Datasets:
ArXiv:
License:
| #!/usr/bin/python3 | |
| # -*- coding: utf-8 -*- | |
| from glob import glob | |
| import json | |
| import os | |
| from pathlib import Path | |
| import datasets | |
| _URLS = { | |
| "amazon_reviews_multi": "data/amazon_reviews_multi.jsonl", | |
| "mike0307": "data/mike0307.jsonl", | |
| "nbnn": "data/nbnn.jsonl", | |
| "nordic_langid": "data/nordic_langid.jsonl", | |
| "scandi_langid": "data/scandi_langid.jsonl", | |
| "stsb_multi_mt": "data/stsb_multi_mt.jsonl", | |
| "xnli": "data/xnli.jsonl", | |
| } | |
| _CITATION = """\ | |
| @dataset{language_identification, | |
| author = {Xing Tian}, | |
| title = {language_identification}, | |
| month = aug, | |
| year = 2024, | |
| publisher = {Xing Tian}, | |
| version = {1.0}, | |
| } | |
| """ | |
| LANGUAGE_MAP = { | |
| "ar": "arabic", | |
| "bg": "bulgarian", | |
| "da": "danish", | |
| "de": "german", | |
| "el": "modern greek", | |
| "en": "english", | |
| "es": "spanish", | |
| "fo": "faroese", | |
| "fr": "french", | |
| "hi": "hindi", | |
| "is": "icelandic", | |
| "it": "italian", | |
| "ja": "japanese", | |
| "nl": "dutch", | |
| "no": "norwegian", | |
| "no-b": "norwegian (bokmål)", | |
| "no-n": "norwegian (nynorsk)", | |
| "pl": "polish", | |
| "pt": "portuguese", | |
| "ru": "russian", | |
| "sw": "swahili", | |
| "sv": "swedish", | |
| "th": "thai", | |
| "tr": "turkish", | |
| "ur": "urdu", | |
| "vi": "vietnamese", | |
| "zh-cn": "simplified chinese", | |
| "zh-tw": "traditional chinese", | |
| } | |
| class LanguageIdentification(datasets.GeneratorBasedBuilder): | |
| VERSION = datasets.Version("1.0.0") | |
| BUILDER_CONFIGS = [ | |
| datasets.BuilderConfig(name="amazon_reviews_multi", version=VERSION, description="amazon_reviews_multi"), | |
| datasets.BuilderConfig(name="mike0307", version=VERSION, description="mike0307"), | |
| datasets.BuilderConfig(name="nbnn", version=VERSION, description="nbnn"), | |
| datasets.BuilderConfig(name="nordic_langid", version=VERSION, description="nordic_langid"), | |
| datasets.BuilderConfig(name="scandi_langid", version=VERSION, description="scandi_langid"), | |
| datasets.BuilderConfig(name="stsb_multi_mt", version=VERSION, description="stsb_multi_mt"), | |
| datasets.BuilderConfig(name="xnli", version=VERSION, description="xnli"), | |
| ] | |
| def _info(self): | |
| features = datasets.Features( | |
| { | |
| "text": datasets.Value("string"), | |
| "language": datasets.Value("string"), | |
| "data_source": datasets.Value("string"), | |
| } | |
| ) | |
| return datasets.DatasetInfo( | |
| features=features, | |
| supervised_keys=None, | |
| homepage="", | |
| license="", | |
| citation=_CITATION, | |
| ) | |
| def _split_generators(self, dl_manager): | |
| """Returns SplitGenerators.""" | |
| url = _URLS[self.config.name] | |
| dl_path = dl_manager.download(url) | |
| archive_path = dl_path | |
| return [ | |
| datasets.SplitGenerator( | |
| name=datasets.Split.TRAIN, | |
| gen_kwargs={"archive_path": archive_path, "split": "train"}, | |
| ), | |
| datasets.SplitGenerator( | |
| name=datasets.Split.VALIDATION, | |
| gen_kwargs={"archive_path": archive_path, "split": "validation"}, | |
| ), | |
| datasets.SplitGenerator( | |
| name=datasets.Split.TEST, | |
| gen_kwargs={"archive_path": archive_path, "split": "test"}, | |
| ), | |
| ] | |
| def _generate_examples(self, archive_path, split): | |
| archive_path = Path(archive_path) | |
| idx = 0 | |
| with open(archive_path, "r", encoding="utf-8") as f: | |
| for row in f: | |
| sample = json.loads(row) | |
| if sample["split"] != split: | |
| continue | |
| language = sample["language"] | |
| if language not in LANGUAGE_MAP.keys(): | |
| raise AssertionError(language) | |
| yield idx, { | |
| "text": sample["text"], | |
| "language": language, | |
| "data_source": sample["data_source"], | |
| } | |
| idx += 1 | |
| if __name__ == '__main__': | |
| pass | |