Sudoku

Solving Soduku

Dataset

Download the 3 million Sudoku puzzles with ratings dataset. Put the file "sudoku-3m.csv" in a <data> folder, located in the same directory as the main.py file.

Play

Install the requirements in a custom Python 3.11 environment.

usr@desktop:~$ python -m venv game_env
usr@desktop:~$ source game_env/bin/activate
(game_env) usr@desktop:~$ pip install -r requirements.txt

Use the script main.py to launch a game.

(game_env) usr@desktop:~$ python main.py --game sudoku --render-mode human --playing-mode manual

Available arguments are:

• --game to select the game to play, available choices are:
  • sudoku (default) try to correctly fill a Sudoku grid
  • snake on a 18x18 grid, try to grow a snake without dying
• --render-mode to fix how the game will be rendered, available choices are:
  • rgb_array (default) to save results in frames aggregated in a video file
  • human to display results in a GUI
  • ansi to display results in console (only available with sudoku)
• --playing-mode to play manualy or automaticly, available choices are:
  • learning (default) let the AI do the game
  • manual play by yourself

Results

Random agent	Trained agent

Learning steps:

Model description: