Datasets:
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| """MultiLegalPileWikipediaFiltered""" | |
| import json | |
| import datasets | |
| from huggingface_hub.file_download import hf_hub_url | |
| try: | |
| import lzma as xz | |
| except ImportError: | |
| import pylzma as xz | |
| datasets.logging.set_verbosity_info() | |
| logger = datasets.logging.get_logger(__name__) | |
| _CITATION = """ | |
| """ | |
| _DESCRIPTION = """ | |
| A filtered version of the MultiLegalPile dataset, together with wikipedia articles. | |
| """ | |
| _REPO_ID = "joelito/MultiLegalPileWikipediaFiltered" | |
| _URL = f"https://huggingface.co/datasets/{_REPO_ID}" | |
| _LANGUAGES = ["bg", "cs", "da", "de", "el", "en", "es", "et", "fi", "fr", "ga", "hr", | |
| "hu", "it", "lt", "lv", "mt", "nl", "pl", "pt", "ro", "sk", "sl", "sv"] | |
| CASELAW = "caselaw" | |
| CONTRACTS = "contracts" | |
| LEGISLATION = "legislation" | |
| OTHER = "other" | |
| WIKIPEDIA = "wikipedia" | |
| _TYPES = [CASELAW, CONTRACTS, LEGISLATION, OTHER, WIKIPEDIA] | |
| _JURISDICTONS = ["Austria", "Belgium", "Bulgaria", "Croatia", "Czechia", "Denmark", "Estonia", "Finland", | |
| "France", "Germany", "Greece", "Hungary", "Ireland", "Italy", "Latvia", "Lithuania", "Luxembourg", | |
| "Malta", "Netherlands", "Poland", "Portugal", "Romania", "Slovakia", "Slovenia", "Spain", "Sweden", | |
| "EU", "Switzerland", "UK", "US", "Canada", "N/A"] | |
| # 1 is standard for most languages, types | |
| NUMBER_OF_SHARDS = {lang: {type: 1 for type in _TYPES} for lang in _LANGUAGES} | |
| for lang in _LANGUAGES: | |
| NUMBER_OF_SHARDS[lang][OTHER] = 0 # no other data for most languages | |
| NUMBER_OF_SHARDS["en"][OTHER] = 15 # 15 other files for English | |
| NUMBER_OF_SHARDS["cs"][CASELAW] = 2 | |
| NUMBER_OF_SHARDS["da"][LEGISLATION] = 2 | |
| NUMBER_OF_SHARDS["de"][CASELAW] = 5 | |
| NUMBER_OF_SHARDS["de"][LEGISLATION] = 2 | |
| NUMBER_OF_SHARDS["de"][WIKIPEDIA] = 5 | |
| NUMBER_OF_SHARDS["el"][LEGISLATION] = 2 | |
| NUMBER_OF_SHARDS["en"][CASELAW] = 66 | |
| NUMBER_OF_SHARDS["en"][CONTRACTS] = 16 | |
| NUMBER_OF_SHARDS["en"][LEGISLATION] = 5 | |
| NUMBER_OF_SHARDS["en"][WIKIPEDIA] = 11 | |
| NUMBER_OF_SHARDS["es"][WIKIPEDIA] = 3 | |
| NUMBER_OF_SHARDS["fr"][CASELAW] = 3 | |
| NUMBER_OF_SHARDS["fr"][LEGISLATION] = 2 | |
| NUMBER_OF_SHARDS["fr"][WIKIPEDIA] = 4 | |
| NUMBER_OF_SHARDS["ga"][CASELAW] = 0 | |
| NUMBER_OF_SHARDS["ga"][CONTRACTS] = 0 | |
| NUMBER_OF_SHARDS["it"][LEGISLATION] = 2 | |
| NUMBER_OF_SHARDS["it"][WIKIPEDIA] = 3 | |
| NUMBER_OF_SHARDS["nl"][LEGISLATION] = 2 | |
| NUMBER_OF_SHARDS["nl"][WIKIPEDIA] = 2 | |
| NUMBER_OF_SHARDS["pl"][WIKIPEDIA] = 2 | |
| NUMBER_OF_SHARDS["pt"][CASELAW] = 24 | |
| NUMBER_OF_SHARDS["pt"][WIKIPEDIA] = 2 | |
| NUMBER_OF_SHARDS["ro"][LEGISLATION] = 2 | |
| class MultiLegalPileWikipediaFilteredConfig(datasets.BuilderConfig): | |
| """BuilderConfig for MultiLegalPileWikipediaFiltered.""" | |
| def __init__(self, name: str, **kwargs): | |
| """BuilderConfig for MultiLegalPileWikipediaFiltered. | |
