[Feature] Support online inference (#64)

Signed-off-by: Gaohan123 <gaohan19@huawei.com>
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Gao Han authored and GitHub committed 2025-11-17 14:44:10 +08:00
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@@ -6,4 +6,3 @@ vLLM-omni's examples are split into two categories:
- If you are using vLLM-omni from an HTTP application or client, see the *Online Serving* section.
For detailed example documentation, check the [examples directory](https://github.com/vllm-project/vllm-omni/tree/main/examples) in the repository.
@@ -0,0 +1,64 @@
# Offline Example of vLLM-omni for Qwen2.5-omni
Source <https://github.com/vllm-project/vllm-omni/tree/main/examples\offline_inference\qwen2_5_omni>.
## 🛠️ Installation
Please refer to [README.md](https://github.com/vllm-project/vllm-omni/tree/main/README.md)
## Run examples (Qwen2.5-omni)
### Multiple Prompts
Download dataset from [seed_tts](https://drive.google.com/file/d/1GlSjVfSHkW3-leKKBlfrjuuTGqQ_xaLP/edit). To get the prompt, you can:
```bash
tar -xf <Your Download Path>/seedtts_testset.tar
cp seedtts_testset/en/meta.lst examples/offline_inference/qwen2_5_omni/meta.lst
python3 examples/offline_inference/qwen2_5_omni/extract_prompts.py \
--input examples/offline_inference/qwen2_5_omni/meta.lst \
--output examples/offline_inference/qwen2_5_omni/top100.txt \
--topk 100
```
Get into the example folder
```bash
cd examples/offline_inference/qwen2_5_omni
```
Then run the command below.
```bash
bash run_multiple_prompts.sh
```
### Single Prompts
Get into the example folder
```bash
cd examples/offline_inference/qwen2_5_omni
```
Then run the command below.
```bash
bash run_single_prompt.sh
```
## Example materials
??? abstract "end2end.py"
``````py
--8<-- "examples\offline_inference\qwen2_5_omni\end2end.py"
``````
??? abstract "extract_prompts.py"
``````py
--8<-- "examples\offline_inference\qwen2_5_omni\extract_prompts.py"
``````
??? abstract "processing_omni.py"
``````py
--8<-- "examples\offline_inference\qwen2_5_omni\processing_omni.py"
``````
??? abstract "run_multiple_prompts.sh"
``````sh
--8<-- "examples\offline_inference\qwen2_5_omni\run_multiple_prompts.sh"
``````
??? abstract "run_single_prompt.sh"
``````sh
--8<-- "examples\offline_inference\qwen2_5_omni\run_single_prompt.sh"
``````
??? abstract "utils.py"
``````py
--8<-- "examples\offline_inference\qwen2_5_omni\utils.py"
``````
@@ -0,0 +1,35 @@
# Online serving Example of vLLM-omni for Qwen2.5-omni
Source <https://github.com/vllm-project/vllm-omni/blob/main/examples\online_serving\README.md>.
## 🛠️ Installation
Please refer to [README.md](https://github.com/vllm-project/vllm-omni/blob/main/README.md)
## Run examples (Qwen2.5-omni)
Launch the server
```bash
vllm serve Qwen/Qwen2.5-Omni-7B --omni --port 8091
```
If you have custom stage configs file, launch the server with command below
```bash
vllm serve Qwen/Qwen2.5-Omni-7B --omni --port 8091 --stage-configs-path /path/to/stage_configs_file
```
Get into the example folder
```bash
cd examples/online_serving
```
Send request via python
```bash
python openai_chat_completion_client_for_multimodal_generation.py
```
Send request via curl
```bash
bash run_curl_multimodal_generation.sh
```
@@ -0,0 +1,7 @@
# OpenAI Chat Completion Client For Multimodal Generation
Source <https://github.com/vllm-project/vllm-omni/blob/main/examples\online_serving\openai_chat_completion_client_for_multimodal_generation.py>.
``````py
--8<-- "examples\online_serving\openai_chat_completion_client_for_multimodal_generation.py"
``````