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Add Dockerfile for TF 1.14 (#221)
* Add Dockerfile for TF 1.14 * Update packages to latest * Update openmpi to 4.0
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‎docker/1.14.0/Dockerfile.cpu

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FROM ubuntu:16.04
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LABEL maintainer="Amazon AI"
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RUN apt-get update && apt-get install -y --no-install-recommends \
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software-properties-common \
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build-essential \
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openssh-client \
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openssh-server \
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ca-certificates \
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curl \
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git \
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wget \
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vim \
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gcc-4.9 \
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g++-4.9 \
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gcc-4.9-base \
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zlib1g-dev \
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&& rm -rf /var/lib/apt/lists/*
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# Install Open MPI
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RUN mkdir /tmp/openmpi && \
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cd /tmp/openmpi && \
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curl -fSsL -O https://download.open-mpi.org/release/open-mpi/v4.0/openmpi-4.0.0.tar.gz && \
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tar zxf openmpi-4.0.0.tar.gz && \
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cd openmpi-4.0.0 && \
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./configure --enable-orterun-prefix-by-default && \
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make -j $(nproc) all && \
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make install && \
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ldconfig && \
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rm -rf /tmp/openmpi
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# Create a wrapper for OpenMPI to allow running as root by default
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RUN mv /usr/local/bin/mpirun /usr/local/bin/mpirun.real && \
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echo '#!/bin/bash' > /usr/local/bin/mpirun && \
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echo 'mpirun.real --allow-run-as-root "$@"' >> /usr/local/bin/mpirun && \
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chmod a+x /usr/local/bin/mpirun
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RUN echo "hwloc_base_binding_policy = none" >> /usr/local/etc/openmpi-mca-params.conf && \
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echo "rmaps_base_mapping_policy = slot" >> /usr/local/etc/openmpi-mca-params.conf
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ENV LD_LIBRARY_PATH=/usr/local/openmpi/lib:$LD_LIBRARY_PATH
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ENV PATH /usr/local/openmpi/bin/:$PATH
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# SSH login fix. Otherwise user is kicked off after login
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RUN sed 's@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g' -i /etc/pam.d/sshd
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# Create SSH key.
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RUN mkdir -p /root/.ssh/ && \
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mkdir -p /var/run/sshd && \
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ssh-keygen -q -t rsa -N '' -f /root/.ssh/id_rsa && \
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cp /root/.ssh/id_rsa.pub /root/.ssh/authorized_keys && \
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printf "Host *\n StrictHostKeyChecking no\n" >> /root/.ssh/config
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# Set environment variables for MKL
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# For more about MKL with TensorFlow see:
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# https://www.tensorflow.org/performance/performance_guide#tensorflow_with_intel%C2%AE_mkl_dnn
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ENV KMP_AFFINITY=granularity=fine,compact,1,0 KMP_BLOCKTIME=1 KMP_SETTINGS=0
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WORKDIR /
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ARG PYTHON=python3
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ARG PYTHON_PIP=python3-pip
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ARG PIP=pip3
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ARG PYTHON_VERSION=3.6.6
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RUN wget https://www.python.org/ftp/python/$PYTHON_VERSION/Python-$PYTHON_VERSION.tgz && \
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tar -xvf Python-$PYTHON_VERSION.tgz && cd Python-$PYTHON_VERSION && \
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./configure && make && make install && \
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apt-get update && apt-get install -y --no-install-recommends libreadline-gplv2-dev libncursesw5-dev libssl-dev libsqlite3-dev tk-dev libgdbm-dev libc6-dev libbz2-dev && \
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make && make install && rm -rf ../Python-$PYTHON_VERSION* && \
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ln -s /usr/local/bin/pip3 /usr/bin/pip
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ENV PYTHONDONTWRITEBYTECODE=1 PYTHONUNBUFFERED=1 PYTHONIOENCODING=UTF-8 LANG=C.UTF-8 LC_ALL=C.UTF-8
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ARG framework_support_installable=sagemaker_tensorflow_container-2.0.0.tar.gz
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COPY $framework_support_installable .
