Alibaba Cloud Infrastructure
Apr 16, 2025 · Artificial Intelligence
Optimizing Multi‑Node Distributed LLM Inference with ACK Gateway and vLLM
This article presents a step‑by‑step guide for deploying and optimizing large‑language‑model inference across multiple GPU‑enabled nodes using ACK Gateway with Inference Extension, vLLM’s tensor‑ and pipeline‑parallel techniques, and Kubernetes resources such as LeaderWorkerSet, PVCs, and custom routing policies, followed by performance benchmarking and analysis.
ACK GatewayDistributed InferenceKubernetes
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