| """madlad-400 dataset""" | |
| import gzip | |
| import json | |
| import datasets | |
| logger = datasets.logging.get_logger(__name__) | |
| _DESCRIPTION = """\ | |
| MADLAD-400 (Multilingual Audited Dataset: Low-resource And Document-level) is a document-level multilingual dataset based on Common Crawl, covering 419 languages in total. We use all snapshots of CommonCrawl available as of August 1, 2022. The primary advantage of this dataset over similar datasets is that it is more multilingual (419 languages), it is audited and more highly filtered, and it is document-level. The main disadvantage is also its strength -- being more filtered, it may lack the recall needed for some applications. | |
| """ | |
| _CITATION = """ | |
| @misc{kudugunta2023madlad400, | |
| title={MADLAD-400: A Multilingual And Document-Level Large Audited Dataset}, | |
| author={Sneha Kudugunta and Isaac Caswell and Biao Zhang and Xavier Garcia and Christopher A. Choquette-Choo and Katherine Lee and Derrick Xin and Aditya Kusupati and Romi Stella and Ankur Bapna and Orhan Firat}, | |
| year={2023}, | |
| eprint={2309.04662}, | |
| archivePrefix={arXiv}, | |
| primaryClass={cs.CL} | |
| } | |
| """ | |
| _DATA_URL = "https://huggingface.co/datasets/allenai/MADLAD-400/resolve/ecd71297d60c1eb996cd3d7c44c60ad5b55adfc6/data/{language}/{language}_{split}_{index:04d}.jsonl.gz" | |
| _N_SHARDS_PER_SPLIT = { | |
| 'abt': {'clean': 1, 'noisy': 1}, | |
| 'ace': {'clean': 1, 'noisy': 1}, | |
| 'acf': {'clean': 1, 'noisy': 1}, | |
| 'ach': {'clean': 1, 'noisy': 1}, | |
| 'ada': {'clean': 1, 'noisy': 1}, | |
| 'adh': {'clean': 1, 'noisy': 1}, | |
| 'ady': {'clean': 1, 'noisy': 1}, | |
| 'af': {'clean': 1, 'noisy': 2}, | |
| 'agr': {'clean': 1, 'noisy': 1}, | |
| 'ahk': {'clean': 1, 'noisy': 1}, | |
| 'ak': {'clean': 1, 'noisy': 1}, | |
| 'akb': {'clean': 1, 'noisy': 1}, | |
| 'alt': {'clean': 1, 'noisy': 1}, | |
| 'alz': {'clean': 1, 'noisy': 1}, | |
| 'am': {'clean': 1, 'noisy': 1}, | |
| 'amu': {'clean': 1, 'noisy': 1}, | |
| 'ang': {'clean': 1, 'noisy': 1}, | |
| 'ann': {'clean': 1, 'noisy': 1}, | |
| 'ape': {'clean': 1, 'noisy': 1}, | |
| 'ar': {'clean': 8, 'noisy': 44}, | |
| 'arn': {'clean': 1, 'noisy': 1}, | |
| 'as': {'clean': 1, 'noisy': 1}, | |
| 'av': {'clean': 1, 'noisy': 1}, | |
| 'awa': {'clean': 1, 'noisy': 1}, | |
| 'ay': {'clean': 1, 'noisy': 1}, | |
| 'az': {'clean': 2, 'noisy': 3}, | |
| 'az_RU': {'clean': 1, 'noisy': 1}, | |
| 'ba': {'clean': 1, 'noisy': 1}, | |
