File size: 18,039 Bytes
d35cbd8 f782401 d35cbd8 ee6c42b 773047d f782401 2f86af0 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 ee6c42b d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 2f86af0 86f2280 2f86af0 d35cbd8 39ba7aa 2f86af0 d35cbd8 f782401 ee6c42b d35cbd8 4832d46 d35cbd8 2f86af0 d35cbd8 4832d46 d35cbd8 4832d46 d35cbd8 f782401 d35cbd8 f782401 d35cbd8 f66af21 9707291 d35cbd8 4832d46 d35cbd8 4832d46 d35cbd8 4832d46 d35cbd8 2f86af0 4832d46 2f86af0 4832d46 2f86af0 4832d46 f782401 4832d46 f782401 4832d46 d35cbd8 4d2c440 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 |
"""Multi Legal Pile"""
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__)
_DESCRIPTION = """
Multi Legal Pile is a dataset of legal documents in the 24 EU languages.
"""
_CITATION = """
"""
_URL = "https://huggingface.co/datasets/joelito/Multi_Legal_Pile"
VERSION = datasets.Version("1.0.0", "")
# IMPORTANT: Types should not have underscores in this dataset
CASELAW = "caselaw"
LEGISLATION = "legislation"
CONTRACTS = "contracts"
OTHER = "other"
LEGAL_MC4 = "legal-mc4"
# Native MultiLegalPile
_DATA_NAME = {
"bg": {
LEGISLATION: ["bulgaria_marcell"],
},
"cs": {
CASELAW: ["czechia_constitutional_court", "czechia_supreme_administrative_court", "czechia_supreme_court"],
},
"da": {
CASELAW: ["denmark_ddsc"],
LEGISLATION: ["denmark_ddsc"],
},
"de": {
CASELAW: ["germany_openlegaldata", "switzerland_entscheidsuche"],
LEGISLATION: ["germany_openlegaldata", "switzerland_lexfind"],
},
"en": {
LEGISLATION: ["switzerland_lexfind", "uk_uk_lex"],
},
"fr": {
CASELAW: ["belgium_jurportal", "france_cass", "luxembourg_judoc", "switzerland_entscheidsuche"],
LEGISLATION: ["belgium_ejustice", "switzerland_lexfind"],
},
"hu": {
LEGISLATION: ["hungary_marcell"],
},
"it": {
CASELAW: ["switzerland_entscheidsuche"],
LEGISLATION: ["switzerland_lexfind"],
},
"nl": {
LEGISLATION: ["belgium_ejustice"],
},
"pl": {
LEGISLATION: ["poland_marcell"],
},
"pt": {
CASELAW: ["brazil_rulingbr", "brazil_creta",
"brazil_cjpg_0", "brazil_cjpg_1", "brazil_cjpg_2", "brazil_cjpg_3", "brazil_cjpg_4"],
},
"ro": {
LEGISLATION: ["romania_marcell"],
},
"sk": {
LEGISLATION: ["slovakia_marcell"],
},
"sl": {
LEGISLATION: ["slovenia_marcell"],
},
}
# PileOfLaw
_PILE_OF_LAW_NAMES = {
CASELAW: {
"courtlistener_docket_entry_documents": {
"train": [
"train.courtlistenerdocketentries.0",
"train.courtlistenerdocketentries.1",
"train.courtlistenerdocketentries.2",
"train.courtlistenerdocketentries.3"
],
"validation": [
"validation.courtlistenerdocketentries.0",
"validation.courtlistenerdocketentries.1"
]
},
"courtlistener_opinions": {
"train": [
"train.courtlisteneropinions.0",
"train.courtlisteneropinions.1",
"train.courtlisteneropinions.2",
"train.courtlisteneropinions.3",
"train.courtlisteneropinions.4",
"train.courtlisteneropinions.5",
"train.courtlisteneropinions.6",
"train.courtlisteneropinions.7",
"train.courtlisteneropinions.8",
"train.courtlisteneropinions.9",
"train.courtlisteneropinions.10",
"train.courtlisteneropinions.11",
"train.courtlisteneropinions.12",
"train.courtlisteneropinions.13",
"train.courtlisteneropinions.14",
"train.courtlisteneropinions.15"
],
"validation": [
"validation.courtlisteneropinions.0",
"validation.courtlisteneropinions.1",
"validation.courtlisteneropinions.2",
"validation.courtlisteneropinions.3",
"validation.courtlisteneropinions.4",
"validation.courtlisteneropinions.5"
]
},
"bva_opinions": {
"train": ["train.bva"],
"validation": ["validation.bva"]
},
"nlrb_decisions": {
"train": ["train.nlrb_decisions"],
"validation": ["validation.nlrb_decisions"]
},
"scotus_oral_arguments": {
"train": ["train.scotus_oral"],
"validation": ["validation.scotus_oral"]
},
"scotus_filings": {
"train": ["train.scotus_docket_entries"],
"validation": ["validation.scotus_docket_entries"]
},
"ftc_advisory_opinions": {
"train": ["train.ftc_advisory_opinions"],
"validation": ["validation.ftc_advisory_opinions"]
},
"echr": {
"train": ["train.echr"],
"validation": ["validation.echr"]
},
"tax_rulings": {
"train": ["train.taxrulings"],
"validation": ["validation.taxrulings"]
},
"canadian_decisions": {
