候', '漂亮', '滑溜', | |
'溜达', '温和', '清楚', '消息', '浪头', '活泼', '比方', '正经', '欺负', '模糊', '槟榔', | |
'棺材', '棒槌', '棉花', '核桃', '栅栏', '柴火', '架势', '枕头', '枇杷', '机灵', '本事', | |
'木头', '木匠', '朋友', '月饼', '月亮', '暖和', '明白', '时候', '新鲜', '故事', '收拾', | |
'收成', '提防', '挖苦', '挑剔', '指甲', '指头', '拾掇', '拳头', '拨弄', '招牌', '招呼', | |
'抬举', '护士', '折腾', '扫帚', '打量', '打算', '打点', '打扮', '打听', '打发', '扎实', | |
'扁担', '戒指', '懒得', '意识', '意思', '情形', '悟性', '怪物', '思量', '怎么', '念头', | |
'念叨', '快活', '忙活', '志气', '心思', '得罪', '张罗', '弟兄', '开通', '应酬', '庄稼', | |
'干事', '帮手', '帐篷', '希罕', '师父', '师傅', '巴结', '巴掌', '差事', '工夫', '岁数', | |
'屁股', '尾巴', '少爷', '小气', '小伙', '将就', '对头', '对付', '寡妇', '家伙', '客气', | |
'实在', '官司', '学问', '学生', '字号', '嫁妆', '媳妇', '媒人', '婆家', '娘家', '委屈', | |
'姑娘', '姐夫', '妯娌', '妥当', '妖精', '奴才', '女婿', '头发', '太阳', '大爷', '大方', | |
'大意', '大夫', '多少', '多么', '外甥', '壮实', '地道', '地方', '在乎', '困难', '嘴巴', | |
'嘱咐', '嘟囔', '嘀咕', '喜欢', '喇嘛', '喇叭', '商量', '唾沫', '哑巴', '哈欠', '哆嗦', | |
'咳嗽', '和尚', '告诉', '告示', '含糊', '吓唬', '后头', '名字', '名堂', '合同', '吆喝', | |
'叫唤', '口袋', '厚道', '厉害', '千斤', '包袱', '包涵', '匀称', '勤快', '动静', '动弹', | |
'功夫', '力气', '前头', '刺猬', '刺激', '别扭', '利落', '利索', '利害', '分析', '出息', | |
'凑合', '凉快', '冷战', '冤枉', '冒失', '养活', '关系', '先生', '兄弟', '便宜', '使唤', | |
'佩服', '作坊', '体面', '位置', '似的', '伙计', '休息', '什么', '人家', '亲戚', '亲家', | |
'交情', '云彩', '事情', '买卖', '主意', '丫头', '丧气', '两口', '东西', '东家', '世故', | |
'不由', '不在', '下水', '下巴', '上头', '上司', '丈夫', '丈人', '一辈', '那个', '菩萨', | |
'父亲', '母亲', '咕噜', '邋遢', '费用', '冤家', '甜头', '介绍', '荒唐', '大人', '泥鳅', | |
'幸福', '熟悉', '计划', '扑腾', '蜡烛', '姥爷', '照顾', '喉咙', '吉他', '弄堂', '蚂蚱', | |
'凤凰', '拖沓', '寒碜', '糟蹋', '倒腾', '报复', '逻辑', '盘缠', '喽啰', '牢骚', '咖喱', | |
'扫把', '惦记' | |
} | |
self.must_not_neural_tone_words = { | |
"男子", "女子", "分子", "原子", "量子", "莲子", "石子", "瓜子", "电子", "人人", "虎虎" | |
} | |
self.punc = ":,;。?!“”‘’':,;.?!" | |
# the meaning of jieba pos tag: https://blog.csdn.net/weixin_44174352/article/details/113731041 | |
# e.g. | |
# word: "家里" | |
# pos: "s" | |
# finals: ['ia1', 'i3'] | |
def _neural_sandhi(self, word: str, pos: str, | |
finals: List[str]) -> List[str]: | |
# reduplication words for n. and v. e.g. 奶奶, 试试, 旺旺 | |
for j, item in enumerate(word): | |
if j - 1 >= 0 and item == word[j - 1] and pos[0] in { | |
"n", "v", "a" | |
} and word not in self.must_not_neural_tone_words: | |
finals[j] = finals[j][:-1] + "5" | |
ge_idx = word.find("个") | |
if len(word) >= 1 and word[-1] in "吧呢啊呐噻嘛吖嗨呐哦哒额滴哩哟喽啰耶喔诶": | |
finals[-1] = finals[-1][:-1] + "5" | |
elif len(word) >= 1 and word[-1] in "的地得": | |
finals[-1] = finals[-1][:-1] + "5" | |
# e.g. 走了, 看着, 去过 | |
# elif len(word) == 1 and word in "了着过" and pos in {"ul", "uz", "ug"}: | |
# finals[-1] = finals[-1][:-1] + "5" | |
elif len(word) > 1 and word[-1] in "们子" and pos in { | |
"r", "n" | |
} and word not in self.must_not_neural_tone_words: | |
finals[-1] = finals[-1][:-1] + "5" | |
# e.g. 桌上, 地下, 家里 | |
elif len(word) > 1 and word[-1] in "上下里" and pos in {"s", "l", "f"}: | |
finals[-1] = finals[-1][:-1] + "5" | |
