#!/usr/bin/env python3 """Unit checks for the four agreed acquisition formulations.""" import numpy as np from run_experiment import RuntimePrediction, acquisition_values def main() -> None: mean = np.array([0.2, 0.4, 0.6, 0.8]) score_sd = np.array([0.1, 0.1, 0.1, 0.1]) runtime = RuntimePrediction( mean=np.array([1.0, 2.0, 3.0, 4.0]), sd=np.array([0.4, 0.3, 0.2, 0.1]), conservative=np.array([1.4, 2.3, 3.2, 4.1]), lower=1.0, upper=5.0, ) rng = np.random.default_rng(0) for method in ["direct_cost_uc", "runtime_uncertainty", "cost_tiers_5", "relaxed_cost_power_05", "log_cost"]: utility, acquisition, selected_cost = acquisition_values( method, mean, score_sd, runtime, np.arange(4), np.ones(7), rng, ) assert np.isfinite(utility).all() assert np.isfinite(acquisition).all() assert (acquisition > 0).all() if method == "runtime_uncertainty": assert np.array_equal(selected_cost, runtime.conservative) else: assert np.array_equal(selected_cost, runtime.mean) print("formula tests: PASS") if __name__ == "__main__": main()