metadata
license: bsd-3-clause
tags:
- autorl
- automl
- rl
pretty_name: ARLBench Performance Data
size_categories:
- 10K<n<100K
configs:
- config_name: ppo_landscape_data
data_files:
- landscapes/atari_battle_zone_ppo.csv
- landscapes/atari_double_dunk_ppo.csv
- landscapes/atari_phoenix_ppo.csv
- landscapes/atari_qbert_ppo.csv
- landscapes/atari_this_game_ppo.csv
- landscapes/box2d_lunar_lander_continuous_ppo.csv
- landscapes/box2d_lunar_lander_ppo.csv
- landscapes/brax_halfcheetah_ppo.csv
- landscapes/brax_hopper_ppo.csv
- landscapes/brax_ant_ppo.csv
- landscapes/brax_humanoid_ppo.csv
- landscapes/cc_acrobot_ppo.csv
- landscapes/cc_cartpole_ppo.csv
- landscapes/cc_continuous_mountain_car_ppo.csv
- landscapes/cc_mountain_car_ppo.csv
- landscapes/cc_pendulum_ppo.csv
- landscapes/minigrid_door_key_ppo.csv
- landscapes/minigrid_empty_random_ppo.csv
- landscapes/minigrid_four_rooms_ppo.csv
- landscapes/minigrid_unlock_ppo.csv
- config_name: dqn_landscape_data
data_files:
- landscapes/atari_battle_zone_dqn.csv
- landscapes/atari_double_dunk_dqn.csv
- landscapes/atari_phoenix_dqn.csv
- landscapes/atari_qbert_dqn.csv
- landscapes/atari_this_game_dqn.csv
- landscapes/minigrid_door_key_dqn.csv
- landscapes/minigrid_empty_random_dqn.csv
- landscapes/minigrid_four_rooms_dqn.csv
- landscapes/minigrid_unlock_dqn.csv
- landscapes/cc_acrobot_dqn.csv
- landscapes/cc_cartpole_dqn.csv
- landscapes/cc_mountain_car_dqn.csv
- landscapes/box2d_lunar_lander_dqn.csv
- config_name: sac_landscape_data
data_files:
- landscapes/box2d_bipedal_walker_sac.csv
- landscapes/box2d_lunar_lander_continuous_sac.csv
- landscapes/brax_halfcheetah_sac.csv
- landscapes/brax_hopper_sac.csv
- landscapes/brax_ant_sac.csv
- landscapes/brax_humanoid_sac.csv
- landscapes/cc_continuous_mountain_car_sac.csv
- landscapes/cc_pendulum_sac.csv
- config_name: ppo_optimisation_data
data_files:
- rs/atari_battle_zone_ppo.csv
- rs/atari_double_dunk_ppo.csv
- rs/atari_phoenix_ppo.csv
- rs/atari_qbert_ppo.csv
- rs/atari_this_game_ppo.csv
- rs/box2d_lunar_lander_continuous_ppo.csv
- rs/box2d_lunar_lander_ppo.csv
- rs/brax_halfcheetah_ppo.csv
- rs/brax_hopper_ppo.csv
- rs/brax_ant_ppo.csv
- rs/brax_humanoid_ppo.csv
- rs/cc_acrobot_ppo.csv
- rs/cc_cartpole_ppo.csv
- rs/cc_continuous_mountain_car_ppo.csv
- rs/cc_mountain_car_ppo.csv
- rs/cc_pendulum_ppo.csv
- rs/minigrid_door_key_ppo.csv
- rs/minigrid_empty_random_ppo.csv
- rs/minigrid_four_rooms_ppo.csv
- rs/minigrid_unlock_ppo.csv
- smac/atari_battle_zone_ppo.csv
- smac/atari_double_dunk_ppo.csv
- smac/atari_phoenix_ppo.csv
- smac/atari_qbert_ppo.csv
- smac/atari_this_game_ppo.csv
- smac/box2d_lunar_lander_continuous_ppo.csv
- smac/box2d_lunar_lander_ppo.csv
- smac/brax_halfcheetah_ppo.csv
