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import os |
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import pickle |
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from g2p_en import G2p |
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from text import symbols |
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current_file_path = os.path.dirname(__file__) |
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CMU_DICT_PATH = os.path.join(current_file_path, "cmudict.rep") |
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CACHE_PATH = os.path.join(current_file_path, "cmudict_cache.pickle") |
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_g2p = G2p() |
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arpa = { |
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"AH0", |
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"S", |
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"AH1", |
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"EY2", |
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"AE2", |
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"EH0", |
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"OW2", |
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"UH0", |
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"NG", |
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"B", |
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"G", |
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"AY0", |
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"M", |
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"AA0", |
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"F", |
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"AO0", |
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"ER2", |
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"UH1", |
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"IY1", |
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"AH2", |
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"DH", |
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"IY0", |
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"EY1", |
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"IH0", |
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"K", |
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"N", |
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"W", |
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"IY2", |
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"T", |
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"AA1", |
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"ER1", |
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"EH2", |
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"OY0", |
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"UH2", |
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"UW1", |
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"Z", |
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"AW2", |
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"AW1", |
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"V", |
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"UW2", |
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"AA2", |
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"ER", |
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"AW0", |
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"UW0", |
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"R", |
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"OW1", |
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"EH1", |
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"ZH", |
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"AE0", |
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"IH2", |
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"IH", |
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"Y", |
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"JH", |
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"P", |
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"AY1", |
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"EY0", |
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"OY2", |
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"TH", |
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"HH", |
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"D", |
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"ER0", |
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"CH", |
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"AO1", |
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"AE1", |
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"AO2", |
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"OY1", |
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"AY2", |
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"IH1", |
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"OW0", |
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"L", |
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"SH", |
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} |
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def post_replace_ph(ph): |
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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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"v": "V", |
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} |
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if ph in rep_map.keys(): |
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ph = rep_map[ph] |
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if ph in symbols: |
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return ph |
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ph = 'EN_' + ph |
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if ph not in symbols: |
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ph = "UNK" |
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return ph |
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def read_dict(): |
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g2p_dict = {} |
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start_line = 49 |
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with open(CMU_DICT_PATH) as f: |
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line = f.readline() |
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line_index = 1 |
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while line: |
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if line_index >= start_line: |
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line = line.strip() |
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word_split = line.split(" ") |
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word = word_split[0] |
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syllable_split = word_split[1].split(" - ") |
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g2p_dict[word] = [] |
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for syllable in syllable_split: |
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phone_split = syllable.split(" ") |
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g2p_dict[word].append(phone_split) |
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line_index = line_index + 1 |
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line = f.readline() |
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return g2p_dict |
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def cache_dict(g2p_dict, file_path): |
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with open(file_path, "wb") as pickle_file: |
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pickle.dump(g2p_dict, pickle_file) |
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def get_dict(): |
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if os.path.exists(CACHE_PATH): |
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with open(CACHE_PATH, "rb") as pickle_file: |
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g2p_dict = pickle.load(pickle_file) |
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else: |
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g2p_dict = read_dict() |
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cache_dict(g2p_dict, CACHE_PATH) |
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return g2p_dict |
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eng_dict = get_dict() |
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def refine_ph(phn): |
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tone = 0 |
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if re.search(r"\d$", phn): |
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tone = int(phn[-1]) + 1 |
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phn = phn[:-1] |
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return phn.lower(), tone |
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def refine_syllables(syllables): |
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tones = [] |
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phonemes = [] |
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for phn_list in syllables: |
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for i in range(len(phn_list)): |
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phn = phn_list[i] |
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phn, tone = refine_ph(phn) |
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phonemes.append(phn) |
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tones.append(tone) |
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return phonemes, tones |
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import re |
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import inflect |
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_inflect = inflect.engine() |
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_comma_number_re = re.compile(r"([0-9][0-9\,]+[0-9])") |
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_decimal_number_re = re.compile(r"([0-9]+\.[0-9]+)") |
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_pounds_re = re.compile(r"£([0-9\,]*[0-9]+)") |
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_dollars_re = re.compile(r"\$([0-9\.\,]*[0-9]+)") |
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_ordinal_re = re.compile(r"[0-9]+(st|nd|rd|th)") |
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_number_re = re.compile(r"[0-9]+") |
