sun1638650145's picture
发布强化学习模型到Hugging Face Hub.
e50ac9b
metadata
tag:
  - LunarLander-v2
  - ppo
  - deep-reinforcement-learning
  - reinforcement-learning
  - custom-implementation
  - deep-rl-class
model-index:
  - name: PPO
    results:
      - metrics:
          - type: mean_reward
            value: '-121.77 +/- 30.58'
            name: mean_reward
        task:
          type: reinforcement-learning
          name: reinforcement-learning
        dataset:
          name: LunarLander-v2
          type: LunarLander-v2
# 使用PPO智能体来玩 LunarLander-v2

这是一个使用PPO训练有素的模型玩 LunarLander-v2.
要学习编写你自己的PPO智能体并训练它, 
请查阅深度强化学习课程第8单元: https://github.com/huggingface/deep-rl-class/tree/main/unit8

# 超参数
```python
{'exp_name': 'ppo'

'seed': 1 'torch_deterministic': True 'cuda': True 'track': False 'wandb_project_name': 'cleanRL' 'wandb_entity': None 'capture_video': False 'env_id': 'LunarLander-v2' 'total_timesteps': 50000 'learning_rate': 0.00025 'num_envs': 4 'num_steps': 128 'anneal_lr': True 'gae': True 'gamma': 0.99 'gae_lambda': 0.95 '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': 'sun1638650145/PyTorch-PPO-LunarLander-v2' 'batch_size': 512 'minibatch_size': 128} ```