ARG BASE_UBI_IMAGE_TAG=9.6-1754584681

###############################################################
# Stage to build openblas
###############################################################

FROM registry.access.redhat.com/ubi9/ubi-minimal:${BASE_UBI_IMAGE_TAG} AS openblas-builder

ARG MAX_JOBS
ARG OPENBLAS_VERSION=0.3.30
RUN microdnf install -y dnf && dnf install -y gcc-toolset-14 make wget unzip \
    && source /opt/rh/gcc-toolset-14/enable \
    && wget https://github.com/OpenMathLib/OpenBLAS/releases/download/v$OPENBLAS_VERSION/OpenBLAS-$OPENBLAS_VERSION.zip \
    && unzip OpenBLAS-$OPENBLAS_VERSION.zip \
    && cd OpenBLAS-$OPENBLAS_VERSION \
    &&  make -j${MAX_JOBS} TARGET=POWER9 BINARY=64 USE_OPENMP=1 USE_THREAD=1 NUM_THREADS=120 DYNAMIC_ARCH=1 INTERFACE64=0 \
    && cd /tmp && touch control


###############################################################
# base stage with dependencies coming from centos mirrors
###############################################################
FROM registry.access.redhat.com/ubi9/ubi-minimal:${BASE_UBI_IMAGE_TAG} AS centos-deps-builder
RUN  microdnf install -y dnf && \ 
     dnf install -y https://mirror.stream.centos.org/9-stream/BaseOS/`arch`/os/Packages/centos-gpg-keys-9.0-26.el9.noarch.rpm \
        https://mirror.stream.centos.org/9-stream/BaseOS/`arch`/os/Packages/centos-stream-repos-9.0-26.el9.noarch.rpm \
        https://dl.fedoraproject.org/pub/epel/epel-release-latest-9.noarch.rpm && \
        dnf config-manager --set-enabled crb

RUN dnf install -y openjpeg2-devel lcms2-devel tcl-devel tk-devel fribidi-devel yajl-devel && \
    dnf remove -y centos-gpg-keys-9.0-24.el9.noarch centos-stream-repos-9.0-26.el9.noarch 


###############################################################
# base stage with basic dependencies
###############################################################

FROM centos-deps-builder AS base-builder

ARG PYTHON_VERSION=3.12
ARG OPENBLAS_VERSION=0.3.30

# Set Environment Variables for venv, cargo & openblas
ENV VIRTUAL_ENV=/opt/vllm
ENV PATH=${VIRTUAL_ENV}/bin:/root/.cargo/bin:$PATH
ENV PKG_CONFIG_PATH=/usr/local/lib/pkgconfig/
ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/lib64:/usr/local/lib:/usr/lib64:/usr/lib
ENV UV_LINK_MODE=copy

# install gcc-13, python, rust, openblas
# Note: A symlink for libatomic.so is created for gcc-13 (linker fails to find libatomic otherwise - reqd. for sentencepiece)
# Note: A dummy file 'control' is created in /tmp/ to artificially create dependencies between stages when building stages in parallel
#       when `--jobs=<N>` is passed with podman build command

COPY --from=openblas-builder /tmp/control /dev/null

RUN --mount=type=bind,from=openblas-builder,source=/OpenBLAS-$OPENBLAS_VERSION/,target=/openblas/,rw \
    dnf install -y openssl-devel \
    && dnf install -y \
       git tar gcc-toolset-14 automake libtool \
       pkgconfig xsimd zeromq-devel kmod findutils protobuf* \
       libtiff-devel libjpeg-devel zlib-devel freetype-devel libwebp-devel \
       harfbuzz-devel libraqm-devel libimagequant-devel libxcb-devel \
       python${PYTHON_VERSION}-devel python${PYTHON_VERSION}-pip clang-devel \
    && dnf clean all \
    && PREFIX=/usr/local make -C /openblas install \
    && ln -sf /usr/lib64/libatomic.so.1 /usr/lib64/libatomic.so \
    && python${PYTHON_VERSION} -m venv ${VIRTUAL_ENV} \
    && python -m pip install -U pip uv \
    && uv pip install wheel build "setuptools<70" setuptools_scm setuptools_rust meson-python 'cmake<4' ninja cython scikit_build_core scikit_build \
    && curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- -y \
    && cd /tmp && touch control


###############################################################
# Stage to build torch family
###############################################################

