| """ from https://github.com/keithito/tacotron """ |
|
|
| ''' |
| Cleaners are transformations that run over the input text at both training and eval time. |
| |
| Cleaners can be selected by passing a comma-delimited list of cleaner names as the "cleaners" |
| hyperparameter. Some cleaners are English-specific. You'll typically want to use: |
| 1. "english_cleaners" for English text |
| 2. "transliteration_cleaners" for non-English text that can be transliterated to ASCII using |
| the Unidecode library (https://pypi.python.org/pypi/Unidecode) |
| 3. "basic_cleaners" if you do not want to transliterate (in this case, you should also update |
| the symbols in symbols.py to match your data). |
| ''' |
|
|
| import re |
| from unidecode import unidecode |
| import pyopenjtalk |
| from jamo import h2j, j2hcj |
| from pypinyin import lazy_pinyin, BOPOMOFO |
| import jieba, cn2an |
|
|
|
|
| |
| _korean_classifiers = '군데 권 개 그루 닢 대 두 마리 모 모금 뭇 발 발짝 방 번 벌 보루 살 수 술 시 쌈 움큼 정 짝 채 척 첩 축 켤레 톨 통' |
|
|
| |
| _whitespace_re = re.compile(r'\s+') |
|
|
| |
| _japanese_characters = re.compile(r'[A-Za-z\d\u3005\u3040-\u30ff\u4e00-\u9fff\uff11-\uff19\uff21-\uff3a\uff41-\uff5a\uff66-\uff9d]') |
|
|
| |
| _japanese_marks = re.compile(r'[^A-Za-z\d\u3005\u3040-\u30ff\u4e00-\u9fff\uff11-\uff19\uff21-\uff3a\uff41-\uff5a\uff66-\uff9d]') |
|
|
| |
| _abbreviations = [(re.compile('\\b%s\\.' % x[0], re.IGNORECASE), x[1]) for x in [ |
| ('mrs', 'misess'), |
| ('mr', 'mister'), |
| ('dr', 'doctor'), |
| ('st', 'saint'), |
| ('co', 'company'), |
| ('jr', 'junior'), |
| ('maj', 'major'), |
| ('gen', 'general'), |
| ('drs', 'doctors'), |
| ('rev', 'reverend'), |
| ('lt', 'lieutenant'), |
| ('hon', 'honorable'), |
| ('sgt', 'sergeant'), |
| ('capt', 'captain'), |
| ('esq', 'esquire'), |
| ('ltd', 'limited'), |
| ('col', 'colonel'), |
| ('ft', 'fort'), |
| ]] |
|
|
| |
| _hangul_divided = [(re.compile('%s' % x[0]), x[1]) for x in [ |
| ('ㄳ', 'ㄱㅅ'), |
| ('ㄵ', 'ㄴㅈ'), |
| ('ㄶ', 'ㄴㅎ'), |
| ('ㄺ', 'ㄹㄱ'), |
| ('ㄻ', 'ㄹㅁ'), |
| ('ㄼ', 'ㄹㅂ'), |
| ('ㄽ', 'ㄹㅅ'), |
| ('ㄾ', 'ㄹㅌ'), |
| ('ㄿ', 'ㄹㅍ'), |
| ('ㅀ', 'ㄹㅎ'), |
| ('ㅄ', 'ㅂㅅ'), |
| ('ㅘ', 'ㅗㅏ'), |
| ('ㅙ', 'ㅗㅐ'), |
| ('ㅚ', 'ㅗㅣ'), |
| ('ㅝ', 'ㅜㅓ'), |
| ('ㅞ', 'ㅜㅔ'), |
| ('ㅟ', 'ㅜㅣ'), |
| ('ㅢ', 'ㅡㅣ'), |
| ('ㅑ', 'ㅣㅏ'), |
| ('ㅒ', 'ㅣㅐ'), |
| ('ㅕ', 'ㅣㅓ'), |
| ('ㅖ', 'ㅣㅔ'), |
| ('ㅛ', 'ㅣㅗ'), |
| ('ㅠ', 'ㅣㅜ') |
| ]] |
|
|
| |
| _latin_to_hangul = [(re.compile('%s' % x[0], re.IGNORECASE), x[1]) for x in [ |
| ('a', '에이'), |
| ('b', '비'), |
| ('c', '시'), |
| ('d', '디'), |
| ('e', '이'), |
| ('f', '에프'), |
| ('g', '지'), |
