#!/usr/bin/env python3 """Build multilingual + modality text fixtures for tokenizer benchmarks. Streams a few MB of real text per language/modality from public Hugging Face datasets and writes plain .txt files into lang/ and modalities/ next to this script, plus a fixtures_manifest.json recording source dataset, config, split, pinned revision SHA, and sizes. See FIXTURES.md for the human-readable version. Usage: uv run --python 3.12 --with 'datasets>=3.2' fetch_fixtures.py [name ...] With no args, builds every fixture. Names are file stems (e.g. hin_Deva). Safety: HF_DATASETS_TRUST_REMOTE_CODE is forced off — only parquet-native datasets are read, no dataset loading scripts ever execute. Downloaded content is treated strictly as text data. """ from __future__ import annotations import json import os import sys import time from pathlib import Path os.environ["HF_DATASETS_TRUST_REMOTE_CODE"] = "0" from datasets import load_dataset # noqa: E402 from huggingface_hub import HfApi # noqa: E402 HERE = Path(__file__).resolve().parent MANIFEST = HERE / "fixtures_manifest.json" MB = 1024 * 1024 LANG_TARGET = 5 * MB FINEWEB2 = "HuggingFaceFW/fineweb-2" FINEWEB2_CONFIGS = [ "hin_Deva", # Hindi, Devanagari "ben_Beng", # Bengali "tam_Taml", # Tamil "rus_Cyrl", # Russian, Cyrillic "arb_Arab", # Arabic (MSA), RTL "heb_Hebr", # Hebrew, RTL "jpn_Jpan", # Japanese, mixed kanji/kana "kor_Hang", # Korean, Hangul "cmn_Hani", # Mandarin, Han "tha_Thai", # Thai, no word separators "ell_Grek", # Greek "kat_Geor", # Georgian "amh_Ethi", # Amharic, Ethiopic ] # the-stack-smol would be preferable but is gated; these are pinned-SHA GitHub # tarballs instead, read in memory only (never extracted to disk). CODE_REPOS = [ ("python", "django/django", (".py",)), ("javascript", "jquery/jquery", (".js",)), ("typescript", "vuejs/core", (".ts",)), ("rust", "tokio-rs/tokio", (".rs",)), ("go", "caddyserver/caddy", (".go",)), ("java", "junit-team/junit5", (".java",)), ("c", "redis/redis", (".c", ".h")), ("cpp", "fmtlib/fmt", (".cc", ".h")), ] CODE_SKIP_DIRS = ("deps/", "vendor/", "node_modules/", "third_party", "dist/") _api = HfApi() _shas: dict[str, str] = {} def pinned_sha(repo: str) -> str: if repo not in _shas: _shas[repo] = _api.dataset_info(repo).sha return _shas[repo] def stream(repo: str, split: str = "train", **kw): return load_dataset(repo, split=split, streaming=True, revision=pinned_sha(repo), **kw) def fineweb2_docs(cfg: str): try: ds, split = stream(FINEWEB2, split="test", name=cfg), "test" except Exception: ds, split = stream(FINEWEB2, split="train", name=cfg), "train" return (ex["text"] for ex in ds), {"config": cfg, "split": split} def eng_docs(): ds = stream("HuggingFaceFW/fineweb", name="sample-10BT") return (ex["text"] for ex in ds), {"config": "sample-10BT", "split": "train"} def code_docs(): import tarfile import urllib.request per_lang = (6 * MB) // len(CODE_REPOS) pins: dict[str, str] = {} def head_sha(repo: str) -> str: req = urllib.request.Request( f"https://api.github.com/repos/{repo}/commits/HEAD", headers={"Accept": "application/vnd.github.sha"}, ) with urllib.request.urlopen(req) as r: return r.read().decode().strip() def gen(): for lang, repo, exts in CODE_REPOS: sha = head_sha(repo) pins[repo] = sha url = f"https://codeload.github.com/{repo}/tar.gz/{sha}" got = 0 with urllib.request.urlopen(url) as r: with tarfile.open(fileobj=r, mode="r|gz") as tar: for member in tar: if got >= per_lang: break path = member.name.lower() if not member.isfile() or member.size > 200_000: continue if not path.endswith(exts) or any(d in path for d in CODE_SKIP_DIRS): continue text = tar.extractfile(member).read().decode("utf-8", errors="replace") yield