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CNCF [Cloud Native Computing Foundation]

Which GPU Sharing Strategy Is Right for You? A Comprehensive Benchmark Study Using Dynamic Resource Allocation

CNCF [Cloud Native Computing Foundation] via YouTube

Overview

Explore a comprehensive technical conference talk that delves into Dynamic Resource Allocation (DRA) in Kubernetes and its impact on GPU sharing strategies. Learn about different GPU sharing approaches including Multi-Instance GPUs, Multi-Process Service (MPS), and CUDA Time-Slicing through detailed benchmark comparisons. Discover which applications benefit most from each sharing strategy and how to combine multiple approaches for optimal performance. Gain practical insights through real-world application demonstrations and understand potential challenges and future enhancements in GPU resource management. Master the revolutionary capabilities of DRA for managing heterogeneous GPUs in a unified and configurable way, moving beyond traditional device plugin API limitations.

Syllabus

Which GPU Sharing Strategy Is Right for You? A Comprehensive Benchmark St... Kevin Klues & Yuan Chen

Taught by

CNCF [Cloud Native Computing Foundation]

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