How to deploy and benchmark vLLM with GuideLLM on Kubernetes

· Red Hat · Dec. 24, 2025, 8:35 a.m.
Summary
This blog post provides a detailed, step-by-step guide on deploying the vLLM (a high-performance large language model) and benchmarking it using GuideLLM on a Kubernetes cluster. It covers prerequisite setups, deployment instructions, and performance measurement techniques that help assess the production capabilities of the vLLM inference server under load. The post emphasizes practical applications for developers working in AI and machine learning environments, particularly with Kubernetes and GPU setups.
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