"train": ["train.canadian_decisions"],
"validation": ["validation.canadian_decisions"]
},
"eoir": {
"train": ["train.eoir"],
"validation": ["validation.eoir"]
},
"dol_ecab": {
"train": ["train.dol_ecab"],
"validation": ["validation.dol_ecab"]
},
"icj-pcij": {
"train": ["train.ijc"],
"validation": ["validation.ijc"]
},
"hhs_alj_opinions": {
"train": ["train.hhs_alj"],
"validation": ["validation.hhs_alj"]
},
"sec_administrative_proceedings": {
"train": ["train.sec"],
"validation": ["validation.sec"]
},
},
LEGISLATION: {
"federal_register": {
"train": ["train.federal_register"],
"validation": ["validation.federal_register"]
},
"us_bills": {
"train": ["train.us_bills"],
"validation": ["validation.us_bills"]
},
"cfr": {
"train": ["train.cfr"],
"validation": ["validation.cfr"]
},
"state_codes": {
"train": ["train.state_code"],
"validation": ["validation.state_code"]
},
"constitutions": {
"train": ["train.constitutions"],
"validation": ["validation.constitutions"]
},
"uscode": {
"train": ["train.uscode"],
"validation": ["validation.uscode"]
},
"founding_docs": {
"train": ["train.founding_docs"],
"validation": ["validation.founding_docs"]
},
"eurlex": {
"train": ["train.eurlex"],
"validation": ["validation.eurlex"]
},
"fre": {
"train": ["train.fre"],
"validation": ["validation.fre"]
},
"frcp": {
"train": ["train.frcp"],
"validation": ["validation.frcp"]
},
},
CONTRACTS: {
"atticus_contracts": {
"train": [
"train.atticus_contracts.0",
"train.atticus_contracts.1",
"train.atticus_contracts.2",
"train.atticus_contracts.3",
"train.atticus_contracts.4"
],
"validation": [
"validation.atticus_contracts.0",
"validation.atticus_contracts.1"
]
},
"tos": {
"train": ["train.tos"],
"validation": ["validation.tos"]
},
"edgar": {
"train": ["train.edgar"],
"validation": ["validation.edgar"]
},
"cfpb_creditcard_contracts": {
"train": ["train.cfpb_cc"],
"validation": ["validation.cfpb_cc"]
},
"resource_contracts": {
"train": ["train.resource_contracts"],
"validation": ["validation.resource_contracts"]
},
},
OTHER: {
"r_legaladvice":
{
"train": ["train.r_legaldvice"],
"validation": ["validation.r_legaldvice"]
},
"cc_casebooks": {
"train": ["train.cc_casebooks"],
"validation": ["validation.cc_casebooks"]
},
"euro_parl": {
"train": ["train.euro_parl"],
"validation": ["validation.euro_parl"]
},
"exam_outlines": {
"train": [
"train.examoutlines",
],
"validation": [
"validation.examoutlines",
]
},
"congressional_hearings": {
"train": ["train.congressional_hearings"],
"validation": ["validation.congressional_hearings"]
},
"oig": {
"train": ["train.oig"],
"validation": ["validation.oig"]
},
"olc_memos": {
"train": ["train.olc_memos"],
"validation": ["validation.olc_memos"]
},
"un_debates": {
"train": ["train.undebates"],
"validation": ["validation.undebates"]
},
"uspto_office_actions": {
"train": ["train.uspto_oab"],
"validation": ["validation.uspto_oab"]
},
"ed_policy_guidance": {
"train": ["train.ed_policy_guidance"],
"validation": ["validation.ed_policy_guidance"]
},
"acus_reports": {
"train": ["train.acus_reports"],
"validation": ["validation.acus_reports"]
},
"fmshrc_bluebooks": {
"train": ["train.fmshrc"],
"validation": ["validation.fmshrc"]
},
"medicaid_policy_guidance": {
"train": ["train.medicaid_policy_guidance"],
"validation": ["validation.medicaid_policy_guidance"]
},
"irs_legal_advice_memos": {
"train": ["train.irs_legal_advice_memos"],
"validation": ["validation.irs_legal_advice_memos"]
},
"doj_guidance_documents": {
"train": ["train.doj_guidance"],
"validation": ["validation.doj_guidance"]
}
},
LEGAL_MC4: {}
}
_LEGAL_MC4_SHARDS = {
"bg": 0,
"cs": 2,
"da": 0,
"de": 8,
"el": 0,
"en": 1,
"es": 9,
"et": 0,
"fi": 0,
"fr": 2,
"ga": 0,
# "hr", # hr is not present in mc4
"hu": 0,
"it": 3,
"lt": 0,
"lv": 0,
"mt": 0,
"nl": 0,
"pl": 2,
"pt": 1,
"ro": 0,
"sk": 0,
"sl": 0,
"sv": 0,
}
_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"]
_TYPES = [CASELAW, CONTRACTS, LEGISLATION, OTHER, LEGAL_MC4]
_JURISDICTIONS = ["Austria", "Belgium", "Brazil", "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"]
class MultiLegalPileConfig(datasets.BuilderConfig):
"""BuilderConfig for MultiLegalPile."""
