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deepage2_qa_dataset.py
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"""TODO: DATASET SHORT DESCRIPTION"""
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import json
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import datasets
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from datasets.tasks import TextClassification
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_DESCRIPTION = """TODO: DATASET DESCRIPTION"""
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_CITATION = """TODO: CITATIONS"""
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_URL = "https://huggingface.co/datasets/rsgrava/deepage2_qa_dataset/resolve/main/"
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_URLS = {
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"train": _URL + "expanded_ds-train.json",
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"dev": _URL + "expanded_ds-test.json",
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}
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class SquadV1PtBr(datasets.GeneratorBasedBuilder):
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"""TODO: SHORT DATASET DESCRIPTION"""
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VERSION = datasets.Version("1.1.0")
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def _info(self):
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=datasets.Features(
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{
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"source_text": datasets.Value("string"),
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"target_text": datasets.Value("string"),
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}
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),
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# No default supervised_keys (as we have to pass both question and context as input).
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supervised_keys=None,
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homepage="TODO: HOMEPAGE",
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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urls_to_download = _URLS
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downloaded_files = dl_manager.download_and_extract(urls_to_download)
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return [
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datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_files["train"]}),
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datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": downloaded_files["dev"]}),
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]
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def _generate_examples(self, filepath):
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with open(filepath) as f:
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key = 0
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ids = []
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squad = json.load(f)
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for article in squad["data"]:
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for paragraph in article["paragraphs"]:
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source_text = paragraph["context"].strip()
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questions = []
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for qa in paragraph["qas"]:
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id_ = qa["id"]
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if id_ in ids:
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#skip duplicate entries
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continue
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else:
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ids.append(id_)
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questions.append(qa["question"].strip())
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target_text = "<sep>".join(questions)
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yield key, {
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"source_text": source_text,
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"target_text": target_text,
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}
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key += 1
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default/deepage2_qa_dataset-train.parquet
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Binary file (593 kB). View file
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default/deepage2_qa_dataset-validation.parquet
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Binary file (128 kB). View file
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expanded_ds-dev.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:cff81e597d24726e61167b81aef2f608c817138bc44cf20d97b9d29ecd0aa764
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size 276756
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expanded_ds-train.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:176ee5873fa73d35465c8b186b3e96320d9b34d1575915553f4397d30a09fe87
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size 1296533
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expanded_ds-validation.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:c81a2baf95dd66bf22a7853636511ec05b4e8e570d18290ceaf01a55d4c6dae1
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size 276270
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