FunASR/fun_text_processing/text_normalization/de/verbalizers/fraction.py

69 lines
2.5 KiB
Python
Raw Permalink Normal View History

2024-05-18 15:50:56 +08:00
import pynini
from fun_text_processing.text_normalization.en.graph_utils import (
DAMO_NOT_QUOTE,
DAMO_SIGMA,
GraphFst,
delete_preserve_order,
insert_space,
)
from pynini.lib import pynutil
class FractionFst(GraphFst):
"""
Finite state transducer for verbalizing fraction
e.g. fraction { integer: "drei" numerator: "eins" denominator: "zwei" }-> drei ein halb
e.g. fraction { numerator: "vier" denominator: "zwei" } -> vier halbe
e.g. fraction { numerator: "drei" denominator: "vier" } -> drei viertel
Args:
ordinal: ordinal GraphFst
deterministic: if True will provide a single transduction option,
for False multiple transduction are generated (used for audio-based normalization)
"""
def __init__(self, ordinal: GraphFst, deterministic: bool = True):
super().__init__(name="fraction", kind="verbalize", deterministic=deterministic)
optional_sign = pynini.closure(
pynini.cross('negative: "true"', "minus ") + pynutil.delete(" "), 0, 1
)
change_one = pynini.cdrewrite(
pynutil.add_weight(pynini.cross("eins", "ein"), weight=-0.0001),
"[BOS]",
"[EOS]",
DAMO_SIGMA,
)
change_numerator_two = pynini.cdrewrite(
pynini.cross("zweitel", "halbe"), "[BOS]", "[EOS]", DAMO_SIGMA
)
integer = pynutil.delete('integer_part: "') + change_one + pynutil.delete('" ')
numerator = pynutil.delete('numerator: "') + change_one + pynutil.delete('" ')
denominator = (
pynutil.delete('denominator: "')
+ pynini.closure(DAMO_NOT_QUOTE)
@ (
pynini.cdrewrite(
pynini.closure(ordinal.ordinal_stem, 0, 1), "", "[EOS]", DAMO_SIGMA
)
+ pynutil.insert("tel")
)
@ change_numerator_two
+ pynutil.delete('"')
)
integer += insert_space + pynini.closure(pynutil.insert("und ", weight=0.001), 0, 1)
denominator_one_half = pynini.cdrewrite(
pynini.cross("ein halbe", "ein halb"), "[BOS]", "[EOS]", DAMO_SIGMA
)
fraction_default = (numerator + insert_space + denominator) @ denominator_one_half
self.graph = optional_sign + pynini.closure(integer, 0, 1) + fraction_default
graph = self.graph + delete_preserve_order
delete_tokens = self.delete_tokens(graph)
self.fst = delete_tokens.optimize()