PPO Agent Playing LunarLander-v2
This is a trained model of a PPO agent playing LunarLander-v2.
Hyperparameters
{'exp_name': 'ppo'
'gym_id': 'LunarLander-v2'
'learning_rate': 0.0003
'seed': 1337
'max_timesteps': 1000000
'torch_deterministic': True
'cuda_enabled': True
'num_envs': 4
'num_steps': 256
'anneal_lr': True
'gae': True
'gae_lambda': 0.95
'gamma': 0.99
'num_minibatches': 4
'update_epochs': 4
'norm_adv': True
'clip_coef': 0.2
'clip_vloss': True
'ent_coef': 0.01
'vf_coef': 0.5
'max_grad_norm': 0.5
'target_kl': None
'repo_id': 'MakiPan/ppo-CartPole-v1'
'batch_size': 1024
'minibatch_size': 256}
Evaluation results
- mean_reward on LunarLander-v2self-reported-13.06 +/- 66.33