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September 20, 2025 04:43
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FROM rocm/7.0:rocm7.0_ubuntu_22.04_sgl-dev-v0.5.2-rocm7.0-mi35x-20250915 | |
# ###################################################### | |
# # Install MLPerf+Shark reference implementation | |
# ###################################################### | |
ENV DEBIAN_FRONTEND=noninteractive | |
SHELL ["/bin/bash", "-c"] | |
# apt dependencies | |
RUN apt-get --fix-broken install -y && apt-get update && apt-get install -y \ | |
ffmpeg libsm6 libxext6 git wget unzip \ | |
software-properties-common git \ | |
build-essential curl cmake ninja-build clang lld vim nano \ | |
gfortran pkg-config libopenblas-dev libssl-dev openssl && \ | |
apt-get clean && rm -rf /var/lib/apt/lists/* | |
RUN git clone https://github.com/pyenv/pyenv.git /root/.pyenv | |
ENV PYENV_ROOT="/root/.pyenv" | |
ENV PATH="${PYENV_ROOT}/bin:${PYENV_ROOT}/shims:${PATH}" | |
RUN source "$PYENV_ROOT/completions/pyenv.bash" && \ | |
pyenv install 3.11.13 && \ | |
pyenv global 3.11.13 && \ | |
pyenv rehash | |
RUN pip install --upgrade pip setuptools wheel && \ | |
pip install pybind11 'nanobind<2' numpy==1.* pandas && \ | |
pip install hip-python hip-python-as-cuda -i https://test.pypi.org/simple | |
# install loadgen | |
RUN mkdir /mlperf/ && cd /mlperf && \ | |
git clone --recursive https://github.com/mlcommons/inference.git inference && \ | |
cd inference/loadgen && \ | |
pip install -r requirements.txt && \ | |
CFLAGS="-std=c++14" python setup.py install | |
RUN mkdir -p /mlperf/shark_reference/ && cp -r /mlperf/inference/language/llama3.1-405b/* /mlperf/shark_reference/ && cp /mlperf/inference/mlperf.conf /mlperf/shark_reference/ | |
RUN cd /mlperf/shark_reference/ && pip install transformers | |
###################################################### | |
# Install iree tools | |
###################################################### | |
# Disable apt-key parse waring | |
ARG APT_KEY_DONT_WARN_ON_DANGEROUS_USAGE=1 | |
# Checkout and build IREE | |
RUN git clone https://github.com/iree-org/iree.git /iree \ | |
&& cd /iree \ | |
&& git checkout 77daeb096bf8e8b8da4ec2bf5d261533aaa9e819 \ | |
&& git submodule update --init \ | |
&& pip install --force-reinstall -r runtime/bindings/python/iree/runtime/build_requirements.txt \ | |
&& pip uninstall -y numpy \ | |
&& pip install numpy==1.* \ | |
&& cmake -G Ninja -B build-release -S . \ | |
-DCMAKE_BUILD_TYPE=Release \ | |
-DCMAKE_C_COMPILER=`which clang` \ | |
-DCMAKE_CXX_COMPILER=`which clang++` \ | |
-DIREE_BUILD_PYTHON_BINDINGS=ON \ | |
-DPython3_EXECUTABLE="$(which python)" \ | |
-DIREE_TARGET_BACKEND_ROCM=ON \ | |
-DIREE_TARGET_BACKEND_CUDA=OFF \ | |
-DIREE_HAL_DRIVER_HIP=ON \ | |
-DIREE_HAL_DRIVER_CUDA=OFF \ | |
&& cmake --build build-release/ --target tools/all \ | |
&& cmake --build build-release/ --target install | |
# Make IREE tools discoverable in PATH | |
ENV PATH=/iree/build-release/tools:$PATH | |
ENV PYTHONPATH=/iree/build-release/runtime/bindings/python:/iree/build-release/compiler/bindings/python | |
###################################################### | |
# Install shark-ai | |
###################################################### | |
RUN git clone https://github.com/nod-ai/shark-ai.git /shark-ai \ | |
&& cd /shark-ai \ | |
&& git checkout 4e1818573e88879b5e42170198557055f0e85b13 \ | |
&& pip install -r pytorch-cpu-requirements.txt \ | |
&& pip install -r requirements.txt -e sharktank/ -e shortfin/ \ | |
&& pip install -r requirements-iree-unpinned.txt \ | |
&& pip uninstall iree-base-compiler iree-base-runtime torchvision -y | |
ENV GLIBC_TUNABLES=glibc.rtld.optional_static_tls=2048 | |
ENV HF_HOME=/models/huggingface/ | |
# enable RPD | |
RUN git clone https://github.com/ROCm/rocmProfileData.git /rocmProfileData \ | |
&& cd /rocmProfileData \ | |
&& apt-get update && ./install.sh \ | |
&& apt-get clean && rm -rf /var/lib/apt/lists/* | |
ENV HF_HOME=/models/huggingface/ | |
# enable bandwith test and numa | |
RUN git clone https://github.com/ROCm/rocm_bandwidth_test --depth 1 /rocm_bandwidth_test \ | |
&& cd /rocm_bandwidth_test \ | |
&& mkdir build && cd build \ | |
&& cmake -DCMAKE_PREFIX_PATH="/opt/rocm/" .. \ | |
&& make -j && make install \ | |
&& pip install py-libnuma | |
# copy the harness code to the docker image | |
COPY LLAMA_inference /mlperf/harness/ |
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