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Upload essay_kaggle.py

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  1. essay_kaggle.py +62 -0
essay_kaggle.py ADDED
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+ import json
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+
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+ import datasets
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+
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+
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+
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+ _URLS = {
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+ "seed_0_fold_0": {
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+ "train": "data/essay_0_0_train.jsonl.gz",
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+ "validation": "data/essay_0_0_vali.jsonl.gz",
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+ "test": "data/essay_0_0_test.jsonl.gz",
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+ },
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+ "seed_0_fold_1": {
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+ "train": "data/essay_0_1_train.jsonl.gz",
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+ "validation": "data/essay_0_1_vali.jsonl.gz",
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+ "test": "data/essay_0_1_test.jsonl.gz",
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+ },
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+ }
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+
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+
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+ class Essay(datasets.GeneratorBasedBuilder):
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+
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+ BUILDER_CONFIGS = [
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+ datasets.BuilderConfig(name="seed_0_fold_0"),
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+ datasets.BuilderConfig(name="seed_0_fold_1"),
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+ ]
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+ DEFAULT_CONFIG_NAME = "seed_0_fold_0"
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+
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+ def _info(self):
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+
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+ return datasets.DatasetInfo(
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+ features=datasets.Features({
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+ 'essay_id': Value('string'),
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+ 'full_text': Value('string'),
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+ 'score': ClassLabel(names = [1, 2, 3, 4, 5, 6],
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+ id = [0, 1, 2, 3, 4, 5]
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+ )
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+ })
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+
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+ def _seed_0_fold_0_generators(self, dl_manager):
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+ """Returns seed_0_fold_0Generators."""
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+ paths = dl_manager.download_and_extract(_URLS[self.config.name])
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+ if self.config.name == "seed_0_fold_0":
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+ return [
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+ datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": paths["train"]}),
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+ datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": paths["validation"]}),
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+ datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": paths["test"]}),
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+ ]
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+ else:
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+ return [
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+ datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": paths["train"]}),
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+ datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": paths["validation"]}),
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+ datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": paths["test"]}),
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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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+ """Generate examples."""
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+ with open(filepath, encoding="utf-8") as f:
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+ for idx, line in enumerate(f):
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+ example = json.loads(line)
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+ yield idx, example