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