Artificial intelligence used to solve the popular game "2048"
Currently achieves 2048 tile about 10% to 20% of the time.
This project is still a work-in-progress.
| File | Description |
|---|---|
game.py |
provides a native OpenGL interface for playing 2048 normally (with arrow keys) |
ai.py |
contains intelligent decision logic from quickly simulating 2048 moves & outcomes |
training.py |
runs the AI with quick non-graphical simulations for testing & hyperparameter optimization |
- monotonicity of rows/columns
- number of adjacent tiles
- number of empty tiles
- loss penalty
- Recursively simulate all moves (up/down/right/left) for around 3 to 5 turns
- Pick the depth 0 move with the highest score tree
Currently the only dependency: pip install pyglet
- To play the game normally, run
python game.py - To test the AI, run
python training.py