import time, logging _logger = logging.getLogger(__name__) def performance_test(num_tests): def decorator(func): def wrapper(*args, **kwargs): total_time = 0 for _ in range(num_tests): start_time = time.time() result = func(*args, **kwargs) end_time = time.time() total_time += end_time - start_time average_time = total_time / num_tests _logger.info(f"Average execution time over {num_tests} tests: {average_time:.6f} seconds") return result return wrapper return decorator