from __future__ import annotations from typing import Dict from .policies import PrioritizationPolicy def compute_priority( predicted_utility: float, uncertainty: float, diversity_gain: float, cluster_bonus: float, policy: PrioritizationPolicy, ) -> float: """Weighted priority function used by adaptive queueing.""" return ( policy.utility_weight * predicted_utility + policy.uncertainty_weight * uncertainty + policy.diversity_weight * diversity_gain + policy.cluster_bonus_weight * cluster_bonus ) def cluster_bonus(cluster_load: Dict[int, int], cluster_id: int) -> float: load = cluster_load.get(cluster_id, 0) return 1.0 / (1.0 + float(load))