https://support.tools/tags/fpga/Recent content in FPGA on Support ToolsHugoen-USTue, 17 Jun 2025 09:00:00 -0500https://support.tools/kubernetes-v1-33-dynamic-resource-allocation/Tue, 17 Jun 2025 09:00:00 -0500https://support.tools/kubernetes-v1-33-dynamic-resource-allocation/<h1 id="kubernetes-v133-dynamic-resource-allocation-advanced-hardware-management-for-ai-ml-and-hpc-workloads">Kubernetes v1.33 Dynamic Resource Allocation: Advanced Hardware Management for AI, ML, and HPC Workloads</h1> <h2 id="introduction">Introduction</h2> <p>Kubernetes v1.33 brings significant enhancements to Dynamic Resource Allocation (DRA), a feature quietly evolving into one of the most crucial capabilities for workloads that depend on specialized hardware. Whether you&rsquo;re running AI/ML training jobs, high-performance computing, or applications needing hardware acceleration, DRA&rsquo;s improvements address critical gaps in how Kubernetes manages specialized resources like GPUs, FPGAs, high-performance NICs, and vendor-specific devices.</p>