FROM base-builder AS torch-builder

ARG MAX_JOBS
ARG TORCH_VERSION=2.7.0
ARG _GLIBCXX_USE_CXX11_ABI=1
ARG OPENBLAS_VERSION=0.3.30

RUN --mount=type=cache,target=/root/.cache/uv \
    source /opt/rh/gcc-toolset-14/enable &&  \
    git clone --recursive https://github.com/pytorch/pytorch.git -b v${TORCH_VERSION} && \
    cd pytorch && \
    uv pip install -r requirements.txt && \
    python setup.py develop && \
    rm -f dist/torch*+git*whl && \
    MAX_JOBS=${MAX_JOBS:-$(nproc)} \
    PYTORCH_BUILD_VERSION=${TORCH_VERSION} PYTORCH_BUILD_NUMBER=1 uv build --wheel --out-dir /torchwheels/

ARG TORCHVISION_VERSION=0.22.0
ARG TORCHVISION_USE_NVJPEG=0
ARG TORCHVISION_USE_FFMPEG=0
RUN --mount=type=cache,target=/root/.cache/uv \
    source /opt/rh/gcc-toolset-14/enable && \
    git clone --recursive https://github.com/pytorch/vision.git -b v${TORCHVISION_VERSION} && \
    cd vision && \
    MAX_JOBS=${MAX_JOBS:-$(nproc)} \
    BUILD_VERSION=${TORCHVISION_VERSION} \
    uv build --wheel --out-dir /torchwheels/ --no-build-isolation

ARG TORCHAUDIO_VERSION=2.7.0
ARG BUILD_SOX=1
ARG BUILD_KALDI=1
ARG BUILD_RNNT=1
ARG USE_FFMPEG=0
ARG USE_ROCM=0
ARG USE_CUDA=0
ARG TORCHAUDIO_TEST_ALLOW_SKIP_IF_NO_FFMPEG=1
RUN --mount=type=cache,target=/root/.cache/uv \
    source /opt/rh/gcc-toolset-14/enable && \
    git clone --recursive https://github.com/pytorch/audio.git -b v${TORCHAUDIO_VERSION} && \
    cd audio && \
    MAX_JOBS=${MAX_JOBS:-$(nproc)} \
    BUILD_VERSION=${TORCHAUDIO_VERSION} \
    uv build --wheel --out-dir /torchwheels/ --no-build-isolation

###############################################################
# Stage to build pyarrow
###############################################################

FROM base-builder AS arrow-builder

ARG MAX_JOBS
ARG PYARROW_PARALLEL
ARG PYARROW_VERSION=21.0.0
RUN --mount=type=cache,target=/root/.cache/uv \
    source /opt/rh/gcc-toolset-14/enable && \
    git clone --recursive https://github.com/apache/arrow.git -b apache-arrow-${PYARROW_VERSION} && \
    cd arrow/cpp && \
    mkdir build && cd build && \
    cmake -DCMAKE_BUILD_TYPE=release \
        -DCMAKE_INSTALL_PREFIX=/usr/local \
        -DARROW_PYTHON=ON \
        -DARROW_BUILD_TESTS=OFF \
        -DARROW_JEMALLOC=ON \
        -DARROW_BUILD_STATIC="OFF" \
        -DARROW_PARQUET=ON \
        .. && \
    make install -j ${MAX_JOBS:-$(nproc)} && \
    cd ../../python/ && \
    uv pip install -v -r requirements-build.txt && uv pip install numpy==2.1.3 && \
    PYARROW_PARALLEL=${PYARROW_PARALLEL:-$(nproc)} \
    python setup.py build_ext \
    --build-type=release --bundle-arrow-cpp \
    bdist_wheel --dist-dir /arrowwheels/

###############################################################
# Stage to build opencv
###############################################################

FROM base-builder AS cv-builder

ARG MAX_JOBS
ARG OPENCV_VERSION=86
# patch for version 4.11.0.86
ARG OPENCV_PATCH=97f3f39
ARG ENABLE_HEADLESS=1
RUN --mount=type=cache,target=/root/.cache/uv \
    source /opt/rh/gcc-toolset-14/enable && \
    git clone --recursive https://github.com/opencv/opencv-python.git -b ${OPENCV_VERSION} && \
    cd opencv-python && \
    sed -i -E -e 's/"setuptools.+",/"setuptools",/g' pyproject.toml && \
    cd opencv && git cherry-pick --no-commit $OPENCV_PATCH && cd .. && \
    uv pip install scikit-build && \    
    python -m build --wheel --installer=uv --outdir /opencvwheels/

###############################################################
# Stage to build numactl
###############################################################

FROM base-builder AS numa-builder

# Note: Building numactl with gcc-11. Compiling with gcc-13 in this builder stage will
# trigger recompilation with gcc-11 (and require libtool) in the final stage where we do not have gcc-13
ARG MAX_JOBS
ARG NUMACTL_VERSION=2.0.19
RUN git clone --recursive https://github.com/numactl/numactl.git -b v${NUMACTL_VERSION} \
    && cd numactl \
    && autoreconf -i && ./configure \
    && make -j ${MAX_JOBS:-$(nproc)}


