├── .gitignore ├── .travis.yml ├── LICENSE ├── README.md ├── agents ├── Base_Agent.py ├── DQN_agents │ ├── DDQN.py │ ├── DDQN_With_Prioritised_Experience_Replay.py │ ├── DQN.py │ ├── DQN_HER.py │ ├── DQN_With_Fixed_Q_Targets.py │ └── Dueling_DDQN.py ├── HER_Base.py ├── Trainer.py ├── actor_critic_agents │ ├── A2C.py │ ├── A3C.py │ ├── DDPG.py │ ├── DDPG_HER.py │ ├── SAC.py │ ├── SAC_Discrete.py │ └── TD3.py ├── hierarchical_agents │ ├── DIAYN.py │ ├── HIRO.py │ ├── SNN_HRL.py │ └── h_DQN.py └── policy_gradient_agents │ ├── PPO.py │ └── REINFORCE.py ├── environments ├── Ant_Navigation_Environments.py ├── Atari_Environment.py ├── Bit_Flipping_Environment.py ├── Four_Rooms_Environment.py ├── Long_Corridor_Environment.py ├── Open_AI_Wrappers.py └── ant_environments │ ├── README.md │ ├── __init__.py │ ├── ant.py │ ├── ant_maze_env.py │ ├── assets │ └── ant.xml │ ├── create_maze_env.py │ ├── maze_env.py │ ├── maze_env_utils.py │ ├── point.py │ └── point_maze_env.py ├── exploration_strategies ├── Base_Exploration_Strategy.py ├── Epsilon_Greedy_Exploration.py ├── Gaussian_Exploration.py └── OU_Noise_Exploration.py ├── requirements.txt ├── results ├── Bit_Flipping.py ├── Cart_Pole.py ├── Fetch_Reach.py ├── Four_Rooms.py ├── HRL_Experiments.py ├── HRL_Taxi_Experiments.py ├── Hopper.py ├── Long_Corridor.py ├── Mountain_Car.py ├── Reacher.py ├── Space_Invaders.py ├── Taxi.py ├── Walker.py └── data_and_graphs │ ├── Bit_Flipping_Results_Data.pkl │ ├── Bit_Flipping_Results_Graph.png │ ├── CartPole_and_MountainCar_Graph.png │ ├── Cart_Pole_Results_Data.pkl │ ├── Cart_Pole_Results_Graph.png │ ├── Fetch_Reach_Results_Data.pkl │ ├── Fetch_Reach_Results_Graph.png │ ├── Four_Rooms.pkl │ ├── Four_Rooms.png │ ├── Four_Rooms_and_Long_Corridor.png │ ├── HER_Experiments.png │ ├── Hopper_Results_Data.pkl │ ├── Hopper_Results_Graph.png │ ├── Hopper_Results_Graph_Both_Agents.png │ ├── Long_Corridor_Graph.png │ ├── Long_Corridor_Results_Data.pkl │ ├── Long_Corridor_Results_Graph.png │ ├── Mountain_Car_Results_Data.pkl │ ├── Mountain_Car_Results_Graph.png │ ├── Plot_Sets_Of_Results.py │ ├── Taxi_data.pkl │ ├── Taxi_graph.png │ ├── Taxi_graph_comparison.png │ ├── Walker_Results_Data.pkl │ ├── Walker_Results_Graph.png │ └── hrl_experiments │ ├── Cart_Pole.png │ ├── Cart_Pole_data.pkl │ ├── Taxi.png │ ├── Taxi_data.pkl │ └── Taxi_graph_comparison.png ├── tests ├── Test_Action_Balanced_Replay_Buffer.py ├── Test_Agents.py ├── Test_Bit_Flipping_Environment.py ├── Test_DQN_HER.py ├── Test_Deque.py ├── Test_Four_Rooms_Environment.py ├── Test_HIRO.py ├── Test_HRL.py ├── Test_Max_Heap.py ├── Test_Memory_Shaper.py ├── Test_Prioritised_Replay_Buffer.py ├── Test_Sequitur.py └── Test_Trainer.py └── utilities ├── Deepmind_RMS_Prop.py ├── Memory_Shaper.py ├── OU_Noise.py ├── Parallel_Experience_Generator.py ├── PyTorch-logo-2.jpg ├── RL_image.jpeg ├── Tensorboard.py ├── Utility_Functions.py ├── data_structures ├── Action_Balanced_Replay_Buffer.py ├── Config.py ├── Deque.py ├── 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