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Changelog

Changelog for the Amazon Linux 2023-based Ray LLM DLC images (serve-llm-cuda).


Ray LLM v1.0 — 2026-08-31

Tags: serve-llm-cuda · serve-llm-cuda-v1 · serve-llm-cuda-v1.0 · serve-llm-cuda-v1.0.0

Highlights

  • Initial release of the Ray LLM DLC images on Amazon Linux 2023
  • Ray Serve + vLLM for OpenAI-compatible LLM serving on GPU, via ray[llm]'s build_openai_app
  • Ray 2.58.0 and vLLM 0.26.0 on PyTorch 2.11.0, CUDA 13.0.2, Python 3.13
  • Single-GPU serving on EC2; multi-node tensor-parallel serving on EKS via KubeRay
  • EFA support for multi-node networking
  • Shares the ray ECR repository with the Ray Serve (serve-ml) and Ray Train (train-ml) images