| 'ban': {'clean': 1, 'noisy': 1}, | |
| 'bas': {'clean': 1, 'noisy': 1}, | |
| 'bbc': {'clean': 1, 'noisy': 1}, | |
| 'bci': {'clean': 1, 'noisy': 1}, | |
| 'be': {'clean': 1, 'noisy': 2}, | |
| 'ber': {'clean': 1, 'noisy': 1}, | |
| 'ber_Latn': {'clean': 1, 'noisy': 1}, | |
| 'bew': {'clean': 1, 'noisy': 1}, | |
| 'bg': {'clean': 10, 'noisy': 16}, | |
| 'bg_Latn': {'clean': 1, 'noisy': 1}, | |
| 'bgp': {'clean': 1, 'noisy': 1}, | |
| 'bho': {'clean': 1, 'noisy': 1}, | |
| 'bi': {'clean': 1, 'noisy': 1}, | |
| 'bik': {'clean': 1, 'noisy': 1}, | |
| 'bim': {'clean': 1, 'noisy': 1}, | |
| 'bm': {'clean': 1, 'noisy': 1}, | |
| 'bn': {'clean': 1, 'noisy': 4}, | |
| 'bn_Latn': {'clean': 1, 'noisy': 1}, | |
| 'bo': {'clean': 1, 'noisy': 1}, | |
| 'bqc': {'clean': 1, 'noisy': 1}, | |
| 'br': {'clean': 1, 'noisy': 1}, | |
| 'bru': {'clean': 1, 'noisy': 1}, | |
| 'brx': {'clean': 1, 'noisy': 1}, | |
| 'bs': {'clean': 1, 'noisy': 6}, | |
| 'bts': {'clean': 1, 'noisy': 1}, | |
| 'btx': {'clean': 1, 'noisy': 1}, | |
| 'bua': {'clean': 1, 'noisy': 1}, | |
| 'bum': {'clean': 1, 'noisy': 1}, | |
| 'bus': {'clean': 1, 'noisy': 1}, | |
| 'bzj': {'clean': 1, 'noisy': 1}, | |
| 'ca': {'clean': 5, 'noisy': 8}, | |
| 'cab': {'clean': 1, 'noisy': 1}, | |
| 'cac': {'clean': 1, 'noisy': 1}, | |
| 'cak': {'clean': 1, 'noisy': 1}, | |
| 'cbk': {'clean': 1, 'noisy': 1}, | |
| 'cce': {'clean': 1, 'noisy': 1}, | |
| 'ce': {'clean': 1, 'noisy': 1}, | |
| 'ceb': {'clean': 1, 'noisy': 1}, | |
| 'cfm': {'clean': 1, 'noisy': 1}, | |
| 'ch': {'clean': 1, 'noisy': 1}, | |
| 'chk': {'clean': 1, 'noisy': 1}, | |
| 'chm': {'clean': 1, 'noisy': 1}, | |
| 'chr': {'clean': 1, 'noisy': 1}, | |
| 'ckb': {'clean': 1, 'noisy': 1}, | |
| 'cnh': {'clean': 1, 'noisy': 1}, | |
| 'co': {'clean': 1, 'noisy': 1}, | |
| 'cr_Latn': {'clean': 1, 'noisy': 1}, | |
| 'crh': {'clean': 1, 'noisy': 1}, | |
| 'crs': {'clean': 1, 'noisy': 1}, | |
| 'cs': {'clean': 23, 'noisy': 44}, | |
| 'ctd_Latn': {'clean': 1, 'noisy': 1}, | |
| 'ctu': {'clean': 1, 'noisy': 1}, | |
| 'cuk': {'clean': 1, 'noisy': 1}, | |
| 'cv': {'clean': 1, 'noisy': 1}, | |
| 'cy': {'clean': 1, 'noisy': 4}, | |
| 'da': {'clean': 11, 'noisy': 36}, | |
| 'de': {'clean': 133, 'noisy': 293}, | |
| 'din': {'clean': 1, 'noisy': 1}, | |
| 'dje': {'clean': 1, 'noisy': 1}, | |
| 'djk': {'clean': 1, 'noisy': 1}, | |
| 'dln': {'clean': 1, 'noisy': 1}, | |
| 'doi': {'clean': 1, 'noisy': 1}, | |
| 'dov': {'clean': 1, 'noisy': 1}, | |