###############################################################
# Stage to build numba 
###############################################################

FROM base-builder AS numba-builder

ARG MAX_JOBS
ARG NUMBA_VERSION=0.61.2

# Clone all required dependencies
RUN dnf install ninja-build llvm15 llvm15-devel -y && source /opt/rh/gcc-toolset-14/enable && export PATH=$PATH:/usr/lib64/llvm15/bin && \
    git clone --recursive https://github.com/numba/numba.git -b ${NUMBA_VERSION} && \
    cd ./numba && \
    if ! grep '#include "dynamic_annotations.h"' numba/_dispatcher.cpp; then \
       sed -i '/#include "internal\/pycore_atomic.h"/i\#include "dynamic_annotations.h"' numba/_dispatcher.cpp; \
    fi && python -m build --wheel --installer=uv --outdir /numbawheels/

###############################################################
# Stage to build vllm - this stage builds and installs
# vllm, tensorizer and vllm-tgis-adapter and builds uv cache
# for transitive dependencies - eg. grpcio
###############################################################

FROM base-builder AS vllmcache-builder

ENV LLVM_CONFIG=/usr/lib64/llvm15/bin/llvm-config
ENV PATH=/usr/lib64/llvm15/bin:$PATH

COPY --from=torch-builder /tmp/control /dev/null
COPY --from=arrow-builder /tmp/control /dev/null
COPY --from=cv-builder /tmp/control /dev/null
COPY --from=numa-builder /tmp/control /dev/null
COPY --from=numba-builder /tmp/control /dev/null

ARG VLLM_TARGET_DEVICE=cpu
ARG GRPC_PYTHON_BUILD_SYSTEM_OPENSSL=1

# this step installs vllm and populates uv cache
# with all the transitive dependencies
RUN --mount=type=cache,target=/root/.cache/uv \
    dnf install llvm15 llvm15-devel -y && \
    rpm -ivh --nodeps https://mirror.stream.centos.org/9-stream/CRB/ppc64le/os/Packages/protobuf-lite-devel-3.14.0-16.el9.ppc64le.rpm && \
    source /opt/rh/gcc-toolset-14/enable && \
    git clone https://github.com/huggingface/xet-core.git && cd xet-core/hf_xet/ && \
    uv pip install maturin && \
    uv build --wheel --out-dir /hf_wheels/

ENV CXXFLAGS="-fno-lto -Wno-error=free-nonheap-object" \
    CFLAGS="-fno-lto"
RUN --mount=type=cache,target=/root/.cache/uv \
    --mount=type=bind,from=torch-builder,source=/torchwheels/,target=/torchwheels/,ro \
    --mount=type=bind,from=arrow-builder,source=/arrowwheels/,target=/arrowwheels/,ro \
    --mount=type=bind,from=cv-builder,source=/opencvwheels/,target=/opencvwheels/,ro \
    --mount=type=bind,from=numa-builder,source=/numactl/,target=/numactl/,rw \
    --mount=type=bind,from=numba-builder,source=/numbawheels/,target=/numbawheels/,ro \
    --mount=type=bind,src=.,dst=/src/,rw \
    source /opt/rh/gcc-toolset-14/enable && \
    export PATH=$PATH:/usr/lib64/llvm15/bin && \
    uv pip install /opencvwheels/*.whl /arrowwheels/*.whl /torchwheels/*.whl /numbawheels/*.whl && \
    sed -i -e 's/.*torch.*//g' /src/pyproject.toml /src/requirements/*.txt && \
    sed -i -e 's/.*sentencepiece.*//g' /src/pyproject.toml /src/requirements/*.txt && \
    uv pip install sentencepiece==0.2.0 pandas pythran nanobind pybind11 /hf_wheels/*.whl && \
    make -C /numactl install && \
    # sentencepiece.pc is in some pkgconfig inside uv cache
    export PKG_CONFIG_PATH=$(find / -type d -name "pkgconfig" 2>/dev/null | tr '\n' ':') && \
    nanobind_DIR=$(uv pip show nanobind | grep Location | sed 's/^Location: //;s/$/\/nanobind\/cmake/') && uv pip install -r /src/requirements/common.txt -r /src/requirements/cpu.txt -r /src/requirements/build.txt --no-build-isolation && \
    cd /src/ && \
    uv build --wheel --out-dir /vllmwheel/ --no-build-isolation && \
    uv pip install /vllmwheel/*.whl


###############################################################
# Stage to build lapack
###############################################################

FROM base-builder AS lapack-builder

ARG MAX_JOBS
ARG LAPACK_VERSION=3.12.1
RUN git clone --recursive https://github.com/Reference-LAPACK/lapack.git -b v${LAPACK_VERSION} \
    && cd lapack && source /opt/rh/gcc-toolset-14/enable \
    && cmake -B build -S . \
    && cmake --build build -j ${MAX_JOBS:-$(nproc)}


