Run a vLLM Server on HF Jobs in One Command

Hugging Face Jobs allows users to launch a private language model server using vLLM with a single command, without needing to manage servers or Kubernetes infrastructure. The service is billed per second of hardware usage and can be queried from anywhere using an OpenAI-compatible API with token-based authentication. The approach is designed for testing, evaluation, or batch generation tasks, with the ability to scale to larger models by selecting more powerful hardware configurations and distributing the model across multiple GPUs. Access to the endpoint is restricted to users with Hugging Face tokens that have read access to the job's namespace.