Deploy LLMs on Kubernetes with OpenAI-Compatible API via vLLM

This guide details how to deploy an LLM on Kubernetes, focusing on exposing it as an OpenAI-compatible API. It covers setting up GPU nodes, creating a Kubernetes secret for Hugging Face tokens, and using vLLM as the model serving engine. The tutorial uses smaller Qwen2.5 models for a practical walkthrough, emphasizing the process of getting a working API request rather than benchmarking. AI

IMPACT Enables developers to deploy and serve LLMs efficiently on Kubernetes infrastructure, mimicking OpenAI's API.

RANK_REASON The item describes a technical tutorial for deploying LLMs on Kubernetes, which is a tool-related topic.

Read on dev.to — LLM tag →

• Hugging Face
• Kubernetes
• NVIDIA
• OpenAI
• Qwen/Qwen2.5-0.5B-Instruct
• Qwen/Qwen2.5-1.5B-Instruct
• Qwen/Qwen2.5-7B-Instruct
• vLLM

• infra
• product

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