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# vLLM-Omni CLI Guide
The CLI for vLLM-Omni inherits from vllm with some additional arguments.
Environment variables are process configuration rather than CLI-only options.
See the [Environment Variables](../configuration/environment_variables.md)
reference for ownership, precedence, evaluation time, and per-stage `env`
scoping.
## serve
Starts the vLLM-Omni OpenAI Compatible API server.
Start with a model:
```bash
vllm serve Qwen/Qwen2.5-Omni-7B --omni
```
Specify the port:
```bash
vllm serve Qwen/Qwen2.5-Omni-7B --omni --port 8091
```
Load a custom deploy configuration with `--deploy-config`:
```bash
vllm serve Qwen/Qwen2.5-Omni-7B --omni --deploy-config /path/to/deploy_config.yaml
```
## bench
Run benchmark tests for online serving throughput.
Available Commands:
```bash
vllm bench serve --omni \
--model Qwen/Qwen2.5-Omni-7B \
--host server-host \
--port server-port \
--random-input-len 32 \
--random-output-len 4 \
--num-prompts 5
```
See [vllm bench serve](./bench/serve.md) for serving benchmark arguments and
dataset-specific examples, including OmniInteract native-duplex sessions.