"""Quarantine pool documents that llama.cpp cannot tokenize. python tools/screen.py --gguf /workspace/gguf/base/Muse-Glimmer-30B-BF16.gguf `llama-tokenize` and `llama-imatrix` abort — not warn, abort — on some inputs: $ printf '\\xF4\\x91\\x92\\x93' > t.txt # sixteen ASCII bytes terminate called after throwing an instance of 'std::invalid_argument' what(): invalid codepoint The text is plain ASCII; the escape sequence is only *described*, not encoded. `F4 91 92 93` would decode to U+111493, which is past U+10FFFF, and `unicode_cpt_to_utf8` in src/unicode.cpp throws rather than substituting U+FFFD. UTF-8 conformance test suites are full of such literals — nlohmann/json has a file of them — so a corpus that samples test directories will hit it. One aborted invocation costs a whole imatrix run, so the documents are found here and quarantined rather than discovered mid-run. Screening is done by divide and conquer: a shard is tokenized whole, and only a failing shard is split, so a clean pool costs one invocation per shard. """ from __future__ import annotations import argparse import json import os import subprocess import sys import tempfile HERE = os.path.dirname(os.path.abspath(__file__)) sys.path.insert(0, HERE) import poollib as P DOC_SEP = "\n\n" class Tokenizer: def __init__(self, binary: str, gguf: str) -> None: self.binary, self.gguf = binary, gguf self.calls = 0 def ok(self, text: str) -> bool: self.calls += 1 with tempfile.NamedTemporaryFile("w", suffix=".txt", encoding="utf-8", delete=False) as f: f.write(text) path = f.name try: r = subprocess.run( [self.binary, "-m", self.gguf, "-f", path, "--ids", "--log-disable"], capture_output=True) return r.returncode == 0 finally: os.unlink(path) def find_bad(tok: Tokenizer, docs: list[dict], texts: list[str]) -> list[int]: """Indices of documents that fail on their own.""" if not docs: return [] if tok.ok(DOC_SEP.join(texts)): return [] if len(docs) == 1: return [0] mid = len(docs) // 2 left = find_bad(tok, docs[:mid], texts[:mid]) right = find_bad(tok, docs[mid:], texts[mid:]) return left + [mid + i for i in right] def main() -> int: ap = argparse.ArgumentParser() ap.add_argument("--gguf", default="/workspace/gguf/base/Muse-Glimmer-30B-BF16.gguf") ap.add_argument("--llama-tokenize", default="/workspace/src/llama.cpp/build/bin/llama-tokenize") ap.add_argument("--repo", default=P.REPO_ROOT) ap.add_argument("--dry-run", action="store_true") args = ap.parse_args() tok = Tokenizer(args.llama_tokenize, args.gguf) bad_records, report = [], [] for shard in P.shard_paths(P.POOL_ROOT): rel = os.path.relpath(shard, args.repo) if os.path.join("pool", "_quarantine") in rel: continue recs = list(P.read_jsonl(shard)) if not recs: continue texts = [P.render_record(r, None) for r in recs] idx = find_bad(tok, recs, texts) if not idx: print(f" ok {rel} ({len(recs)} docs)") continue print(f" BAD {rel} {len(idx)} of {len(recs)} documents abort llama-tokenize") keep = [] for i, r in enumerate(recs): if i in idx: print(f" {r['source']:20} {r['path'][:60]}") r = dict(r) r["provenance"] = dict(r.get("provenance") or {}) r["provenance"]["quarantined"] = ( "llama-tokenize aborts on this document (invalid codepoint in " "src/unicode.cpp); it would kill an llama-imatrix run") r["provenance"]["quarantined_from"] = rel bad_records.append(r) report.append({"shard": rel, "id": r["id"], "source": r["source"], "path": r["path"]}) else: keep.append(r) if not args.dry_run: P.write_jsonl(shard, keep) print(f"\n{len(bad_records)} documents quarantined " f"({tok.calls} llama-tokenize invocations)") if bad_records and not args.dry_run: out = os.path.join(P.POOL_ROOT, "_quarantine", "untokenizable.jsonl") existing = list(P.read_jsonl(out)) if os.path.exists(out) else [] P.write_jsonl(out, existing + bad_records) with open(os.path.join(P.POOL_ROOT, "screen-report.json"), "w") as f: json.dump({"tool": "tools/screen.py", "gguf": args.gguf, "quarantined": report}, f, indent=2) f.write("\n") return 0 if __name__ == "__main__": sys.exit(main())