Sanatbek commited on
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cbccf14
1 Parent(s): 0a8d50a

Loader script is added

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  1. uzabsa.py +83 -0
uzabsa.py ADDED
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+ import os
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+ import xml.etree.ElementTree as ET
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+ from datasets import DatasetBuilder, DatasetInfo, BuilderConfig, Split, SplitGenerator
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+
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+ class UZABSAConfig(BuilderConfig):
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+ def __init__(self, **kwargs):
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+ super(UZABSAConfig, self).__init__(version="1.0.0", **kwargs)
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+
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+ class UzABSA(DatasetBuilder):
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+ BUILDER_CONFIG_CLASS = UZABSAConfig
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+ BUILDER_CONFIGS = [
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+ UZABSAConfig(name="uzabsa", description="Uzbek ABSA dataset"),
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+ ]
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+
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+ def _info(self):
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+ # Define the dataset features
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+ return DatasetInfo(
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+ features={
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+ "sentence_id": datasets.Value("string"),
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+ "text": datasets.Value("string"),
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+ "aspect_terms": datasets.Sequence(
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+ {
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+ "term": datasets.Value("string"),
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+ "polarity": datasets.Value("string"),
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+ "from": datasets.Value("int32"),
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+ "to": datasets.Value("int32"),
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+ }
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+ ),
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+ "aspect_categories": datasets.Sequence(
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+ {
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+ "category": datasets.Value("string"),
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+ "polarity": datasets.Value("string"),
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+ }
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+ ),
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+ }
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ # Use os.path.join to find the XML file path
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+ filepath = os.path.join(os.path.dirname(os.path.abspath(__file__)), "/dataset/uzabsa_all.xml")
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+ return [
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+ SplitGenerator(
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+ name=Split.TRAIN,
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+ gen_kwargs={
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+ "filepath": filepath,
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+ },
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+ ),
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+ ]
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+
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+ def _generate_examples(self, filepath):
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+ tree = ET.parse(filepath)
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+ root = tree.getroot()
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+
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+ for sentence in root.findall("sentence"):
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+ sentence_id = sentence.attrib["ID"]
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+ text = sentence.find("text").text
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+
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+ aspect_terms = []
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+ for aspect_term in sentence.findall(".//aspectTerms/aspectTerm"):
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+ aspect_terms.append(
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+ {
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+ "term": aspect_term.attrib["term"],
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+ "polarity": aspect_term.attrib["polarity"],
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+ "from": int(aspect_term.attrib["from"]),
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+ "to": int(aspect_term.attrib["to"]),
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+ }
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+ )
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+
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+ aspect_categories = []
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+ for aspect_category in sentence.findall(".//aspectCategories/aspectCategory"):
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+ aspect_categories.append(
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+ {
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+ "category": aspect_category.attrib["category"],
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+ "polarity": aspect_category.attrib["polarity"],
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+ }
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+ )
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+
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+ yield sentence_id, {
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+ "sentence_id": sentence_id,
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+ "text": text,
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+ "aspect_terms": aspect_terms,
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+ "aspect_categories": aspect_categories,
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+ }