"""NLUCat dataset.""" import json import datasets _HOMEPAGE = "" _CITATION = """\ """ _DESCRIPTION = """\ NLUCat - Natural Language Understanding in Catalan """ _TRAIN_FILE = "train.json" _DEV_FILE = "dev.json" _TEST_FILE = "test.json" class Nlucat(datasets.GeneratorBasedBuilder): VERSION = datasets.Version("1.0.0") def _info(self): return datasets.DatasetInfo( description=_DESCRIPTION, features=datasets.Features( { "example": datasets.Value("string"), "intent": datasets.Value("string"), "slot_text": datasets.Sequence(datasets.Value("string")), "slot_tag": datasets.Sequence(datasets.Value("string")), "start_char": datasets.Sequence(datasets.Value("string")), "end_char": datasets.Sequence(datasets.Value("string")) } ), homepage=_HOMEPAGE, citation=_CITATION, ) def _split_generators(self, dl_manager): """Returns SplitGenerators.""" urls_to_download = { "train": f"{_TRAIN_FILE}", "dev": f"{_DEV_FILE}", "test": f"{_TEST_FILE}", } downloaded_files = dl_manager.download_and_extract(urls_to_download) return [ datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_files["train"], "split": "train"}), datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": downloaded_files["dev"], "split": "validation"}), datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": downloaded_files["test"], "split": "test"}), ] def _generate_examples(self, filepath, split): """Yields examples.""" with open(filepath, encoding="utf-8") as f: dataset = json.load(f) for row in dataset["data"]: example = row["example"] intent = row["annotation"]["intent"] slot_text = [slot["Text"] for slot in row["annotation"]["slots"]] slot_tag = [slot["Tag"] for slot in row["annotation"]["slots"]] start_char = [answer["Start_char"] for answer in row["annotation"]["slots"]] end_char = [answer["End_char"] for answer in row["annotation"]["slots"]] yield row["id"], { "example": example, "intent": intent, "slot_text": slot_text, "slot_tag": slot_tag, "start_char": start_char, "end_char": end_char }