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import os |
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import re |
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import cn2an |
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from pypinyin import lazy_pinyin, Style |
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from .symbols import punctuation |
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from .tone_sandhi import ToneSandhi |
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current_file_path = os.path.dirname(__file__) |
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pinyin_to_symbol_map = { |
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line.split("\t")[0]: line.strip().split("\t")[1] |
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for line in open(os.path.join(current_file_path, "opencpop-strict.txt")).readlines() |
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} |
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import jieba.posseg as psg |
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rep_map = { |
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":": ",", |
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";": ",", |
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",": ",", |
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"。": ".", |
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"!": "!", |
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"?": "?", |
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"\n": ".", |
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"·": ",", |
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"、": ",", |
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"...": "…", |
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"$": ".", |
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"“": "'", |
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"”": "'", |
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"‘": "'", |
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"’": "'", |
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"(": "'", |
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")": "'", |
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"(": "'", |
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")": "'", |
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"《": "'", |
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"》": "'", |
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"【": "'", |
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"】": "'", |
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"[": "'", |
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"]": "'", |
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"—": "-", |
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"~": "-", |
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"~": "-", |
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"「": "'", |
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"」": "'", |
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} |
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tone_modifier = ToneSandhi() |
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def replace_punctuation(text): |
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text = text.replace("嗯", "恩").replace("呣", "母") |
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pattern = re.compile("|".join(re.escape(p) for p in rep_map.keys())) |
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replaced_text = pattern.sub(lambda x: rep_map[x.group()], text) |
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replaced_text = re.sub( |
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r"[^\u4e00-\u9fa5" + "".join(punctuation) + r"]+", "", replaced_text |
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) |
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return replaced_text |
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def g2p(text): |
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pattern = r"(?<=[{0}])\s*".format("".join(punctuation)) |
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sentences = [i for i in re.split(pattern, text) if i.strip() != ""] |
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phones, tones, word2ph = _g2p(sentences) |
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assert sum(word2ph) == len(phones) |
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assert len(word2ph) == len(text) |
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phones = ["_"] + phones + ["_"] |
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tones = [0] + tones + [0] |
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word2ph = [1] + word2ph + [1] |
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return phones, tones, word2ph |
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def _get_initials_finals(word): |
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initials = [] |
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finals = [] |
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orig_initials = lazy_pinyin(word, neutral_tone_with_five=True, style=Style.INITIALS) |
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orig_finals = lazy_pinyin( |
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word, neutral_tone_with_five=True, style=Style.FINALS_TONE3 |
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) |
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for c, v in zip(orig_initials, orig_finals): |
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initials.append(c) |
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finals.append(v) |
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return initials, finals |
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def _g2p(segments): |
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phones_list = [] |
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tones_list = [] |
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word2ph = [] |
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for seg in segments: |
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seg = re.sub("[a-zA-Z]+", "", seg) |
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seg_cut = psg.lcut(seg) |
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initials = [] |
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finals = [] |
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seg_cut = tone_modifier.pre_merge_for_modify(seg_cut) |
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for word, pos in seg_cut: |
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if pos == "eng": |
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continue |
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sub_initials, sub_finals = _get_initials_finals(word) |
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sub_finals = tone_modifier.modified_tone(word, pos, sub_finals) |
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initials.append(sub_initials) |
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finals.append(sub_finals) |
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initials = sum(initials, []) |
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finals = sum(finals, []) |
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for c, v in zip(initials, finals): |
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raw_pinyin = c + v |
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if c == v: |
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assert c in punctuation |
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phone = [c] |
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tone = "0" |
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word2ph.append(1) |
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else: |
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v_without_tone = v[:-1] |
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tone = v[-1] |
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pinyin = c + v_without_tone |
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assert tone in "12345" |
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if c: |
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v_rep_map = { |
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"uei": "ui", |
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"iou": "iu", |
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"uen": "un", |
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} |
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if v_without_tone in v_rep_map.keys(): |
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pinyin = c + v_rep_map[v_without_tone] |
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else: |
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pinyin_rep_map = { |
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"ing": "ying", |
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"i": "yi", |
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"in": "yin", |
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"u": "wu", |
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} |
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if pinyin in pinyin_rep_map.keys(): |
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pinyin = pinyin_rep_map[pinyin] |
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else: |
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single_rep_map = { |
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"v": "yu", |
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"e": "e", |
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"i": "y", |
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"u": "w", |
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} |
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if pinyin[0] in single_rep_map.keys(): |
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pinyin = single_rep_map[pinyin[0]] + pinyin[1:] |
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assert pinyin in pinyin_to_symbol_map.keys(), (pinyin, seg, raw_pinyin) |
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phone = pinyin_to_symbol_map[pinyin].split(" ") |
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word2ph.append(len(phone)) |
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phones_list += phone |
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tones_list += [int(tone)] * len(phone) |
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return phones_list, tones_list, word2ph |
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def text_normalize(text): |
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numbers = re.findall(r"\d+(?:\.?\d+)?", text) |
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for number in numbers: |
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text = text.replace(number, cn2an.an2cn(number), 1) |
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text = replace_punctuation(text) |
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return text |
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def get_bert_feature(text, word2ph): |
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from text import chinese_bert |
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return chinese_bert.get_bert_feature(text, word2ph) |
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if __name__ == "__main__": |
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from text.chinese_bert import get_bert_feature |
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text = "啊!但是《原神》是由,米哈\游自主, [研发]的一款全.新开放世界.冒险游戏" |
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text = text_normalize(text) |
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print(text) |
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phones, tones, word2ph = g2p(text) |
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bert = get_bert_feature(text, word2ph) |
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print(phones, tones, word2ph, bert.shape) |
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