Config

The Config of Problem Setup

Config Name	Description	Possible Values	Default
train_problem	Specify the problem suite for training	[‘bbob-10D’, ‘bbob-30D’, ‘bbob-torch-10D’, ‘bbob-torch-30D’, ‘bbob-noisy-10D’, ‘bbob-noisy-30D’, ‘bbob-noisy-torch-10D’, ‘bbob-noisy-torch-30D’, ‘bbob-surrogate-2D’,’bbob-surrogate-5D’,’bbob-surrogate-10D’, ‘hpo-b’, ‘lsgo’, ‘lsgo-torch’, ‘protein’, ‘protein-torch’, ‘uav’, ‘uav-torch’, ‘mmo’, ‘mmo-torch’, ‘wcci2020’, ‘cec2017mto’, ‘moo-synthetic’]	‘bbob’
test_problem	Specify the problem suite for testing, default to be consistent with training	[‘None’, ‘bbob-10D’, ‘bbob-30D’, ‘bbob-torch-10D’, ‘bbob-torch-30D’, ‘bbob-noisy-10D’, ‘bbob-noisy-30D’, ‘bbob-noisy-torch-10D’, ‘bbob-noisy-torch-30D’, ‘bbob-surrogate-2D’,’bbob-surrogate-5D’,’bbob-surrogate-10D’, ‘hpo-b’, ‘lsgo’, ‘lsgo-torch’, ‘protein’, ‘protein-torch’, ‘uav’, ‘uav-torch’, ‘ne’, ‘mmo’, ‘mmo-torch’, ‘wcci2020’, ‘cec2017mto’, ‘moo-synthetic’]	None
train_difficulty	Difficulty level for training problems	[‘all’, ‘easy’, ‘difficult’]	‘easy’
test_difficulty	Difficulty level for testing problems, default to be consistent with training	[‘all’, ‘easy’, ‘difficult’]	None
user_train_problem_list	User-defined training problem list	List of problems	None
user_test_problem_list	User-defined testing problem list	List of problems	None
device	Device to use	[‘cpu’, ‘cuda’]	‘cpu’

The Config of Training Mode

Config Name	Description	Possible Values	Default
max_learning_step	The maximum learning step for training	int value	1500000
max_epoch	Maximum epoch for training	int value	100
train_batch_size	Batch size of train set	int value	1
agent_save_dir	Save your own trained agent model	string path	‘agent_model/train/’
n_checkpoint	Number of training checkpoints	int value	20
train_parallel_mode	The parallel processing method for batch env step in training	[‘dummy’, ‘subproc’, ‘ray’]	‘subproc’
train_mode	Training mode：’single’ fixed learning step, ‘multi’ fixed number of problems encountered	[‘single’, ‘multi’]	‘single’
end_mode	End mode	[‘step’, ‘epoch’]	‘epoch’
no_tb	Disable tensorboard logging	True or False	False

The Config of Testing Mode

Config Name	Description	Possible Values	Default
test_batch_size	Batch size of test set	int value	1
test_parallel_mode	The parallel processing mode for testing	[‘Full’, ‘Baseline_Problem’, ‘Problem_Testrun’, ‘Batch’，’Seriral’]	‘Batch’
test_run	The run number of test	int value	51
rollout_run	The run number of rollout	int value	10

General Parameters

Config Name	Description	Possible Values	Default
seed	Random seed for training and test to fixed agent	int value	3849
full_meta_data	Store the metadata	True or False	False
log_dir	Logging output	string path	‘output/’
maxFEs	Maximum number of evaluation	int value	20000