FROM ubuntu:18.04 LABEL maintainer="Amazon AI" LABEL dlc_major_version="1" # prevent stopping by user interaction ENV DEBIAN_FRONTEND noninteractive ENV DEBCONF_NONINTERACTIVE_SEEN true ENV SAGEMAKER_TRAINING_MODULE sagemaker_tensorflow_container.training:main # Set environment variables for MKL # For more about MKL with TensorFlow see: # https://www.tensorflow.org/performance/performance_guide#tensorflow_with_intel%C2%AE_mkl_dnn ENV KMP_AFFINITY=granularity=fine,compact,1,0 ENV KMP_BLOCKTIME=1 ENV KMP_SETTINGS=0 ENV PYTHONDONTWRITEBYTECODE=1 ENV PYTHONUNBUFFERED=1 ENV PYTHONIOENCODING=UTF-8 ENV LANG=C.UTF-8 ENV LC_ALL=C.UTF-8 ARG PYTHON=python3.7 ARG PYTHON_PIP=python3-pip ARG PIP=pip3 ARG PYTHON_VERSION=3.7.10 ARG TF_URL=https://aws-tensorflow-binaries.s3.us-west-2.amazonaws.com/tensorflow/r2.5_aws/20220607_224137/cpu/py37/tensorflow_cpu-2.5.3-cp37-cp37m-manylinux2010_x86_64.whl # The smdebug pipeline relies for following format to perform string replace and trigger DLC pipeline for validating # the nightly builds. Therefore, while updating the smdebug version, please ensure that the format is not disturbed. ARG SMDEBUG_VERSION=1.0.9 # TODO: Remove systemd upgrade once it is updated in base image RUN apt-get update \ && apt-get -y upgrade --only-upgrade systemd \ && apt-get install -y --no-install-recommends \ build-essential \ openssh-client \ openssh-server \ ca-certificates \ libssl1.1 \ openssl \ curl \ emacs \ git \ libtemplate-perl \ unzip \ wget \ vim \ zlib1g-dev \ # Install dependent library for OpenCV libgtk2.0-dev \ && rm -rf /var/lib/apt/lists/* # Install Open MPI RUN mkdir /tmp/openmpi && \ cd /tmp/openmpi && \ curl -fSsL -O https://download.open-mpi.org/release/open-mpi/v4.0/openmpi-4.0.4.tar.gz \ && tar zxf openmpi-4.0.4.tar.gz \ && cd openmpi-4.0.4 \ && ./configure --enable-orterun-prefix-by-default \ && make -j $(nproc) all \ && make install \ && ldconfig \ && rm -rf /tmp/openmpi # Create a wrapper for OpenMPI to allow running as root by default RUN mv /usr/local/bin/mpirun /usr/local/bin/mpirun.real \ && echo '#!/bin/bash' > /usr/local/bin/mpirun \ && echo 'mpirun.real --allow-run-as-root "$@"' >> /usr/local/bin/mpirun \ && chmod a+x /usr/local/bin/mpirun RUN echo "hwloc_base_binding_policy = none" >> /usr/local/etc/openmpi-mca-params.conf \ && echo "rmaps_base_mapping_policy = slot" >> /usr/local/etc/openmpi-mca-params.conf ENV LD_LIBRARY_PATH=/usr/local/openmpi/lib:$LD_LIBRARY_PATH ENV PATH /usr/local/openmpi/bin/:$PATH # SSH login fix. Otherwise user is kicked off after login RUN sed 's@session\s*required\s*pam_loginuid.so@session optional pam_loginuid.so@g' -i /etc/pam.d/sshd # Create SSH key. RUN mkdir -p /root/.ssh/ \ && mkdir -p /var/run/sshd \ && ssh-keygen -q -t rsa -N '' -f /root/.ssh/id_rsa \ && cp /root/.ssh/id_rsa.pub /root/.ssh/authorized_keys \ && printf "Host *\n StrictHostKeyChecking no\n" >> /root/.ssh/config WORKDIR / RUN apt-get update \ && apt-get install -y --no-install-recommends \ libbz2-dev \ libc6-dev \ libffi-dev \ libgdbm-dev \ liblzma-dev \ libncursesw5-dev \ libreadline-gplv2-dev \ libsqlite3-dev \ libssl-dev \ tk-dev \ ffmpeg \ libsm6 \ libxext6 \ && rm -rf /var/lib/apt/lists/* \ && apt-get clean RUN wget https://www.python.org/ftp/python/$PYTHON_VERSION/Python-$PYTHON_VERSION.tgz \ && tar -xvf Python-$PYTHON_VERSION.tgz \ && cd Python-$PYTHON_VERSION \ && ./configure && make && make install \ && make && make install && rm -rf ../Python-$PYTHON_VERSION* RUN ${PIP} --no-cache-dir install --upgrade \ pip \ setuptools # Some TF tools expect a "python" binary RUN ln -s $(which ${PYTHON}) /usr/local/bin/python \ && ln -s $(which ${PIP}) /usr/bin/pip RUN apt-get update && apt-get -y install protobuf-compiler \ && rm -rf /var/lib/apt/lists/* \ && apt-get clean # install PyYAML==5.1.2 to avoid conflict with latest awscli # # python-dateutil==2.8.0 to satisfy botocore associated with latest awscli RUN ${PIP} install --no-cache-dir -U \ pybind11 \ cmake==3.18.2.post1 \ numpy==1.19.5 \ scipy==1.7.0 \ scikit-learn==0.24.2 \ pandas==1.2.5 \ "Pillow>=9.0.1,<10" \ python-dateutil==2.8.1 \ "pyYAML>=5.4,<5.5" \ requests==2.25.0 \ "awscli<2" \ mpi4py==3.0.3 \ "sagemaker==2.75.1" \ sagemaker-experiments==0.* \ "sagemaker-tensorflow>=2.5,<2.6" \ "sagemaker-tensorflow-training>=20" \ # Protobuf above this version appears to result in errors in tests. protobuf==3.20.1 \ # Let's install TensorFlow separately in the end to avoid # the library version to be overwritten && ${PIP} install --no-cache-dir -U \ ${TF_URL} \ tensorflow-datasets==4.5.2 \ h5py==3.1.0 \ "absl-py>=0.9,<0.11" \ psutil==5.7.2 \ smdebug==${SMDEBUG_VERSION} \ smclarify # Install Horovod with TensorFlow RUN HOROVOD_WITH_MPI=1 \ && HOROVOD_WITH_TENSORFLOW=1 HOROVOD_WITHOUT_MXNET=1 HOROVOD_WITHOUT_PYTORCH=1 \ && ${PIP} install --no-cache-dir horovod==0.21.1 # Install extra packages # numba 0.54 only works with numpy>=1.20. See https://github.com/numba/numba/issues/7339 RUN pip install --no-cache-dir -U \ "bokeh>=2.3,<2.4" \ "imageio>=2.9,<3" \ "opencv-python>=4.3,<5" \ "plotly>=5.1,<6" \ "seaborn>=0.11,<1" \ "numba<0.54" \ "shap>=0.39,<1" \ "urllib3>=1.26.6" ADD https://raw.githubusercontent.com/aws/deep-learning-containers/master/src/deep_learning_container.py /usr/local/bin/deep_learning_container.py RUN chmod +x /usr/local/bin/deep_learning_container.py RUN HOME_DIR=/root \ && curl -o ${HOME_DIR}/oss_compliance.zip https://aws-dlinfra-utilities.s3.amazonaws.com/oss_compliance.zip \ && unzip ${HOME_DIR}/oss_compliance.zip -d ${HOME_DIR}/ \ && cp ${HOME_DIR}/oss_compliance/test/testOSSCompliance /usr/local/bin/testOSSCompliance \ && chmod +x /usr/local/bin/testOSSCompliance \ && chmod +x ${HOME_DIR}/oss_compliance/generate_oss_compliance.sh \ && ${HOME_DIR}/oss_compliance/generate_oss_compliance.sh ${HOME_DIR} ${PYTHON} \ && rm -rf ${HOME_DIR}/oss_compliance* RUN curl https://aws-dlc-licenses.s3.amazonaws.com/tensorflow-2.5/license.txt -o /license.txt CMD ["/bin/bash"]