[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/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 .
 ```