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Ops Development Stories
Ops Development Stories
Jun 15, 2025 · Artificial Intelligence

How to Deploy vLLM for Fast LLM Inference on GPU and CPU – A Step‑by‑Step Guide

This article walks through deploying the high‑performance vLLM LLM inference framework, covering GPU and CPU backend installation, environment setup, offline and online serving, API usage, and a performance comparison that highlights the ten‑fold speed advantage of GPU over CPU.

CPU deploymentGPU deploymentLLM inference
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How to Deploy vLLM for Fast LLM Inference on GPU and CPU – A Step‑by‑Step Guide