adds first dataloader
Browse files
art.py
ADDED
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import json
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import os
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import datasets
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_CITATION = """\
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@InProceedings{anli,
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author = {Chandra, Bhagavatula and Ronan, Le Bras and Chaitanya, Malaviya and Keisuke, Sakaguchi and Ari, Holtzman
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and Hannah, Rashkin and Doug, Downey and Scott, Wen-tau Yih and Yejin, Choi},
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title = {Abductive Commonsense Reasoning},
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year = {2020}
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}"""
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_DESCRIPTION = """\
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the Abductive Natural Language Generation Dataset from AI2
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"""
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_DATA_URL = "https://storage.googleapis.com/ai2-mosaic/public/abductive-commonsense-reasoning-iclr2020/anlg.zip"
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_HOMEPAGE = "https://github.com/allenai/abductive-commonsense-reasoning"
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class ArtConfig(datasets.BuilderConfig):
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"""BuilderConfig for Art."""
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def __init__(self, **kwargs):
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"""BuilderConfig for Art.
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Args:
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**kwargs: keyword arguments forwarded to super.
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"""
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super(ArtConfig, self).__init__(version=datasets.Version("0.1.0", ""), **kwargs)
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class Art(datasets.GeneratorBasedBuilder):
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VERSION = datasets.Version("0.1.0")
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BUILDER_CONFIGS = [
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ArtConfig(
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name="anlg",
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description="""\
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Abductive Natural Language Generation Dataset from AI2.
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""",
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),
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]
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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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"gem_id": datasets.Value("string"),
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"observation_1": datasets.Value("string"),
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"observation_2": datasets.Value("string"),
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"label": datasets.Value("string"),
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}
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),
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homepage=_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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ds_splits = [datasets.Split.TRAIN, datasets.Split.VALIDATION, datasets.Split.TEST]
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splits = ["train", "dev", "test"]
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dl_dir = dl_manager.download_and_extract(_DATA_URL)
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return [
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datasets.SplitGenerator(
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name=ds_split,
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gen_kwargs={
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"filepath": os.path.join(dl_dir, "anlg", f"{split}-w-comet-preds.jsonl"),
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"split": split if split != "dev" else "validation" # adheres to GEM naming conventions
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},
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) for ds_split, split in zip(ds_splits, splits)
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]
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def _generate_examples(self, filepath, split):
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with open(filepath, "r", encoding="utf-8") as f:
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data = [json.loads(line) for line in f.readlines()]
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for idx, row in enumerate(data):
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label = row[f"hyp{row['label']}"]
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yield idx, {
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"gem_id": f"GEM-ART-{split}-{idx}",
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"observation_1": row["obs1"],
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"observation_2": row["obs2"],
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"label": label,
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}
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