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CNCF [Cloud Native Computing Foundation]

Practice of Building AI Training Clusters Based on Kubernetes and RoCEv2

CNCF [Cloud Native Computing Foundation] via YouTube

Overview

Explore the practice of building AI training clusters using Kubernetes and RoCEv2 in this 42-minute conference talk. Learn how to integrate RoCEv2 lossless networks into Kubernetes, utilize RoCEv2 networks in Kubernetes pods, optimize resource scheduling for nodes with multiple GPUs and RoCE network cards, and make necessary adjustments to AI training tasks. Discover solutions for challenges such as network card virtualization, RoCE lossless network configuration, and running training tasks based on RoCEv2 and Kubernetes. Gain insights into the advantages and implementation strategies of using RoCEv2 networks over traditional Infiniband networks for AI cluster construction.

Syllabus

Practice of Building AI Training Cluster Based on Kubernetes+RoCEv2 - Wang DeKui & Wang Chao IEI

Taught by

CNCF [Cloud Native Computing Foundation]

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