58 lines
1.9 KiB
Docker
58 lines
1.9 KiB
Docker
ARG ROCM_VERSION="5.7.3"
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FROM wtongze/rocm-base:${ROCM_VERSION}
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ARG TENSORFLOW_BRANCH="r2.12-rocm-enhanced"
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ARG PYTHON_VERSION="3.11"
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ARG NUMPY_VERSION="1.24.3"
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ARG HIP_ARCH="gfx803;gfx900"
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ARG DEBIAN_FRONTEND="noninteractive"
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# Add GPU target
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RUN echo "${HIP_ARCH}" | sed 's/;/\n/g' | sudo tee /opt/rocm/bin/target.lst
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# Install bazelisk
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RUN sudo wget -O /usr/local/bin/bazel https://github.com/bazelbuild/bazelisk/releases/download/v1.21.0/bazelisk-linux-amd64 && sudo chmod 755 /usr/local/bin/bazel
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WORKDIR /home/rocm
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RUN git clone --depth 1 https://github.com/ROCm/tensorflow-upstream.git -b ${TENSORFLOW_BRANCH} tensorflow
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# For ROCm 4.5+
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RUN <<EOF
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sudo apt-get update
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sudo apt-get install -y rocm-ml-sdk rocm-hip-sdk
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sudo apt-get clean
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sudo rm -rf /var/lib/apt/lists/*
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EOF
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RUN <<EOF
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sudo apt-get update
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sudo apt install -y software-properties-common
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sudo add-apt-repository -y ppa:deadsnakes/ppa
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sudo apt-get update
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sudo apt-get install -y python${PYTHON_VERSION}-full python${PYTHON_VERSION}-dev python${PYTHON_VERSION}-distutils
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sudo apt-get clean
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sudo rm -rf /var/lib/apt/lists/*
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EOF
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WORKDIR /home/rocm/tensorflow
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# TODO: simplify dependencies
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# > Ref: https://github.com/ROCm/ROCm/issues/1880#issuecomment-1547838227
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RUN python${PYTHON_VERSION} -m ensurepip --upgrade
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RUN python${PYTHON_VERSION} -m pip install -U --user numpy==${NUMPY_VERSION} wheel packaging requests opt_einsum patchelf
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RUN python${PYTHON_VERSION} -m pip install -U --user keras_preprocessing --no-deps
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RUN sed -i -e "s/python3/python${PYTHON_VERSION}/g" -e "s/pip3/python${PYTHON_VERSION} -m pip/g" build_rocm_python3
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RUN sudo ln -s /usr/bin/python${PYTHON_VERSION} /usr/bin/python
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ENV ROCM_PATH=/opt/rocm-${ROCM_VERSION}
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ENV ROCM_TOOLKIT_PATH=/opt/rocm-${ROCM_VERSION}
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RUN ./build_rocm_python3 /opt/rocm-${ROCM_VERSION}
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WORKDIR /tmp/tensorflow_pkg
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RUN cp (ls -l tensorflow*.whl | awk '{ print $9 }' | tail -n1 | tr -d '\n') /home/rocm/tensorflow-rocm.whl
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WORKDIR /home/rocm
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CMD [ "/bin/bash", "-l" ]
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