🚀 AI is moving beyond code generation.
We're releasing ForgeStencil - the first open-source AI system designed to automatically research and deploy Stencil optimizations for real-world HPC applications. 🥳
With no human in the loop, ForgeStencil autonomously researches, optimizes, and deploys Stencil kernels, completing automatic optimization for 100+ industrial and scientific computing applications in just one week.
Powered by two AI agents, ForgeStencil automates the full optimization workflow: 🧠 Kernel Agent researches optimization strategies and generates high-performance kernels. ⚙️ App Agent identifies performance hotspots, integrates optimized kernels into applications, and validates correctness.
ForgeStencil has been applied to real-world workloads including: 🌦️ Weather forecasting 🛢️ Seismic imaging 📡 Electromagnetic simulation ⚛️ Nuclear engineering 🏥 Medical imaging 💹 Quantitative finance
By automating Stencil optimization for real industrial and scientific applications, ForgeStencil enables scalable optimization beyond traditional expert-driven workflows.
💻 GitHub: https://github.com/OpenBMB/ForgeStencil
⭐ Star the repo, try it out, and share what you'd like to optimize with ForgeStencil.