| 'dtp': {'clean': 1, 'noisy': 1}, | |
| 'dv': {'clean': 1, 'noisy': 1}, | |
| 'dwr': {'clean': 1, 'noisy': 1}, | |
| 'dyu': {'clean': 1, 'noisy': 1}, | |
| 'dz': {'clean': 1, 'noisy': 1}, | |
| 'ee': {'clean': 1, 'noisy': 1}, | |
| 'el': {'clean': 14, 'noisy': 29}, | |
| 'el_Latn': {'clean': 1, 'noisy': 1}, | |
| 'emp': {'clean': 1, 'noisy': 1}, | |
| 'en': {'clean': 947, 'noisy': 1555}, | |
| 'enq': {'clean': 1, 'noisy': 1}, | |
| 'eo': {'clean': 1, 'noisy': 1}, | |
| 'es': {'clean': 137, 'noisy': 269}, | |
| 'et': {'clean': 4, 'noisy': 6}, | |
| 'eu': {'clean': 1, 'noisy': 1}, | |
| 'fa': {'clean': 16, 'noisy': 35}, | |
| 'ff': {'clean': 1, 'noisy': 1}, | |
| 'ffm': {'clean': 1, 'noisy': 1}, | |
| 'fi': {'clean': 14, 'noisy': 27}, | |
| 'fil': {'clean': 1, 'noisy': 2}, | |
| 'fip': {'clean': 1, 'noisy': 1}, | |
| 'fj': {'clean': 1, 'noisy': 1}, | |
| 'fo': {'clean': 1, 'noisy': 1}, | |
| 'fon': {'clean': 1, 'noisy': 1}, | |
| 'fr': {'clean': 133, 'noisy': 251}, | |
| 'frp': {'clean': 1, 'noisy': 1}, | |
| 'fy': {'clean': 1, 'noisy': 1}, | |
| 'ga': {'clean': 1, 'noisy': 4}, | |
| 'gag': {'clean': 1, 'noisy': 1}, | |
| 'gbm': {'clean': 1, 'noisy': 1}, | |
| 'gd': {'clean': 1, 'noisy': 1}, | |
| 'gl': {'clean': 1, 'noisy': 2}, | |
| 'gn': {'clean': 1, 'noisy': 1}, | |
| 'gof': {'clean': 1, 'noisy': 1}, | |
| 'gom': {'clean': 1, 'noisy': 1}, | |
| 'gom_Latn': {'clean': 1, 'noisy': 1}, | |
| 'gor': {'clean': 1, 'noisy': 1}, | |
| 'grc': {'clean': 1, 'noisy': 1}, | |
| 'gsw': {'clean': 1, 'noisy': 5}, | |
| 'gu': {'clean': 1, 'noisy': 1}, | |
| 'gu_Latn': {'clean': 1, 'noisy': 1}, | |
| 'gub': {'clean': 1, 'noisy': 1}, | |
| 'guc': {'clean': 1, 'noisy': 1}, | |
| 'guh': {'clean': 1, 'noisy': 1}, | |
| 'gui': {'clean': 1, 'noisy': 1}, | |
| 'gv': {'clean': 1, 'noisy': 1}, | |
| 'gvl': {'clean': 1, 'noisy': 1}, | |
| 'gym': {'clean': 1, 'noisy': 1}, | |
| 'ha': {'clean': 1, 'noisy': 1}, | |
| 'haw': {'clean': 1, 'noisy': 1}, | |
| 'he': {'clean': 6, 'noisy': 10}, | |
| 'hi': {'clean': 4, 'noisy': 8}, | |
| 'hi_Latn': {'clean': 1, 'noisy': 1}, | |
| 'hif': {'clean': 1, 'noisy': 2}, | |
| 'hil': {'clean': 1, 'noisy': 1}, | |
| 'hmn': {'clean': 1, 'noisy': 1}, | |
| 'hne': {'clean': 1, 'noisy': 1}, | |
| 'ho': {'clean': 1, 'noisy': 1}, | |
| 'hr': {'clean': 2, 'noisy': 13}, | |
| 'ht': {'clean': 1, 'noisy': 1}, | |
| 'hu': {'clean': 20, 'noisy': 34}, | |
| 'hui': {'clean': 1, 'noisy': 1}, | |
| 'hus': {'clean': 1, 'noisy': 1}, | |
| 'hvn': {'clean': 1, 'noisy': 1}, | |