| ('h', '에이치'), |
| ('i', '아이'), |
| ('j', '제이'), |
| ('k', '케이'), |
| ('l', '엘'), |
| ('m', '엠'), |
| ('n', '엔'), |
| ('o', '오'), |
| ('p', '피'), |
| ('q', '큐'), |
| ('r', '아르'), |
| ('s', '에스'), |
| ('t', '티'), |
| ('u', '유'), |
| ('v', '브이'), |
| ('w', '더블유'), |
| ('x', '엑스'), |
| ('y', '와이'), |
| ('z', '제트') |
| ]] |
|
|
| |
| _latin_to_bopomofo = [(re.compile('%s' % x[0], re.IGNORECASE), x[1]) for x in [ |
| ('a', 'ㄟˉ'), |
| ('b', 'ㄅㄧˋ'), |
| ('c', 'ㄙㄧˉ'), |
| ('d', 'ㄉㄧˋ'), |
| ('e', 'ㄧˋ'), |
| ('f', 'ㄝˊㄈㄨˋ'), |
| ('g', 'ㄐㄧˋ'), |
| ('h', 'ㄝˇㄑㄩˋ'), |
| ('i', 'ㄞˋ'), |
| ('j', 'ㄐㄟˋ'), |
| ('k', 'ㄎㄟˋ'), |
| ('l', 'ㄝˊㄛˋ'), |
| ('m', 'ㄝˊㄇㄨˋ'), |
| ('n', 'ㄣˉ'), |
| ('o', 'ㄡˉ'), |
| ('p', 'ㄆㄧˉ'), |
| ('q', 'ㄎㄧㄡˉ'), |
| ('r', 'ㄚˋ'), |
| ('s', 'ㄝˊㄙˋ'), |
| ('t', 'ㄊㄧˋ'), |
| ('u', 'ㄧㄡˉ'), |
| ('v', 'ㄨㄧˉ'), |
| ('w', 'ㄉㄚˋㄅㄨˋㄌㄧㄡˋ'), |
| ('x', 'ㄝˉㄎㄨˋㄙˋ'), |
| ('y', 'ㄨㄞˋ'), |
| ('z', 'ㄗㄟˋ') |
| ]] |
|
|
|
|
| |
| _bopomofo_to_romaji = [(re.compile('%s' % x[0], re.IGNORECASE), x[1]) for x in [ |
| ('ㄅㄛ', 'p⁼wo'), |
| ('ㄆㄛ', 'pʰwo'), |
| ('ㄇㄛ', 'mwo'), |
| ('ㄈㄛ', 'fwo'), |
| ('ㄅ', 'p⁼'), |
| ('ㄆ', 'pʰ'), |
| ('ㄇ', 'm'), |
| ('ㄈ', 'f'), |
| ('ㄉ', 't⁼'), |
| ('ㄊ', 'tʰ'), |
| ('ㄋ', 'n'), |
| ('ㄌ', 'l'), |
| ('ㄍ', 'k⁼'), |
| ('ㄎ', 'kʰ'), |
| ('ㄏ', 'h'), |
| ('ㄐ', 'ʧ⁼'), |
| ('ㄑ', 'ʧʰ'), |
| ('ㄒ', 'ʃ'), |
| ('ㄓ', 'ʦ`⁼'), |
| ('ㄔ', 'ʦ`ʰ'), |
| ('ㄕ', 's`'), |
| ('ㄖ', 'ɹ`'), |
| ('ㄗ', 'ʦ⁼'), |
| ('ㄘ', 'ʦʰ'), |
| ('ㄙ', 's'), |
| ('ㄚ', 'a'), |
| ('ㄛ', 'o'), |
| ('ㄜ', 'ə'), |
| ('ㄝ', 'e'), |
| ('ㄞ', 'ai'), |
| ('ㄟ', 'ei'), |
| ('ㄠ', 'au'), |
| ('ㄡ', 'ou'), |
| ('ㄧㄢ', 'yeNN'), |
| ('ㄢ', 'aNN'), |
| ('ㄧㄣ', 'iNN'), |
| ('ㄣ', 'əNN'), |
| ('ㄤ', 'aNg'), |
| ('ㄧㄥ', 'iNg'), |
| ('ㄨㄥ', 'uNg'), |
| ('ㄩㄥ', 'yuNg'), |
| ('ㄥ', 'əNg'), |
| ('ㄦ', 'əɻ'), |
| ('ㄧ', 'i'), |
| ('ㄨ', 'u'), |
| ('ㄩ', 'ɥ'), |
| ('ˉ', '→'), |
| ('ˊ', '↑'), |
| ('ˇ', '↓↑'), |
| ('ˋ', '↓'), |
| ('˙', ''), |
| (',', ','), |
| ('。', '.'), |
| ('!', '!'), |
| ('?', '?'), |
| ('—', '-') |
| ]] |
|
|
|
|
| def expand_abbreviations(text): |
| for regex, replacement in _abbreviations: |
| text = re.sub(regex, replacement, text) |
| return text |
|
|
|
|
| def lowercase(text): |
| return text.lower() |
|
|
|
|
| def collapse_whitespace(text): |
| return re.sub(_whitespace_re, ' ', text) |
|
|
|
|
| def convert_to_ascii(text): |
| return unidecode(text) |
|
|
|
|
| def japanese_to_romaji_with_accent(text): |
| '''Reference https://r9y9.github.io/ttslearn/latest/notebooks/ch10_Recipe-Tacotron.html''' |
| sentences = re.split(_japanese_marks, text) |
