"""ADMM-lite solver utilities for PolicyMesh (minimal MVP). - This module provides small helpers to perform a toy ADMM-like step and - to compute a simple synchronization delta for cross-domain coordination. """ from typing import Any, Dict def admm_lite_step(z: Dict[str, float], u: Dict[str, float], rho: float = 1.0) -> Dict[str, Dict[str, float]]: # Very small, deterministic update for demonstration purposes new_z: Dict[str, float] = {} new_u: Dict[str, float] = {} for k, val in z.items(): # pretend we adjust z toward a neutral value 0.0 using rho new_z[k] = val - rho * u.get(k, 0.0) new_u[k] = u.get(k, 0.0) # keep dual variable in sync (no-op placeholder) return {"z": new_z, "u": new_u} def delta_sync(local_z: Dict[str, float], remote_z: Dict[str, float]) -> Dict[str, float]: # simple max-merge for demonstration merged: Dict[str, float] = dict(local_z) for k, v in remote_z.items(): merged[k] = max(merged.get(k, float('-inf')), v) return merged