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# modified from https://github.com/yangdongchao/SoundStorm/blob/master/soundstorm/s1/AR/text_processing/phonemizer.py | |
# reference: https://github.com/lifeiteng/vall-e | |
import itertools | |
import re | |
from typing import Dict | |
from typing import List | |
import regex | |
from gruut import sentences | |
from gruut.const import Sentence | |
from gruut.const import Word | |
from AR.text_processing.symbols import SYMBOL_TO_ID | |
class GruutPhonemizer: | |
def __init__(self, language: str): | |
self._phonemizer = sentences | |
self.lang = language | |
self.symbol_to_id = SYMBOL_TO_ID | |
self._special_cases_dict: Dict[str] = { | |
r"\.\.\.": "... ", | |
";": "; ", | |
":": ": ", | |
",": ", ", | |
r"\.": ". ", | |
"!": "! ", | |
r"\?": "? ", | |
"—": "—", | |
"…": "… ", | |
"«": "«", | |
"»": "»", | |
} | |
self._punctuation_regexp: str = ( | |
rf"([{''.join(self._special_cases_dict.keys())}])" | |
) | |
def _normalize_punctuation(self, text: str) -> str: | |
text = regex.sub(rf"\pZ+{self._punctuation_regexp}", r"\1", text) | |
text = regex.sub(rf"{self._punctuation_regexp}(\pL)", r"\1 \2", text) | |
text = regex.sub(r"\pZ+", r" ", text) | |
return text.strip() | |
def _convert_punctuation(self, word: Word) -> str: | |
if not word.phonemes: | |
return "" | |
if word.phonemes[0] in ["‖", "|"]: | |
return word.text.strip() | |
phonemes = "".join(word.phonemes) | |
# remove modifier characters ˈˌː with regex | |
phonemes = re.sub(r"[ˈˌː͡]", "", phonemes) | |
return phonemes.strip() | |
def phonemize(self, text: str, espeak: bool = False) -> str: | |
text_to_phonemize: str = self._normalize_punctuation(text) | |
sents: List[Sentence] = [ | |
sent | |
for sent in self._phonemizer(text_to_phonemize, lang="en-us", espeak=espeak) | |
] | |
words: List[str] = [ | |
self._convert_punctuation(word) for word in itertools.chain(*sents) | |
] | |
return " ".join(words) | |
def transform(self, phonemes): | |
# convert phonemes to ids | |
# dictionary is in symbols.py | |
return [self.symbol_to_id[p] for p in phonemes if p in self.symbol_to_id.keys()] | |
if __name__ == "__main__": | |
phonemizer = GruutPhonemizer("en-us") | |
# text -> IPA | |
phonemes = phonemizer.phonemize("Hello, wor-ld ?") | |
print("phonemes:", phonemes) | |
print("len(phonemes):", len(phonemes)) | |
phoneme_ids = phonemizer.transform(phonemes) | |
print("phoneme_ids:", phoneme_ids) | |
print("len(phoneme_ids):", len(phoneme_ids)) | |