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ARG TF_URL="https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.14/AmazonLinux/cpu/final/tensorflow-1.14.0-cp36-cp36m-linux_x86_64.whl"
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# Pin GCC to 4.9 (priority 200) to compile correctly against TensorFlow, PyTorch, and MXNet with horovod
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# Backup existing GCC installation as priority 100, so that it can be recovered later.
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RUN update-alternatives --install /usr/bin/gcc gcc $(readlink -f $(which gcc)) 100 && \
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update-alternatives --install /usr/bin/x86_64-linux-gnu-gcc x86_64-linux-gnu-gcc $(readlink -f $(which gcc)) 100 && \
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update-alternatives --install /usr/bin/g++ g++ $(readlink -f $(which g++)) 100 && \
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update-alternatives --install /usr/bin/x86_64-linux-gnu-g++ x86_64-linux-gnu-g++ $(readlink -f $(which g++)) 100
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RUN update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-4.9 200 && \
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update-alternatives --install /usr/bin/x86_64-linux-gnu-gcc x86_64-linux-gnu-gcc /usr/bin/gcc-4.9 200 && \
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update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-4.9 200 && \
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update-alternatives --install /usr/bin/x86_64-linux-gnu-g++ x86_64-linux-gnu-g++ /usr/bin/g++-4.9 200
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RUN ${PIP} --no-cache-dir install --upgrade pip setuptools
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# Some TF tools expect a "python" binary
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RUN ln -s $(which ${PYTHON}) /usr/local/bin/python
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RUN ${PIP} install --no-cache-dir -U \
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numpy==1.16.4 \
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scipy==1.2.2 \
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scikit-learn==0.20.3 \
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pandas==0.24.2 \
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Pillow==6.1.0 \
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h5py==2.9.0 \
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keras_applications==1.0.8 \
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keras_preprocessing==1.1.0 \
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keras==2.2.4 \
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requests==2.22.0 \
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awscli==1.16.196 \
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mpi4py==3.0.2 \
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"sagemaker-tensorflow>=1.13,<1.14" && \
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# Let's install TensorFlow separately in the end to avoid
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# the library version to be overwritten
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${PIP} install --force-reinstall --no-cache-dir -U \
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${TF_URL} \
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horovod==0.16.4 && \
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${PIP} install --no-cache-dir -U $framework_support_installable && \
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rm -f $framework_support_installable && \
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${PIP} uninstall -y --no-cache-dir \
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markdown
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# Remove GCC pinning
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RUN update-alternatives --remove gcc /usr/bin/gcc-4.9 && \
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update-alternatives --remove x86_64-linux-gnu-gcc /usr/bin/gcc-4.9 && \
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update-alternatives --remove g++ /usr/bin/g++-4.9 && \
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update-alternatives --remove x86_64-linux-gnu-g++ /usr/bin/g++-4.9
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ENV SAGEMAKER_TRAINING_MODULE sagemaker_tensorflow_container.training:main
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CMD ["bin/bash"]

‎docker/1.14.0/Dockerfile.gpu

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FROM nvidia/cuda:10.0-base-ubuntu16.04
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LABEL maintainer="Amazon AI"
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RUN apt-get update && apt-get install -y --no-install-recommends --allow-unauthenticated \
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ca-certificates \
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cuda-command-line-tools-10-0 \
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cuda-cublas-dev-10-0 \
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cuda-cudart-dev-10-0 \
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cuda-cufft-dev-10-0 \
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cuda-curand-dev-10-0 \
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cuda-cusolver-dev-10-0 \
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cuda-cusparse-dev-10-0 \
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curl \
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libcudnn7=7.5.1.10-1+cuda10.0 \
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# TensorFlow doesn't require libnccl anymore but Open MPI still depends on it
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libnccl2=2.4.7-1+cuda10.0 \
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libgomp1 \
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gcc-4.9 \
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g++-4.9 \
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gcc-4.9-base \
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libnccl-dev=2.4.7-1+cuda10.0 \
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libfreetype6-dev \
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libhdf5-serial-dev \
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libpng12-dev \
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libzmq3-dev \
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git \
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wget \
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vim \
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build-essential \
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openssh-client \
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openssh-server \
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zlib1g-dev && \
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# The 'apt-get install' of nvinfer-runtime-trt-repo-ubuntu1604-4.0.1-ga-cuda9.0
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# adds a new list which contains libnvinfer library, so it needs another
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# 'apt-get update' to retrieve that list before it can actually install the
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# library.