def __init__(self, name: str, repo_data_only=False, **kwargs):
"""BuilderConfig for MultiLegalPile.
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,legal-mc4 or all
**kwargs: keyword arguments forwarded to super.
"""
super(MultiLegalPileConfig, self).__init__(**kwargs)
self.name = name
self.language = name.split("_")[0]
self.type = name.split("_")[1]
self.repo_data_only = repo_data_only
class MultiLegalPile(datasets.GeneratorBasedBuilder):
"""MultiLegalPile: A Corpus Covering Large-Scale Multilingual Legal Data"""
BUILDER_CONFIG_CLASS = MultiLegalPileConfig
BUILDER_CONFIGS = [MultiLegalPileConfig(f"{language}_{type}",
version=VERSION,
description=f"MultiLegalPile for language {language} and type {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 _JURISDICTIONS
"text": datasets.Value("string"),
}
),
supervised_keys=None,
homepage=_URL,
citation=_CITATION,
)
def _split_generators(self, dl_manager):
def download_url(dataset, file_name):
url = hf_hub_url(repo_id=dataset, filename=f"data/{file_name}.jsonl.xz", repo_type="dataset")
return dl_manager.download(url)
data_infos = []
languages = _LANGUAGES if self.config.language == "all" else [self.config.language]
types = _TYPES if self.config.type == "all" else [self.config.type]
for language in languages:
for type in types:
info = {"language": language, "type": type}
# add native MultiLegalPile data
if language in _DATA_NAME and type in _DATA_NAME[language]: # if we actually have something there
for data_name in _DATA_NAME[language][type]:
info["jurisdiction"] = data_name.split("_")[0].capitalize()
info["filepath"] = download_url("joelito/Multi_Legal_Pile", f"{language}/{type}/{data_name}")
data_infos.append(info.copy())
if not self.config.repo_data_only:
# add eurlex_resources data
info["jurisdiction"] = "EU"
if type == 'caselaw':
info["filepath"] = download_url("joelito/eurlex_resources", f"{language}/caselaw")
data_infos.append(info.copy())
elif type == 'legislation':
for resource_type in ["decision", "directive", "regulation", "recommendation", "proposal"]:
info["filepath"] = download_url("joelito/eurlex_resources", f"{language}/{resource_type}")
data_infos.append(info.copy())
elif type == 'contracts':
# international agreements
info["filepath"] = download_url("joelito/eurlex_resources", f"{language}/intagr")
data_infos.append(info.copy())
# add legal-mc4 data
if type == LEGAL_MC4:
info["jurisdiction"] = "N/A"
if language == "hr":
pass
else:
for split in ["train", "validation"]:
shards = range(_LEGAL_MC4_SHARDS[language] + 1) if split == "train" else [0]
for shard in shards:
info["filepath"] = download_url("joelito/legal-mc4", f"{language}.{split}.{shard}")
data_infos.append(info.copy())
# add pile-of-law data
if language == 'en':
info["jurisdiction"] = "US"
for name, train_val_files in _PILE_OF_LAW_NAMES[type].items():
if name == 'canadian_decisions':
info["jurisdiction"] = "Canada"
elif name in ['echr', 'eurlex', 'euro_parl']:
info["jurisdiction"] = "EU"
elif name in ['constitutions', 'icj-pcij', 'r_legaladvice', 'un_debates', 'tos']:
info["jurisdiction"] = "N/A"
for split in ["train", "validation"]:
for file_name in train_val_files[split]:
info["filepath"] = download_url("pile-of-law/pile-of-law", file_name)
data_infos.append(info.copy())
return [datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"data_infos": data_infos})]
def _generate_examples(self, data_infos):
"""This function returns the examples in the raw (text) form by iterating on all the files."""
id_ = 0
for data_info in data_infos:
logger.info("Generating examples from = %s", data_info["filepath"])
try:
with xz.open(open(data_info["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_, {
# uses the default values for language, type and jurisdiction if it is not set
"language": example.get("language", data_info["language"]),
"type": example.get("type", data_info["type"]),
"jurisdiction": example.get("jurisdiction", data_info["jurisdiction"]),
"text": example.get("text", ""),
}
id_ += 1
except Exception:
logger.exception("Error while processing file %s", data_info["filepath"])
|