huangmingming
2023-01-30 adcee8828ef5d78b575043954deb662a35e318f7
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
 
import pynini
from fun_text_processing.text_normalization.de.utils import get_abs_path, load_labels
from fun_text_processing.text_normalization.en.graph_utils import (
    DAMO_ALPHA,
    DAMO_DIGIT,
    DAMO_SIGMA,
    GraphFst,
    convert_space,
    insert_space,
)
from pynini.lib import pynutil
 
min_singular = pynini.string_file(get_abs_path("data/money/currency_minor_singular.tsv"))
min_plural = pynini.string_file(get_abs_path("data/money/currency_minor_plural.tsv"))
maj_singular = pynini.string_file((get_abs_path("data/money/currency.tsv")))
 
 
class MoneyFst(GraphFst):
    """
    Finite state transducer for classifying money, e.g.
        "€1" -> money { currency_maj: "euro" integer_part: "ein"}
        "€1,000" -> money { currency_maj: "euro" integer_part: "ein" }
        "€1,001" -> money { currency_maj: "euro" integer_part: "eins" fractional_part: "null null eins"}
        "£1,4" -> money { integer_part: "ein" currency_maj: "pfund" fractional_part: "vierzig" preserve_order: true}
               -> money { integer_part: "ein" currency_maj: "pfund" fractional_part: "vierzig" currency_min: "pence" preserve_order: true}
        "£0,01" -> money { fractional_part: "ein" currency_min: "penny" preserve_order: true}
        "£0,01 million" -> money { currency_maj: "pfund" integer_part: "null" fractional_part: "null eins" quantity: "million"}
 
    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.graph
        graph_decimal_final = decimal.fst
 
        maj_singular_labels = load_labels(get_abs_path("data/money/currency.tsv"))
        maj_singular_graph = convert_space(maj_singular)
        maj_plural_graph = maj_singular_graph
 
        graph_maj_singular = pynutil.insert("currency_maj: \"") + maj_singular_graph + pynutil.insert("\"")
        graph_maj_plural = pynutil.insert("currency_maj: \"") + maj_plural_graph + pynutil.insert("\"")
 
        optional_delete_fractional_zeros = pynini.closure(
            pynutil.delete(",") + pynini.closure(pynutil.delete("0"), 1), 0, 1
        )
        graph_integer_one = pynutil.insert("integer_part: \"") + pynini.cross("1", "ein") + pynutil.insert("\"")
 
        # only for decimals where third decimal after comma is non-zero or with quantity
        decimal_delete_last_zeros = (
            pynini.closure(DAMO_DIGIT, 1)
            + pynini.accep(",")
            + pynini.closure(DAMO_DIGIT, 2)
            + (DAMO_DIGIT - "0")
            + pynini.closure(pynutil.delete("0"))
        )
        decimal_with_quantity = DAMO_SIGMA + DAMO_ALPHA
        graph_decimal = (
            graph_maj_plural + insert_space + (decimal_delete_last_zeros | decimal_with_quantity) @ graph_decimal_final
        )
 
        graph_integer = (
            pynutil.insert("integer_part: \"") + ((DAMO_SIGMA - "1") @ cardinal_graph) + pynutil.insert("\"")
        )
 
        graph_integer_only = graph_maj_singular + insert_space + graph_integer_one
        graph_integer_only |= graph_maj_plural + insert_space + graph_integer
 
        graph = (graph_integer_only + optional_delete_fractional_zeros) | graph_decimal
 
        # remove trailing zeros of non zero number in the first 2 digits and fill up to 2 digits
        # e.g. 2000 -> 20, 0200->02, 01 -> 01, 10 -> 10
        # not accepted: 002, 00, 0,
        two_digits_fractional_part = (
            pynini.closure(DAMO_DIGIT) + (DAMO_DIGIT - "0") + pynini.closure(pynutil.delete("0"))
        ) @ (
            (pynutil.delete("0") + (DAMO_DIGIT - "0"))
            | ((DAMO_DIGIT - "0") + pynutil.insert("0"))
            | ((DAMO_DIGIT - "0") + DAMO_DIGIT)
        )
 
        graph_min_singular = pynutil.insert(" currency_min: \"") + min_singular + pynutil.insert("\"")
        graph_min_plural = pynutil.insert(" currency_min: \"") + min_plural + pynutil.insert("\"")
 
        # format ** euro ** cent
        decimal_graph_with_minor = None
        for curr_symbol, _ in maj_singular_labels:
            preserve_order = pynutil.insert(" preserve_order: true")
            integer_plus_maj = graph_integer + insert_space + pynutil.insert(curr_symbol) @ graph_maj_plural
            integer_plus_maj |= graph_integer_one + insert_space + pynutil.insert(curr_symbol) @ graph_maj_singular
            # non zero integer part
            integer_plus_maj = (pynini.closure(DAMO_DIGIT) - "0") @ integer_plus_maj
 
            graph_fractional_one = two_digits_fractional_part @ pynini.cross("1", "ein")
            graph_fractional_one = pynutil.insert("fractional_part: \"") + graph_fractional_one + pynutil.insert("\"")
            graph_fractional = (
                two_digits_fractional_part @ (pynini.closure(DAMO_DIGIT, 1, 2) - "1") @ cardinal.two_digit_non_zero
            )
            graph_fractional = pynutil.insert("fractional_part: \"") + graph_fractional + pynutil.insert("\"")
 
            fractional_plus_min = graph_fractional + insert_space + pynutil.insert(curr_symbol) @ graph_min_plural
            fractional_plus_min |= (
                graph_fractional_one + insert_space + pynutil.insert(curr_symbol) @ graph_min_singular
            )
 
            decimal_graph_with_minor_curr = integer_plus_maj + pynini.cross(",", " ") + fractional_plus_min
            decimal_graph_with_minor_curr |= pynutil.add_weight(
                integer_plus_maj
                + pynini.cross(",", " ")
                + pynutil.insert("fractional_part: \"")
                + two_digits_fractional_part @ cardinal.two_digit_non_zero
                + pynutil.insert("\""),
                weight=0.0001,
            )
 
            decimal_graph_with_minor_curr |= pynutil.delete("0,") + fractional_plus_min
            decimal_graph_with_minor_curr = (
                pynutil.delete(curr_symbol) + decimal_graph_with_minor_curr + preserve_order
            )
 
            decimal_graph_with_minor = (
                decimal_graph_with_minor_curr
                if decimal_graph_with_minor is None
                else pynini.union(decimal_graph_with_minor, decimal_graph_with_minor_curr)
            )
 
        final_graph = graph | decimal_graph_with_minor
 
        final_graph = self.add_tokens(final_graph)
        self.fst = final_graph.optimize()