| 'hy': {'clean': 1, 'noisy': 2}, | |
| 'iba': {'clean': 1, 'noisy': 1}, | |
| 'ibb': {'clean': 1, 'noisy': 1}, | |
| 'id': {'clean': 18, 'noisy': 54}, | |
| 'ify': {'clean': 1, 'noisy': 1}, | |
| 'ig': {'clean': 1, 'noisy': 1}, | |
| 'ilo': {'clean': 1, 'noisy': 1}, | |
| 'inb': {'clean': 1, 'noisy': 1}, | |
| 'is': {'clean': 1, 'noisy': 3}, | |
| 'iso': {'clean': 1, 'noisy': 1}, | |
| 'it': {'clean': 72, 'noisy': 170}, | |
| 'iu': {'clean': 1, 'noisy': 1}, | |
| 'ium': {'clean': 1, 'noisy': 1}, | |
| 'izz': {'clean': 1, 'noisy': 1}, | |
| 'ja': {'clean': 36, 'noisy': 36}, | |
| 'jac': {'clean': 1, 'noisy': 1}, | |
| 'jam': {'clean': 1, 'noisy': 1}, | |
| 'jiv': {'clean': 1, 'noisy': 1}, | |
| 'jv': {'clean': 1, 'noisy': 1}, | |
| 'jvn': {'clean': 1, 'noisy': 1}, | |
| 'ka': {'clean': 1, 'noisy': 2}, | |
| 'kaa': {'clean': 1, 'noisy': 1}, | |
| 'kaa_Latn': {'clean': 1, 'noisy': 1}, | |
| 'kac': {'clean': 1, 'noisy': 1}, | |
| 'kbd': {'clean': 1, 'noisy': 1}, | |
| 'kbp': {'clean': 1, 'noisy': 1}, | |
| 'kek': {'clean': 1, 'noisy': 1}, | |
| 'kg': {'clean': 1, 'noisy': 1}, | |
| 'kha': {'clean': 1, 'noisy': 1}, | |
| 'kj': {'clean': 1, 'noisy': 1}, | |
| 'kjg': {'clean': 1, 'noisy': 1}, | |
| 'kjh': {'clean': 1, 'noisy': 1}, | |
| 'kk': {'clean': 2, 'noisy': 3}, | |
| 'kl': {'clean': 1, 'noisy': 1}, | |
| 'km': {'clean': 1, 'noisy': 1}, | |
| 'kmb': {'clean': 1, 'noisy': 1}, | |
| 'kmz_Latn': {'clean': 1, 'noisy': 1}, | |
| 'kn': {'clean': 1, 'noisy': 1}, | |
| 'kn_Latn': {'clean': 1, 'noisy': 1}, | |
| 'knj': {'clean': 1, 'noisy': 1}, | |
| 'ko': {'clean': 13, 'noisy': 19}, | |
| 'koi': {'clean': 1, 'noisy': 1}, | |
| 'kos': {'clean': 1, 'noisy': 1}, | |
| 'krc': {'clean': 1, 'noisy': 1}, | |
| 'kri': {'clean': 1, 'noisy': 1}, | |
| 'ksd': {'clean': 1, 'noisy': 1}, | |
| 'ksw': {'clean': 1, 'noisy': 1}, | |
| 'ktu': {'clean': 1, 'noisy': 1}, | |
| 'ku': {'clean': 1, 'noisy': 1}, | |
| 'kum': {'clean': 1, 'noisy': 1}, | |
| 'kv': {'clean': 1, 'noisy': 1}, | |
| 'kw': {'clean': 1, 'noisy': 1}, | |
| 'kwi': {'clean': 1, 'noisy': 1}, | |
| 'ky': {'clean': 1, 'noisy': 1}, | |
| 'la': {'clean': 1, 'noisy': 2}, | |
| 'laj': {'clean': 1, 'noisy': 1}, | |
| 'lb': {'clean': 1, 'noisy': 8}, | |
| 'lg': {'clean': 1, 'noisy': 1}, | |
| 'lhu': {'clean': 1, 'noisy': 1}, | |
| 'ln': {'clean': 1, 'noisy': 1}, | |
| 'lo': {'clean': 1, 'noisy': 1}, | |
| 'lrc': {'clean': 1, 'noisy': 1}, | |
| 'lt': {'clean': 6, 'noisy': 9}, | |
| 'ltg': {'clean': 1, 'noisy': 1}, | |
