import io import zstandard import jsonlines import datasets import json def parse_json(x): return json.loads(x) _DESCRIPTION = "DaruLM for LLM" _URLS = [ "libru_accounting_0.jsonl.zst", "libru_antique_0.jsonl.zst", "libru_antique_1.jsonl.zst", "libru_aphorisms_0.jsonl.zst", "libru_art_0.jsonl.zst", "libru_biography_0.jsonl.zst", "libru_biography_1.jsonl.zst", "libru_biography_2.jsonl.zst", "libru_biography_3.jsonl.zst", "libru_biography_4.jsonl.zst", "libru_biology_0.jsonl.zst", "libru_business_0.jsonl.zst", "libru_cinema_0.jsonl.zst", "libru_computers_0.jsonl.zst", "libru_design_0.jsonl.zst", "libru_dramaturgy_0.jsonl.zst", "libru_economics_0.jsonl.zst", "libru_essay_0.jsonl.zst", "libru_essay_1.jsonl.zst", "libru_essay_2.jsonl.zst", "libru_fantasy_0.jsonl.zst", "libru_geography_0.jsonl.zst", "libru_guidebooks_0.jsonl.zst", "libru_guidebooks_1.jsonl.zst", "libru_history_0.jsonl.zst", "libru_history_1.jsonl.zst", "libru_history_2.jsonl.zst", "libru_history_3.jsonl.zst", "libru_history_4.jsonl.zst", "libru_history_5.jsonl.zst", "libru_humor_0.jsonl.zst", "libru_language_0.jsonl.zst", "libru_law_0.jsonl.zst", "libru_literature_0.jsonl.zst", "libru_medicine_0.jsonl.zst", "libru_military_0.jsonl.zst", "libru_music_0.jsonl.zst", "libru_philosophy_0.jsonl.zst", "libru_politic_0.jsonl.zst", "libru_prose_0.jsonl.zst", "libru_prose_1.jsonl.zst", "libru_prose_2.jsonl.zst", "libru_psychology_0.jsonl.zst", "libru_psychology_1.jsonl.zst", "libru_reference_0.jsonl.zst", "libru_religion_0.jsonl.zst", "libru_religion_1.jsonl.zst", "libru_religion_2.jsonl.zst", "libru_religion_3.jsonl.zst", "libru_science_0.jsonl.zst", "libru_science_1.jsonl.zst", "libru_science_2.jsonl.zst", "libru_sociology_0.jsonl.zst", "libru_textbook_0.jsonl.zst", "libru_UNDEFINED_0.jsonl.zst", "rulm_buriy_0.jsonl.zst", "rulm_buriy_1.jsonl.zst", "rulm_buriy_2.jsonl.zst", "rulm_gazeta_0.jsonl.zst", "rulm_habr_0.jsonl.zst", "rulm_habr_1.jsonl.zst", "rulm_lenta_0.jsonl.zst", "rulm_ods-tass_0.jsonl.zst", "rulm_ods-tass_1.jsonl.zst", "rulm_pikabu_0.jsonl.zst", "rulm_pikabu_1.jsonl.zst", "rulm_pikabu_2.jsonl.zst", "rulm_taiga-fontanka_0.jsonl.zst", "rulm_wiki_0.jsonl.zst", "rulm_wiki_1.jsonl.zst", "rulm_wiki_2.jsonl.zst", "wiki40_enwiki_0.jsonl.zst", ] DOMAINS = sorted(set(url.split('_')[1] for url in _URLS)) _VERSION = datasets.Version("1.1.0") class DarulmConfig(datasets.BuilderConfig): """BuilderConfig for DaruLM.""" def __init__(self, domains="all", version=_VERSION, **kwargs): """BuilderConfig for DaruLM. Args: domains (str or list, default 'all'): domain names. **kwargs: keyword arguments forwarded to super. """ if isinstance(domains, str): domains = [domains] name = "+".join(domains) if name == "all": domains = DOMAINS missing_domains = set(domains)-set(DOMAINS) assert len( missing_domains) == 0, f"{missing_domains} not found in domain list" if version != _VERSION: name = f"{name}-{version}" super().__init__(name=name, version=version, **kwargs) self.domains = domains class DarulmDataset(datasets.GeneratorBasedBuilder): VERSION = _VERSION BUILDER_CONFIG_CLASS = DarulmConfig BUILDER_CONFIGS = [ DarulmConfig( domains="all", description="Full DaruLM collection.", ), ] + [ DarulmConfig( domains=dn, description=f"DaruLM part with {dn} texts", ) for dn in sorted(DOMAINS) ] DEFAULT_CONFIG_NAME = "all" def _info(self): features = datasets.Features( { "text": datasets.Value("string"), "domain": datasets.Value("string"), } ) return datasets.DatasetInfo( description=_DESCRIPTION, features=features ) def _split_generators(self, dl_manager): required_urls = [ path for dn in self.config.domains for path in _URLS if f"_{dn}_" in path ] downloaded_files = dl_manager.download(required_urls) return [ datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={ "paths": downloaded_files}), ] def _generate_examples(self, paths): true_id = 0 for path in paths: with open(path, "rb") as f: cctx = zstandard.ZstdDecompressor() reader_stream = io.BufferedReader(cctx.stream_reader(f)) reader = jsonlines.Reader(reader_stream, loads=parse_json) for id_, item in enumerate(reader): yield true_id, item true_id += 1