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# We don't install libnvinfer-dev since we don't need to build against TensorRT,
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# and libnvinfer4 doesn't contain libnvinfer.a static library.
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apt-get update && apt-get install -y --no-install-recommends --allow-unauthenticated \
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nvinfer-runtime-trt-repo-ubuntu1604-5.0.2-ga-cuda10.0 && \
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apt-get update && apt-get install -y --no-install-recommends --allow-unauthenticated \
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libnvinfer5=5.0.2-1+cuda10.0 && \
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rm /usr/lib/x86_64-linux-gnu/libnvinfer_plugin* && \
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rm /usr/lib/x86_64-linux-gnu/libnvcaffe_parser* && \
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rm /usr/lib/x86_64-linux-gnu/libnvparsers* && \
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rm -rf /var/lib/apt/lists/* && \
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mkdir -p /var/run/sshd
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###########################################################################
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# Horovod & its dependencies
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###########################################################################
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# Install Open MPI
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RUN mkdir /tmp/openmpi && \
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cd /tmp/openmpi && \
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curl -fSsL -O https://download.open-mpi.org/release/open-mpi/v4.0/openmpi-4.0.0.tar.gz && \
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tar zxf openmpi-4.0.0.tar.gz && \
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cd openmpi-4.0.0 && \
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./configure --enable-orterun-prefix-by-default && \
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make -j $(nproc) all && \
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make install && \
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ldconfig && \
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rm -rf /tmp/openmpi
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ARG PYTHON=python3
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ARG PYTHON_PIP=python3-pip
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ARG PIP=pip3
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ARG PYTHON_VERSION=3.6.6
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RUN wget https://www.python.org/ftp/python/$PYTHON_VERSION/Python-$PYTHON_VERSION.tgz && \
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tar -xvf Python-$PYTHON_VERSION.tgz && cd Python-$PYTHON_VERSION && \
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./configure && make && make install && \
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apt-get update && apt-get install -y --no-install-recommends libreadline-gplv2-dev libncursesw5-dev libssl-dev libsqlite3-dev tk-dev libgdbm-dev libc6-dev libbz2-dev && \
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make && make install && rm -rf ../Python-$PYTHON_VERSION* && \
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ln -s /usr/local/bin/pip3 /usr/bin/pip
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# Create a wrapper for OpenMPI to allow running as root by default
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RUN mv /usr/local/bin/mpirun /usr/local/bin/mpirun.real && \
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echo '#!/bin/bash' > /usr/local/bin/mpirun && \
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echo 'mpirun.real --allow-run-as-root "$@"' >> /usr/local/bin/mpirun && \
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chmod a+x /usr/local/bin/mpirun
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# Configure OpenMPI to run good defaults:
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# --bind-to none --map-by slot --mca btl_tcp_if_exclude lo,docker0
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RUN echo "hwloc_base_binding_policy = none" >> /usr/local/etc/openmpi-mca-params.conf && \
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echo "rmaps_base_mapping_policy = slot" >> /usr/local/etc/openmpi-mca-params.conf
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# Set default NCCL parameters
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RUN echo NCCL_DEBUG=INFO >> /etc/nccl.conf
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ENV LD_LIBRARY_PATH=/usr/local/openmpi/lib:$LD_LIBRARY_PATH
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ENV PATH /usr/local/openmpi/bin/:$PATH
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ENV PATH=/usr/local/nvidia/bin:$PATH
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# SSH login fix. Otherwise user is kicked off after login
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RUN mkdir -p /var/run/sshd && sed 's@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g' -i /etc/pam.d/sshd
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# Create SSH key.
