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from abc import abstractmethod | |
from enum import Enum | |
from pathlib import Path | |
from typing import List, Sequence | |
import numpy | |
class BasePhoneme(object): | |
""" | |
音素の応用クラス群の抽象基底クラス | |
Attributes | |
---------- | |
phoneme_list : Sequence[str] | |
音素のリスト | |
num_phoneme : int | |
音素リストの要素数 | |
space_phoneme : str | |
読点に値する音素 | |
""" | |
phoneme_list: Sequence[str] | |
num_phoneme: int | |
space_phoneme: str | |
def __init__( | |
self, | |
phoneme: str, | |
start: float, | |
end: float, | |
): | |
self.phoneme = phoneme | |
self.start = numpy.round(start, decimals=2) | |
self.end = numpy.round(end, decimals=2) | |
def __repr__(self): | |
return f"Phoneme(phoneme='{self.phoneme}', start={self.start}, end={self.end})" | |
def __eq__(self, o: object): | |
return isinstance(o, BasePhoneme) and ( | |
self.phoneme == o.phoneme and self.start == o.start and self.end == o.end | |
) | |
def verify(self): | |
""" | |
音素クラスとして、データが正しいかassertする | |
""" | |
assert self.phoneme in self.phoneme_list, f"{self.phoneme} is not defined." | |
def phoneme_id(self): | |
""" | |
phoneme_id (phoneme list内でのindex)を取得する | |
Returns | |
------- | |
id : int | |
phoneme_idを返す | |
""" | |
return self.phoneme_list.index(self.phoneme) | |
def duration(self): | |
""" | |
音素継続期間を取得する | |
Returns | |
------- | |
duration : int | |
音素継続期間を返す | |
""" | |
return self.end - self.start | |
def onehot(self): | |
""" | |
phoneme listの長さ分の0埋め配列のうち、phoneme id番目がTrue(1)の配列を返す | |
Returns | |
------- | |
onehot : numpu.ndarray | |
関数内で変更された配列を返す | |
""" | |
array = numpy.zeros(self.num_phoneme, dtype=bool) | |
array[self.phoneme_id] = True | |
return array | |
def parse(cls, s: str): | |
""" | |
文字列をパースして音素クラスを作る | |
Parameters | |
---------- | |
s : str | |
パースしたい文字列 | |
Returns | |
------- | |
phoneme : BasePhoneme | |
パース結果を用いた音素クラスを返す | |
Examples | |
-------- | |
>>> BasePhoneme.parse('1.7425000 1.9125000 o:') | |
Phoneme(phoneme='o:', start=1.74, end=1.91) | |
""" | |
words = s.split() | |
return cls( | |
start=float(words[0]), | |
end=float(words[1]), | |
phoneme=words[2], | |
) | |
def convert(cls, phonemes: List["BasePhoneme"]) -> List["BasePhoneme"]: | |
raise NotImplementedError | |
def load_lab_list(cls, path: Path): | |
""" | |
labファイルを読み込む | |
Parameters | |
---------- | |
path : Path | |
読み込みたいlabファイルのパス | |
Returns | |
------- | |
phonemes : List[BasePhoneme] | |
パース結果を用いた音素クラスを返す | |
""" | |
phonemes = [cls.parse(s) for s in path.read_text().split("\n") if len(s) > 0] | |
phonemes = cls.convert(phonemes) | |
for phoneme in phonemes: | |
phoneme.verify() | |
return phonemes | |
def save_lab_list(cls, phonemes: List["BasePhoneme"], path: Path): | |
""" | |
音素クラスのリストをlabファイル形式で保存する | |
Parameters | |
---------- | |
phonemes : List[BasePhoneme] | |
