vLLM

Installation depends on your OS. These commands are examples or templates: replace placeholders and verify quantization, file format, drivers and runtime support. Memory fit does not guarantee deployment.

1. 1
   Installuv pip install vllm --torch-backend=auto
2. 2
   Start a modelvllm serve <verified-checkpoint> --dtype auto
3. 3
   Connect your app

   OpenAI-compatible server · :8000. Keep the service bound to localhost unless you add authentication and network controls.