Run multi-node inference workloads using Ray LLM Deep Learning Containers

AWS Machine LearningOctober 12, 2026en

Learn how to deploy one large language model across two GPU nodes on Amazon EKS using the multi-node Ray LLM Deep Learning Containers, with separate prefill and decode nodes behind one OpenAI-compatible endpoint. The pre-built container ships the full inference stack, so you configure the deployment instead of assembling it.

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• OpenAI