面壁智能(OpenBMB)发布 ForgeStencil,首个面向真实 HPC 应用、全自动研究与部署 Stencil 优化的开源 AI 系统。无需人工介入,系统通过 Kernel Agent 与 App Agent 两个智能体,在一周内完成 100+ 工业与科学计算应用的自动优化,已应用于天气预报、地震成像、电磁仿真、核工程、医学影像及量化金融等场景。
🚀 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.
来源:OpenBMB · x.com