#!/usr/bin/env python3 """Canonical environment fingerprint for quantization runs. Version strings lie. PyPI ``lalamo==0.17.0`` (2026-09-24) and the pinned git commit ``e401e177`` (2026-11-02) both report 0.17.0, but the PyPI tree has no ``compressed/incoherence.py``, so RHT cannot run there. Comparing results from those two installs is meaningless even though every version field matches. The fingerprint records two independent identities: 1. where the package came from (``direct_url.json``: VCS URL + commit) 2. hashes of the files that change numerics (RHT / INT4 / weight layout) (2) is the one to trust: identical hashes mean identical quantize/dequantize code, regardless of how the package was installed. Usage: python scripts/env_fingerprint.py python scripts/env_fingerprint.py --json out.json """ from __future__ import annotations import argparse import hashlib import json import platform import sys from importlib.metadata import distribution, version from pathlib import Path # Files that directly determine the quantized weights. A change in any of # these can move BPC, so they belong in every result manifest. FINGERPRINT_FILES = ( "compressed/incoherence.py", "compressed/int.py", "compressed/hybrid.py", "compressed/quant_params.py", "weight_matrix.py", ) def file_sha256(path: Path) -> str | None: try: return hashlib.sha256(path.read_bytes()).hexdigest() except OSError: return None def parse_direct_url(text: str | None) -> dict[str, str]: """Extract the VCS source of an installed distribution. PyPI and a git checkout can both report version 0.17.0 while shipping different code, so the version string alone is not provenance. """ try: payload = json.loads(text or "") except (TypeError, ValueError): return {} if not isinstance(payload, dict): return {} result: dict[str, str] = {} url = payload.get("url") if url: result["source"] = url commit = (payload.get("vcs_info") or {}).get("commit_id") if commit: result["commit"] = commit return result def lalamo_root() -> Path | None: try: import lalamo return Path(lalamo.__file__).resolve().parent except Exception: # noqa: BLE001 - fingerprint must never break a run return None def lalamo_provenance() -> dict[str, str]: seen: dict[str, str] = {} try: seen["lalamo_version"] = version("lalamo") parsed = parse_direct_url(distribution("lalamo").read_text("direct_url.json")) except Exception: # noqa: BLE001 return seen if parsed.get("source"): seen["lalamo_source"] = parsed["source"] if parsed.get("commit"): seen["lalamo_commit"] = parsed["commit"] if not parsed: seen["lalamo_source"] = "pypi-or-unknown" return seen def lalamo_code_hashes(root: Path | None = None) -> dict[str, str]: root = root or lalamo_root() if root is None: return {} hashes: dict[str, str] = {} missing = [] for relative in FINGERPRINT_FILES: digest = file_sha256(root / relative) if digest: key = "lalamo_" + relative.replace("/", "_").replace(".py", "") + "_sha256" hashes[key] = digest else: missing.append(relative) hashes["lalamo_hash_complete"] = "false" if missing else "true" if missing: hashes["lalamo_hash_missing"] = ",".join(missing) return hashes def fingerprint() -> dict[str, str]: """Everything needed to decide whether two runs used the same code.""" seen: dict[str, str] = {"python_version": platform.python_version()} try: seen["jax_version"] = version("jax") except Exception: # noqa: BLE001 pass seen.update(lalamo_provenance()) seen.update(lalamo_code_hashes()) return seen def main() -> None: parser = argparse.ArgumentParser(description=__doc__, formatter_class=argparse.RawDescriptionHelpFormatter) parser.add_argument("--json", type=Path, default=None) args = parser.parse_args() report = fingerprint() text = json.dumps(report, indent=2, sort_keys=True) print(text) if args.json: args.json.parent.mkdir(parents=True, exist_ok=True) args.json.write_text(text + "\n", encoding="utf-8") if not any(key.endswith("_sha256") for key in report): print("warning: lalamo is not importable; no code hashes recorded", file=sys.stderr) if __name__ == "__main__": main()