Upload folder using huggingface_hub
Browse files- .gitattributes +4 -0
- 2wikimultihopqa.py +128 -0
- data/dev.json +3 -0
- data/id_aliases.json +3 -0
- data/test.json +3 -0
- data/train.json +3 -0
.gitattributes
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@@ -53,3 +53,7 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.jpg filter=lfs diff=lfs merge=lfs -text
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data/dev.json filter=lfs diff=lfs merge=lfs -text
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data/id_aliases.json filter=lfs diff=lfs merge=lfs -text
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data/test.json filter=lfs diff=lfs merge=lfs -text
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data/train.json filter=lfs diff=lfs merge=lfs -text
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2wikimultihopqa.py
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# coding=utf-8
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# Copyright 2020 The TensorFlow Datasets Authors and the HuggingFace Datasets Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# Lint as: python3
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"""HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering."""
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import json
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import textwrap
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import datasets
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_CITATION = """
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@inproceedings{xanh2020_2wikimultihop,
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title = "Constructing A Multi-hop {QA} Dataset for Comprehensive Evaluation of Reasoning Steps",
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author = "Ho, Xanh and
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Duong Nguyen, Anh-Khoa and
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Sugawara, Saku and
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Aizawa, Akiko",
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booktitle = "Proceedings of the 28th International Conference on Computational Linguistics",
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month = dec,
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year = "2020",
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address = "Barcelona, Spain (Online)",
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publisher = "International Committee on Computational Linguistics",
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url = "https://www.aclweb.org/anthology/2020.coling-main.580",
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pages = "6609--6625",
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}
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"""
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_DESCRIPTION = """\
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"""
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_URL_BASE = "data"
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class TwowikimultihopQA(datasets.GeneratorBasedBuilder):
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"""2wikimultihopQA is a Dataset for Diverse, Explainable Multi-hop Question Answering."""
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(),
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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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"id": datasets.Value("string"),
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"question": datasets.Value("string"),
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"answer": datasets.Value("string"),
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"type": datasets.Value("string"),
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"supporting_facts": datasets.features.Sequence(
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{
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"title": datasets.Value("string"),
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"sent_id": datasets.Value("int32"),
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}
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),
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"context": datasets.features.Sequence(
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{
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"title": datasets.Value("string"),
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"sentences": datasets.features.Sequence(datasets.Value("string")),
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}
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),
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"evidences": datasets.features.Sequence(
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datasets.features.Sequence(
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datasets.Value("string")
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)
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),
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"entity_ids": datasets.Value("string")
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}
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),
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supervised_keys=None,
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homepage="https://github.com/Alab-NII/2wikimultihop",
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager: datasets.DownloadManager):
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"""Returns SplitGenerators."""
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paths = {
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datasets.Split.TRAIN: f"{_URL_BASE}/train.json",
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datasets.Split.VALIDATION: f"{_URL_BASE}/dev.json",
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datasets.Split.TEST: f"{_URL_BASE}/test.json",
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}
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files = dl_manager.download(paths)
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split_generators = []
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for split in files:
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split_generators.append(datasets.SplitGenerator(name=split, gen_kwargs={"data_file": files[split]}))
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return split_generators
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def _generate_examples(self, data_file):
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"""This function returns the examples."""
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data = json.load(open(data_file))
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for idx, example in enumerate(data):
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# Test set has missing keys
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for k in ["answer", "type", "level"]:
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if k not in example.keys():
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example[k] = None
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if "supporting_facts" not in example.keys():
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example["supporting_facts"] = []
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yield idx, {
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"id": example["_id"],
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"question": example["question"],
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"answer": example["answer"],
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"type": example["type"],
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"supporting_facts": [{"title": f[0], "sent_id": f[1]} for f in example["supporting_facts"]],
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"context": [{"title": f[0], "sentences": f[1]} for f in example["context"]],
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"evidences": example["evidences"],
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"entity_ids": example["entity_ids"]
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}
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data/dev.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:79f77ae104088ea8e25b1a65dbece768d45771194663bc5660ec9a98070dadf5
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size 57614142
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data/id_aliases.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:f08ffcb6c2cefca9bdbe86b4248d6ad7a7743762d3f7264c14ff0bae85726fb6
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size 17501406
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data/test.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:48b196d4ba8557343abb9bd1ad03566bc02762ecd734617ff910027c33821b04
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size 53838398
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data/train.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:b318dbafbfed51a8029718fa59be8b616600cbff675a3b587694b28c5eedfc13
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size 707810660
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