# e.g. 上来, 下去 | |
elif len(word) > 1 and word[-1] in "来去" and word[-2] in "上下进出回过起开": | |
finals[-1] = finals[-1][:-1] + "5" | |
# 个做量词 | |
elif (ge_idx >= 1 and | |
(word[ge_idx - 1].isnumeric() or | |
word[ge_idx - 1] in "几有两半多各整每做是")) or word == '个': | |
finals[ge_idx] = finals[ge_idx][:-1] + "5" | |
else: | |
if word in self.must_neural_tone_words or word[ | |
-2:] in self.must_neural_tone_words: | |
finals[-1] = finals[-1][:-1] + "5" | |
word_list = self._split_word(word) | |
finals_list = [finals[:len(word_list[0])], finals[len(word_list[0]):]] | |
for i, word in enumerate(word_list): | |
# conventional neural in Chinese | |
if word in self.must_neural_tone_words or word[ | |
-2:] in self.must_neural_tone_words: | |
finals_list[i][-1] = finals_list[i][-1][:-1] + "5" | |
finals = sum(finals_list, []) | |
return finals | |
def _bu_sandhi(self, word: str, finals: List[str]) -> List[str]: | |
# e.g. 看不懂 | |
if len(word) == 3 and word[1] == "不": | |
finals[1] = finals[1][:-1] + "5" | |
else: | |
for i, char in enumerate(word): | |
# "不" before tone4 should be bu2, e.g. 不怕 | |
if char == "不" and i + 1 < len(word) and finals[i + | |
1][-1] == "4": | |
finals[i] = finals[i][:-1] + "2" | |
return finals | |
def _yi_sandhi(self, word: str, finals: List[str]) -> List[str]: | |
# "一" in number sequences, e.g. 一零零, 二一零 | |
if word.find("一") != -1 and all( | |
[item.isnumeric() for item in word if item != "一"]): | |
return finals | |
# "一" between reduplication words shold be yi5, e.g. 看一看 | |
elif len(word) == 3 and word[1] == "一" and word[0] == word[-1]: | |
finals[1] = finals[1][:-1] + "5" | |
# when "一" is ordinal word, it should be yi1 | |
elif word.startswith("第一"): | |
finals[1] = finals[1][:-1] + "1" | |
else: | |
for i, char in enumerate(word): | |
if char == "一" and i + 1 < len(word): | |
# "一" before tone4 should be yi2, e.g. 一段 | |
if finals[i + 1][-1] == "4": | |
finals[i] = finals[i][:-1] + "2" | |
# "一" before non-tone4 should be yi4, e.g. 一天 | |
else: | |
# "一" 后面如果是标点,还读一声 | |
if word[i + 1] not in self.punc: | |
finals[i] = finals[i][:-1] + "4" | |
return finals | |
def _split_word(self, word: str) -> List[str]: | |
word_list = jieba.cut_for_search(word) | |
word_list = sorted(word_list, key=lambda i: len(i), reverse=False) | |
first_subword = word_list[0] | |
first_begin_idx = word.find(first_subword) | |
if first_begin_idx == 0: | |
second_subword = word[len(first_subword):] | |
new_word_list = [first_subword, second_subword] | |
else: | |
second_subword = word[:-len(first_subword)] | |
new_word_list = [second_subword, first_subword] | |
return new_word_list | |
def _three_sandhi(self, word: str, finals: List[str]) -> List[str]: | |
if len(word) == 2 and self._all_tone_three(finals): | |
finals[0] = finals[0][:-1] + "2" | |
elif len(word) == 3: | |
word_list = self._split_word(word) | |
if self._all_tone_three(finals): | |
# disyllabic + monosyllabic, e.g. 蒙古/包 | |
if len(word_list[0]) == 2: | |
finals[0] = finals[0][:-1] + "2" | |
