from util.logging import setupLogging, shutdownLogging #from IPython.display import clear_output from util.worker import worker MKL_ENABLED = False try: import mkl #to limit multiprocessing (to get better control) MKL_ENABLED = True except ModuleNotFoundError as error: MKL_ENABLED = False #Experimental Setup if __name__ == '__main__': logger = setupLogging() db = Database() db.loadFromJson(config.DATABASE_PATH) if (MKL_ENABLED): mkl.set_num_threads( 1 ) #disable mkl multiprocessing to get more control over the number of cores being used. taskList = [] logger.info("Collect tasks that needs to be calculated") for optimizer in config.LIST_OF_OPTIMIZERS: for problem in config.LIST_OF_PROBLEMS: optimizerId = str(optimizer.__name__) problemId = str(problem.__name__) for k in range(config.K): if not db.exists(optimizerId, problemId, str(k)): #optimizer().apply(problem(), config.MAX_EVALUATIONS) taskList.append({ 'optimizer': optimizer,