[Rebase] Rebase to vllm 0.12.0 (#335)

Signed-off-by: Rein Yang <ruiruyang2@gmail.com>
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Rein Yang <ruiruyang2@gmail.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>

docs/getting_started/installation/gpu/cuda.inc.md

@@ -18,9 +18,9 @@ Therefore, it is recommended to install vLLM and vLLM-Omni with a **fresh new**
 
 #### Installation of vLLM
 
-vLLM-Omni is built based on vLLM v0.11.0. Please install it with command below.
+vLLM-Omni is built based on vLLM v0.12.0. Please install it with command below.
 ```bash
-uv pip install vllm==0.11.0 --torch-backend=auto
+uv pip install vllm==0.12.0 --torch-backend=auto
 ```
 
 #### Installation of vLLM-Omni
@@ -34,10 +34,10 @@ uv pip install vllm-omni
 # --8<-- [start:build-wheel-from-source]
 
 #### Installation of vLLM
-If you do not need to modify source code of vLLM, you can directly install the stable 0.11.0 release version of the library
+If you do not need to modify source code of vLLM, you can directly install the stable 0.12.0 release version of the library
 
 ```bash
-uv pip install vllm==0.11.0 --torch-backend=auto
+uv pip install vllm==0.12.0 --torch-backend=auto
 ```
 
 #### Installation of vLLM-Omni
@@ -54,11 +54,11 @@ If you want to check, modify or debug with source code of vLLM, install the libr
 ```bash
 git clone https://github.com/vllm-project/vllm.git
 cd vllm
-git checkout v0.11.0
+git checkout v0.12.0
 ```
 Set up environment variables to get pre-built wheels. If there are internet problems, just download the whl file manually. And set `VLLM_PRECOMPILED_WHEEL_LOCATION` as your local absolute path of whl file.
 ```bash
-export VLLM_PRECOMPILED_WHEEL_LOCATION=https://github.com/vllm-project/vllm/releases/download/v0.11.0/vllm-0.11.0-cp38-abi3-manylinux1_x86_64.whl
+export VLLM_PRECOMPILED_WHEEL_LOCATION=https://github.com/vllm-project/vllm/releases/download/v0.12.0/vllm-0.12.0-cp38-abi3-manylinux_2_31_x86_64.whl
 ```
 Install vllm with command below (If you have no existing PyTorch).
 ```bash
@@ -89,7 +89,7 @@ docker run --runtime nvidia --gpus 2 \
     --env "HF_TOKEN=$HF_TOKEN" \
     -p 8091:8091 \
     --ipc=host \
-    vllm/vllm-omni:v0.11.0rc1 \
+    vllm/vllm-omni:v0.12.0rc1 \
     --model Qwen/Qwen3-Omni-30B-A3B-Instruct --port 8091
 ```
 

docs/getting_started/installation/gpu/rocm.inc.md

@@ -19,7 +19,7 @@ vLLM-Omni current recommends the steps in under setup through Docker Images.
 
 #### Get the correct docker environment
 
-The v0.11.0 releases is on Oct 3, 2025, so we will pull a AMD nightly docker image close to the release period. `rocm/vllm-dev:nightly_main_20251005` is picked as it has a correct `transformers` version that supports qwen3_omni.
+The v0.12.0 releases is on Dec 3, 2025, so we will pull a AMD nightly docker image close to the release period. `rocm/vllm-dev:nightly_main_20251205` is picked as it has a correct `transformers` version that supports qwen3_omni.
 
 `docker pull rocm/vllm-dev:nightly_main_20251005`
 
@@ -51,18 +51,18 @@ sudo apt install ffmpeg -y
 ```
 
 #### Installation of vLLM
-Install the v0.11.0 release of vLLM as vLLM-Omni is currently depend on v0.11.0.
+Install the v0.12.0 release of vLLM as vLLM-Omni is currently depend on v0.12.0.
 
 ```bash
 # uninstall existing vllm which is based on the main branch, not on the releases branch
 python3 -m pip uninstall -y vllm
-git clone https://github.com/vllm-project/vllm.git vllm0110
-cd vllm0110/
+git clone https://github.com/vllm-project/vllm.git vllm0120
+cd vllm0120/
 
-# checkout the version tag v0.11.0
-git checkout -b v0.11.0 v0.11.0
+# checkout the version tag v0.12.0
+git checkout -b v0.12.0 v0.12.0
 
-# you should see 0.11.0
+# you should see 0.12.0
 python -c "import setuptools_scm; print(setuptools_scm.get_version())"
 
 # PYTORCH_ROCM_ARCH=<your-gpu-arch> python3 setup.py develop
@@ -92,7 +92,7 @@ pip install vllm-omni
 # clone and checkout to the release version.
 git clone https://github.com/vllm-project/vllm-omni.git
 cd vllm-omni
-git checkout v0.11.0rc1
+git checkout v0.12.0rc1
 pip install -e .
 ```