import asyncio from dotenv import load_dotenv from mathema.core.population_monitor import init_population, continue_ from mathema.utils.logging_config import setup_logging setup_logging() import logging log = logging.getLogger(__name__) async def run_xor_test( pop_id: str = "xor_pop", gens: int = 1000, ): monitor = await init_population(( pop_id, [{"morphology": "xor_mimic", "neural_afs": ["tanh"]}], "gt", "competition", )) for _ in range(gens): await monitor.gen_ended.wait() s = monitor.state await monitor._best_fitness_in_population(s.population_id) await monitor.stop("normal") if __name__ == "__main__": asyncio.run(run_xor_test())