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LoCoV1-Queries / loco_queries.py
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import csv
import json
import os
import datasets
import pandas as pd
import zipfile
_CITATION = """
"""
_DESCRIPTION = """\
LoCoV1 Dataset - Queries
"""
_HOMEPAGE = "https://huggingface.co/datasets/hazyresearch/LoCoV1-Queries"
_LICENSE = ""
_URL = {
"summ_screen_fd": "https://huggingface.co/datasets/hazyresearch/LoCoV1-Queries/raw/main/queries/summ_screen_fd",
"gov_report": "https://huggingface.co/datasets/hazyresearch/LoCoV1-Queries/raw/main/queries/gov_report",
"qmsum": "https://huggingface.co/datasets/hazyresearch/LoCoV1-Queries/raw/main/queries/qmsum",
"qasper_title": "https://huggingface.co/datasets/hazyresearch/LoCoV1-Queries/raw/main/queries/qasper_title",
"qasper_abstract": "https://huggingface.co/datasets/hazyresearch/LoCoV1-Queries/raw/main/queries/qasper_abstract",
"multifieldqa": "https://huggingface.co/datasets/hazyresearch/LoCoV1-Queries/raw/main/queries/multifieldqa",
"2wikimqa": "https://huggingface.co/datasets/hazyresearch/LoCoV1-Queries/raw/main/queries/2wikimqa",
"passage_retrieval": "https://huggingface.co/datasets/hazyresearch/LoCoV1-Queries/raw/main/queries/passage_retrieval",
"courtlistener_HTML": "https://huggingface.co/datasets/hazyresearch/LoCoV1-Queries/raw/main/queries/courtlistener_HTML",
"courtlistener_Plain_Text": "https://huggingface.co/datasets/hazyresearch/LoCoV1-Queries/raw/main/queries/courtlistener_Plain_Text",
"legal_case_reports": "https://huggingface.co/datasets/hazyresearch/LoCoV1-Queries/raw/main/queries/legal_case_reports",
"stackoverflow": "https://huggingface.co/datasets/hazyresearch/LoCoV1-Queries/raw/main/queries/stackoverflow",
}
class NewDataset(datasets.GeneratorBasedBuilder):
VERSION = datasets.Version("1.1.0")
BUILDER_CONFIGS = [
datasets.BuilderConfig(name="summ_screen_fd", version=VERSION, description=""),
datasets.BuilderConfig(name="gov_report", version=VERSION, description=""),
datasets.BuilderConfig(name="qmsum", version=VERSION, description=""),
datasets.BuilderConfig(name="qasper_title", version=VERSION, description=""),
datasets.BuilderConfig(name="qasper_abstract", version=VERSION, description=""),
datasets.BuilderConfig(name="multifieldqa", version=VERSION, description=""),
datasets.BuilderConfig(name="2wikimqa", version=VERSION, description=""),
datasets.BuilderConfig(name="passage_retrieval", version=VERSION, description=""),
datasets.BuilderConfig(name="courtlistener_HTML", version=VERSION, description=""),
datasets.BuilderConfig(name="courtlistener_Plain_Text", version=VERSION, description=""),
datasets.BuilderConfig(name="legal_case_reports", version=VERSION, description=""),
datasets.BuilderConfig(name="stackoverflow", version=VERSION, description=""),
]
DEFAULT_CONFIG_NAME = "summ_screen_fd" # It's not mandatory to have a default configuration. Just use one if it make sense.
def _info(self):
features = datasets.Features(
{
"qid": datasets.Value("string"),
"dataset": datasets.Value("string"),
"query": datasets.Value("string"),
"answer_pids": datasets.Value("string"),
}
)
return datasets.DatasetInfo(
description=_DESCRIPTION,
features=features, # Here we define them above because they are different between the two configurations
homepage=_HOMEPAGE,
license=_LICENSE,
citation=_CITATION,
)
def _split_generators(self, dl_manager):
_URLS = {
"test": _URL[self.config.name] + "_test.jsonl",
}
downloaded_files = dl_manager.download_and_extract(_URLS)
return [
datasets.SplitGenerator(name="test", gen_kwargs={"filepath": downloaded_files["test"]}),
]
# method parameters are unpacked from `gen_kwargs` as given in `_split_generators`
def _generate_examples(self, filepath):
with open(filepath, encoding="utf-8") as f:
for key, row in enumerate(f):
data = json.loads(row)
yield key, {
"qid": data["qid"],
"dataset": data["dataset"],
"query": data["query"],
"answer_pids": data["answer_pids"]
}