laubonghaudoi's picture
MVP
60cec7b
# 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()