Simplify and support your TorchServe workloads using Ray Serve Deep Learning Containers

AWS Machine LearningSeptember 9, 2026en

TorchServe is no longer maintained, leaving teams to own the entire GPU inference stack. The AWS Ray Serve Deep Learning Container is a supported, pre-tested container with the framework, GPU drivers, and serving layer already assembled. This post walks through deploying a vision-language model on Amazon EKS using the Ray Serve DLC on a single GPU node.

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