| Args: | |
| name: combination of language and type with _ | |
| language: One of bg,cs,da,de,el,en,es,et,fi,fr,ga,hr,hu,it,lt,lv,mt,nl,pl,pt,ro,sk,sl,sv or all | |
| type: One of caselaw,contracts,legislation,other,wikipedia or all | |
| **kwargs: keyword arguments forwarded to super. | |
| """ | |
| super(MultiLegalPileWikipediaFilteredConfig, self).__init__(**kwargs) | |
| self.name = name | |
| self.language = name.split("_")[0] | |
| self.type = name.split("_")[1] | |
| class MultiLegalPileWikipediaFiltered(datasets.GeneratorBasedBuilder): | |
| """ | |
| MultiLegalPileWikipediaFiltered: | |
| A filtered dataset of multilingual legal data and wikipedias in the EU languages | |
| """ | |
| BUILDER_CONFIG_CLASS = MultiLegalPileWikipediaFilteredConfig | |
| BUILDER_CONFIGS = [MultiLegalPileWikipediaFilteredConfig(f"{language}_{type}") | |
| for type in _TYPES + ["all"] | |
| for language in _LANGUAGES + ["all"]] | |
| def _info(self): | |
| return datasets.DatasetInfo( | |
| description=_DESCRIPTION, | |
| features=datasets.Features( | |
| { | |
| "language": datasets.Value("string"), # one of _LANGUAGES | |
| "type": datasets.Value("string"), # one of _TYPES | |
| "jurisdiction": datasets.Value("string"), # one of _JURISDICTONS | |
| "text": datasets.Value("string"), | |
| } | |
| ), | |
| supervised_keys=None, | |
| homepage=_URL, | |
| citation=_CITATION, | |
| ) | |
| def _split_generators(self, dl_manager): | |
| def download_url(file_name): | |
| url = hf_hub_url(repo_id=_REPO_ID, filename=f"data/{file_name}.jsonl.xz", repo_type="dataset") | |
| return dl_manager.download(url) | |
| languages = _LANGUAGES if self.config.language == "all" else [self.config.language] | |
| types = _TYPES if self.config.type == "all" else [self.config.type] | |
| split_generators = [] | |
| for split in [datasets.Split.TRAIN, datasets.Split.VALIDATION]: | |
| filepaths = [] | |
| for language in languages: | |
| for type in types: | |
| max_num_shards = NUMBER_OF_SHARDS[language][type] if split == datasets.Split.TRAIN else 1 | |
| for shard in range(max_num_shards): | |
| try: | |
| url = download_url(f"{language}_{type}_{split}.{shard}") | |
| filepaths.append(url) | |
| except Exception: | |
| logger.exception(f"Error while processing url {url}") | |
| split_generators.append( | |
| datasets.SplitGenerator(name=split, gen_kwargs={"filepaths": filepaths}) | |
| ) | |
| return split_generators | |
| def _generate_examples(self, filepaths): | |
| """This function returns the examples in the raw (text) form by iterating on all the files.""" | |
| id_ = 0 | |
| for filepath in filepaths: | |
| logger.info(f"Generating examples from = {filepath}", ) | |
| try: | |
| with xz.open(open(filepath, "rb"), "rt", encoding="utf-8") as f: | |
| for line in f: | |
| if line: | |
| example = json.loads(line) | |
| if example is not None and isinstance(example, dict): | |
| yield id_, example | |
| id_ += 1 | |
| except Exception: | |
| logger.exception(f"Error while processing file {filepath}") | |