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

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2024-05-18 15:50:56 +08:00
import pynini
from fun_text_processing.text_normalization.de.utils import get_abs_path
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 ElectronicFst(GraphFst):
"""
Finite state transducer for verbalizing electronic
e.g. electronic { username: "abc" domain: "hotmail.com" } -> "a b c at hotmail punkt com"
-> "a b c at h o t m a i l punkt c o m"
-> "a b c at hotmail punkt c o m"
-> "a b c at h o t m a i l punkt com"
Args:
deterministic: if True will provide a single transduction option,
for False multiple transduction are generated (used for audio-based normalization)
"""
def __init__(self, deterministic: bool = True):
super().__init__(name="electronic", kind="verbalize", deterministic=deterministic)
graph_digit_no_zero = pynini.invert(
pynini.string_file(get_abs_path("data/numbers/digit.tsv"))
).optimize() | pynini.cross("1", "eins")
graph_zero = pynini.invert(
pynini.string_file(get_abs_path("data/numbers/zero.tsv"))
).optimize()
graph_digit = graph_digit_no_zero | graph_zero
graph_symbols = pynini.string_file(get_abs_path("data/electronic/symbols.tsv")).optimize()
server_common = pynini.string_file(get_abs_path("data/electronic/server_name.tsv"))
domain_common = pynini.string_file(get_abs_path("data/electronic/domain.tsv"))
def add_space_after_char():
return pynini.closure(DAMO_NOT_QUOTE - pynini.accep(" ") + insert_space) + (
DAMO_NOT_QUOTE - pynini.accep(" ")
)
verbalize_characters = pynini.cdrewrite(graph_symbols | graph_digit, "", "", DAMO_SIGMA)
user_name = pynutil.delete('username: "') + add_space_after_char() + pynutil.delete('"')
user_name @= verbalize_characters
convert_defaults = (
pynutil.add_weight(DAMO_NOT_QUOTE, weight=0.0001) | domain_common | server_common
)
domain = convert_defaults + pynini.closure(insert_space + convert_defaults)
domain @= verbalize_characters
domain = pynutil.delete('domain: "') + domain + pynutil.delete('"')
protocol = (
pynutil.delete('protocol: "')
+ add_space_after_char() @ pynini.cdrewrite(graph_symbols, "", "", DAMO_SIGMA)
+ pynutil.delete('"')
)
self.graph = (pynini.closure(protocol + pynini.accep(" "), 0, 1) + domain) | (
user_name + pynini.accep(" ") + pynutil.insert("at ") + domain
)
delete_tokens = self.delete_tokens(self.graph + delete_preserve_order)
self.fst = delete_tokens.optimize()