| 'lu': {'clean': 1, 'noisy': 1}, | |
| 'lus': {'clean': 1, 'noisy': 1}, | |
| 'lv': {'clean': 4, 'noisy': 5}, | |
| 'mad': {'clean': 1, 'noisy': 1}, | |
| 'mag': {'clean': 1, 'noisy': 1}, | |
| 'mai': {'clean': 1, 'noisy': 1}, | |
| 'mak': {'clean': 1, 'noisy': 1}, | |
| 'mam': {'clean': 1, 'noisy': 1}, | |
| 'mas': {'clean': 1, 'noisy': 1}, | |
| 'maz': {'clean': 1, 'noisy': 1}, | |
| 'mbt': {'clean': 1, 'noisy': 1}, | |
| 'mdf': {'clean': 1, 'noisy': 1}, | |
| 'meo': {'clean': 1, 'noisy': 1}, | |
| 'meu': {'clean': 1, 'noisy': 1}, | |
| 'mfe': {'clean': 1, 'noisy': 1}, | |
| 'mg': {'clean': 1, 'noisy': 1}, | |
| 'mgh': {'clean': 1, 'noisy': 1}, | |
| 'mh': {'clean': 1, 'noisy': 1}, | |
| 'mi': {'clean': 1, 'noisy': 1}, | |
| 'min': {'clean': 1, 'noisy': 1}, | |
| 'miq': {'clean': 1, 'noisy': 1}, | |
| 'mk': {'clean': 1, 'noisy': 2}, | |
| 'mkn': {'clean': 1, 'noisy': 1}, | |
| 'ml': {'clean': 2, 'noisy': 2}, | |
| 'ml_Latn': {'clean': 1, 'noisy': 1}, | |
| 'mn': {'clean': 1, 'noisy': 2}, | |
| 'mni': {'clean': 1, 'noisy': 1}, | |
| 'mps': {'clean': 1, 'noisy': 1}, | |
| 'mqy': {'clean': 1, 'noisy': 1}, | |
| 'mr': {'clean': 1, 'noisy': 2}, | |
| 'mrj': {'clean': 1, 'noisy': 1}, | |
| 'mrw': {'clean': 1, 'noisy': 1}, | |
| 'ms': {'clean': 2, 'noisy': 8}, | |
| 'ms_Arab': {'clean': 1, 'noisy': 1}, | |
| 'ms_Arab_BN': {'clean': 1, 'noisy': 1}, | |
| 'msb': {'clean': 1, 'noisy': 1}, | |
| 'msi': {'clean': 1, 'noisy': 1}, | |
| 'msm': {'clean': 1, 'noisy': 1}, | |
| 'mt': {'clean': 1, 'noisy': 1}, | |
| 'my': {'clean': 1, 'noisy': 1}, | |
| 'myv': {'clean': 1, 'noisy': 1}, | |
| 'nan_Latn_TW': {'clean': 1, 'noisy': 1}, | |
| 'ndc_ZW': {'clean': 1, 'noisy': 1}, | |
| 'ne': {'clean': 1, 'noisy': 1}, | |
| 'new': {'clean': 1, 'noisy': 1}, | |
| 'ngu': {'clean': 1, 'noisy': 1}, | |
| 'nhe': {'clean': 1, 'noisy': 1}, | |
| 'nia': {'clean': 1, 'noisy': 1}, | |
| 'nij': {'clean': 1, 'noisy': 1}, | |
| 'niq': {'clean': 1, 'noisy': 1}, | |
| 'nl': {'clean': 43, 'noisy': 95}, | |
| 'nnb': {'clean': 1, 'noisy': 1}, | |
| 'no': {'clean': 10, 'noisy': 40}, | |
| 'noa': {'clean': 1, 'noisy': 1}, | |
| 'nog': {'clean': 1, 'noisy': 1}, | |
| 'nr': {'clean': 1, 'noisy': 1}, | |
| 'nso': {'clean': 1, 'noisy': 1}, | |
| 'nut': {'clean': 1, 'noisy': 1}, | |
| 'nv': {'clean': 1, 'noisy': 1}, | |
| 'ny': {'clean': 1, 'noisy': 1}, | |
| 'nyu': {'clean': 1, 'noisy': 1}, | |
| 'nzi': {'clean': 1, 'noisy': 1}, | |
| 'oc': {'clean': 1, 'noisy': 1}, | |
