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Browse files- covid_dialogue.py +0 -105
covid_dialogue.py
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# coding=utf-8
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# Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor.
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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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"""Covid Dialog dataset in English and Chinese"""
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import copy
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import os
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import re
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import textwrap
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import datasets
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# BibTeX citation
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_CITATION = """\
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@article{ju2020CovidDialog,
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title={CovidDialog: Medical Dialogue Datasets about COVID-19},
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author={Ju, Zeqian and Chakravorty, Subrato and He, Xuehai and Chen, Shu and Yang, Xingyi and Xie, Pengtao},
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journal={ https://github.com/UCSD-AI4H/COVID-Dialogue},
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year={2020}
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}
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"""
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# Official description of the dataset
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_DESCRIPTION = textwrap.dedent(
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"""
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COVID-Dialogue-Dataset is amedical dialogue dataset about COVID-19 and other types of pneumonia.
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Patients who are concerned that they may be infected by COVID-19 or other pneumonia consult doctors and doctors provide advice.
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There are 603 consultations in English and 1393 consultations in Chinese.
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"""
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)
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# Link to an official homepage for the dataset here
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_HOMEPAGE = "https://github.com/UCSD-AI4H/COVID-Dialogue"
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_LICENSE = ""
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import datasets
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import os
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import json
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class CovidDialogueHelm(datasets.GeneratorBasedBuilder):
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VERSION = datasets.Version("1.0.0")
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BUILDER_CONFIGS = [datasets.BuilderConfig(name="default", version=datasets.Version("1.0.0"), description=_DESCRIPTION)]
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def _info(self):
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features = datasets.Features(
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{
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"query": datasets.Value("string"),
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"answer": datasets.Value("string"),
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}
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)
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return datasets.DatasetInfo(
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description=f"Covid Dialogue dataset, as preprocessed and shuffled in HELM",
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features=features,
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homepage=_HOMEPAGE,
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license=_LICENSE,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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test_target = dl_manager.download("test.source")
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test_source = dl_manager.download("test.source")
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train_source = dl_manager.download("train.source")
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train_target = dl_manager.download("train.target")
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val_source = dl_manager.download("val.source")
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val_target = dl_manager.download("val.target")
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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={"target": train_target, "source": train_source},
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),
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datasets.SplitGenerator(
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name=datasets.Split.VALIDATION,
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gen_kwargs={"target": val_target, "source": val_source},
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),
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={"target": test_target, "source": test_source},
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),
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]
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# method parameters are unpacked from `gen_kwargs` as given in `_split_generators`
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def _generate_examples(self, source, target):
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with open(source, encoding="utf-8") as f_source:
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with open(target, encoding="utf-8") as f_target:
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for idx, (s, t) in enumerate(zip(f_source, f_target)):
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yield idx, {"query": s, "answer": t}
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