Add loading script and schema for RAG documents
Browse files- dataset.py +34 -0
- dataset_infos.json +14 -0
dataset.py
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import json
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import datasets
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class MNLPDataset(datasets.GeneratorBasedBuilder):
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def _info(self):
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return datasets.DatasetInfo(
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features=datasets.Features({
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"id": datasets.Value("string"),
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"title": datasets.Value("string"),
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"text": datasets.Value("string"),
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"source": datasets.Value("string"),
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}),
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description="RAG documents for MNLP",
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)
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def _split_generators(self, dl_manager):
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path = dl_manager.download_and_extract("wiki_rag_subset_with_source.jsonl")
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={"filepath": path},
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)
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]
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def _generate_examples(self, filepath):
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with open(filepath, encoding="utf-8") as f:
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for i, line in enumerate(f):
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data = json.loads(line)
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yield i, {
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"id": data.get("id", str(i)),
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"title": data.get("title", ""),
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"text": data.get("text", ""),
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"source": data.get("source", ""),
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}
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dataset_infos.json
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{
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"default": {
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"description": "RAG documents for MNLP",
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"features": {
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"id": {"dtype": "string"},
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"title": {"dtype": "string"},
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"text": {"dtype": "string"},
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"source": {"dtype": "string"}
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},
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"splits": {
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"train": {"name": "train", "num_bytes": 0, "num_examples": 0}
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}
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}
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}
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