https://github.com/jonghough/proton
https://github.com/jonghough/proton
deep-learning game game-engine machine-learning pygame python reinforcement-learning tensorflow
Last synced: 3 months ago
JSON representation
- Host: GitHub
- URL: https://github.com/jonghough/proton
- Owner: jonghough
- License: mit
- Created: 2021-08-21T13:24:33.000Z (almost 5 years ago)
- Default Branch: main
- Last Pushed: 2021-08-21T13:34:29.000Z (almost 5 years ago)
- Last Synced: 2025-01-10T02:25:42.861Z (over 1 year ago)
- Topics: deep-learning, game, game-engine, machine-learning, pygame, python, reinforcement-learning, tensorflow
- Language: Python
- Homepage:
- Size: 355 KB
- Stars: 0
- Watchers: 3
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Proton Project
## Simple 2D game Engine and Reinforcement Learning System
This project contains the following
* a simple 2D game engine, based around the `PyGame` library.
* Q-Learning system for adding reinforcement learning to games.
* several sample games, with some reinforcement learning examples, and `Tensorflow` models, demonstrating the game AI.
* the main learning source code originally evolved from the book *Hands-On Machine Learning with Scikit-Learn and TensorFlow*, which was modified for TensorFlow 2.
### Machine learning libraries used
Tensorflow 2, Keras, Python 3.8
## How to launch
Using the `requirements.txt` file, use
```
conda create --name --file requirements.txt
```
### run
```
python launcher.py --game
```
#### example
```
python launcher.py --game ./games/othello/resources/game4.yml
```
### Sample Games
#### Asteroid Dodge
A spaceship can move horizontally to dodge the falling asteroids. This is perhaps the simplest demo game to develop a Q-Learning based AI.
#### Othello
Othello game (also called Reversi). Tricky to develop Q-Learning based AI for. Work in progress.
## Project Structure
```
┌ proton - main source code for the game engine
|
├ tests - a few tests (not many!)
|
├ games - games
├ asteroiddodge - source code for asteroid dodge game
| ├ resources - contains the TF models, Learing parameter files, image files etc
|
├ othello - source code for othello game
| ├ resources - contains the TF models, Learing parameter files, image files etc
|
├ piratedefense - source code for a terrible demo game
```