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Adding cpu inference with VXE ISA for s390x architecture #12613
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7c83d34
s390x vector intrinsics support for vLLM
dilipgb 561eca8
dockerising and requirements-cpu for vllm
rishikakedia 0fc4f37
corrected extension for cpu_types_vxe.cpp to cpu_types_vxe.hpp
dilipgb edd02fa
addressing review comments
dilipgb c22c9da
change base image to ubi-minimal and incorporate review comments
dilipgb 222b54c
incorporate review comments
dilipgb 822a4eb
Merge branch 'vllm-project:main' into s390x/vllm
dilipgb 2b3c023
Merge branch 'vllm-project:main' into s390x/vllm
dilipgb 02554db
correct virtual env path
dilipgb 44250f8
Merge branch 'vllm-project:main' into s390x/vllm
dilipgb c57ceab
incorporating review comments
dilipgb 2dcb4a9
refactor: optimize the Docker layers
dilipgb d8bf9e2
refactor: optimize the Docker layers
dilipgb 40afba6
Merge branch 'vllm-project:main' into s390x/vllm
dilipgb 03c3c09
use only uv cache and remove pip cache dir
dilipgb ebe9541
Merge branch 'vllm-project:main' into s390x/vllm
dilipgb 272cf03
chore: upgrade pytorch
dilipgb 3ce44c7
fix: needs gcc-fortran to install scipy
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Original file line number | Diff line number | Diff line change |
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# Base UBI image for s390x architecture | ||
ARG BASE_UBI_IMAGE_TAG=9.5-1736404155 | ||
ARG PYTHON_VERSION=3.12 | ||
FROM registry.access.redhat.com/ubi9/ubi-minimal:${BASE_UBI_IMAGE_TAG} AS base | ||
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# Install basic dependencies | ||
ARG PYTHON_VERSION | ||
ENV PYTHON_VERSION=${PYTHON_VERSION} | ||
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WORKDIR /workspace | ||
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ENV LANG=C.UTF-8 \ | ||
LC_ALL=C.UTF-8 | ||
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# Install development utilities | ||
RUN microdnf install -y \ | ||
which procps findutils tar vim git gcc gcc-gfortran g++ make patch zlib-devel \ | ||
libjpeg-turbo-devel libtiff-devel libpng-devel libwebp-devel freetype-devel harfbuzz-devel \ | ||
openssl-devel openblas openblas-devel autoconf automake libtool cmake && \ | ||
microdnf clean all | ||
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# Python Installation | ||
FROM base AS python-install | ||
ARG PYTHON_VERSION | ||
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ENV VIRTUAL_ENV=/opt/vllm | ||
ENV PATH="$VIRTUAL_ENV/bin:$PATH" | ||
ENV PYTHON_VERSION=${PYTHON_VERSION} | ||
RUN microdnf install -y \ | ||
python${PYTHON_VERSION}-devel python${PYTHON_VERSION}-pip python${PYTHON_VERSION}-wheel && \ | ||
python${PYTHON_VERSION} -m venv $VIRTUAL_ENV && pip install --no-cache -U pip wheel uv && microdnf clean all | ||
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FROM python-install AS pyarrow | ||
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# Build Apache Arrow | ||
WORKDIR /tmp | ||
RUN --mount=type=cache,target=/root/.cache/uv \ | ||
git clone https://github.com/apache/arrow.git && \ | ||
cd arrow/cpp && \ | ||
mkdir release && cd release && \ | ||
cmake -DCMAKE_BUILD_TYPE=Release \ | ||
-DCMAKE_INSTALL_PREFIX=/usr/local \ | ||
-DARROW_PYTHON=ON \ | ||
-DARROW_PARQUET=ON \ | ||
-DARROW_ORC=ON \ | ||
-DARROW_FILESYSTEM=ON \ | ||
-DARROW_WITH_LZ4=ON \ | ||
-DARROW_WITH_ZSTD=ON \ | ||
-DARROW_WITH_SNAPPY=ON \ | ||
-DARROW_JSON=ON \ | ||
-DARROW_CSV=ON \ | ||
-DARROW_DATASET=ON \ | ||
-DPROTOBUF_PROTOC_EXECUTABLE=/usr/bin/protoc \ | ||
-DARROW_DEPENDENCY_SOURCE=BUNDLED \ | ||
.. && \ | ||
make -j$(nproc) && \ | ||
make install && \ | ||
cd ../../python && \ | ||
export PYARROW_PARALLEL=4 && \ | ||
export ARROW_BUILD_TYPE=release && \ | ||
uv pip install -r requirements-build.txt && \ | ||
python setup.py build_ext --build-type=$ARROW_BUILD_TYPE --bundle-arrow-cpp bdist_wheel | ||
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FROM python-install AS numa-build | ||
