Nandan Thakur commited on
Commit
8cebd13
1 Parent(s): 6656605

added beir corpus loading file

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Files changed (1) hide show
  1. beir-corpus.py +58 -0
beir-corpus.py ADDED
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+ import json
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+ import csv
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+ import os
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+ import datasets
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+
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+ logger = datasets.logging.get_logger(__name__)
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+
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+
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+ _DESCRIPTION = "BEIR Benchmark"
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+ _DATASETS = ["fiqa", "trec-covid"]
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+
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+ URL = ""
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+ _URLs = {
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+ dataset: {
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+ "corpus": URL + f"{dataset}/corpus.jsonl",
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+ } for dataset in _DATASETS}
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+
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+
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+ class BEIR(datasets.GeneratorBasedBuilder):
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+ """BEIR BenchmarkDataset."""
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+
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+ BUILDER_CONFIGS = [
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+ datasets.BuilderConfig(
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+ name=dataset,
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+ description=f"This is the {dataset} dataset in BEIR Benchmark.",
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+ ) for dataset in _DATASETS
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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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+ "_id": datasets.Value("string"),
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+ "title": datasets.Value("string"),
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+ "text": datasets.Value("string")
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+ }),
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+ supervised_keys=None,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ """Returns SplitGenerators."""
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+
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+ my_urls = _URLs[self.config.name]
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+ data_dir = dl_manager.download_and_extract(my_urls)
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+ return [
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+ datasets.SplitGenerator(
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+ name="corpus",
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+ # These kwargs will be passed to _generate_examples
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+ gen_kwargs={"corpus_path": data_dir["corpus"]}
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+ ),
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+ ]
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+
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+ def _generate_examples(self, corpus_path):
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+ """Yields examples."""
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+ with open(corpus_path, encoding="utf-8") as f:
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+ texts = f.readlines()
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+ for i, text in enumerate(texts):
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+ yield i, json.loads(text)