Scaling Decision Optimization to 100 Million Variables and Beyond with mPDLP in NVIDIA cuOpt

<img width="768" height="432" src="https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-768x432.jpg" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" loading="lazy" srcset="https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-768x432.jpg 768w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-179x101.jpg 179w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-300x169.jpg 300w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-625x352.jpg 625w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-1536x864.jpg 1536w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-645x363.jpg 645w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-660x370.jpg 660w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-500x281.jpg 500w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-160x90.jpg 160w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-362x204.jpg 362w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-196x110.jpg 196w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-1024x576.jpg 1024w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-960x540.jpg 960w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1.webp 1984w" sizes="auto, (max-width: 768px) 100vw, 768px" title="geometric-structure" />Supply chain problems are expanding across more SKUs, lanes, and constraints than ever before, while energy grids are balancing more distributed sources in real...<img width="768" height="432" src="https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-768x432.jpg" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" loading="lazy" srcset="https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-768x432.jpg 768w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-179x101.jpg 179w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-300x169.jpg 300w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-625x352.jpg 625w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-1536x864.jpg 1536w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-645x363.jpg 645w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-660x370.jpg 660w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-500x281.jpg 500w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-160x90.jpg 160w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-362x204.jpg 362w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-196x110.jpg 196w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-1024x576.jpg 1024w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1-960x540.jpg 960w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/geometric-structure-1.webp 1984w" sizes="auto, (max-width: 768px) 100vw, 768px" title="geometric-structure" /><p>Supply chain problems are expanding across more SKUs, lanes, and constraints than ever before, while energy grids are balancing more distributed sources in real time. To meet these challenges, teams need to evaluate larger models and more uncertainty within a practical planning window. NVIDIA cuOpt GPU-accelerated decision optimization can already deliver speedups of more than 10x over CPU…</p> <p><a href="https://developer.nvidia.com/blog/scaling-decision-optimization-to-100-million-variables-and-beyond-with-mpdlp-in-nvidia-cuopt/" rel="nofollow" data-wpel-link="internal" target="_self">Source</a></p>