f"// {member.name}\n{text}" got += len(text.encode("utf-8")) # pins is filled while gen() runs; build() reads meta only after consuming docs return gen(), {"revision": pins} def math_docs(): ds = stream("open-web-math/open-web-math") return (ex["text"] for ex in ds), {"split": "train"} def agentic_docs(): # single-shard hf_hub_download instead of streaming: the 249MB shard's # range-reads time out on unauthenticated connections import pyarrow.parquet as pq from huggingface_hub import hf_hub_download repo = "SWE-bench/SWE-smith-trajectories" shard = "data/tool-00000-of-00008.parquet" path = hf_hub_download(repo, shard, repo_type="dataset", revision=pinned_sha(repo)) def rows(): pf = pq.ParquetFile(path) for batch in pf.iter_batches(columns=["messages"], batch_size=8): yield from batch.column("messages").to_pylist() def render(content): if isinstance(content, str): return content if isinstance(content, list): return "\n".join( b.get("text", json.dumps(b, ensure_ascii=False)) if isinstance(b, dict) else str(b) for b in content ) return json.dumps(content, ensure_ascii=False) def gen(): for raw in rows(): parts = [] for msg in json.loads(raw): block = f"[{msg.get('role', '?')}]\n{render(msg.get('content', ''))}" if msg.get("tool_calls"): block += "\n" + json.dumps(msg["tool_calls"], ensure_ascii=False) parts.append(block) yield "\n\n".join(parts) return gen(), {"split": "tool", "config": shard} FIXTURES: dict[str, dict] = { cfg: {"source": FINEWEB2, "docs": (lambda c=cfg: fineweb2_docs(c)), "target": LANG_TARGET, "dir": "lang"} for cfg in FINEWEB2_CONFIGS } FIXTURES["eng_Latn"] = {"source": "HuggingFaceFW/fineweb", "docs": eng_docs, "target": LANG_TARGET, "dir": "lang"} FIXTURES["code_mixed"] = {"source": "github.com (pinned repo tarballs)", "docs": code_docs, "target": 6 * MB, "dir": "modalities"} FIXTURES["math_latex"] = {"source": "open-web-math/open-web-math", "docs": math_docs, "target": LANG_TARGET, "dir": "modalities"} FIXTURES["agentic_swe"] = {"source": "SWE-bench/SWE-smith-trajectories", "docs": agentic_docs, "target": LANG_TARGET, "dir": "modalities"} def build(name: str, spec: dict) -> dict: docs, meta = spec["docs"]() out = HERE / spec["dir"] / f"{name}.txt" out.parent.mkdir(exist_ok=True) written = n_docs = 0 with open(out, "w", encoding="utf-8") as f: for text in docs: if not text or not text.strip(): continue chunk = text.replace("\0", "").rstrip("\n") + "\n\n" f.write(chunk) written += len(chunk.encode("utf-8")) n_docs += 1 if written >= spec["target"]: break if "revision" not in meta: meta["revision"] = pinned_sha(spec["source"]) return { "file": f"{spec['dir']}/{out.name}", "source": spec["source"], **meta, "bytes": written, "docs": n_docs, "built_at": time.strftime("%Y-%m-%d", time.gmtime()), "builder": Path(__file__).name, } def main() -> int: names = sys.argv[1:] or list(FIXTURES) unknown = [n for n in names if n not in FIXTURES] if unknown: print(f"unknown fixtures: {unknown}\navailable: {list(FIXTURES)}", file=sys.stderr) return 2 manifest = json.loads(MANIFEST.read_text()) if MANIFEST.exists() else {} failures = [] for name in names: print(f"building {name} ...", flush=True) try: entry = build(name, FIXTURES[name]) except Exception as e: print(f" FAILED {name}: {type(e).__name__}: {e}", file=sys.stderr, flush=True) failures.append(name) continue manifest[name] = entry MANIFEST.write_text(json.dumps(manifest, indent=2, sort_keys=True) + "\n") print(f" {entry['bytes'] / MB:.1f} MB, {entry['docs']} docs", flush=True) if failures: print(f"failed: {failures}", file=sys.stderr) return 1 if failures else 0 if __name__ == "__main__": sys.exit(main())