Scaling Federated Learning Across Docker, Kubernetes, and Slurm with NVIDIA FLARE

<img width="768" height="432" src="https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-768x432.jpg" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" srcset="https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-768x432.jpg 768w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-179x101.jpg 179w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-300x169.jpg 300w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-625x352.jpg 625w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-645x363.jpg 645w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-660x370.jpg 660w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-500x281.jpg 500w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-160x90.jpg 160w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-362x204.jpg 362w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-196x110.jpg 196w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-1024x576.jpg 1024w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-960x540.jpg 960w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured.webp 1209w" sizes="(max-width: 768px) 100vw, 768px" title="industries-hc-images-genomics-press-releases-1441405-R5" />Federated learning (FL) projects often begin with a straightforward setup: one server, a few clients, and one dataset at each site. As those projects grow, the...<img width="768" height="432" src="https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-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/2026/09/nvflare-featured-768x432.jpg 768w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-179x101.jpg 179w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-300x169.jpg 300w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-625x352.jpg 625w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-645x363.jpg 645w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-660x370.jpg 660w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-500x281.jpg 500w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-160x90.jpg 160w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-362x204.jpg 362w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-196x110.jpg 196w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-1024x576.jpg 1024w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured-960x540.jpg 960w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/09/nvflare-featured.webp 1209w" sizes="auto, (max-width: 768px) 100vw, 768px" title="industries-hc-images-genomics-press-releases-1441405-R5" /><p>Federated learning (FL) projects often begin with a straightforward setup: one server, a few clients, and one dataset at each site. As those projects grow, the challenge shifts from running an algorithm to operating shared infrastructure. GPUs must be allocated when jobs need them, multiple research studies must remain separated, and every participating organization must retain control of its own…</p> <p><a href="https://developer.nvidia.com/blog/scaling-federated-learning-across-docker-kubernetes-and-slurm-with-nvidia-flare/" rel="nofollow" data-wpel-link="internal" target="_self">Source</a></p>