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Yang <minos.future@gmail.com> Signed-off-by: Zhikaiiii <1658973216@qq.com> Signed-off-by: Andreas Hartel <andreas.hartel@aleph-alpha.com> Signed-off-by: Jee Jee Li <pandaleefree@gmail.com> Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com> Signed-off-by: wuxibin <wuxibin@bytedance.com> Signed-off-by: youkaichao <youkaichao@gmail.com> Signed-off-by: Peter Pan <Peter.Pan@daocloud.io> Signed-off-by: Peter Pan <peter.pan@daocloud.io> Signed-off-by: Nicolò Lucchesi<nicolo.lucchesi@gmail.com> Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com> Signed-off-by: Sage Moore <sage@neuralmagic.com> Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com> Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com> Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> Signed-off-by: Bill Nell <bnell@redhat.com> Signed-off-by: Shreeasish Kumar <shreeasish@rivosinc.com> Signed-off-by: Weida Hong <wdhongtw@google.com> Signed-off-by: Ekagra Ranjan 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Co-authored-by: Boyuan Feng <boyuan@meta.com> Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com> Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com> Co-authored-by: JartX <sagformas@epdcenter.es> Co-authored-by: Chendi.Xue <chendi.xue@intel.com> Co-authored-by: Chauncey <chaunceyjiang@gmail.com> Co-authored-by: xin.li <xin.li@daocloud.io> Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk> Co-authored-by: Chen Zhang <zhangch99@outlook.com> Co-authored-by: Roger Wang <hey@rogerw.io> Co-authored-by: Michael Goin <mgoin64@gmail.com> Co-authored-by: Wenlong Wang <wangwenlong2755@gmail.com> Co-authored-by: Manoel Marques <manoelmrqs@gmail.com> Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn> Co-authored-by: lirong <56789630+lirong-lirong@users.noreply.github.com> Co-authored-by: Michael Yao <haifeng.yao@daocloud.io> Co-authored-by: Woosuk Kwon 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3.1 KiB
--8<-- [start:installation]
vLLM initially supports basic model inference and serving on Intel GPU platform.
!!! warning There are no pre-built wheels for this device, so you need build vLLM from source. Or you can use pre-built images which are based on vLLM released versions.
--8<-- [end:installation]
--8<-- [start:requirements]
- Supported Hardware: Intel Data Center GPU, Intel ARC GPU
- OneAPI requirements: oneAPI 2025.1
- Python: 3.12 !!! warning The provided IPEX whl is Python3.12 specific so this version is a MUST.
--8<-- [end:requirements]
--8<-- [start:set-up-using-python]
There is no extra information on creating a new Python environment for this device.
--8<-- [end:set-up-using-python]
--8<-- [start:pre-built-wheels]
Currently, there are no pre-built XPU wheels.
--8<-- [end:pre-built-wheels]
--8<-- [start:build-wheel-from-source]
- First, install required driver and Intel OneAPI 2025.1 or later.
- Second, install Python packages for vLLM XPU backend building:
git clone https://github.com/vllm-project/vllm.git
cd vllm
pip install --upgrade pip
pip install -v -r requirements/xpu.txt
- Then, build and install vLLM XPU backend:
VLLM_TARGET_DEVICE=xpu python setup.py install
--8<-- [end:build-wheel-from-source]
--8<-- [start:pre-built-images]
Currently, we release prebuilt XPU images at docker hub based on vLLM released version. For more information, please refer release note.
--8<-- [end:pre-built-images]
--8<-- [start:build-image-from-source]
docker build -f docker/Dockerfile.xpu -t vllm-xpu-env --shm-size=4g .
docker run -it \
--rm \
--network=host \
--device /dev/dri \
-v /dev/dri/by-path:/dev/dri/by-path \
vllm-xpu-env
--8<-- [end:build-image-from-source]
--8<-- [start:supported-features]
XPU platform supports tensor parallel inference/serving and also supports pipeline parallel as a beta feature for online serving. For pipeline parallel, we support it on single node with mp as the backend. For example, a reference execution like following:
python -m vllm.entrypoints.openai.api_server \
--model=facebook/opt-13b \
--dtype=bfloat16 \
--max_model_len=1024 \
--distributed-executor-backend=mp \
--pipeline-parallel-size=2 \
-tp=8
By default, a ray instance will be launched automatically if no existing one is detected in the system, with num-gpus equals to parallel_config.world_size. We recommend properly starting a ray cluster before execution, referring to the gh-file:examples/online_serving/run_cluster.sh helper script.
--8<-- [end:supported-features]
--8<-- [start:distributed-backend]
XPU platform uses torch-ccl for torch<2.8 and xccl for torch>=2.8 as distributed backend, since torch 2.8 supports xccl as built-in backend for XPU.