Reinforcement Learning
stable-baselines3
LunarLander-v2
deep-reinforcement-learning
Eval Results (legacy)
Instructions to use quant-sheep/ppo-LunarLander-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- stable-baselines3
How to use quant-sheep/ppo-LunarLander-v2 with stable-baselines3:
from huggingface_sb3 import load_from_hub checkpoint = load_from_hub( repo_id="quant-sheep/ppo-LunarLander-v2", filename="{MODEL FILENAME}.zip", ) - Notebooks
- Google Colab
- Kaggle
| library_name: stable-baselines3 | |
| tags: | |
| - LunarLander-v2 | |
| - deep-reinforcement-learning | |
| - reinforcement-learning | |
| - stable-baselines3 | |
| model-index: | |
| - name: PPO | |
| results: | |
| - task: | |
| type: reinforcement-learning | |
| name: reinforcement-learning | |
| dataset: | |
| name: LunarLander-v2 | |
| type: LunarLander-v2 | |
| metrics: | |
| - type: mean_reward | |
| value: 240.43 +/- 20.04 | |
| name: mean_reward | |
| verified: false | |
| license: mit | |
| # **PPO** Agent playing **LunarLander-v2** | |
| This is a trained model of a **PPO** agent playing **LunarLander-v2** | |
| using the [stable-baselines3 library](https://github.com/DLR-RM/stable-baselines3). | |
| ## Usage (with Stable-baselines3) | |
| ```python | |
| from huggingface_sb3 import load_from_hub | |
| repo_id = "zhiweiyoung/ppo-LunarLander-v2" # The repo_id | |
| filename = "zhiwei_ppo.zip" # The model filename.zip | |
| # When the model was trained on Python 3.8 the pickle protocol is 5 | |
| # But Python 3.6, 3.7 use protocol 4 | |
| # In order to get compatibility we need to: | |
| # 1. Install pickle5 (we done it at the beginning of the colab) | |
| # 2. Create a custom empty object we pass as parameter to PPO.load() | |
| custom_objects = { | |
| "learning_rate": 0.0, | |
| "lr_schedule": lambda _: 0.0, | |
| "clip_range": lambda _: 0.0, | |
| } | |
| checkpoint = load_from_hub(repo_id, filename) | |
| model = PPO.load(checkpoint, custom_objects=custom_objects, print_system_info=True) | |
| ``` | |