- smac/brax_hopper_ppo.csv
- smac/brax_ant_ppo.csv
- smac/brax_humanoid_ppo.csv
- smac/cc_acrobot_ppo.csv
- smac/cc_cartpole_ppo.csv
- smac/cc_continuous_mountain_car_ppo.csv
- smac/cc_mountain_car_ppo.csv
- smac/cc_pendulum_ppo.csv
- smac/minigrid_door_key_ppo.csv
- smac/minigrid_empty_random_ppo.csv
- smac/minigrid_four_rooms_ppo.csv
- smac/minigrid_unlock_ppo.csv
- smac_mf/atari_battle_zone_ppo.csv
- smac_mf/atari_double_dunk_ppo.csv
- smac_mf/atari_phoenix_ppo.csv
- smac_mf/atari_qbert_ppo.csv
- smac_mf/atari_this_game_ppo.csv
- smac_mf/box2d_lunar_lander_continuous_ppo.csv
- smac_mf/box2d_lunar_lander_ppo.csv
- smac_mf/brax_halfcheetah_ppo.csv
- smac_mf/brax_hopper_ppo.csv
- smac_mf/brax_ant_ppo.csv
- smac_mf/brax_humanoid_ppo.csv
- smac_mf/cc_acrobot_ppo.csv
- smac_mf/cc_cartpole_ppo.csv
- smac_mf/cc_continuous_mountain_car_ppo.csv
- smac_mf/cc_mountain_car_ppo.csv
- smac_mf/cc_pendulum_ppo.csv
- smac_mf/minigrid_door_key_ppo.csv
- smac_mf/minigrid_empty_random_ppo.csv
- smac_mf/minigrid_four_rooms_ppo.csv
- smac_mf/minigrid_unlock_ppo.csv
- pbt/atari_battle_zone_ppo.csv
- pbt/atari_double_dunk_ppo.csv
- pbt/atari_phoenix_ppo.csv
- pbt/atari_qbert_ppo.csv
- pbt/atari_this_game_ppo.csv
- pbt/box2d_lunar_lander_continuous_ppo.csv
- pbt/box2d_lunar_lander_ppo.csv
- pbt/brax_halfcheetah_ppo.csv
- pbt/brax_hopper_ppo.csv
- pbt/brax_ant_ppo.csv
- pbt/brax_humanoid_ppo.csv
- pbt/cc_acrobot_ppo.csv
- pbt/cc_cartpole_ppo.csv
- pbt/cc_continuous_mountain_car_ppo.csv
- pbt/cc_mountain_car_ppo.csv
- pbt/cc_pendulum_ppo.csv
- pbt/minigrid_door_key_ppo.csv
- pbt/minigrid_empty_random_ppo.csv
- pbt/minigrid_four_rooms_ppo.csv
- pbt/minigrid_unlock_ppo.csv
- config_name: dqn_optimisation_data
data_files:
- rs/atari_battle_zone_dqn.csv
- rs/atari_double_dunk_dqn.csv
- rs/atari_phoenix_dqn.csv
- rs/atari_qbert_dqn.csv
- rs/atari_this_game_dqn.csv
- rs/minigrid_door_key_dqn.csv
- rs/minigrid_empty_random_dqn.csv
- rs/minigrid_four_rooms_dqn.csv
- rs/minigrid_unlock_dqn.csv
- rs/cc_acrobot_dqn.csv
- rs/cc_cartpole_dqn.csv
- rs/cc_mountain_car_dqn.csv
- rs/box2d_lunar_lander_dqn.csv
- smac/atari_battle_zone_dqn.csv
- smac/atari_double_dunk_dqn.csv
- smac/atari_phoenix_dqn.csv
- smac/atari_qbert_dqn.csv
- smac/atari_this_game_dqn.csv
- smac/minigrid_door_key_dqn.csv
- smac/minigrid_empty_random_dqn.csv
- smac/minigrid_four_rooms_dqn.csv
- smac/minigrid_unlock_dqn.csv
- smac/cc_acrobot_dqn.csv
- smac/cc_cartpole_dqn.csv
- smac/cc_mountain_car_dqn.csv
- smac/box2d_lunar_lander_dqn.csv
- smac_mf/atari_battle_zone_dqn.csv
- smac_mf/atari_double_dunk_dqn.csv
- smac_mf/atari_phoenix_dqn.csv
- smac_mf/atari_qbert_dqn.csv
- smac_mf/atari_this_game_dqn.csv
- smac_mf/minigrid_door_key_dqn.csv
