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import itertools |
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import re |
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from typing import Dict |
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from typing import List |
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import regex |
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from gruut import sentences |
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from gruut.const import Sentence |
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from gruut.const import Word |
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from AR.text_processing.symbols import SYMBOL_TO_ID |
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class GruutPhonemizer: |
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def __init__(self, language: str): |
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self._phonemizer = sentences |
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self.lang = language |
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self.symbol_to_id = SYMBOL_TO_ID |
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self._special_cases_dict: Dict[str] = { |
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r"\.\.\.": "... ", |
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";": "; ", |
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":": ": ", |
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",": ", ", |
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r"\.": ". ", |
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"!": "! ", |
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r"\?": "? ", |
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"β": "β", |
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"β¦": "β¦ ", |
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"Β«": "Β«", |
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"Β»": "Β»", |
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} |
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self._punctuation_regexp: str = ( |
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rf"([{''.join(self._special_cases_dict.keys())}])" |
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) |
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def _normalize_punctuation(self, text: str) -> str: |
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text = regex.sub(rf"\pZ+{self._punctuation_regexp}", r"\1", text) |
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text = regex.sub(rf"{self._punctuation_regexp}(\pL)", r"\1 \2", text) |
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text = regex.sub(r"\pZ+", r" ", text) |
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return text.strip() |
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def _convert_punctuation(self, word: Word) -> str: |
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if not word.phonemes: |
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return "" |
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if word.phonemes[0] in ["β", "|"]: |
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return word.text.strip() |
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phonemes = "".join(word.phonemes) |
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phonemes = re.sub(r"[ΛΛΛΝ‘]", "", phonemes) |
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return phonemes.strip() |
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def phonemize(self, text: str, espeak: bool = False) -> str: |
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text_to_phonemize: str = self._normalize_punctuation(text) |
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sents: List[Sentence] = [ |
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sent |
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for sent in self._phonemizer(text_to_phonemize, lang="en-us", espeak=espeak) |
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] |
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words: List[str] = [ |
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self._convert_punctuation(word) for word in itertools.chain(*sents) |
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] |
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return " ".join(words) |
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def transform(self, phonemes): |
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return [self.symbol_to_id[p] for p in phonemes if p in self.symbol_to_id.keys()] |
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if __name__ == "__main__": |
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phonemizer = GruutPhonemizer("en-us") |
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phonemes = phonemizer.phonemize("Hello, wor-ld ?") |
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print("phonemes:", phonemes) |
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print("len(phonemes):", len(phonemes)) |
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phoneme_ids = phonemizer.transform(phonemes) |
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print("phoneme_ids:", phoneme_ids) |
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print("len(phoneme_ids):", len(phoneme_ids)) |
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