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Create sts-sohu2021.py

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  1. sts-sohu2021.py +102 -0
sts-sohu2021.py ADDED
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+ # -*- coding: utf-8 -*-
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+ """
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+ @author:XuMing(xuming624@qq.com)
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+ @description:
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+ 2021搜狐校园文本匹配算法大赛数据集
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+ upload: https://github.com/shibing624
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+ """
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+
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+
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+ import csv
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+ import os
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+ import json
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+ import datasets
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+
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+
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+ _CITATION = """https://github.com/shibing624/text2vec"""
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+
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+ _DESCRIPTION = """\
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+ 2021搜狐校园文本匹配算法大赛数据集
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+ """
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+
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+ _DATA_URL = "https://huggingface.co/datasets/shibing624/sts-sohu2021/resolve/main/"
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+
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+
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+ class Sohu(datasets.GeneratorBasedBuilder):
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+ """The Chinese Natural Language Inference (sts-sohu) Corpus."""
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+
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+ BUILDER_CONFIGS = [
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+ datasets.BuilderConfig(
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+ name="dda",
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+ version=datasets.Version("1.0.0", ""),
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+ description="Plain text import of sts-sohu2021",
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+ ),
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+ datasets.BuilderConfig(
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+ name="ddb",
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+ version=datasets.Version("1.0.0", ""),
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+ description="Plain text import of sts-sohu2021",
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+ ),
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+ datasets.BuilderConfig(
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+ name="dca",
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+ version=datasets.Version("1.0.0", ""),
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+ description="Plain text import of sts-sohu2021",
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+ ),
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+ datasets.BuilderConfig(
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+ name="dcb",
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+ version=datasets.Version("1.0.0", ""),
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+ description="Plain text import of sts-sohu2021",
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+ ),
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+ datasets.BuilderConfig(
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+ name="cca",
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+ version=datasets.Version("1.0.0", ""),
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+ description="Plain text import of sts-sohu2021",
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+ ),
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+ datasets.BuilderConfig(
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+ name="ccb",
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+ version=datasets.Version("1.0.0", ""),
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+ description="Plain text import of sts-sohu2021",
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+ ),
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+
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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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+ {
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+ "sentence1": datasets.Value("string"),
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+ "sentence2": datasets.Value("string"),
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+ "label": datasets.Value("int32"),
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+ }
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+ ),
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+
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+ supervised_keys=None,
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+ homepage="https://github.com/shibing624/text2vec",
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+ citation=_CITATION,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ dl_dir = dl_manager.download_and_extract(_DATA_URL)
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+ dl_file = f"{dl_dir}/{self.config.name}.jsonl"
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+ return [
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+
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+ datasets.SplitGenerator(
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+ name=datasets.Split.TRAIN, gen_kwargs={"filepath": dl_file}
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+ ),
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+ ]
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+
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+ def _generate_examples(self, filepath):
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+ """This function returns the examples in the raw (text) form."""
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+ id = 0
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+ if isinstance(filepath, str):
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+ filepath = [filepath]
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+ for file in filepath:
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+ with open(file, encoding="utf-8") as f:
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+ for key, row in enumerate(f):
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+ data = json.loads(row)
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+ yield id, {
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+ "sentence1": data["sentence1"],
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+ "sentence2": data["sentence2"],
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+ "label": int(data["label"])
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+ }
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+ id += 1