Squashing commit
Browse filesCo-authored-by: XiangBo <XiangBo@users.noreply.huggingface.co>
Co-authored-by: Admin <Admin@users.noreply.huggingface.co>
- .gitattributes +57 -0
- README.md +62 -0
- my_dataset.py +56 -0
- test_datasets.jsonl +3 -0
- train_datasets.jsonl +3 -0
- validation_datasets.jsonl +3 -0
.gitattributes
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README.md
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---
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license: apache-2.0
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task_categories:
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- text-generation
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language:
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- zh
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tags:
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- medical
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size_categories:
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- 100K<n<1M
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---
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# Dataset Card for Huatuo_knowledge_graph_qa
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## Dataset Description
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- **Homepage: https://www.huatuogpt.cn/**
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- **Repository: https://github.com/FreedomIntelligence/HuatuoGPT**
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- **Paper: https://arxiv.org/abs/2305.01526**
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- **Leaderboard:**
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- **Point of Contact:**
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### Dataset Summary
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We built this QA dataset based on the medical knowledge map, with a total of 798,444 pieces of data, in which the questions are constructed by means of templates, and the answers are the contents of the entries in the knowledge map.
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## Dataset Creation
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### Source Data
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https://cpubmed.openi.org.cn/graph/wiki
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https://github.com/zhihao-chen/QASystemOnMedicalGraph
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https://github.com/baiyang2464/chatbot-base-on-Knowledge-Graph
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## Citation
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```
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@misc{li2023huatuo26m,
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title={Huatuo-26M, a Large-scale Chinese Medical QA Dataset},
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author={Jianquan Li and Xidong Wang and Xiangbo Wu and Zhiyi Zhang and Xiaolong Xu and Jie Fu and Prayag Tiwari and Xiang Wan and Benyou Wang},
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year={2023},
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eprint={2305.01526},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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```
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my_dataset.py
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from datasets import DatasetInfo, Features, Split, SplitGenerator, GeneratorBasedBuilder, Value, Sequence
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import json
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class MyDataset(GeneratorBasedBuilder):
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def _info(self):
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return DatasetInfo(
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features=Features({
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"questions": Sequence(Value("string")),
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"answers": Sequence(Value("string"))
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}),
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supervised_keys=("questions", "answers"),
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homepage="https://github.com/FreedomIntelligence/Huatuo-26M",
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citation='''
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@misc{li2023huatuo26m,
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title={Huatuo-26M, a Large-scale Chinese Medical QA Dataset},
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author={Jianquan Li and Xidong Wang and Xiangbo Wu and Zhiyi Zhang and Xiaolong Xu and Jie Fu and Prayag Tiwari and Xiang Wan and Benyou Wang},
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year={2023},
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eprint={2305.01526},
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archivePrefix={arXiv},
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primaryClass={cs.CL}
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}
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''',
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)
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def _split_generators(self, dl_manager):
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train_path = "train_datasets.jsonl"
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validation_path = "validation_datasets.jsonl"
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test_path = "test_datasets.jsonl"
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return [
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SplitGenerator(name=Split.TRAIN, gen_kwargs={"filepath": train_path}),
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SplitGenerator(name=Split.VALIDATION, gen_kwargs={"filepath": validation_path}),
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SplitGenerator(name=Split.TEST, gen_kwargs={"filepath": test_path}),
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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 id_, row in enumerate(f):
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# Process your data here and create a dictionary with the features.
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# For example, if your data is in JSON format:
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data = json.loads(row)
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yield id_, {
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"questions": data["questions"],
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"answers": data["answers"],
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}
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if __name__ == '__main__':
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from datasets import load_dataset
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dataset = load_dataset("my_dataset.py")
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print()
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test_datasets.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:56d4dc9f0fdf5dd43ee652ea6bd1567d698cf2a9d7b288f00e203a18e0bda82f
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size 174081
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train_datasets.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:7716b46897e2dbef177af91670b2afd1d4989582bc237465a7fc574cc8269c1f
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size 148347165
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validation_datasets.jsonl
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version https://git-lfs.github.com/spec/v1
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oid sha256:fd5920e32f7343a31e2501b49b3e4061f703b6fb537e54881905a0a7b5bf8c39
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size 321211
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