an_optimizer = HyperParameterOptimizer( base_task_id="6f3bf2ecbb964ff3b2a6111c34cb0fa3", hyper_parameters=[ DiscreteParameterRange('Args/patch_size', values=[32, 64, 128]), DiscreteParameterRange('Args/nb_conv', values=[2, 3, 4]), DiscreteParameterRange('Args/nb_fmaps', values=[30, 35, 40]), DiscreteParameterRange('Args/epochs', values=[30]), ], objective_metric_title='valid_average_dice_epoch', objective_metric_series='valid_average_dice_epoch', objective_metric_sign='max', max_number_of_concurrent_tasks=1, optimizer_class=GridSearch, execution_queue="default", spawn_project=None, save_top_k_tasks_only=None, pool_period_min=0.2, total_max_jobs=1, min_iteration_per_job=10, max_iteration_per_job=30, )