# Install numactl (needed for numa.h dependency) | ||
WORKDIR /tmp | ||
RUN curl -LO https://github.com/numactl/numactl/archive/refs/tags/v2.0.16.tar.gz && \ | ||
tar -xvzf v2.0.16.tar.gz && \ | ||
cd numactl-2.0.16 && \ | ||
./autogen.sh && \ | ||
./configure && \ | ||
make | ||
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# Set include path | ||
ENV C_INCLUDE_PATH="/usr/local/include:$C_INCLUDE_PATH" | ||
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FROM python-install AS rust | ||
ENV CARGO_HOME=/root/.cargo | ||
ENV RUSTUP_HOME=/root/.rustup | ||
ENV PATH="$CARGO_HOME/bin:$RUSTUP_HOME/bin:$PATH" | ||
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RUN curl https://sh.rustup.rs -sSf | sh -s -- -y && \ | ||
. "$CARGO_HOME/env" && \ | ||
rustup default stable && \ | ||
rustup show | ||
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FROM python-install AS torch-vision | ||
# Install torchvision | ||
ARG TORCH_VERSION=2.7.0.dev20250304 | ||
ARG TORCH_VISION_VERSION=v0.20.1 | ||
WORKDIR /tmp | ||
RUN --mount=type=cache,target=/root/.cache/uv \ | ||
git clone https://github.com/pytorch/vision.git && \ | ||
cd vision && \ | ||
git checkout $TORCH_VISION_VERSION && \ | ||
uv pip install -v torch==${TORCH_VERSION} --extra-index-url https://download.pytorch.org/whl/nightly/cpu && \ | ||
python setup.py bdist_wheel | ||
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# Final build stage | ||
FROM python-install AS vllm-cpu | ||
ARG PYTHON_VERSION | ||
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# Set correct library path for torch and numactl | ||
ENV LD_LIBRARY_PATH="/opt/vllm/lib64/python${PYTHON_VERSION}/site-packages/torch/lib:/usr/local/lib:$LD_LIBRARY_PATH" | ||
ENV C_INCLUDE_PATH="/usr/local/include:$C_INCLUDE_PATH" | ||
ENV UV_LINK_MODE=copy | ||
ENV CARGO_HOME=/root/.cargo | ||
ENV RUSTUP_HOME=/root/.rustup | ||
ENV PATH="$CARGO_HOME/bin:$RUSTUP_HOME/bin:$PATH" | ||
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COPY . /workspace/vllm | ||
WORKDIR /workspace/vllm | ||
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RUN --mount=type=bind,from=numa-build,src=/tmp/numactl-2.0.16,target=/numactl \ | ||
make -C /numactl install | ||
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# Install dependencies, including PyTorch and Apache Arrow | ||
RUN --mount=type=cache,target=/root/.cache/uv \ | ||
--mount=type=bind,from=rust,source=/root/.cargo,target=/root/.cargo,rw \ | ||
--mount=type=bind,from=rust,source=/root/.rustup,target=/root/.rustup,rw \ | ||
--mount=type=bind,from=pyarrow,source=/tmp/arrow/python/dist,target=/tmp/arrow-wheels \ | ||
--mount=type=bind,from=torch-vision,source=/tmp/vision/dist,target=/tmp/vision-wheels/ \ | ||
sed -i '/^torch/d' requirements-build.txt && \ | ||
ARROW_WHL_FILE=$(ls /tmp/arrow-wheels/pyarrow-*.whl | head -n 1) && \ | ||
VISION_WHL_FILE=$(ls /tmp/vision-wheels/*.whl | head -n 1) && \ | ||
uv pip install -v \ | ||
$ARROW_WHL_FILE \ | ||
$VISION_WHL_FILE \ | ||
--extra-index-url https://download.pytorch.org/whl/nightly/cpu \ | ||
--index-strategy unsafe-best-match \ | ||
-r requirements-build.txt \ | ||
-r requirements-cpu.txt | ||
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# Build and install vllm | ||
RUN --mount=type=cache,target=/root/.cache/uv \ | ||
VLLM_TARGET_DEVICE=cpu python setup.py bdist_wheel && \ | ||
uv pip install "$(echo dist/*.whl)[tensorizer]" | ||
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# setup non-root user for vllm | ||
RUN umask 002 && \ | ||
useradd --uid 2000 --gid 0 vllm && \ | ||
mkdir -p /home/vllm && \ | ||
chmod g+rwx /home/vllm | ||
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COPY LICENSE /licenses/vllm.md | ||
COPY examples/*.jinja /app/data/template/ | ||
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USER 2000 | ||
WORKDIR /home/vllm | ||
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# Set the default entrypoint | ||
ENTRYPOINT ["python", "-m", "vllm.entrypoints.openai.api_server"] |
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