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", | |
| "autshumato": "data/autshumato.jsonl", | |
| "bible_para": "data/bible_para.jsonl", | |
| "bsd_ja_en": "data/bsd_ja_en.jsonl", | |
| "bucc2018": "data/bucc2018.jsonl", | |
| "cmu_hinglish_dog": "data/cmu_hinglish_dog.jsonl", | |
| "ecb": "data/ecb.jsonl", | |
| "emea": "data/emea.jsonl", | |
| "europa_eac_tm": "data/europa_eac_tm.jsonl", | |
| "europa_ecdc_tm": "data/europa_ecdc_tm.jsonl", | |
| "hind_encorp": "data/hind_encorp.jsonl", | |
| "hrenwac_para": "data/hrenwac_para.jsonl", | |
| "id_panl_bppt": "data/id_panl_bppt.jsonl", | |
| "iwslt2017": "data/iwslt2017.jsonl", | |
| "kde4": "data/kde4.jsonl", | |
| "menyo20k_mt": "data/menyo20k_mt.jsonl", | |
| "mike0307": "data/mike0307.jsonl", | |
| "multi_para_crawl": "data/multi_para_crawl.jsonl", | |
| "nbnn": "data/nbnn.jsonl", | |
| "nordic_langid": "data/nordic_langid.jsonl", | |
| "open_subtitles": "data/open_subtitles.jsonl", | |
| "para_crawl_en_bg": "data/para_crawl_en_bg.jsonl", | |
| "para_crawl_en_cs": "data/para_crawl_en_cs.jsonl", | |
| "para_crawl_en_da": "data/para_crawl_en_da.jsonl", | |
| "para_crawl_en_de": "data/para_crawl_en_de.jsonl", | |
| "para_crawl_en_el": "data/para_crawl_en_el.jsonl", | |
| "para_crawl_en_es": "data/para_crawl_en_es.jsonl", | |
| "para_crawl_en_et": "data/para_crawl_en_et.jsonl", | |
| "para_crawl_en_fi": "data/para_crawl_en_fi.jsonl", | |
| "para_crawl_en_fr": "data/para_crawl_en_fr.jsonl", | |
| "para_crawl_en_ga": "data/para_crawl_en_ga.jsonl", | |
| "para_crawl_en_hr": "data/para_crawl_en_hr.jsonl", | |
| "para_crawl_en_hu": "data/para_crawl_en_hu.jsonl", | |
| "para_crawl_en_it": "data/para_crawl_en_it.jsonl", | |
| "para_crawl_en_lt": "data/para_crawl_en_lt.jsonl", | |
| "para_crawl_en_lv": "data/para_crawl_en_lv.jsonl", | |
| "para_crawl_en_mt": "data/para_crawl_en_mt.jsonl", | |
| "para_crawl_en_nl": "data/para_crawl_en_nl.jsonl", | |
| "para_crawl_en_pl": "data/para_crawl_en_pl.jsonl", | |
| "para_crawl_en_pt": "data/para_crawl_en_pt.jsonl", | |
| "para_crawl_en_ro": "data/para_crawl_en_ro.jsonl", | |
| "para_pat": "data/para_pat.jsonl", | |
| "php": "data/php.jsonl", | |
| "scandi_langid": "data/scandi_langid.jsonl", | |
| "stsb_multi_mt": "data/stsb_multi_mt.jsonl", | |
| "tatoeba": "data/tatoeba.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", | |
| "bn": "bengali", | |
| "bs": "bosnian", | |
| "cs": "czech", | |
| "da": "danish", | |
| "de": "german", | |
| "el": "modern greek", | |
| "en": "english", | |
| "eo": "esperanto", | |
| "es": "spanish", | |
| "et": "estonian", | |
| "fi": "finnish", | |
| "fo": "faroese", | |
| "fr": "french", | |
| "ga": "irish", | |
| "gl": "galician", | |
| "hi": "hindi", | |
| "hi_en": "hindi english", | |
| "hr": "croatian", | |
| "hu": "hungarian", | |
| "hy": "armenian", | |
| "id": "indonesian", | |
| "is": "icelandic", | |
| "it": "italian", | |
| "ja": "japanese", | |
| "ko": "korean", | |
| "lt": "lithuanian", | |
| "lv": "latvian", | |
| "mr": "marathi", | |
| "mt": "maltese", | |
| "nl": "dutch", | |
| "no": "norwegian", | |
| "no-b": "norwegian (bokmål)", | |
| "no-n": "norwegian (nynorsk)", | |
| "pl": "polish", | |
| "pt": "portuguese", | |
| "ro": "romanian", | |
| "ru": "russian", | |
| "sk": "slovak", | |
| "sl": "slovenian", | |
| "sw": "swahili", | |
| "sv": "swedish", | |
| "th": "thai", | |
| "tl": "tagalog", | |
| "tn": "serpeti", | |
| "tr": "turkish", | |
| "ts": "dzonga", | |
| "uk": "ukrainian", | |
| "ur": "urdu", | |
| "vi": "vietnamese", | |
| "yo": "yoruba", | |
| "zh": "chinese", | |
| "zh-cn": "simplified chinese", | |
| "zh-tw": "traditional chinese", | |
| "zu": "zulu, south africa", | |
| } | |
| 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="autshumato", version=VERSION, description="autshumato"), | |
| datasets.BuilderConfig(name="bible_para", version=VERSION, description="bible_para"), | |
| datasets.BuilderConfig(name="bsd_ja_en", version=VERSION, description="bsd_ja_en"), | |
