coqui-tts/tests/text_tests/test_tokenizer.py

95 lines
3.8 KiB
Python
Raw Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

import unittest
from dataclasses import dataclass
from coqpit import Coqpit
from TTS.tts.utils.text.characters import Graphemes, IPAPhonemes, _blank, _bos, _eos, _pad, _phonemes, _punctuations
from TTS.tts.utils.text.phonemizers import ESpeak
from TTS.tts.utils.text.tokenizer import TTSTokenizer
class TestTTSTokenizer(unittest.TestCase):
def setUp(self):
self.tokenizer = TTSTokenizer(use_phonemes=False, characters=Graphemes())
self.ph = ESpeak("tr", backend="espeak")
self.tokenizer_ph = TTSTokenizer(use_phonemes=True, characters=IPAPhonemes(), phonemizer=self.ph)
def test_encode_decode_graphemes(self):
text = "This is, a test."
ids = self.tokenizer.encode(text)
test_hat = self.tokenizer.decode(ids)
self.assertEqual(text, test_hat)
self.assertEqual(len(ids), len(text))
def test_text_to_ids_phonemes(self):
# TODO: note sure how to extend to cover all the languages and phonemizer.
text = "Bu bir Örnek."
text_ph = self.ph.phonemize(text, separator="")
ids = self.tokenizer_ph.text_to_ids(text)
test_hat = self.tokenizer_ph.ids_to_text(ids)
self.assertEqual(text_ph, test_hat)
def test_text_to_ids_phonemes_with_eos_bos(self):
text = "Bu bir Örnek."
self.tokenizer_ph.use_eos_bos = True
text_ph = IPAPhonemes().bos + self.ph.phonemize(text, separator="") + IPAPhonemes().eos
ids = self.tokenizer_ph.text_to_ids(text)
test_hat = self.tokenizer_ph.ids_to_text(ids)
self.assertEqual(text_ph, test_hat)
def test_text_to_ids_phonemes_with_eos_bos_and_blank(self):
text = "Bu bir Örnek."
self.tokenizer_ph.use_eos_bos = True
self.tokenizer_ph.add_blank = True
text_ph = "<BOS><BLNK>b<BLNK>ʊ<BLNK> <BLNK>b<BLNK>ɪ<BLNK>r<BLNK> <BLNK>œ<BLNK>r<BLNK>n<BLNK>ˈ<BLNK>ɛ<BLNK>c<BLNK>.<BLNK><EOS>"
ids = self.tokenizer_ph.text_to_ids(text)
text_hat = self.tokenizer_ph.ids_to_text(ids)
self.assertEqual(text_ph, text_hat)
def test_print_logs(self):
self.tokenizer.print_logs()
self.tokenizer_ph.print_logs()
def test_not_found_characters(self):
self.ph = ESpeak("en-us")
tokenizer_local = TTSTokenizer(use_phonemes=True, characters=IPAPhonemes(), phonemizer=self.ph)
self.assertEqual(len(self.tokenizer.not_found_characters), 0)
text = "Yolk of one egg beaten light"
ids = tokenizer_local.text_to_ids(text)
text_hat = tokenizer_local.ids_to_text(ids)
self.assertEqual(tokenizer_local.not_found_characters, ["̩"])
self.assertEqual(text_hat, "jˈoʊk ʌv wˈʌn ˈɛɡ bˈiːʔn lˈaɪt")
def test_init_from_config(self):
@dataclass
class Characters(Coqpit):
characters_class: str = None
characters: str = _phonemes
punctuations: str = _punctuations
pad: str = _pad
eos: str = _eos
bos: str = _bos
blank: str = _blank
is_unique: bool = True
is_sorted: bool = True
@dataclass
class TokenizerConfig(Coqpit):
enable_eos_bos_chars: bool = True
use_phonemes: bool = True
add_blank: bool = False
characters: str = Characters()
phonemizer: str = "espeak"
phoneme_language: str = "tr"
text_cleaner: str = "phoneme_cleaners"
characters = Characters()
tokenizer_ph, _ = TTSTokenizer.init_from_config(TokenizerConfig())
tokenizer_ph.phonemizer.backend = "espeak"
text = "Bu bir Örnek."
text_ph = "<BOS>" + self.ph.phonemize(text, separator="") + "<EOS>"
ids = tokenizer_ph.text_to_ids(text)
test_hat = tokenizer_ph.ids_to_text(ids)
self.assertEqual(text_ph, test_hat)