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# This code is modified from https://github.com/mozillazg/pypinyin-g2pW | |
import pickle | |
import os | |
from pypinyin.constants import RE_HANS | |
from pypinyin.core import Pinyin, Style | |
from pypinyin.seg.simpleseg import simple_seg | |
from pypinyin.converter import UltimateConverter | |
from pypinyin.contrib.tone_convert import to_tone | |
from .onnx_api import G2PWOnnxConverter | |
current_file_path = os.path.dirname(__file__) | |
CACHE_PATH = os.path.join(current_file_path, "polyphonic.pickle") | |
PP_DICT_PATH = os.path.join(current_file_path, "polyphonic.rep") | |
PP_FIX_DICT_PATH = os.path.join(current_file_path, "polyphonic-fix.rep") | |
class G2PWPinyin(Pinyin): | |
def __init__(self, model_dir='G2PWModel/', model_source=None, | |
enable_non_tradional_chinese=True, | |
v_to_u=False, neutral_tone_with_five=False, tone_sandhi=False, **kwargs): | |
self._g2pw = G2PWOnnxConverter( | |
model_dir=model_dir, | |
style='pinyin', | |
model_source=model_source, | |
enable_non_tradional_chinese=enable_non_tradional_chinese, | |
) | |
self._converter = Converter( | |
self._g2pw, v_to_u=v_to_u, | |
neutral_tone_with_five=neutral_tone_with_five, | |
tone_sandhi=tone_sandhi, | |
) | |
def get_seg(self, **kwargs): | |
return simple_seg | |
class Converter(UltimateConverter): | |
def __init__(self, g2pw_instance, v_to_u=False, | |
neutral_tone_with_five=False, | |
tone_sandhi=False, **kwargs): | |
super(Converter, self).__init__( | |
v_to_u=v_to_u, | |
neutral_tone_with_five=neutral_tone_with_five, | |
tone_sandhi=tone_sandhi, **kwargs) | |
self._g2pw = g2pw_instance | |
def convert(self, words, style, heteronym, errors, strict, **kwargs): | |
pys = [] | |
if RE_HANS.match(words): | |
pys = self._to_pinyin(words, style=style, heteronym=heteronym, | |
errors=errors, strict=strict) | |
post_data = self.post_pinyin(words, heteronym, pys) | |
if post_data is not None: | |
pys = post_data | |
pys = self.convert_styles( | |
pys, words, style, heteronym, errors, strict) | |
else: | |
py = self.handle_nopinyin(words, style=style, errors=errors, | |
heteronym=heteronym, strict=strict) | |
if py: | |
pys.extend(py) | |
return _remove_dup_and_empty(pys) | |
def _to_pinyin(self, han, style, heteronym, errors, strict, **kwargs): | |
pinyins = [] | |
g2pw_pinyin = self._g2pw(han) | |
if not g2pw_pinyin: # g2pw 不支持的汉字改为使用 pypinyin 原有逻辑 | |
return super(Converter, self).convert( | |
han, Style.TONE, heteronym, errors, strict, **kwargs) | |
for i, item in enumerate(g2pw_pinyin[0]): | |
if item is None: # g2pw 不支持的汉字改为使用 pypinyin 原有逻辑 | |
py = super(Converter, self).convert( | |
han[i], Style.TONE, heteronym, errors, strict, **kwargs) | |
pinyins.extend(py) | |
else: | |
pinyins.append([to_tone(item)]) | |
return pinyins | |
def _remove_dup_items(lst, remove_empty=False): | |
new_lst = [] | |
for item in lst: | |
if remove_empty and not item: | |
continue | |
if item not in new_lst: | |
new_lst.append(item) | |
return new_lst | |
def _remove_dup_and_empty(lst_list): | |
new_lst_list = [] | |
for lst in lst_list: | |
lst = _remove_dup_items(lst, remove_empty=True) | |
if lst: | |
new_lst_list.append(lst) | |
else: | |
new_lst_list.append(['']) | |
return new_lst_list | |
def cache_dict(polyphonic_dict, file_path): | |
with open(file_path, "wb") as pickle_file: | |
pickle.dump(polyphonic_dict, pickle_file) | |
def get_dict(): | |
if os.path.exists(CACHE_PATH): | |
with open(CACHE_PATH, "rb") as pickle_file: | |
polyphonic_dict = pickle.load(pickle_file) | |
else: | |
polyphonic_dict = read_dict() | |
cache_dict(polyphonic_dict, CACHE_PATH) | |
return polyphonic_dict | |
def read_dict(): | |
polyphonic_dict = {} | |
with open(PP_DICT_PATH) as f: | |
line = f.readline() | |
while line: | |
key, value_str = line.split(':') | |
value = eval(value_str.strip()) | |
polyphonic_dict[key.strip()] = value | |
line = f.readline() | |
with open(PP_FIX_DICT_PATH) as f: | |
line = f.readline() | |
while line: | |
key, value_str = line.split(':') | |
value = eval(value_str.strip()) | |
polyphonic_dict[key.strip()] = value | |
line = f.readline() | |
return polyphonic_dict | |
def correct_pronunciation(word,word_pinyins): | |
if word in pp_dict: | |
word_pinyins = pp_dict[word] | |
return word_pinyins | |
pp_dict = get_dict() |