KonstantinKlepikov / rl-graph-cube

rl-graph-cube

Rubik's cube graph solver. RL based.

Development

1. Create VSCode project with code .

2. Install poery dependencies and add environment for python linting. Use poetry config virtualenvs.in-project true for creation env folder inside project. Then poetry install --with dev.

3. Inside container use:

   • pytest -v -s -x for all tests
   • use python -m IPython to check code

Important thinks

Deep cube

• DeepCube
• DeepCubeA
• DeepCubeA github
• DeepCubeA UI

Gym

• Gym Rubiks Cube
• RubiksCubeGym
• gym-Rubiks-Cube

Other

• Santa23 Template
• Solver cube reddit
• Reinforcement Learning (DQN) Tutorial
• Multi-agent Reinforcement Learning with Graph Q-Networks for Antenna Tuning WP
• GQSAT

TO-DO

• min target: graph dqn for cube problem

• max target: gymnasium/jax graph environment for cube problem

• discover DeepCube code and whitepaper. Write tldr

• discover gym for cube:

  • what can i use
  • migration -> gymnasium
  • how build graph represented environment