| marks = re.findall(_japanese_marks, text) |
| text = '' |
| for i, sentence in enumerate(sentences): |
| if re.match(_japanese_characters, sentence): |
| if text!='': |
| text+=' ' |
| labels = pyopenjtalk.extract_fullcontext(sentence) |
| for n, label in enumerate(labels): |
| phoneme = re.search(r'\-([^\+]*)\+', label).group(1) |
| if phoneme not in ['sil','pau']: |
| text += phoneme.replace('ch','ʧ').replace('sh','ʃ').replace('cl','Q') |
| else: |
| continue |
| n_moras = int(re.search(r'/F:(\d+)_', label).group(1)) |
| a1 = int(re.search(r"/A:(\-?[0-9]+)\+", label).group(1)) |
| a2 = int(re.search(r"\+(\d+)\+", label).group(1)) |
| a3 = int(re.search(r"\+(\d+)/", label).group(1)) |
| if re.search(r'\-([^\+]*)\+', labels[n + 1]).group(1) in ['sil','pau']: |
| a2_next=-1 |
| else: |
| a2_next = int(re.search(r"\+(\d+)\+", labels[n + 1]).group(1)) |
| |
| if a3 == 1 and a2_next == 1: |
| text += ' ' |
| |
| elif a1 == 0 and a2_next == a2 + 1 and a2 != n_moras: |
| text += '↓' |
| |
| elif a2 == 1 and a2_next == 2: |
| text += '↑' |
| if i<len(marks): |
| text += unidecode(marks[i]).replace(' ','') |
| return text |
|
|
|
|
| def latin_to_hangul(text): |
| for regex, replacement in _latin_to_hangul: |
| text = re.sub(regex, replacement, text) |
| return text |
|
|
|
|
| def divide_hangul(text): |
| for regex, replacement in _hangul_divided: |
| text = re.sub(regex, replacement, text) |
| return text |
|
|
|
|
| def hangul_number(num, sino=True): |
| '''Reference https://github.com/Kyubyong/g2pK''' |
| num = re.sub(',', '', num) |
|
|
| if num == '0': |
| return '영' |
| if not sino and num == '20': |
| return '스무' |
|
|
| digits = '123456789' |
| names = '일이삼사오육칠팔구' |
| digit2name = {d: n for d, n in zip(digits, names)} |
| |
| modifiers = '한 두 세 네 다섯 여섯 일곱 여덟 아홉' |
| decimals = '열 스물 서른 마흔 쉰 예순 일흔 여든 아흔' |
| digit2mod = {d: mod for d, mod in zip(digits, modifiers.split())} |
| digit2dec = {d: dec for d, dec in zip(digits, decimals.split())} |
|
|
| spelledout = [] |
| for i, digit in enumerate(num): |
| i = len(num) - i - 1 |
| if sino: |
| if i == 0: |
| name = digit2name.get(digit, '') |
| elif i == 1: |
| name = digit2name.get(digit, '') + '십' |
| name = name.replace('일십', '십') |
| else: |
| if i == 0: |
| name = digit2mod.get(digit, '') |
| elif i == 1: |
| name = digit2dec.get(digit, '') |
| if digit == '0': |
| if i % 4 == 0: |
| last_three = spelledout[-min(3, len(spelledout)):] |
| if ''.join(last_three) == '': |
| spelledout.append('') |
| continue |
| else: |
| spelledout.append('') |
| continue |
| if i == 2: |
