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import pynini
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from fun_text_processing.text_normalization.en.graph_utils import (
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DAMO_DIGIT,
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DAMO_NOT_QUOTE,
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DAMO_SIGMA,
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GraphFst,
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delete_extra_space,
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delete_space,
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insert_space,
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)
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from fun_text_processing.text_normalization.ru.utils import get_abs_path
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from pynini.lib import pynutil
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class DateFst(GraphFst):
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"""
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Finite state transducer for classifying date, e.g.
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"01.05" -> tokens { date { day: "первое мая" } }
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Args:
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number_names: number_names for cardinal and ordinal numbers
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deterministic: if True will provide a single transduction option,
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for False multiple transduction are generated (used for audio-based normalization)
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"""
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def __init__(self, number_names: dict, deterministic: bool):
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super().__init__(name="date", kind="classify", deterministic=deterministic)
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# Ru format: DD-MM-YYYY or DD-MM-YY
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month_abbr_to_names = pynini.string_file(get_abs_path("data/months/abbr_to_name.tsv")).optimize()
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delete_sep = pynutil.add_weight(pynini.cross(".", " "), 1.09) | pynutil.add_weight(
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pynini.cross(pynini.union("/", "-"), " "), 1.1
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)
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numbers = number_names['ordinal_number_names']
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zero = (pynutil.add_weight(pynini.cross("0", ""), -0.1)) | (
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pynutil.add_weight(pynini.cross("0", "ноль "), 0.1)
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)
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zero_digit = zero + pynini.compose(DAMO_DIGIT, numbers)
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digit_day = (pynini.union("1", "2", "3") + DAMO_DIGIT) | DAMO_DIGIT
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digit_day = pynini.compose(digit_day, numbers)
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day = zero_digit | digit_day
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day = pynini.compose(
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day, pynini.difference(DAMO_SIGMA, DAMO_SIGMA + pynini.union("ой", "ая", "ых", "ые", "ыми"))
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)
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day = (pynutil.insert("day: \"") + day + pynutil.insert("\"")).optimize()
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digit_month = zero_digit | pynini.compose(pynini.accep("1") + DAMO_DIGIT, numbers)
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month_number_to_abbr = pynini.string_file(get_abs_path("data/months/numbers.tsv")).optimize()
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month_number_to_abbr = (
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(
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((pynutil.add_weight(pynini.cross("0", ""), -0.1) | pynini.accep("1")) + DAMO_DIGIT) | DAMO_DIGIT
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).optimize()
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@ month_number_to_abbr
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).optimize()
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month_name = (
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(month_number_to_abbr @ month_abbr_to_names) | pynutil.add_weight(month_abbr_to_names, 0.1)
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).optimize()
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month = (
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pynutil.insert("month: \"") + (month_name | pynutil.add_weight(digit_month, 0.1)) + pynutil.insert("\"")
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).optimize()
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year = pynini.compose(((DAMO_DIGIT ** 4) | (DAMO_DIGIT ** 2)), numbers).optimize()
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year |= zero_digit
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# reduce year options
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year_wrong_endings = ["ую", "ая"]
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year_wrong_beginning = ["две тысяча", "два тысяч", "два тысячи", "две тысяч "]
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year = pynini.compose(
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year, pynini.difference(DAMO_SIGMA, DAMO_SIGMA + pynini.union("ой", "ого"))
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) | pynutil.add_weight(pynini.compose(year, DAMO_SIGMA + pynini.union("ой", "ого")), -0.1)
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year_restrict1 = pynini.difference(DAMO_SIGMA, pynini.union(*year_wrong_beginning) + DAMO_SIGMA)
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year_restrict2 = pynini.difference(DAMO_SIGMA, DAMO_SIGMA + pynini.union(*year_wrong_endings))
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year = pynini.compose(pynini.compose(year, year_restrict1), year_restrict2)
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year_word_singular = ["год", "года", "году", "годом", "годе"]
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year_word_plural = ["годы", "годов", "годам", "годами", "годам", "годах"]
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year_word = pynini.cross("г.", pynini.union(*year_word_singular))
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year_word |= pynini.cross("гг.", pynini.union(*year_word_plural))
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year_word = (pynutil.add_weight(insert_space, -0.1) | pynutil.add_weight(pynini.accep(" "), 0.1)) + year_word
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year_optional = pynutil.insert("year: \"") + year + pynini.closure(year_word, 0, 1) + pynutil.insert("\"")
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year_optional = pynini.closure(delete_sep + year_optional, 0, 1).optimize()
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year_only = pynutil.insert("year: \"") + year + year_word + pynutil.insert("\"")
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tagger_graph = (day + delete_sep + month + year_optional) | year_only
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# Verbalizer
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day = (
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pynutil.delete("day:")
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+ delete_space
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+ pynutil.delete("\"")
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+ pynini.closure(DAMO_NOT_QUOTE, 1)
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+ pynutil.delete("\"")
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)
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month = (
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pynutil.delete("month:")
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+ delete_space
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+ pynutil.delete("\"")
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+ pynini.closure(DAMO_NOT_QUOTE, 1)
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+ pynutil.delete("\"")
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)
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year = (
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pynutil.delete("year:")
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+ delete_space
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+ pynutil.delete("\"")
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+ pynini.closure(DAMO_NOT_QUOTE, 1)
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+ delete_space
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+ pynutil.delete("\"")
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)
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year_optional = pynini.closure(delete_extra_space + year, 0, 1)
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graph_dmy = day + delete_extra_space + month + year_optional
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verbalizer_graph = (graph_dmy | year) + delete_space
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self.final_graph = pynini.compose(tagger_graph, verbalizer_graph).optimize()
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self.fst = pynutil.insert("day: \"") + self.final_graph + pynutil.insert("\"")
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self.fst = self.add_tokens(self.fst).optimize()
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