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_abbreviations = [ |
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(re.compile("\\b%s\\." % x[0], re.IGNORECASE), x[1]) |
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for x in [ |
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("mrs", "misess"), |
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("mr", "mister"), |
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("dr", "doctor"), |
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("st", "saint"), |
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("co", "company"), |
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("jr", "junior"), |
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("maj", "major"), |
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("gen", "general"), |
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("drs", "doctors"), |
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("rev", "reverend"), |
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("lt", "lieutenant"), |
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("hon", "honorable"), |
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("sgt", "sergeant"), |
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("capt", "captain"), |
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("esq", "esquire"), |
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("ltd", "limited"), |
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("col", "colonel"), |
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("ft", "fort"), |
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] |
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] |
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_lazy_ipa = [ |
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(re.compile("%s" % x[0]), x[1]) |
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for x in [ |
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("r", "ɹ"), |
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("æ", "e"), |
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("ɑ", "a"), |
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("ɔ", "o"), |
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("ð", "z"), |
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("θ", "s"), |
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("ɛ", "e"), |
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("ɪ", "i"), |
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("ʊ", "u"), |
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("ʒ", "ʥ"), |
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("ʤ", "ʥ"), |
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("ˈ", "↓"), |
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] |
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] |
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_lazy_ipa2 = [ |
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(re.compile("%s" % x[0]), x[1]) |
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for x in [ |
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("r", "ɹ"), |
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("ð", "z"), |
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("θ", "s"), |
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("ʒ", "ʑ"), |
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("ʤ", "dʑ"), |
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("ˈ", "↓"), |
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] |
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] |
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_ipa_to_ipa2 = [ |
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(re.compile("%s" % x[0]), x[1]) for x in [("r", "ɹ"), ("ʤ", "dʒ"), ("ʧ", "tʃ")] |
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] |
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def _expand_dollars(m): |
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match = m.group(1) |
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parts = match.split(".") |
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if len(parts) > 2: |
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return match + " dollars" |
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dollars = int(parts[0]) if parts[0] else 0 |
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cents = int(parts[1]) if len(parts) > 1 and parts[1] else 0 |
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if dollars and cents: |
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dollar_unit = "dollar" if dollars == 1 else "dollars" |
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cent_unit = "cent" if cents == 1 else "cents" |
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return "%s %s, %s %s" % (dollars, dollar_unit, cents, cent_unit) |
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elif dollars: |
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dollar_unit = "dollar" if dollars == 1 else "dollars" |
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return "%s %s" % (dollars, dollar_unit) |
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elif cents: |
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cent_unit = "cent" if cents == 1 else "cents" |
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return "%s %s" % (cents, cent_unit) |
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else: |
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return "zero dollars" |
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def _remove_commas(m): |
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return m.group(1).replace(",", "") |
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def _expand_ordinal(m): |
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return _inflect.number_to_words(m.group(0)) |
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def _expand_number(m): |
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num = int(m.group(0)) |
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if num > 1000 and num < 3000: |
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if num == 2000: |
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return "two thousand" |
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elif num > 2000 and num < 2010: |
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return "two thousand " + _inflect.number_to_words(num % 100) |
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elif num % 100 == 0: |
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return _inflect.number_to_words(num // 100) + " hundred" |
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else: |
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return _inflect.number_to_words( |
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num, andword="", zero="oh", group=2 |
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).replace(", ", " ") |
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else: |
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return _inflect.number_to_words(num, andword="") |
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def _expand_decimal_point(m): |
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return m.group(1).replace(".", " point ") |
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def normalize_numbers(text): |
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text = re.sub(_comma_number_re, _remove_commas, text) |
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text = re.sub(_pounds_re, r"\1 pounds", text) |
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text = re.sub(_dollars_re, _expand_dollars, text) |
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text = re.sub(_decimal_number_re, _expand_decimal_point, text) |
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text = re.sub(_ordinal_re, _expand_ordinal, text) |
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text = re.sub(_number_re, _expand_number, text) |
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return text |
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def text_normalize(text): |
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text = normalize_numbers(text) |
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return text |
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def g2p(text): |
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phones = [] |
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tones = [] |
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word2ph = [] |
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words = re.split(r"([,;.\-\?\!\s+])", text) |
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words = [word for word in words if word.strip() != ""] |
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for word in words: |
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if word.upper() in eng_dict: |
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phns, tns = refine_syllables(eng_dict[word.upper()]) |
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phones += phns |
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tones += tns |
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word2ph.append(len(phns)) |
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else: |
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phone_list = list(filter(lambda p: p != " ", _g2p(word))) |
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for ph in phone_list: |
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if ph in arpa: |
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ph, tn = refine_ph(ph) |
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phones.append(ph) |
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tones.append(tn) |
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else: |
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phones.append(ph) |
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tones.append(0) |
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word2ph.append(len(phone_list)) |
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phones = [post_replace_ph(i) for i in phones] |
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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_bert_feature(text, word2ph, device): |
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from text import english_bert_mock |
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return english_bert_mock.get_bert_feature(text, word2ph, device) |
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