""" Test script to verify MIP functionality """ import numpy as np import pandas as pd from mip import design_with_mip # Create test data np.random.seed(42) n_turbines = 10 turbines = pd.DataFrame( { "x": np.random.uniform(0, 2000, n_turbines), "y": np.random.uniform(0, 2000, n_turbines), "power": np.random.uniform(5, 10, n_turbines), } ) substation = np.array([1000, 1000]) print("Test data created:") print(f"Number of turbines: {n_turbines}") print(f"Substation location: {substation}") print(f"Total power: {turbines['power'].sum():.2f} MW") # Test MIP function print("\nTesting MIP design...") try: connections, turbines_with_clusters = design_with_mip( turbines, substation, cable_specs=None, voltage=66000, power_factor=0.95, system_params=None, max_clusters=None, time_limit=30, evaluate_func=None, total_invest_func=None, get_max_capacity_func=None, ) print(f"MIP test successful!") print(f"Number of connections: {len(connections)}") print(f"Clusters assigned: {turbines_with_clusters['cluster'].tolist()}") except Exception as e: print(f"MIP test failed with error: {e}") import traceback traceback.print_exc()