- smac_mf/minigrid_empty_random_dqn.csv
- smac_mf/minigrid_four_rooms_dqn.csv
- smac_mf/minigrid_unlock_dqn.csv
- smac_mf/cc_acrobot_dqn.csv
- smac_mf/cc_cartpole_dqn.csv
- smac_mf/cc_mountain_car_dqn.csv
- smac_mf/box2d_lunar_lander_dqn.csv
- pbt/atari_battle_zone_dqn.csv
- pbt/atari_double_dunk_dqn.csv
- pbt/atari_phoenix_dqn.csv
- pbt/atari_qbert_dqn.csv
- pbt/atari_this_game_dqn.csv
- pbt/minigrid_door_key_dqn.csv
- pbt/minigrid_empty_random_dqn.csv
- pbt/minigrid_four_rooms_dqn.csv
- pbt/minigrid_unlock_dqn.csv
- pbt/cc_acrobot_dqn.csv
- pbt/cc_cartpole_dqn.csv
- pbt/cc_mountain_car_dqn.csv
- pbt/box2d_lunar_lander_dqn.csv
- config_name: sac_optimisation_data
data_files:
- rs/box2d_bipedal_walker_sac.csv
- rs/box2d_lunar_lander_continuous_sac.csv
- rs/brax_halfcheetah_sac.csv
- rs/brax_hopper_sac.csv
- rs/brax_ant_sac.csv
- rs/brax_humanoid_sac.csv
- rs/cc_continuous_mountain_car_sac.csv
- rs/cc_pendulum_sac.csv
- smac/box2d_bipedal_walker_sac.csv
- smac/box2d_lunar_lander_continuous_sac.csv
- smac/brax_halfcheetah_sac.csv
- smac/brax_hopper_sac.csv
- smac/brax_ant_sac.csv
- smac/brax_humanoid_sac.csv
- smac/cc_continuous_mountain_car_sac.csv
- smac/cc_pendulum_sac.csv
- smac_mf/box2d_bipedal_walker_sac.csv
- smac_mf/box2d_lunar_lander_continuous_sac.csv
- smac_mf/brax_halfcheetah_sac.csv
- smac_mf/brax_hopper_sac.csv
- smac_mf/brax_ant_sac.csv
- smac_mf/brax_humanoid_sac.csv
- smac_mf/cc_continuous_mountain_car_sac.csv
- smac_mf/cc_pendulum_sac.csv
- pbt/box2d_bipedal_walker_sac.csv
- pbt/box2d_lunar_lander_continuous_sac.csv
- pbt/brax_halfcheetah_sac.csv
- pbt/brax_hopper_sac.csv
- pbt/brax_ant_sac.csv
- pbt/brax_humanoid_sac.csv
- pbt/cc_continuous_mountain_car_sac.csv
- pbt/cc_pendulum_sac.csv
The ARLBench Performance Dataset
ARLBench is a benchmark for hyperparameter optimization in Reinforcement Learning. Since we performed several thousand runs on the benchmark to find meaningful HPO test settings in RL, we collect them in this dataset for future use. These runs could be used to meta-learn information about the hyperparameter landscape or warmstart HPO tools.
In detail, it contains each 10 runs for the landscape data of PPO, DQN and SAC respectively on the Atari-5 environments, four XLand gridworlds, four Brax walkers, five classic control and two Box2D environments. Additionally, it contains each 3 runs for the 5 optimzation algorithms PBT, SMAC, SMAC with Multi-Fidelity and Random Search for each algorithm and environment pair. The dataset follows the mapping: For the optimization runs, it additionally includes the key optimization seed to distinguish configurations between the 5 optimization runs for each algorithm/environment pair. For more information, refer to the ARLBench paper.