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conll_dataset_builder_utils.py
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conll_dataset_builder_utils.py
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# coding=utf-8
# Copyright 2024 The TensorFlow Datasets Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Utils for ConllDatasetBuilder.
This file contains list of reusable tags which are commonly used in CoNLL-based
datasets.
"""
import collections
from tensorflow_datasets.core.dataset_builders.conll import conll_dataset_builder
from tensorflow_datasets.core.features.class_label_feature import ClassLabel
from tensorflow_datasets.core.features.sequence_feature import Sequence
from tensorflow_datasets.core.features.text_feature import Text
# Standard POS tags for family of CoNLL-based datasets.
# Used by: conll2003
POS_TAGS = (
'"',
"''",
"#",
"$",
"(",
")",
",",
".",
":",
"``",
"CC",
"CD",
"DT",
"EX",
"FW",
"IN",
"JJ",
"JJR",
"JJS",
"LS",
"MD",
"NN",
"NNP",
"NNPS",
"NNS",
"NN|SYM",
"PDT",
"POS",
"PRP",
"PRP$",
"RB",
"RBR",
"RBS",
"RP",
"SYM",
"TO",
"UH",
"VB",
"VBD",
"VBG",
"VBN",
"VBP",
"VBZ",
"WDT",
"WP",
"WP$",
"WRB",
)
# Standard chunk tags for family of CoNLL-based datasets.
# Used by: conll2003
CHUNK_TAGS = (
"O",
"B-ADJP",
"I-ADJP",
"B-ADVP",
"I-ADVP",
"B-CONJP",
"I-CONJP",
"B-INTJ",
"I-INTJ",
"B-LST",
"I-LST",
"B-NP",
"I-NP",
"B-PP",
"I-PP",
"B-PRT",
"I-PRT",
"B-SBAR",
"I-SBAR",
"B-UCP",
"I-UCP",
"B-VP",
"I-VP",
)
# Standard NER tags for family of CoNLL-based datasets.
# Used by: conll2002, conll2003
NER_TAGS = (
"O",
"B-PER",
"I-PER",
"B-ORG",
"I-ORG",
"B-LOC",
"I-LOC",
"B-MISC",
"I-MISC",
)
# Standard separators for family of CoNLL-based datasets.
# Used by: conll2002, conll2003
CONLL_2002_SEPARATOR = " "
# Standard orderedfeature dicts for family of CoNLL-based datasets.
# Importantly, the order of the features should map the order of the feature
# columns in the input files.
# Used by: conll2003
CONLL_2003_ORDERED_FEATURES = collections.OrderedDict({
"tokens": Sequence(Text()),
"pos": Sequence(ClassLabel(names=POS_TAGS)),
"chunks": Sequence(ClassLabel(names=CHUNK_TAGS)),
"ner": Sequence(ClassLabel(names=NER_TAGS)),
})
# Standard ConllBuilderConfig for family of CoNLL-based datasets.
# Used by: conll2003
CONLL_2003_CONFIG = conll_dataset_builder.ConllBuilderConfig(
name="conll2003",
separator=CONLL_2002_SEPARATOR,
ordered_features=CONLL_2003_ORDERED_FEATURES,
)