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RUN mkdir -p /root/.ssh/ && \
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ssh-keygen -q -t rsa -N '' -f /root/.ssh/id_rsa && \
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cp /root/.ssh/id_rsa.pub /root/.ssh/authorized_keys && \
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printf "Host *\n StrictHostKeyChecking no\n" >> /root/.ssh/config
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###########################################################################
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# Python won’t try to write .pyc or .pyo files on the import of source modules
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ENV PYTHONDONTWRITEBYTECODE=1 PYTHONUNBUFFERED=1 PYTHONIOENCODING=UTF-8 LANG=C.UTF-8 LC_ALL=C.UTF-8
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WORKDIR /
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ARG TF_URL="https://tensorflow-aws.s3-us-west-2.amazonaws.com/1.14/AmazonLinux/gpu/final/tensorflow-1.14.0-cp36-cp36m-linux_x86_64.whl"
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RUN ${PIP} --no-cache-dir install --upgrade pip setuptools
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# Some TF tools expect a "python" binary
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RUN ln -s $(which ${PYTHON}) /usr/local/bin/python
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ARG framework_support_installable=sagemaker_tensorflow_container-2.0.0.tar.gz
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COPY $framework_support_installable .
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RUN ${PIP} install --no-cache-dir -U \
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numpy==1.16.4 \
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scipy==1.2.2 \
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scikit-learn==0.20.3 \
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pandas==0.24.2 \
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Pillow==6.1.0 \
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h5py==2.9.0 \
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keras_applications==1.0.8 \
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keras_preprocessing==1.1.0 \
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requests==2.22.0 \
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keras==2.2.4 \
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awscli==1.16.196 \
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mpi4py==3.0.2 \
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"sagemaker-tensorflow>=1.13,<1.14" \
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# Let's install TensorFlow separately in the end to avoid
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# the library version to be overwritten
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&& ${PIP} install --force-reinstall --no-cache-dir -U ${TF_URL} \
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&& ${PIP} install --no-cache-dir -U $framework_support_installable && \
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rm -f $framework_support_installable \
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&& ${PIP} uninstall -y --no-cache-dir \
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markdown
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# Pin GCC to 4.9 (priority 200) to compile correctly against TensorFlow, PyTorch, and MXNet with horovod
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# Backup existing GCC installation as priority 100, so that it can be recovered later.
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RUN update-alternatives --install /usr/bin/gcc gcc $(readlink -f $(which gcc)) 100 && \
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update-alternatives --install /usr/bin/x86_64-linux-gnu-gcc x86_64-linux-gnu-gcc $(readlink -f $(which gcc)) 100 && \
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update-alternatives --install /usr/bin/g++ g++ $(readlink -f $(which g++)) 100 && \
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update-alternatives --install /usr/bin/x86_64-linux-gnu-g++ x86_64-linux-gnu-g++ $(readlink -f $(which g++)) 100
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RUN update-alternatives --install /usr/bin/gcc gcc /usr/bin/gcc-4.9 200 && \
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update-alternatives --install /usr/bin/x86_64-linux-gnu-gcc x86_64-linux-gnu-gcc /usr/bin/gcc-4.9 200 && \
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update-alternatives --install /usr/bin/g++ g++ /usr/bin/g++-4.9 200 && \
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update-alternatives --install /usr/bin/x86_64-linux-gnu-g++ x86_64-linux-gnu-g++ /usr/bin/g++-4.9 200
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# Install Horovod, temporarily using CUDA stubs
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RUN ldconfig /usr/local/cuda-10.0/targets/x86_64-linux/lib/stubs && \
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HOROVOD_GPU_ALLREDUCE=NCCL HOROVOD_WITH_TENSORFLOW=1 ${PIP} install --no-cache-dir horovod==0.16.4 && \
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ldconfig
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# Remove GCC pinning
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RUN update-alternatives --remove gcc /usr/bin/gcc-4.9 && \
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update-alternatives --remove x86_64-linux-gnu-gcc /usr/bin/gcc-4.9 && \
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update-alternatives --remove g++ /usr/bin/g++-4.9 && \
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update-alternatives --remove x86_64-linux-gnu-g++ /usr/bin/g++-4.9
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# Allow OpenSSH to talk to containers without asking for confirmation
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RUN cat /etc/ssh/ssh_config | grep -v StrictHostKeyChecking > /etc/ssh/ssh_config.new && \
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echo " StrictHostKeyChecking no" >> /etc/ssh/ssh_config.new && \
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mv /etc/ssh/ssh_config.new /etc/ssh/ssh_config
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ENV SAGEMAKER_TRAINING_MODULE sagemaker_tensorflow_container.training:main
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CMD ["bin/bash"]

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