funasr pages

游雁

2023-11-16 4ace5a95b052d338947fc88809a440ccd55cf6b4

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import pynini
from fun_text_processing.text_normalization.en.graph_utils import DAMO_NOT_QUOTE, DAMO_SIGMA, DAMO_SPACE, GraphFst
from fun_text_processing.text_normalization.ru.utils import get_abs_path
from pynini.lib import pynutil
 
 
class MoneyFst(GraphFst):
    """
    Finite state transducer for classifying money, e.g.
        "5руб." -> money { "пять рублей" }
 
    Args:
        cardinal: CardinalFst
        decimal: DecimalFst
        deterministic: if True will provide a single transduction option,
            for False multiple transduction are generated (used for audio-based normalization)
    """
 
    def __init__(self, cardinal: GraphFst, decimal: GraphFst, deterministic: bool = True):
        super().__init__(name="money", kind="classify", deterministic=deterministic)
        cardinal_graph = cardinal.cardinal_numbers_default
        decimal_graph = decimal.final_graph
 
        unit_singular = pynini.string_file(get_abs_path("data/currency/currency_singular.tsv"))
        unit_plural = pynini.string_file(get_abs_path("data/currency/currency_plural.tsv"))
 
        # adding weight to make sure the space is preserved for ITN
        optional_delimiter = pynini.closure(pynutil.add_weight(pynini.cross(DAMO_SPACE, ""), -100), 0, 1)
        graph_unit_singular = (
            optional_delimiter + pynutil.insert(" currency: \"") + unit_singular + pynutil.insert("\"")
        )
        graph_unit_plural = optional_delimiter + pynutil.insert(" currency: \"") + unit_plural + pynutil.insert("\"")
 
        one = pynini.compose(pynini.accep("1"), cardinal_graph).optimize()
        singular_graph = pynutil.insert("integer_part: \"") + one + pynutil.insert("\"") + graph_unit_singular
 
        graph_decimal = decimal_graph + graph_unit_plural
 
        graph_integer = (
            pynutil.insert("integer_part: \"")
            + ((DAMO_SIGMA - "1") @ cardinal_graph)
            + pynutil.insert("\"")
            + (graph_unit_plural)
        )
 
        graph_integer |= singular_graph
        tagger_graph = (graph_integer.optimize() | graph_decimal.optimize()).optimize()
 
        # verbalizer
        integer = pynutil.delete("\"") + pynini.closure(DAMO_NOT_QUOTE, 1) + pynutil.delete("\"")
        integer_part = pynutil.delete("integer_part: ") + integer
 
        unit = (
            pynutil.delete("currency: ")
            + pynutil.delete("\"")
            + pynini.closure(DAMO_NOT_QUOTE, 1)
            + pynutil.delete("\"")
        )
        unit = pynini.accep(DAMO_SPACE) + unit
 
        verbalizer_graph_cardinal = (integer_part + unit).optimize()
 
        fractional_part = pynutil.delete("fractional_part: ") + integer
        optional_quantity = pynini.closure(pynini.accep(DAMO_SPACE) + pynutil.delete("quantity: ") + integer, 0, 1)
 
        verbalizer_graph_decimal = (
            pynutil.delete('decimal { ')
            + integer_part
            + pynini.accep(" ")
            + fractional_part
            + optional_quantity
            + pynutil.delete(" }")
            + unit
        )
 
        verbalizer_graph = (verbalizer_graph_cardinal | verbalizer_graph_decimal).optimize()
 
        self.final_graph = (tagger_graph @ verbalizer_graph).optimize()
        self.fst = self.add_tokens(
            pynutil.insert("integer_part: \"") + self.final_graph + pynutil.insert("\"")
        ).optimize()