Achieving Peak Performance Through Hardware Alignment in DRA - Gaurav Ghildiyal & Byonggon Chun скачать в хорошем качестве

Achieving Peak Performance Through Hardware Alignment in DRA - Gaurav Ghildiyal & Byonggon Chun

Don't miss out! Join us at our next Flagship Conference: KubeCon + CloudNativeCon events in Amsterdam, The Netherlands (23-26 March, 2026). Connect with our current graduated, incubating, and sandbox projects as the community gathers to further the education and advancement of cloud native computing. Learn more at https://kubecon.io Achieving Peak Performance Through Hardware Alignment in DRA - Gaurav Ghildiyal, Google & Byonggon Chun, Fluidstack Are you using the newly GA'd Dynamic Resource Allocation API for your device allocation needs, but wondering why two seemingly identical pods exhibit wildly different performance characteristics? The answer often lies in the complex world of modern hardware topologies. This talk will dive into the critical importance of device alignment – ensuring your allocated CPUs, GPUs, NICs and other devices are optimally co-located. We'll explore the nuances of multi-CPU, NUMA-aware systems, and PCIe hierarchies, demonstrating how subtle misalignments can lead to significant performance bottlenecks. We'll show how you can leverage the DRA API to achieve various forms of alignment and discuss what the community is doing to further enhance this area. Join us to learn how to optimize your high-performance workloads by truly understanding and leveraging the underlying hardware with DRA. Together, we'll make sure you're getting the most bang for your buck from your powerful machines.