| name = digit2name.get(digit, '') + '백' |
| name = name.replace('일백', '백') |
| elif i == 3: |
| name = digit2name.get(digit, '') + '천' |
| name = name.replace('일천', '천') |
| elif i == 4: |
| name = digit2name.get(digit, '') + '만' |
| name = name.replace('일만', '만') |
| elif i == 5: |
| name = digit2name.get(digit, '') + '십' |
| name = name.replace('일십', '십') |
| elif i == 6: |
| name = digit2name.get(digit, '') + '백' |
| name = name.replace('일백', '백') |
| elif i == 7: |
| name = digit2name.get(digit, '') + '천' |
| name = name.replace('일천', '천') |
| elif i == 8: |
| name = digit2name.get(digit, '') + '억' |
| elif i == 9: |
| name = digit2name.get(digit, '') + '십' |
| elif i == 10: |
| name = digit2name.get(digit, '') + '백' |
| elif i == 11: |
| name = digit2name.get(digit, '') + '천' |
| elif i == 12: |
| name = digit2name.get(digit, '') + '조' |
| elif i == 13: |
| name = digit2name.get(digit, '') + '십' |
| elif i == 14: |
| name = digit2name.get(digit, '') + '백' |
| elif i == 15: |
| name = digit2name.get(digit, '') + '천' |
| spelledout.append(name) |
| return ''.join(elem for elem in spelledout) |
|
|
|
|
| def number_to_hangul(text): |
| '''Reference https://github.com/Kyubyong/g2pK''' |
| tokens = set(re.findall(r'(\d[\d,]*)([\uac00-\ud71f]+)', text)) |
| for token in tokens: |
| num, classifier = token |
| if classifier[:2] in _korean_classifiers or classifier[0] in _korean_classifiers: |
| spelledout = hangul_number(num, sino=False) |
| else: |
| spelledout = hangul_number(num, sino=True) |
| text = text.replace(f'{num}{classifier}', f'{spelledout}{classifier}') |
| |
| digits = '0123456789' |
| names = '영일이삼사오육칠팔구' |
| for d, n in zip(digits, names): |
| text = text.replace(d, n) |
| return text |
|
|
|
|
| def number_to_chinese(text): |
| numbers = re.findall(r'\d+(?:\.?\d+)?', text) |
| for number in numbers: |
| text = text.replace(number, cn2an.an2cn(number),1) |
| return text |
|
|
|
|
| def chinese_to_bopomofo(text): |
| text=text.replace('、',',').replace(';',',').replace(':',',') |
| words=jieba.lcut(text,cut_all=False) |
| text='' |
| for word in words: |
| bopomofos=lazy_pinyin(word,BOPOMOFO) |
| if not re.search('[\u4e00-\u9fff]',word): |
| text+=word |
| continue |
| for i in range(len(bopomofos)): |
| if re.match('[\u3105-\u3129]',bopomofos[i][-1]): |
| bopomofos[i]+='ˉ' |
| if text!='': |
| text+=' ' |
| text+=''.join(bopomofos) |
| return text |
|
|
|
|
| def latin_to_bopomofo(text): |
| for regex, replacement in _latin_to_bopomofo: |
| text = re.sub(regex, replacement, text) |