保存したい音素クラスのリスト | |
path : Path | |
labファイルの保存先パス | |
""" | |
text = "\n".join( | |
[ | |
f"{numpy.round(p.start, decimals=2):.2f}\t" | |
f"{numpy.round(p.end, decimals=2):.2f}\t" | |
f"{p.phoneme}" | |
for p in phonemes | |
] | |
) | |
path.write_text(text) | |
class JvsPhoneme(BasePhoneme): | |
""" | |
JVS(Japanese versatile speech)コーパスに含まれる音素群クラス | |
Attributes | |
---------- | |
phoneme_list : Sequence[str] | |
音素のリスト | |
num_phoneme : int | |
音素リストの要素数 | |
space_phoneme : str | |
読点に値する音素 | |
""" | |
phoneme_list = ( | |
"pau", | |
"I", | |
"N", | |
"U", | |
"a", | |
"b", | |
"by", | |
"ch", | |
"cl", | |
"d", | |
"dy", | |
"e", | |
"f", | |
"g", | |
"gy", | |
"h", | |
"hy", | |
"i", | |
"j", | |
"k", | |
"ky", | |
"m", | |
"my", | |
"n", | |
"ny", | |
"o", | |
"p", | |
"py", | |
"r", | |
"ry", | |
"s", | |
"sh", | |
"t", | |
"ts", | |
"u", | |
"v", | |
"w", | |
"y", | |
"z", | |
) | |
num_phoneme = len(phoneme_list) | |
space_phoneme = "pau" | |
def convert(cls, phonemes: List["JvsPhoneme"]) -> List["JvsPhoneme"]: | |
""" | |
最初と最後のsil(silent)をspace_phoneme(pau)に置き換え(変換)する | |
Parameters | |
---------- | |
phonemes : List[JvsPhoneme] | |
変換したいphonemeのリスト | |
Returns | |
------- | |
phonemes : List[JvsPhoneme] | |
変換されたphonemeのリスト | |
""" | |
if "sil" in phonemes[0].phoneme: | |
phonemes[0].phoneme = cls.space_phoneme | |
if "sil" in phonemes[-1].phoneme: | |
phonemes[-1].phoneme = cls.space_phoneme | |
return phonemes | |
class OjtPhoneme(BasePhoneme): | |
""" | |
OpenJTalkに含まれる音素群クラス | |
Attributes | |
---------- | |
phoneme_list : Sequence[str] | |
音素のリスト | |
num_phoneme : int | |
音素リストの要素数 | |
space_phoneme : str | |
読点に値する音素 | |
""" | |
phoneme_list = ( | |
"pau", | |
"A", | |
"E", | |
"I", | |
"N", | |
"O", | |
"U", | |
"a", | |
"b", | |
"by", | |
"ch", | |
"cl", | |
"d", | |
"dy", | |
"e", | |
"f", | |
"g", | |
"gw", | |
"gy", | |
"h", | |
"hy", | |
"i", | |
"j", | |
"k", | |
"kw", | |
"ky", | |
"m", | |
"my", | |
"n", | |
"ny", | |
"o", | |
"p", | |
"py", | |
"r", | |
"ry", | |
"s", | |
"sh", | |
"t", | |
"ts", | |
"ty", | |
"u", | |
"v", | |
"w", | |
"y", | |
"z", | |
) | |
num_phoneme = len(phoneme_list) | |
space_phoneme = "pau" | |
def convert(cls, phonemes: List["OjtPhoneme"]): | |
""" | |
最初と最後のsil(silent)をspace_phoneme(pau)に置き換え(変換)する | |
Parameters | |
---------- | |
phonemes : List[OjtPhoneme] | |
変換したいphonemeのリスト | |
Returns | |
------- | |
phonemes : List[OjtPhoneme] | |
変換されたphonemeのリスト | |
""" | |
if "sil" in phonemes[0].phoneme: | |
phonemes[0].phoneme = cls.space_phoneme | |
if "sil" in phonemes[-1].phoneme: | |
phonemes[-1].phoneme = cls.space_phoneme | |
return phonemes | |
class PhonemeType(str, Enum): | |
jvs = "jvs" | |
openjtalk = "openjtalk" | |
phoneme_type_to_class = { | |
PhonemeType.jvs: JvsPhoneme, | |
PhonemeType.openjtalk: OjtPhoneme, | |
} | |