How to Rewrite Apache Spark UDFs for GPU Acceleration with AI Agents

<img width="768" height="432" src="https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-768x432.png" 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/2026/10/image2-5-768x432.png 768w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-179x101.png 179w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-300x169.png 300w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-625x352.png 625w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-1536x864.png 1536w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-645x363.png 645w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-660x370.png 660w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-500x281.png 500w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-160x90.png 160w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-362x204.png 362w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-195x110.png 195w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-1024x576.png 1024w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-960x540.png 960w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5.webp 1999w" sizes="(max-width: 768px) 100vw, 768px" title="image2" />Enterprise applications have become increasingly demanding. Agentic AI has compounded the need for vast amounts of enterprise data with frequent, complex...<img width="768" height="432" src="https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-768x432.png" 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/image2-5-768x432.png 768w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-179x101.png 179w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-300x169.png 300w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-625x352.png 625w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-1536x864.png 1536w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-645x363.png 645w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-660x370.png 660w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-500x281.png 500w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-160x90.png 160w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-362x204.png 362w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-195x110.png 195w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-1024x576.png 1024w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5-960x540.png 960w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/10/image2-5.webp 1999w" sizes="auto, (max-width: 768px) 100vw, 768px" title="image2" /><p>Enterprise applications have become increasingly demanding. Agentic AI has compounded the need for vast amounts of enterprise data with frequent, complex queries across increasingly large datasets. Meeting that demand requires greater data throughput without a proportional increase in cost. NVIDIA cuDF addresses this challenge by leveraging the massive parallelism and high-bandwidth memory of…</p> <p><a href="https://developer.nvidia.com/blog/rewrite-apache-spark-udfs-gpu-acceleration-ai-agents/" rel="nofollow" data-wpel-link="internal" target="_self">Source</a></p>