| """ReRelEM dataset""" | |
| import datasets | |
| import pandas as pd | |
| _CITATION = """ | |
| """ | |
| _DESCRIPTION = """ | |
| """ | |
| _URLS = { | |
| "train": "https://raw.githubusercontent.com/ruanchaves/rerelem/9de7c418879b010a8ca9940639cac900bd27d9fd/rerelem_train.csv", | |
| "validation": "https://raw.githubusercontent.com/ruanchaves/rerelem/9de7c418879b010a8ca9940639cac900bd27d9fd/rerelem_val.csv", | |
| "test": "https://raw.githubusercontent.com/ruanchaves/rerelem/9de7c418879b010a8ca9940639cac900bd27d9fd/rerelem_test.csv" | |
| } | |
| class ReRelEm(datasets.GeneratorBasedBuilder): | |
| VERSION = datasets.Version("1.0.0") | |
| def _info(self): | |
| return datasets.DatasetInfo( | |
| description=_DESCRIPTION, | |
| features=datasets.Features( | |
| { | |
| "docid": datasets.Value("string"), | |
| "sentence1": datasets.Value("string"), | |
| "sentence2": datasets.Value("string"), | |
| "label": datasets.Value("string"), | |
| "same_text": datasets.Value("bool"), | |
| }), | |
| supervised_keys=None, | |
| homepage="", | |
| citation=_CITATION, | |
| ) | |
| def _split_generators(self, dl_manager): | |
| downloaded_files = dl_manager.download(_URLS) | |
| return [ | |
| datasets.SplitGenerator( | |
| name=datasets.Split.TRAIN, | |
| gen_kwargs={ | |
| "filepath": downloaded_files["train"] | |
| } | |
| ), | |
| datasets.SplitGenerator( | |
| name=datasets.Split.VALIDATION, | |
| gen_kwargs={ | |
| "filepath": downloaded_files["validation"] | |
| } | |
| ), | |
| datasets.SplitGenerator( | |
| name=datasets.Split.TEST, | |
| gen_kwargs={ | |
| "filepath": downloaded_files["test"] | |
| } | |
| ) | |
| ] | |
| def _generate_examples(self, filepath): | |
| records = pd.read_csv(filepath).to_dict("records") | |
| for idx, row in enumerate(records): | |
| yield idx, row | |