| 'oj': {'clean': 1, 'noisy': 1}, | |
| 'om': {'clean': 1, 'noisy': 1}, | |
| 'or': {'clean': 1, 'noisy': 1}, | |
| 'os': {'clean': 1, 'noisy': 1}, | |
| 'otq': {'clean': 1, 'noisy': 1}, | |
| 'pa': {'clean': 1, 'noisy': 1}, | |
| 'pag': {'clean': 1, 'noisy': 1}, | |
| 'pap': {'clean': 1, 'noisy': 1}, | |
| 'pau': {'clean': 1, 'noisy': 1}, | |
| 'pck': {'clean': 1, 'noisy': 1}, | |
| 'pis': {'clean': 1, 'noisy': 1}, | |
| 'pl': {'clean': 51, 'noisy': 74}, | |
| 'pon': {'clean': 1, 'noisy': 1}, | |
| 'ppk': {'clean': 1, 'noisy': 1}, | |
| 'ps': {'clean': 1, 'noisy': 1}, | |
| 'pt': {'clean': 66, 'noisy': 104}, | |
| 'qu': {'clean': 1, 'noisy': 1}, | |
| 'qub': {'clean': 1, 'noisy': 1}, | |
| 'quc': {'clean': 1, 'noisy': 1}, | |
| 'quf': {'clean': 1, 'noisy': 1}, | |
| 'quh': {'clean': 1, 'noisy': 1}, | |
| 'qup': {'clean': 1, 'noisy': 1}, | |
| 'quy': {'clean': 1, 'noisy': 1}, | |
| 'qvc': {'clean': 1, 'noisy': 1}, | |
| 'qvi': {'clean': 1, 'noisy': 1}, | |
| 'qvz': {'clean': 1, 'noisy': 1}, | |
| 'qxr': {'clean': 1, 'noisy': 1}, | |
| 'raj': {'clean': 1, 'noisy': 1}, | |
| 'rcf': {'clean': 1, 'noisy': 1}, | |
| 'rki': {'clean': 1, 'noisy': 1}, | |
| 'rm': {'clean': 1, 'noisy': 1}, | |
| 'rmc': {'clean': 1, 'noisy': 1}, | |
| 'rn': {'clean': 1, 'noisy': 1}, | |
| 'ro': {'clean': 20, 'noisy': 33}, | |
| 'rom': {'clean': 1, 'noisy': 1}, | |
| 'ru': {'clean': 299, 'noisy': 512}, | |
| 'ru_Latn': {'clean': 1, 'noisy': 1}, | |
| 'rw': {'clean': 1, 'noisy': 1}, | |
| 'rwo': {'clean': 1, 'noisy': 1}, | |
| 'sa': {'clean': 1, 'noisy': 1}, | |
| 'sah': {'clean': 1, 'noisy': 1}, | |
| 'sat_Latn': {'clean': 1, 'noisy': 1}, | |
| 'sd': {'clean': 1, 'noisy': 1}, | |
| 'sda': {'clean': 1, 'noisy': 1}, | |
| 'se': {'clean': 1, 'noisy': 1}, | |
| 'seh': {'clean': 1, 'noisy': 1}, | |
| 'sg': {'clean': 1, 'noisy': 1}, | |
| 'shn': {'clean': 1, 'noisy': 1}, | |
| 'shp': {'clean': 1, 'noisy': 1}, | |
| 'si': {'clean': 1, 'noisy': 1}, | |
| 'sja': {'clean': 1, 'noisy': 1}, | |
| 'sk': {'clean': 7, 'noisy': 12}, | |
| 'skr': {'clean': 1, 'noisy': 1}, | |
| 'sl': {'clean': 5, 'noisy': 7}, | |
| 'sm': {'clean': 1, 'noisy': 1}, | |
| 'smt': {'clean': 1, 'noisy': 1}, | |
| 'sn': {'clean': 1, 'noisy': 2}, | |
| 'so': {'clean': 1, 'noisy': 1}, | |
| 'spp': {'clean': 1, 'noisy': 1}, | |
| 'sq': {'clean': 2, 'noisy': 3}, | |
| 'sr': {'clean': 2, 'noisy': 4}, | |
| 'srm': {'clean': 1, 'noisy': 1}, | |
| 'srn': {'clean': 1, 'noisy': 1}, | |
| 'ss': {'clean': 1, 'noisy': 1}, | |
