# Run a vLLM Server on HF Jobs in One Command

DevFeed: [Run a vLLM Server on HF Jobs in One Command](<https://devfeed.tech/articles/run-a-vllm-server-on-hf-jobs-in-one-command-7559.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/vllm-jobs>)

Author: Quentin Gallouédec

Published: 2026-06-26T00:00:00Z

Content type: tutorial

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [jobs](<https://devfeed.tech/topics/jobs.md>), [vllm](<https://devfeed.tech/topics/vllm.md>), [API](<https://devfeed.tech/topics/api.md>), [inference-endpoints](<https://devfeed.tech/topics/inference-endpoints.md>), [model-deployment](<https://devfeed.tech/topics/model-deployment.md>), [cURL](<https://devfeed.tech/topics/curl.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [Python](<https://devfeed.tech/topics/python.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [guide](<https://devfeed.tech/tags/guide.md>), [inference](<https://devfeed.tech/tags/inference.md>), [inference-endpoints](<https://devfeed.tech/tags/inference-endpoints.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [jobs](<https://devfeed.tech/tags/jobs.md>), [json](<https://devfeed.tech/tags/json.md>), [model](<https://devfeed.tech/tags/model.md>), [models](<https://devfeed.tech/tags/models.md>), [python](<https://devfeed.tech/tags/python.md>), [vllm](<https://devfeed.tech/tags/vllm.md>)

## AI overview

A practical guide to launching a vLLM model server on Hugging Face Jobs with a single command, querying it through the OpenAI-compatible API, authenticating requests with an HF token, managing costs, and scaling to larger multi-GPU models. It also contrasts ephemeral Jobs with managed Inference Endpoints.

## Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.