Beagle Framework accelerates genetic programming 10x on NVIDIA GPUs
GPU-powered evolution for symbolic regression, now with a full tutorial.
Deep Dive
The Beagle framework is a GPU-based genetic programming framework that enables highly efficient search using large population sizes by leveraging NVIDIA GPUs. This technical guide provides an introduction and detailed instructions for using the framework for symbolic regression problems.
Key Points
- Beagle is a GPU-native genetic programming framework that runs entirely on NVIDIA GPUs, enabling population sizes up to millions of individuals.
- Achieves 10-50x speedups over CPU-based systems for symbolic regression tasks.
- Comes with a comprehensive tutorial and is open-source; companion paper presented at GECCO 2026.
Why It Matters
GPU-driven evolution makes large-scale automated model discovery accessible for real-world symbolic regression problems.