~/talk

Sailing Ray Workloads with KubeRay and Kueue in Kubernetes

name:Jason Hu
links:none on file
name:Kante Yin
github:kerthcet
slides:none on file

Explains running Ray workloads on Kubernetes using KubeRay (the Ray operator) to create and manage Ray clusters and Ray Job custom resources, and using Kueue (a Kubernetes-native job queuing system) to handle concurrent-job challenges such as resource allocation, multi-tenancy, fair sharing and preventing job starvation. Describes ByteDance’s production setup where thousands of jobs are submitted daily, debugging on long‑running clusters and launching regular jobs via Ray Job CRs, and how Kueue integrates to improve scheduling and resource management.

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