Sanatbek_Matlatipov
commited on
Commit
•
0f86d75
1
Parent(s):
4747b67
changed the GeneratorBasedBuilder
Browse files
aspect-based-sentiment-analysis-uzbek.py
CHANGED
@@ -2,22 +2,18 @@ import os
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import xml.etree.ElementTree as ET
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import datasets
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from datasets import Features, Value, Sequence
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class
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super(UZABSAConfig, self).__init__(version="1.0.0", **kwargs)
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class UzABSA(datasets.DatasetBuilder):
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BUILDER_CONFIG_CLASS = UZABSAConfig
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BUILDER_CONFIGS = [
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]
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def _info(self):
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# Define the data features
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return DatasetInfo(
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features=Features({
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"sentence_id": Value("string"),
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@@ -36,15 +32,9 @@ class UzABSA(datasets.DatasetBuilder):
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)
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def _split_generators(self, dl_manager):
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filepath = os.path.join(os.path.dirname(os.path.abspath(__file__)), "data/absa_uz_all.xml")
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return [
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name=datasets.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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def _generate_examples(self, filepath):
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@@ -52,32 +42,28 @@ class UzABSA(datasets.DatasetBuilder):
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root = tree.getroot()
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for sentence in root.findall("sentence"):
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sentence_id = sentence.
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text = sentence.find("text").text
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aspect_terms = []
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for aspect_term in sentence.findall("
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aspect_terms.append(
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}
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)
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aspect_categories = []
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for aspect_category in sentence.findall("
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aspect_categories.append(
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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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}
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import xml.etree.ElementTree as ET
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import datasets
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from datasets import GeneratorBasedBuilder, DatasetInfo, Split, SplitGenerator, Features, Value, Sequence
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class UzABSA(GeneratorBasedBuilder):
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VERSION = datasets.Version("1.0.0")
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(name="uzabsa", version=VERSION,
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description="UZABSA dataset for sentiment analysis in Uzbek"),
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]
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def _info(self):
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return DatasetInfo(
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features=Features({
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"sentence_id": Value("string"),
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)
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def _split_generators(self, dl_manager):
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filepath = os.path.join(self.config.data_dir, "/datasets/uzabsa_all.xml")
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return [
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SplitGenerator(name=Split.TRAIN, gen_kwargs={"filepath": filepath}),
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]
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def _generate_examples(self, filepath):
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root = tree.getroot()
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for sentence in root.findall("sentence"):
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sentence_id = sentence.get("ID")
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text = sentence.find("text").text
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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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"term": aspect_term.get("term"),
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"polarity": aspect_term.get("polarity"),
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"from": int(aspect_term.get("from")),
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"to": int(aspect_term.get("to")),
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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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"category": aspect_category.get("category"),
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"polarity": aspect_category.get("polarity"),
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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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}
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