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Running
on
Zero
import os | |
import pdb | |
import re | |
import cn2an | |
from pypinyin import lazy_pinyin, Style | |
from text.symbols import punctuation | |
from text.tone_sandhi import ToneSandhi | |
from text.zh_normalization.text_normlization import TextNormalizer | |
normalizer = lambda x: cn2an.transform(x, "an2cn") | |
current_file_path = os.path.dirname(__file__) | |
pinyin_to_symbol_map = { | |
line.split("\t")[0]: line.strip().split("\t")[1] | |
for line in open(os.path.join(current_file_path, "opencpop-strict.txt")).readlines() | |
} | |
import jieba_fast.posseg as psg | |
# is_g2pw_str = os.environ.get("is_g2pw", "True")##默认开启 | |
# is_g2pw = False#True if is_g2pw_str.lower() == 'true' else False | |
is_g2pw = True#True if is_g2pw_str.lower() == 'true' else False | |
if is_g2pw: | |
print("当前使用g2pw进行拼音推理") | |
from text.g2pw import G2PWPinyin | |
parent_directory = os.path.dirname(current_file_path) | |
g2pw = G2PWPinyin(model_dir="GPT_SoVITS/text/G2PWModel",model_source="GPT_SoVITS/pretrained_models/chinese-roberta-wwm-ext-large",v_to_u=False, neutral_tone_with_five=True) | |
rep_map = { | |
":": ",", | |
";": ",", | |
",": ",", | |
"。": ".", | |
"!": "!", | |
"?": "?", | |
"\n": ".", | |
"·": ",", | |
"、": ",", | |
"...": "…", | |
"$": ".", | |
"/": ",", | |
"—": "-", | |
} | |
tone_modifier = ToneSandhi() | |
def replace_punctuation(text): | |
text = text.replace("嗯", "恩").replace("呣", "母") | |
pattern = re.compile("|".join(re.escape(p) for p in rep_map.keys())) | |
replaced_text = pattern.sub(lambda x: rep_map[x.group()], text) | |
replaced_text = re.sub( | |
r"[^\u4e00-\u9fa5" + "".join(punctuation) + r"]+", "", replaced_text | |
) | |
return replaced_text | |
def g2p(text): | |
pattern = r"(?<=[{0}])\s*".format("".join(punctuation)) | |
sentences = [i for i in re.split(pattern, text) if i.strip() != ""] | |
phones, word2ph = _g2p(sentences) | |
return phones, word2ph | |
def _get_initials_finals(word): | |
initials = [] | |
finals = [] | |
if not is_g2pw: | |
orig_initials = lazy_pinyin(word, neutral_tone_with_five=True, style=Style.INITIALS) | |
orig_finals = lazy_pinyin( | |
word, neutral_tone_with_five=True, style=Style.FINALS_TONE3 | |
) | |
else: | |
orig_initials = g2pw.lazy_pinyin(word, neutral_tone_with_five=True, style=Style.INITIALS) | |
orig_finals = g2pw.lazy_pinyin( | |
word, neutral_tone_with_five=True, style=Style.FINALS_TONE3 | |
) | |
for c, v in zip(orig_initials, orig_finals): | |
initials.append(c) | |
finals.append(v) | |
return initials, finals | |
def _g2p(segments): | |
phones_list = [] | |
word2ph = [] | |
for seg in segments: | |
pinyins = [] | |
# Replace all English words in the sentence | |
seg = re.sub("[a-zA-Z]+", "", seg) | |
seg_cut = psg.lcut(seg) | |
initials = [] | |
finals = [] | |
seg_cut = tone_modifier.pre_merge_for_modify(seg_cut) | |
for word, pos in seg_cut: | |
if pos == "eng": | |
continue | |
sub_initials, sub_finals = _get_initials_finals(word) | |
sub_finals = tone_modifier.modified_tone(word, pos, sub_finals) | |
initials.append(sub_initials) | |
finals.append(sub_finals) | |
# assert len(sub_initials) == len(sub_finals) == len(word) | |
initials = sum(initials, []) | |
finals = sum(finals, []) | |
# | |
for c, v in zip(initials, finals): | |
raw_pinyin = c + v | |
# NOTE: post process for pypinyin outputs | |
# we discriminate i, ii and iii | |
if c == v: | |
assert c in punctuation | |
phone = [c] | |
word2ph.append(1) | |
else: | |
v_without_tone = v[:-1] | |
tone = v[-1] | |
pinyin = c + v_without_tone | |
assert tone in "12345" | |
if c: | |
# 多音节 | |
v_rep_map = { | |
"uei": "ui", | |
"iou": "iu", | |
"uen": "un", | |
} | |
if v_without_tone in v_rep_map.keys(): | |
pinyin = c + v_rep_map[v_without_tone] | |
else: | |
# 单音节 | |
pinyin_rep_map = { | |
"ing": "ying", | |
"i": "yi", | |
"in": "yin", | |
"u": "wu", | |
} | |
if pinyin in pinyin_rep_map.keys(): | |
pinyin = pinyin_rep_map[pinyin] | |
else: | |
single_rep_map = { | |
"v": "yu", | |
"e": "e", | |
"i": "y", | |
"u": "w", | |
} | |
if pinyin[0] in single_rep_map.keys(): | |
pinyin = single_rep_map[pinyin[0]] + pinyin[1:] | |
assert pinyin in pinyin_to_symbol_map.keys(), (pinyin, seg, raw_pinyin) | |
new_c, new_v = pinyin_to_symbol_map[pinyin].split(" ") | |
new_v = new_v + tone | |
phone = [new_c, new_v] | |
word2ph.append(len(phone)) | |
phones_list += phone | |
return phones_list, word2ph | |
def text_normalize(text): | |
# https://github.com/PaddlePaddle/PaddleSpeech/tree/develop/paddlespeech/t2s/frontend/zh_normalization | |
tx = TextNormalizer() | |
sentences = tx.normalize(text) | |
dest_text = "" | |
for sentence in sentences: | |
dest_text += replace_punctuation(sentence) | |
return dest_text | |
if __name__ == "__main__": | |
text = "啊——但是《原神》是由,米哈\游自主,研发的一款全.新开放世界.冒险游戏" | |
text = "呣呣呣~就是…大人的鼹鼠党吧?" | |
text = "你好" | |
text = text_normalize(text) | |
print(g2p(text)) | |
# # 示例用法 | |
# text = "这是一个示例文本:,你好!这是一个测试..." | |
# print(g2p_paddle(text)) # 输出: 这是一个示例文本你好这是一个测试 | |