| # vllm launch render | |
| ## Overview | |
| `vllm launch render` starts a GPU-less rendering server for preprocessing and | |
| postprocessing only. | |
| ```bash | |
| vllm launch render meta-llama/Llama-3.2-1B-Instruct --port 8100 | |
| ``` | |
| This command reuses the standard serving parser, so model, frontend, | |
| networking, and related CLI options follow the same conventions as | |
| [`vllm serve`](../serve.md). | |
| ## JSON CLI Arguments | |
| --8<-- "docs/cli/json_tip.inc.md" | |
| ## Arguments | |
| --8<-- "docs/generated/argparse/launch_render.inc.md" | |