| 'st': {'clean': 1, 'noisy': 1}, | |
| 'stq': {'clean': 1, 'noisy': 1}, | |
| 'su': {'clean': 1, 'noisy': 1}, | |
| 'sus': {'clean': 1, 'noisy': 1}, | |
| 'suz': {'clean': 1, 'noisy': 1}, | |
| 'sv': {'clean': 21, 'noisy': 55}, | |
| 'sw': {'clean': 1, 'noisy': 1}, | |
| 'sxn': {'clean': 1, 'noisy': 1}, | |
| 'syr': {'clean': 1, 'noisy': 1}, | |
| 'ta': {'clean': 2, 'noisy': 4}, | |
| 'ta_Latn': {'clean': 1, 'noisy': 1}, | |
| 'tab': {'clean': 1, 'noisy': 1}, | |
| 'taj': {'clean': 1, 'noisy': 1}, | |
| 'tbz': {'clean': 1, 'noisy': 1}, | |
| 'tca': {'clean': 1, 'noisy': 1}, | |
| 'tcy': {'clean': 1, 'noisy': 1}, | |
| 'tdx': {'clean': 1, 'noisy': 1}, | |
| 'te': {'clean': 1, 'noisy': 2}, | |
| 'te_Latn': {'clean': 1, 'noisy': 1}, | |
| 'teo': {'clean': 1, 'noisy': 1}, | |
| 'tet': {'clean': 1, 'noisy': 1}, | |
| 'tg': {'clean': 1, 'noisy': 1}, | |
| 'th': {'clean': 21, 'noisy': 22}, | |
| 'ti': {'clean': 1, 'noisy': 1}, | |
| 'tiv': {'clean': 1, 'noisy': 1}, | |
| 'tk': {'clean': 1, 'noisy': 1}, | |
| 'tks': {'clean': 1, 'noisy': 1}, | |
| 'tlh': {'clean': 1, 'noisy': 1}, | |
| 'tll': {'clean': 1, 'noisy': 1}, | |
| 'tly_IR': {'clean': 1, 'noisy': 1}, | |
| 'tn': {'clean': 1, 'noisy': 1}, | |
| 'to': {'clean': 1, 'noisy': 1}, | |
| 'toj': {'clean': 1, 'noisy': 1}, | |
| 'tr': {'clean': 27, 'noisy': 50}, | |
| 'trp': {'clean': 1, 'noisy': 1}, | |
| 'ts': {'clean': 1, 'noisy': 1}, | |
| 'tsc': {'clean': 1, 'noisy': 1}, | |
| 'tsg': {'clean': 1, 'noisy': 1}, | |
| 'tt': {'clean': 1, 'noisy': 2}, | |
| 'tuc': {'clean': 1, 'noisy': 1}, | |
| 'tvl': {'clean': 1, 'noisy': 1}, | |
| 'twu': {'clean': 1, 'noisy': 1}, | |
| 'tyv': {'clean': 1, 'noisy': 1}, | |
| 'tyz': {'clean': 1, 'noisy': 1}, | |
| 'tzh': {'clean': 1, 'noisy': 1}, | |
| 'tzj': {'clean': 1, 'noisy': 1}, | |
| 'tzo': {'clean': 1, 'noisy': 1}, | |
| 'ubu': {'clean': 1, 'noisy': 1}, | |
| 'udm': {'clean': 1, 'noisy': 1}, | |
| 'ug': {'clean': 1, 'noisy': 1}, | |
| 'uk': {'clean': 17, 'noisy': 28}, | |
| 'ur': {'clean': 1, 'noisy': 1}, | |
| 'uz': {'clean': 1, 'noisy': 1}, | |
| 've': {'clean': 1, 'noisy': 1}, | |
| 'vec': {'clean': 1, 'noisy': 1}, | |
| 'vi': {'clean': 32, 'noisy': 49}, | |
| 'wa': {'clean': 1, 'noisy': 1}, | |
| 'wal': {'clean': 1, 'noisy': 1}, | |
| 'war': {'clean': 1, 'noisy': 1}, | |
| 'wo': {'clean': 1, 'noisy': 1}, | |
| 'xal': {'clean': 1, 'noisy': 1}, | |
| 'xh': {'clean': 1, 'noisy': 1}, | |
| 'yap': {'clean': 1, 'noisy': 1}, | |
| 'yi': {'clean': 1, 'noisy': 1}, | |