finals[1] = finals[1][:-1] + "2" | |
# monosyllabic + disyllabic, e.g. 纸/老虎 | |
elif len(word_list[0]) == 1: | |
finals[1] = finals[1][:-1] + "2" | |
else: | |
finals_list = [ | |
finals[:len(word_list[0])], finals[len(word_list[0]):] | |
] | |
if len(finals_list) == 2: | |
for i, sub in enumerate(finals_list): | |
# e.g. 所有/人 | |
if self._all_tone_three(sub) and len(sub) == 2: | |
finals_list[i][0] = finals_list[i][0][:-1] + "2" | |
# e.g. 好/喜欢 | |
elif i == 1 and not self._all_tone_three(sub) and finals_list[i][0][-1] == "3" and \ | |
finals_list[0][-1][-1] == "3": | |
finals_list[0][-1] = finals_list[0][-1][:-1] + "2" | |
finals = sum(finals_list, []) | |
# split idiom into two words who's length is 2 | |
elif len(word) == 4: | |
finals_list = [finals[:2], finals[2:]] | |
finals = [] | |
for sub in finals_list: | |
if self._all_tone_three(sub): | |
sub[0] = sub[0][:-1] + "2" | |
finals += sub | |
return finals | |
def _all_tone_three(self, finals: List[str]) -> bool: | |
return all(x[-1] == "3" for x in finals) | |
# merge "不" and the word behind it | |
# if don't merge, "不" sometimes appears alone according to jieba, which may occur sandhi error | |
def _merge_bu(self, seg: List[Tuple[str, str]]) -> List[Tuple[str, str]]: | |
new_seg = [] | |
last_word = "" | |
for word, pos in seg: | |
if last_word == "不": | |
word = last_word + word | |
if word != "不": | |
new_seg.append((word, pos)) | |
last_word = word[:] | |
if last_word == "不": | |
new_seg.append((last_word, 'd')) | |
last_word = "" | |
return new_seg | |
# function 1: merge "一" and reduplication words in it's left and right, e.g. "听","一","听" ->"听一听" | |
# function 2: merge single "一" and the word behind it | |
# if don't merge, "一" sometimes appears alone according to jieba, which may occur sandhi error | |
# e.g. | |
# input seg: [('听', 'v'), ('一', 'm'), ('听', 'v')] | |
# output seg: [['听一听', 'v']] | |
def _merge_yi(self, seg: List[Tuple[str, str]]) -> List[Tuple[str, str]]: | |
new_seg = [] | |
# function 1 | |
for i, (word, pos) in enumerate(seg): | |
if i - 1 >= 0 and word == "一" and i + 1 < len(seg) and seg[i - 1][ | |
0] == seg[i + 1][0] and seg[i - 1][1] == "v": | |
new_seg[i - 1][0] = new_seg[i - 1][0] + "一" + new_seg[i - 1][0] | |
else: | |
if i - 2 >= 0 and seg[i - 1][0] == "一" and seg[i - 2][ | |
0] == word and pos == "v": | |
continue | |
else: | |
new_seg.append([word, pos]) | |
seg = new_seg | |
new_seg = [] | |
# function 2 | |
for i, (word, pos) in enumerate(seg): | |
if new_seg and new_seg[-1][0] == "一": | |
new_seg[-1][0] = new_seg[-1][0] + word | |
else: | |
new_seg.append([word, pos]) | |
return new_seg | |
# the first and the second words are all_tone_three | |
def _merge_continuous_three_tones( | |
self, seg: List[Tuple[str, str]]) -> List[Tuple[str, str]]: | |
new_seg = [] | |
sub_finals_list = [ | |
lazy_pinyin( | |
word, neutral_tone_with_five=True, style=Style.FINALS_TONE3) | |
for (word, pos) in seg | |
] | |
assert len(sub_finals_list) == len(seg) | |
