The Orbital Game Environment (OGE).
Project description
OGE (Orbital Game Environment)
OGE is a reinforcement learning environment for orbital game scenarios, focusing on spacecraft pursuit-evasion games. The environment provides a Gymnasium-compatible interface with a high-performance C++ backend and Python bindings for easy integration with mainstream reinforcement learning frameworks (such as SKRL).
Features
- 🚀 High-performance orbital dynamics simulation (C++ backend)
- 🎮 Gymnasium-compatible reinforcement learning environment interface
- 🤖 Multi-agent pursuit-evasion game scenarios
- 📊 Integration with SKRL reinforcement learning library, supporting PPO and other algorithms
- 🔧 Flexible environment configuration system
License
This project is licensed under the GNU General Public License v2.0.
1. Development Environment Setup
1.1 Update GCC
Install GCC 13
sudo apt update
sudo apt install build-essential gcc-13 g++-13
Set as default version
sudo update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-13 100
sudo update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-13 100
If you have multiple versions installed, you can switch between them:
sudo update-alternatives --config gcc
sudo update-alternatives --config g++
Verify the installation:
gcc --version
g++ --version
Expected output:
(oge) ➜ OGE git:(main) ✗ gcc --version
gcc (Ubuntu 13.3.0-6ubuntu2~24.04.1) 13.3.0
Copyright (C) 2023 Free Software Foundation, Inc.
This is free software; see the source for copying conditions. There is NO
warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
(oge) ➜ OGE git:(main) ✗ g++ --version
g++ (Ubuntu 13.3.0-6ubuntu2~24.04.1) 13.3.0
Copyright (C) 2023 Free Software Foundation, Inc.
This is free software; see the source for copying conditions. There is NO
warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
1.2 Install vcpkg
Clone vcpkg and run the installation script
git clone https://www.github.com/microsoft/vcpkg
cd vcpkg
./bootstrap-vcpkg.sh
Add the following to your ~/.bashrc or ~/.zshrc
# >>> vcpkg
export VCPKG_ROOT=<path-to-vcpkg>
export PATH=$VCPKG_ROOT:$PATH
# <<< vcpkg
1.3 Python Environment Setup
Create a conda environment and install dependencies
conda create -n oge python=3.13
conda activate oge
pip install -r requirements.txt
Install the skrl library
conda activate oge
pip install "skrl[torch]==1.4.3"
2. Install OGE
conda activate oge
pip install .
3. Run SKRL Training Example
python scripts/train.py
Citation
If you use OGE in your research, please cite this repository.
Contributing
Contributions are welcome! Please feel free to submit a Pull Request.
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