###############################################################
#                   FINAL VLLM IMAGE STAGE                    #
###############################################################

FROM registry.access.redhat.com/ubi9/ubi-minimal:${BASE_UBI_IMAGE_TAG} AS vllm-openai

ARG PYTHON_VERSION=3.12
ARG OPENBLAS_VERSION=0.3.30

# Set Environment Variables for venv & openblas
ENV VIRTUAL_ENV=/opt/vllm
ENV PATH=${VIRTUAL_ENV}/bin:$PATH
ENV PKG_CONFIG_PATH=/usr/local/lib/pkgconfig/
ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/lib64:/usr/local/lib:/usr/lib64:/usr/lib
ENV UV_LINK_MODE=copy
ENV OMP_NUM_THREADS=16

# create artificial dependencies between stages for independent stages to build in parallel
COPY --from=torch-builder /tmp/control /dev/null
COPY --from=arrow-builder /tmp/control /dev/null
COPY --from=cv-builder /tmp/control /dev/null
COPY --from=vllmcache-builder /tmp/control /dev/null
COPY --from=numa-builder /tmp/control /dev/null
COPY --from=lapack-builder /tmp/control /dev/null
COPY --from=openblas-builder /tmp/control /dev/null
COPY --from=numba-builder /tmp/control /dev/null

# install gcc-11, python, openblas, numactl, lapack
RUN --mount=type=cache,target=/root/.cache/uv \
    --mount=type=bind,from=numa-builder,source=/numactl/,target=/numactl/,rw \
    --mount=type=bind,from=lapack-builder,source=/lapack/,target=/lapack/,rw \
    --mount=type=bind,from=openblas-builder,source=/OpenBLAS-$OPENBLAS_VERSION/,target=/openblas/,rw \
    rpm -ivh https://dl.fedoraproject.org/pub/epel/epel-release-latest-9.noarch.rpm && \
    microdnf install --nodocs -y \
    libomp libicu tar findutils openssl llvm15 llvm15-devel \
    pkgconfig xsimd g++ gcc-fortran libsndfile \
    libtiff libjpeg openjpeg2 zlib zeromq \
    freetype lcms2 libwebp tcl tk utf8proc \
    harfbuzz fribidi libraqm libimagequant libxcb util-linux \
    python${PYTHON_VERSION}-devel python${PYTHON_VERSION}-pip \
    && export PATH=$PATH:/usr/lib64/llvm15/bin && microdnf clean all \
    && python${PYTHON_VERSION} -m venv ${VIRTUAL_ENV} \
    && python -m pip install -U pip uv --no-cache \
    && make -C /numactl install \
    && PREFIX=/usr/local make -C /openblas install \
    && uv pip install 'cmake<4' \
    && cmake --install /lapack/build \
    && uv pip uninstall cmake

# consume previously built wheels (including vllm)
RUN --mount=type=cache,target=/root/.cache/uv \
    --mount=type=bind,from=torch-builder,source=/torchwheels/,target=/torchwheels/,ro \
    --mount=type=bind,from=arrow-builder,source=/arrowwheels/,target=/arrowwheels/,ro \
    --mount=type=bind,from=cv-builder,source=/opencvwheels/,target=/opencvwheels/,ro \
    --mount=type=bind,from=vllmcache-builder,source=/hf_wheels/,target=/hf_wheels/,ro \
    --mount=type=bind,from=vllmcache-builder,source=/vllmwheel/,target=/vllmwheel/,ro \
    --mount=type=bind,from=numba-builder,source=/numbawheels/,target=/numbawheels/,ro \
    export PKG_CONFIG_PATH=$(find / -type d -name "pkgconfig" 2>/dev/null | tr '\n' ':') && uv pip install sentencepiece==0.2.0 && \
    HOME=/root uv pip install /opencvwheels/*.whl /arrowwheels/*.whl /torchwheels/*.whl /numbawheels/*.whl /hf_wheels/*.whl /vllmwheel/*.whl


COPY ./ /workspace/vllm
WORKDIR /workspace/vllm
ARG GIT_REPO_CHECK=0
RUN --mount=type=bind,source=.git,target=.git \
    if [ "$GIT_REPO_CHECK" != 0 ]; then bash tools/check_repo.sh; fi

# install development dependencies (for testing)
RUN --mount=type=cache,target=/root/.cache/uv \
    uv pip install -e tests/vllm_test_utils

WORKDIR /workspace/

RUN ln -s /workspace/vllm/tests && ln -s /workspace/vllm/examples && ln -s /workspace/vllm/benchmarks

ENTRYPOINT ["vllm", "serve"]
