Datasets:
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| import json | |
| import datasets | |
| logger = datasets.logging.get_logger(__name__) | |
| _URL = "https://huggingface.co/datasets/sagnikrayc/snli-bt/resolve/main" | |
| _URLS = { | |
| "train": f"{_URL}/train.jsonl", | |
| "validation": f"{_URL}/validation.jsonl", | |
| "test": f"{_URL}/test.jsonl", | |
| } | |
| class SnliBTConfig(datasets.BuilderConfig): | |
| def __init__(self, **kwargs): | |
| super(SnliBTConfig, self).__init__(**kwargs) | |
| class SnliBT(datasets.GeneratorBasedBuilder): | |
| """SQUAD: The Stanford Question Answering Dataset. Version 1.1.""" | |
| BUILDER_CONFIGS = [ | |
| SnliBTConfig( | |
| name="plain_text", | |
| version=datasets.Version("1.0.0", ""), | |
| description="Plain text", | |
| ), | |
| ] | |
| def _info(self): | |
| return datasets.DatasetInfo( | |
| description="NA", | |
| features=datasets.Features( | |
| { | |
| "idx": datasets.Value("string"), | |
| "premise": datasets.Value("string"), | |
| "hypothesis": datasets.Value("string"), | |
| "label": datasets.Value("string"), | |
| "_type": datasets.Value("string"), | |
| } | |
| ), | |
| # No default supervised_keys (as we have to pass both question | |
| # and context as input). | |
| supervised_keys=None | |
| ) | |
| def _split_generators(self, dl_manager): | |
| downloaded_files = dl_manager.download_and_extract(_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): | |
| """This function returns the examples in the raw (text) form.""" | |
| logger.info("generating examples from = %s", filepath) | |
| with open(filepath, encoding="utf-8") as rf: | |
| for idx, line in enumerate(rf): | |
| if line: | |
| _line = json.loads(line) | |
| yield idx, { | |
| "premise": _line["premise"], | |
| "hypothesis": _line["hypothesis"], | |
| "idx": _line["idx"], | |
| "_type": _line["_type"], | |
| "label": _line["label"] | |
| } |