| 'yo': {'clean': 1, 'noisy': 1}, | |
| 'yua': {'clean': 1, 'noisy': 1}, | |
| 'zap': {'clean': 1, 'noisy': 1}, | |
| 'zh': {'clean': 40, 'noisy': 69}, | |
| 'zh_Latn': {'clean': 1, 'noisy': 1}, | |
| 'zne': {'clean': 1, 'noisy': 1}, | |
| 'zu': {'clean': 1, 'noisy': 1}, | |
| 'zxx_xx_dtynoise': {'clean': 1, 'noisy': 1}, | |
| 'zza': {'clean': 1, 'noisy': 1} | |
| } | |
| _LANGUAGES = list(_N_SHARDS_PER_SPLIT.keys()) | |
| class Madlad400Config(datasets.BuilderConfig): | |
| """BuilderConfig for madlad-400.""" | |
| def __init__(self, *args, languages, **kwargs): | |
| """BuilderConfig for Madlad400. | |
| Args: | |
| languages (:obj:`List[str]`): list of languages to load | |
| **kwargs: keyword arguments forwarded to super. | |
| """ | |
| super().__init__( | |
| *args, | |
| name="+".join(languages), | |
| **kwargs, | |
| ) | |
| self.languages = languages | |
| class Madlad400(datasets.GeneratorBasedBuilder): | |
| """Madlad400,""" | |
| BUILDER_CONFIGS = [Madlad400Config(languages=[lang]) for lang in _LANGUAGES] | |
| BUILDER_CONFIG_CLASS = Madlad400Config | |
| def _info(self): | |
| return datasets.DatasetInfo( | |
| description=_DESCRIPTION, | |
| features=datasets.Features( | |
| { | |
| "text": datasets.Value("string"), | |
| } | |
| ), | |
| supervised_keys=None, | |
| citation=_CITATION, | |
| ) | |
| def _split_generators(self, dl_manager): | |
| data_urls = {} | |
| for split in ["clean", "noisy"]: | |
| data_urls[split] = [ | |
| _DATA_URL.format( | |
| split=split, | |
| language=lang, | |
| index=index, | |
| ) | |
| for lang in self.config.languages | |
| for index in range(_N_SHARDS_PER_SPLIT[lang][split]) | |
| ] | |
| clean_downloaded_files = dl_manager.download(data_urls['clean']) | |
| noisy_downloaded_files = dl_manager.download(data_urls['noisy']) | |
| return [ | |
| datasets.SplitGenerator(name="clean", gen_kwargs={"filepaths": clean_downloaded_files}), | |
| datasets.SplitGenerator( | |
| name="noisy", gen_kwargs={"filepaths": noisy_downloaded_files} | |
| ), | |
| ] | |
| def _generate_examples(self, filepaths): | |
| """This function returns the examples in the raw (text) form by iterating over the provided files.""" | |
| id_ = 0 | |
| for filepath in filepaths: | |
| logger.info("generating examples from = %s", filepath) | |
| with gzip.open(open(filepath, "rb"), "rt", encoding="utf-8") as f: | |
| for line in f: | |
| if line: | |
| example = json.loads(line) | |
| yield id_, example | |
| id_ += 1 | |