FROM ubuntu:16.04 LABEL maintainer="Amazon AI" LABEL dlc_major_version="1" # Add arguments to achieve the version, python and url ARG PYTHON_VERSION=3.6.13 ARG OPEN_MPI_VERSION=4.0.1 # 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=0.9.2 # Python won’t try to write .pyc or .pyo files on the import of source modules # Force stdin, stdout and stderr to be totally unbuffered. Good for logging ENV PYTHONDONTWRITEBYTECODE=1 ENV PYTHONUNBUFFERED=1 ENV PYTHONIOENCODING=UTF-8 ENV LANG=C.UTF-8 ENV LC_ALL=C.UTF-8 ENV LD_LIBRARY_PATH="${LD_LIBRARY_PATH}:/usr/local/lib" ENV LD_LIBRARY_PATH="${LD_LIBRARY_PATH}:/opt/conda/lib" ENV PATH=/opt/conda/bin:$PATH ENV SAGEMAKER_TRAINING_MODULE=sagemaker_pytorch_container.training:main ENV DGLBACKEND=pytorch WORKDIR / RUN apt-get update \ && apt-get install -y --no-install-recommends \ ca-certificates \ cmake \ curl \ emacs \ git \ wget \ unzip \ vim \ build-essential \ jq \ libglib2.0-0 \ libgl1-mesa-glx \ libsm6 \ libxext6 \ libxrender-dev \ zlib1g-dev \ software-properties-common \ && rm -rf /var/lib/apt/lists/* RUN wget https://www.open-mpi.org/software/ompi/v4.0/downloads/openmpi-$OPEN_MPI_VERSION.tar.gz \ && gunzip -c openmpi-$OPEN_MPI_VERSION.tar.gz | tar xf - \ && cd openmpi-$OPEN_MPI_VERSION \ && ./configure --prefix=/home/.openmpi \ && make all install \ && cd .. \ && rm openmpi-$OPEN_MPI_VERSION.tar.gz \ && rm -rf openmpi-$OPEN_MPI_VERSION # The ENV variables declared below are changed in the previous section # Grouping these ENV variables in the first section causes # ompi_info to fail. This is only observed in CPU containers ENV PATH="$PATH:/home/.openmpi/bin" ENV LD_LIBRARY_PATH="$LD_LIBRARY_PATH:/home/.openmpi/lib/" RUN ompi_info --parsable --all | grep mpi_built_with_cuda_support:value # Copy workaround script for incorrect hostname COPY changehostname.c / COPY start_with_right_hostname.sh /usr/local/bin/start_with_right_hostname.sh RUN curl -L -o ~/miniconda.sh https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh \ && chmod +x ~/miniconda.sh \ && ~/miniconda.sh -b -p /opt/conda \ && rm ~/miniconda.sh \ && /opt/conda/bin/conda update conda \ && /opt/conda/bin/conda install -c conda-forge \ python=$PYTHON_VERSION \ && /opt/conda/bin/conda install -y -c anaconda \ # conda 4.9.2 requires ruamel_yaml to be installed. Currently pinned at latest. ruamel_yaml==0.15.87 \ numpy==1.16.4 \ ipython==7.10.1 \ mkl==2019.4 \ mkl-include==2019.4 \ cython==0.29.12 \ typing==3.6.4 \ "pyopenssl>=17.5.0" \ && conda install -c conda-forge \ opencv==4.0.1 \ && conda install -y \ scikit-learn==0.21.2 \ pandas==0.25.0 \ h5py==2.9.0 \ requests==2.22.0 \ && conda install -c dglteam -y dgl==0.4.3 \ && /opt/conda/bin/conda clean -ya \ && conda clean -ya # The following section uninstalls torch and torchvision before installing the # custom versions from an S3 bucket. This will need to be removed in the future RUN pip install --upgrade pip --trusted-host pypi.org --trusted-host files.pythonhosted.org \ && ln -s /opt/conda/bin/pip /usr/local/bin/pip3 \ && pip install --no-cache-dir -U \ # install PyYAML>=5.4,<5.5 to avoid conflict with latest awscli "PyYAML>=5.4,<5.5" \ "awscli<2" \ fastai==1.0.59 \ scipy==1.2.2 \ smdebug==${SMDEBUG_VERSION} \ "sagemaker<2" \ sagemaker-experiments==0.* \ "sagemaker-pytorch-training<3" \ && pip install --no-cache-dir -U https://pytorch-aws.s3-us-west-2.amazonaws.com/pytorch-1.5.0/py3/cpu/torch-1.5.0-cp36-cp36m-manylinux1_x86_64.whl \ && pip uninstall -y torchvision \ && pip install --no-deps --no-cache-dir -U \ https://torchvision-build.s3.amazonaws.com/1.5.0/cpu/torchvision-0.6.0-cp36-cp36m-linux_x86_64.whl RUN chmod +x /usr/local/bin/start_with_right_hostname.sh 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 -o /license.txt https://aws-dlc-licenses.s3.amazonaws.com/pytorch-1.5.0/license.txt # fix safety issues RUN pip install psutil==5.6.7 \ Pillow==7.1.0 \ # cryptography required by pyopenssl and paramiko, <3.3.2 has safety vulnerabilities "cryptography>=3.3.2" # Starts framework ENTRYPOINT ["bash", "-m", "start_with_right_hostname.sh"] CMD ["/bin/bash"]