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In-person
November 12-15
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Please note: This schedule is automatically displayed in Mountain Standard Time (UTC -7). To see the schedule in your preferred timezone, please select from the drop-down menu to the right, above "Filter by Date." The schedule is subject to change and session seating is available on a first-come, first-served basis. 
Thursday November 14, 2024 4:30pm - 5:05pm MST
Dynamic Resource Allocation (DRA) is one of the most anticipated features to ever make its way into Kubernetes. It promises to revolutionize the way hardware devices are consumed and shared between workloads. In particular, DRA unlocks the ability to manage heterogeneous GPUs in a unified and configurable manner without the need for awkward solutions shoehorned on top of the existing device plugin API. In this talk, we use DRA to benchmark various GPU sharing strategies including Multi-Instance GPUs, Multi-Process Service (MPS), and CUDA Time-Slicing. As part of this, we provide guidance on the class of applications that can benefit from each strategy as well as how to combine different strategies in order to achieve optimal performance. The talk concludes with a discussion of potential challenges, future enhancements, and a live demo showcasing the use of each GPU sharing strategy with real-world applications.
Speakers
avatar for Kevin Klues

Kevin Klues

Distinguished Engineer, NVIDIA
Kevin Klues is a distinguished engineer on the NVIDIA Cloud Native team. Kevin has been involved in the design and implementation of a number of Kubernetes technologies, including the Topology Manager, the Kubernetes stack for Multi-Instance GPUs, and Dynamic Resource Allocation (DRA... Read More →
avatar for Yuan Chen

Yuan Chen

Principal Software Engineer, NVIDIA
Yuan Chen is a Principal Software Engineer at NVIDIA, working on building NVIDIA GPU Cloud for AI. He served as a Staff Software Engineer at Apple from 2019 to 2024, where he contributed to the development of Apple's Kubernetes infrastructure. Yuan has been an active code contributor... Read More →
Thursday November 14, 2024 4:30pm - 5:05pm MST
Salt Palace | Level 2 | 255 E
  AI + ML
  • Content Experience Level Any

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