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Source AWS Machine Learning Blog aws.amazon.com Company Blog
October 28, 2026 ai_technology enterprise_ai

Distributed training with Ray Train DLCs and EFA on EKS

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Overview

The Ray Train Deep Learning Container ships the full CUDA-through-EFA stack, so you build no image. This post walks through a reproducible sample that fine-tunes Qwen2.5-1.5B with PyTorch FSDP across eight GPUs on two EFA-enabled g6.12xlarge instances on Amazon EKS, using the container exactly as published.

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