| datasets.BuilderConfig(name="bucc2018", version=VERSION, description="bucc2018"), | |
| datasets.BuilderConfig(name="cmu_hinglish_dog", version=VERSION, description="cmu_hinglish_dog"), | |
| datasets.BuilderConfig(name="ecb", version=VERSION, description="ecb"), | |
| datasets.BuilderConfig(name="emea", version=VERSION, description="emea"), | |
| datasets.BuilderConfig(name="europa_eac_tm", version=VERSION, description="europa_eac_tm"), | |
| datasets.BuilderConfig(name="europa_ecdc_tm", version=VERSION, description="europa_ecdc_tm"), | |
| datasets.BuilderConfig(name="hind_encorp", version=VERSION, description="hind_encorp"), | |
| datasets.BuilderConfig(name="hrenwac_para", version=VERSION, description="hrenwac_para"), | |
| datasets.BuilderConfig(name="id_panl_bppt", version=VERSION, description="id_panl_bppt"), | |
| datasets.BuilderConfig(name="iwslt2017", version=VERSION, description="iwslt2017"), | |
| datasets.BuilderConfig(name="kde4", version=VERSION, description="kde4"), | |
| datasets.BuilderConfig(name="menyo20k_mt", version=VERSION, description="menyo20k_mt"), | |
| datasets.BuilderConfig(name="mike0307", version=VERSION, description="mike0307"), | |
| datasets.BuilderConfig(name="multi_para_crawl", version=VERSION, description="multi_para_crawl"), | |
| datasets.BuilderConfig(name="nbnn", version=VERSION, description="nbnn"), | |
| datasets.BuilderConfig(name="nordic_langid", version=VERSION, description="nordic_langid"), | |
| datasets.BuilderConfig(name="open_subtitles", version=VERSION, description="open_subtitles"), | |
| datasets.BuilderConfig(name="para_crawl_en_bg", version=VERSION, description="para_crawl_en_bg"), | |
| datasets.BuilderConfig(name="para_crawl_en_cs", version=VERSION, description="para_crawl_en_cs"), | |
| datasets.BuilderConfig(name="para_crawl_en_da", version=VERSION, description="para_crawl_en_da"), | |
| datasets.BuilderConfig(name="para_crawl_en_de", version=VERSION, description="para_crawl_en_de"), | |
| datasets.BuilderConfig(name="para_crawl_en_el", version=VERSION, description="para_crawl_en_el"), | |
| datasets.BuilderConfig(name="para_crawl_en_es", version=VERSION, description="para_crawl_en_es"), | |
| datasets.BuilderConfig(name="para_crawl_en_et", version=VERSION, description="para_crawl_en_et"), | |
| datasets.BuilderConfig(name="para_crawl_en_fi", version=VERSION, description="para_crawl_en_fi"), | |
| datasets.BuilderConfig(name="para_crawl_en_fr", version=VERSION, description="para_crawl_en_fr"), | |
| datasets.BuilderConfig(name="para_crawl_en_ga", version=VERSION, description="para_crawl_en_ga"), | |
| datasets.BuilderConfig(name="para_crawl_en_hr", version=VERSION, description="para_crawl_en_hr"), | |
| datasets.BuilderConfig(name="para_crawl_en_hu", version=VERSION, description="para_crawl_en_hu"), | |
| datasets.BuilderConfig(name="para_crawl_en_it", version=VERSION, description="para_crawl_en_it"), | |
| datasets.BuilderConfig(name="para_crawl_en_lt", version=VERSION, description="para_crawl_en_lt"), | |
| datasets.BuilderConfig(name="para_crawl_en_lv", version=VERSION, description="para_crawl_en_lv"), | |
| datasets.BuilderConfig(name="para_crawl_en_mt", version=VERSION, description="para_crawl_en_mt"), | |
| datasets.BuilderConfig(name="para_crawl_en_nl", version=VERSION, description="para_crawl_en_nl"), | |
| datasets.BuilderConfig(name="para_crawl_en_pl", version=VERSION, description="para_crawl_en_pl"), | |
| datasets.BuilderConfig(name="para_crawl_en_pt", version=VERSION, description="para_crawl_en_pt"), | |
| datasets.BuilderConfig(name="para_crawl_en_ro", version=VERSION, description="para_crawl_en_ro"), | |
| datasets.BuilderConfig(name="para_pat", version=VERSION, description="para_pat"), | |
| datasets.BuilderConfig(name="php", version=VERSION, description="php"), | |
| 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="tatoeba", version=VERSION, description="tatoeba"), | |
| 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 | |