https://github.com/zmh-program/z-rlsnake

🐍 A snake game using Pytorch and Numpy (old-version using Pygame). 🐍 基于pytorch和numpy的贪吃蛇强化学习模型
https://github.com/zmh-program/z-rlsnake

deep-reinforcement-learning dqn machine-learning ppo pygame pytorch pytorch-dqn pytorch-ppo

Last synced: 10 months ago
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🐍 A snake game using Pytorch and Numpy (old-version using Pygame). 🐍 基于pytorch和numpy的贪吃蛇强化学习模型

• Host: GitHub
• URL: https://github.com/zmh-program/z-rlsnake
• Owner: zmh-program
• License: mit
• Created: 2022-10-24T02:25:18.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2022-12-29T14:30:36.000Z (about 3 years ago)
• Last Synced: 2025-03-27T13:38:47.519Z (10 months ago)
• Topics: deep-reinforcement-learning, dqn, machine-learning, ppo, pygame, pytorch, pytorch-dqn, pytorch-ppo
• Language: Python
• Homepage:
• Size: 15.4 MB
• Stars: 10
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
## RL-Snake

### 🐍 A snake game using Pytorch and Numpy

#### 🎢Versions Compare

| Pygame Render FPS | min   | max   | average |

| ----------------- | ----- | ----- | ------- |

| native (v1.0-)    | 8.27  | 80.71 | 38.90   |

| numpy (v1.0+)     | 398.2 | 808.3 | 502.8   |

- 📚 params:

  | snakes | coins |

  | ------ | ----- |

  | 20     | 1000  |

- 🌴 data from:

  | system | RAM | CPU                                         | GPU                                    |

  | ------ | --- | ------------------------------------------- | -------------------------------------- |

  | Win10  | 4 G | Intel(R) Core(TM) i5-6500 @3.2GHz - 4 Cores | Nvidia Geforce GT 720 - 8G (public 4G) |