merge_last = [False] * len(seg) | |
for i, (word, pos) in enumerate(seg): | |
if i - 1 >= 0 and self._all_tone_three( | |
sub_finals_list[i - 1]) and self._all_tone_three( | |
sub_finals_list[i]) and not merge_last[i - 1]: | |
# if the last word is reduplication, not merge, because reduplication need to be _neural_sandhi | |
if not self._is_reduplication(seg[i - 1][0]) and len( | |
seg[i - 1][0]) + len(seg[i][0]) <= 3: | |
new_seg[-1][0] = new_seg[-1][0] + seg[i][0] | |
merge_last[i] = True | |
else: | |
new_seg.append([word, pos]) | |
else: | |
new_seg.append([word, pos]) | |
return new_seg | |
def _is_reduplication(self, word: str) -> bool: | |
return len(word) == 2 and word[0] == word[1] | |
# the last char of first word and the first char of second word is tone_three | |
def _merge_continuous_three_tones_2( | |
self, seg: List[Tuple[str, str]]) -> List[Tuple[str, str]]: | |
new_seg = [] | |
sub_finals_list = [ | |
lazy_pinyin( | |
word, neutral_tone_with_five=True, style=Style.FINALS_TONE3) | |
for (word, pos) in seg | |
] | |
assert len(sub_finals_list) == len(seg) | |
merge_last = [False] * len(seg) | |
for i, (word, pos) in enumerate(seg): | |
if i - 1 >= 0 and sub_finals_list[i - 1][-1][-1] == "3" and sub_finals_list[i][0][-1] == "3" and not \ | |
merge_last[i - 1]: | |
# if the last word is reduplication, not merge, because reduplication need to be _neural_sandhi | |
if not self._is_reduplication(seg[i - 1][0]) and len( | |
seg[i - 1][0]) + len(seg[i][0]) <= 3: | |
new_seg[-1][0] = new_seg[-1][0] + seg[i][0] | |
merge_last[i] = True | |
else: | |
new_seg.append([word, pos]) | |
else: | |
new_seg.append([word, pos]) | |
return new_seg | |
def _merge_er(self, seg: List[Tuple[str, str]]) -> List[Tuple[str, str]]: | |
new_seg = [] | |
for i, (word, pos) in enumerate(seg): | |
if i - 1 >= 0 and word == "儿" and seg[i-1][0] != "#": | |
new_seg[-1][0] = new_seg[-1][0] + seg[i][0] | |
else: | |
new_seg.append([word, pos]) | |
return new_seg | |
def _merge_reduplication( | |
self, seg: List[Tuple[str, str]]) -> List[Tuple[str, str]]: | |
new_seg = [] | |
for i, (word, pos) in enumerate(seg): | |
if new_seg and word == new_seg[-1][0]: | |
new_seg[-1][0] = new_seg[-1][0] + seg[i][0] | |
else: | |
new_seg.append([word, pos]) | |
return new_seg | |
def pre_merge_for_modify( | |
self, seg: List[Tuple[str, str]]) -> List[Tuple[str, str]]: | |
seg = self._merge_bu(seg) | |
try: | |
seg = self._merge_yi(seg) | |
except: | |
print("_merge_yi failed") | |
seg = self._merge_reduplication(seg) | |
seg = self._merge_continuous_three_tones(seg) | |
seg = self._merge_continuous_three_tones_2(seg) | |
seg = self._merge_er(seg) | |
return seg | |
def modified_tone(self, word: str, pos: str, | |
finals: List[str]) -> List[str]: | |
finals = self._bu_sandhi(word, finals) | |
finals = self._yi_sandhi(word, finals) | |
finals = self._neural_sandhi(word, pos, finals) | |
finals = self._three_sandhi(word, finals) | |
return finals | |