| return text |
|
|
|
|
| def bopomofo_to_romaji(text): |
| for regex, replacement in _bopomofo_to_romaji: |
| text = re.sub(regex, replacement, text) |
| return text |
|
|
|
|
| def basic_cleaners(text): |
| '''Basic pipeline that lowercases and collapses whitespace without transliteration.''' |
| text = lowercase(text) |
| text = collapse_whitespace(text) |
| return text |
|
|
|
|
| def transliteration_cleaners(text): |
| '''Pipeline for non-English text that transliterates to ASCII.''' |
| text = convert_to_ascii(text) |
| text = lowercase(text) |
| text = collapse_whitespace(text) |
| return text |
|
|
|
|
| def japanese_cleaners(text): |
| text=japanese_to_romaji_with_accent(text) |
| if re.match('[A-Za-z]',text[-1]): |
| text += '.' |
| return text |
|
|
|
|
| def japanese_cleaners2(text): |
| return japanese_cleaners(text).replace('ts','ʦ').replace('...','…') |
|
|
|
|
| def korean_cleaners(text): |
| '''Pipeline for Korean text''' |
| text = latin_to_hangul(text) |
| text = number_to_hangul(text) |
| text = j2hcj(h2j(text)) |
| text = divide_hangul(text) |
| if re.match('[\u3131-\u3163]',text[-1]): |
| text += '.' |
| return text |
|
|
|
|
| def chinese_cleaners(text): |
| '''Pipeline for Chinese text''' |
| text=number_to_chinese(text) |
| text=chinese_to_bopomofo(text) |
| text=latin_to_bopomofo(text) |
| if re.match('[ˉˊˇˋ˙]',text[-1]): |
| text += '。' |
| return text |
|
|
|
|
| def zh_ja_mixture_cleaners(text): |
| chinese_texts=re.findall(r'\[ZH\].*?\[ZH\]',text) |
| japanese_texts=re.findall(r'\[JA\].*?\[JA\]',text) |
| for chinese_text in chinese_texts: |
| cleaned_text=number_to_chinese(chinese_text[4:-4]) |
| cleaned_text=chinese_to_bopomofo(cleaned_text) |
| cleaned_text=latin_to_bopomofo(cleaned_text) |
| cleaned_text=bopomofo_to_romaji(cleaned_text) |
| cleaned_text=re.sub('i[aoe]',lambda x:'y'+x.group(0)[1:],cleaned_text) |
| cleaned_text=re.sub('u[aoəe]',lambda x:'w'+x.group(0)[1:],cleaned_text) |
| cleaned_text=re.sub('([ʦsɹ]`[⁼ʰ]?)([→↓↑]+)',lambda x:x.group(1)+'ɹ`'+x.group(2),cleaned_text).replace('ɻ','ɹ`') |
| cleaned_text=re.sub('([ʦs][⁼ʰ]?)([→↓↑]+)',lambda x:x.group(1)+'ɹ'+x.group(2),cleaned_text) |
| text = text.replace(chinese_text,cleaned_text+' ',1) |
| for japanese_text in japanese_texts: |
| cleaned_text=japanese_to_romaji_with_accent(japanese_text[4:-4]).replace('ts','ʦ').replace('u','ɯ').replace('...','…') |
| text = text.replace(japanese_text,cleaned_text+' ',1) |
| text=text[:-1] |
| if len(text) and re.match('[A-Za-zɯɹəɥ→↓↑]',text[-1]): |
| text += '.' |
| return text |