#!/usr/bin/env python """Audit that a Task 0 Before/After config changes only approved fields. The comparison is intentionally strict: task, init-state/trial set, action timing, horizon, noise and environment settings must remain identical. The only planned differences are the policy/checkpoint identity and CFG guidance settings. This is a config audit, not a claim that two result directories are statistically comparable by itself. """ from __future__ import annotations import argparse import json import sys from collections.abc import Mapping from pathlib import Path from typing import Any from omegaconf import OmegaConf SCRIPT_DIR = Path(__file__).resolve().parent PROJECT_ROOT = SCRIPT_DIR.parent if str(SCRIPT_DIR) not in sys.path: sys.path.insert(0, str(SCRIPT_DIR)) from task0_baseline_common import load_config, require_project_path # noqa: E402 ALLOWED_EXACT = { "protocol_version", "policy_role", "model.model_path", "model.checkpoint_repo", "model.checkpoint_revision", "model.checkpoint_weight_sha256", "model.model_type", } ALLOWED_GUIDANCE_SUFFIXES = { "cfgrl_guidance_scale", "unconditional_prob", "guidance_type", "positive_only_conditional", } def _flatten(value: Any, prefix: str = "") -> dict[str, Any]: if isinstance(value, Mapping): flattened: dict[str, Any] = {} for key in sorted(value): path = f"{prefix}.{key}" if prefix else str(key) flattened.update(_flatten(value[key], path)) return flattened if isinstance(value, (list, tuple)): flattened = {} for index, item in enumerate(value): flattened.update(_flatten(item, f"{prefix}[{index}]")) return flattened return {prefix: value} def _is_allowed(path: str) -> bool: if path in ALLOWED_EXACT: return True if path.startswith("model.openpi."): return path.rsplit(".", 1)[-1] in ALLOWED_GUIDANCE_SUFFIXES if path.startswith("model."): return path.rsplit(".", 1)[-1] in ALLOWED_GUIDANCE_SUFFIXES return False def compare_configs(before: Path, after: Path) -> dict[str, Any]: before_cfg = load_config(before) after_cfg = load_config(after) before_values = _flatten(OmegaConf.to_container(before_cfg, resolve=True)) after_values = _flatten(OmegaConf.to_container(after_cfg, resolve=True)) paths = sorted(set(before_values) | set(after_values)) differences = [] for path in paths: left = before_values.get(path, "") right = after_values.get(path, "") if left != right: differences.append( {"path": path, "before": left, "after": right, "allowed": _is_allowed(path)} ) disallowed = [item for item in differences if not item["allowed"]] return { "before": str(require_project_path(before, label="before config")), "after": str(require_project_path(after, label="after config")), "difference_count": len(differences), "allowed_difference_count": len(differences) - len(disallowed), "disallowed_difference_count": len(disallowed), "differences": differences, "ok": not disallowed, } def main() -> int: parser = argparse.ArgumentParser() parser.add_argument("--before", type=Path, required=True) parser.add_argument("--after", type=Path, required=True) parser.add_argument("--json", action="store_true", help="emit machine-readable JSON") args = parser.parse_args() report = compare_configs(args.before, args.after) if args.json: print(json.dumps(report, ensure_ascii=False, indent=2, sort_keys=True)) else: print( f"before_after_config_ok={report['ok']} " f"differences={report['difference_count']} " f"disallowed={report['disallowed_difference_count']}" ) for item in report["differences"]: marker = "allowed" if item["allowed"] else "DISALLOWED" print(f"[{marker}] {item['path']}: {item['before']!r} -> {item['after']!r}") return 0 if report["ok"] else 1 if __name__ == "__main__": raise SystemExit(main())