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+version https://git-lfs.github.com/spec/v1 +oid sha256:ef7e930d83c8cac0d6905749c8f5b55e3d707c94173a7154ebc4ff474b68e190 +size 431619 diff --git a/dataset/ja/ja_test.jsonl b/dataset/ja/ja_test.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5df9edf615e5de3932bde2ddcb3258160f852172 --- /dev/null +++ b/dataset/ja/ja_test.jsonl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d5312f223f6a5664f827baede23bd4112f32b99a710f24c882aee9e85c07504e +size 345067 diff --git a/dataset/ja/ja_train.jsonl b/dataset/ja/ja_train.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c8e542a2a3256b0aff7433b51fa320542a4a8bd7 --- /dev/null +++ b/dataset/ja/ja_train.jsonl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8beb94bed223e5b771237e69842986d8e80aac2e4da20b62cf54821d97dbafcd +size 77750 diff --git a/dataset/ja/ja_validation.jsonl b/dataset/ja/ja_validation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..93df68a5a857b9b8450510957658025bf04deef3 --- /dev/null +++ b/dataset/ja/ja_validation.jsonl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7071dfc294055e57fb6d492e7a70ed7afd9103abc4da0b3a8f93275ea882a051 +size 8800 diff --git a/tweet_topic_multilingual.py b/tweet_topic_multilingual.py new file mode 100644 index 0000000000000000000000000000000000000000..16cc584559fa40153e07d63339347ad9f0914e9e --- /dev/null +++ b/tweet_topic_multilingual.py @@ -0,0 +1,83 @@ +""" TweetTopicMultilingual Dataset """ +import json +import datasets + +logger = datasets.logging.get_logger(__name__) +_DESCRIPTION = """[TweetTopicMultilingual](TBA)""" +_VERSION = "0.0.0" +_CITATION = """TBA""" +_HOME_PAGE = "https://cardiffnlp.github.io" +_NAME = "tweet_topic_multilingual" +_ROOT_URL = f'https://huggingface.co/datasets/cardiffnlp/{_NAME}/raw/main/dataset' +_LANGUAGES = ["en", "es", "ja", "gr"] +_URL = {} + +# plain split +for lan in _LANGUAGES: + _URL[lan] = {split: f"{_ROOT_URL}/{lan}/{lan}_{split}.jsonl" for split in ["train", "test", "validation"]} +_URL["en_2022"] = {split: f"{_ROOT_URL}/en_2022/en_{split}.jsonl" for split in ["train", "validation"]} +# cross validation +for lan in _LANGUAGES: + _URL.update({ + f"{lan}/cross_validation_{n}": { + split: f"{_ROOT_URL}/{lan}/cross_validation_{n}/{lan}_{split}.jsonl" + for split in ["train", "test", "validation"] + } for n in range(5) + }) + + +class Config(datasets.BuilderConfig): + """BuilderConfig""" + + def __init__(self, **kwargs): + """BuilderConfig. + + Args: + **kwargs: keyword arguments forwarded to super. + """ + super(Config, self).__init__(**kwargs) + + +class TweetTopicMultilingual(datasets.GeneratorBasedBuilder): + """Dataset.""" + + BUILDER_CONFIGS = [ + Config(name=f"{_NAME}/{i}", version=datasets.Version(_VERSION), description=_DESCRIPTION) for i in _URL.keys() + ] + + def _split_generators(self, dl_manager): + downloaded_file = dl_manager.download_and_extract(_URL[self.config.name]) + splits = _URL[self.config.name] + return [datasets.SplitGenerator(name=i, gen_kwargs={"filepaths": downloaded_file[i]}) for i in splits] + + def _generate_examples(self, filepath): + _key = 0 + logger.info("generating examples from = %s", filepath) + with open(filepath, encoding="utf-8") as f: + _list = f.read().split('\n') + for i in _list: + data = json.loads(i) + yield _key, data + _key += 1 + + def _info(self): + names = [ + "arts_&_culture", "business_&_entrepreneurs", "celebrity_&_pop_culture", "diaries_&_daily_life", "family", + "fashion_&_style", "film_tv_&_video", "fitness_&_health", "food_&_dining", "gaming", + "learning_&_educational", "music", "news_&_social_concern", "other_hobbies", "relationships", + "science_&_technology", "sports", "travel_&_adventure", "youth_&_student_life" + ] + return datasets.DatasetInfo( + description=_DESCRIPTION, + features=datasets.Features( + { + "id": datasets.Value("string"), + "text": datasets.Value("string"), + "label": datasets.Sequence(datasets.features.ClassLabel(names=names)), + "label_name": datasets.Sequence(datasets.Value("string")) + } + ), + supervised_keys=None, + homepage=_HOME_PAGE, + citation=_CITATION, + )