FROM ubuntu:16.04 LABEL maintainer="Amazon AI" LABEL dlc_major_version="1" # Add arguments to achieve the version, python and url ARG PYTHON=python3 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=1.0.7 # 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:$PATH ENV SAGEMAKER_TRAINING_MODULE=sagemaker_pytorch_container.training:main ENV DGLBACKEND=pytorch ARG PT_TRAINING_URL=https://aws-pytorch-binaries.s3-us-west-2.amazonaws.com/r1.6.0_cuda/20201205-063316/cddb1a49fc68ff0c6b06af06cb08e18cfd7dc0a2/cpu/torch-1.6.0-cp36-cp36m-manylinux1_x86_64.whl ARG PT_TORCHVISION_URL=https://torchvision-build.s3.amazonaws.com/1.6.0/cpu/torchvision-0.7.0-cp36-cp36m-linux_x86_64.whl WORKDIR / RUN apt-get update \ && apt-get install -y --no-install-recommends \ ca-certificates \ cmake \ curl \ emacs \ git \ wget \ unzip \ vim \ build-essential \ jq \ libglib2.0-0 \ libgl1-mesa-glx \ libsm6 \ libxext6 \ libxrender-dev \ zlib1g-dev \ software-properties-common \ && rm -rf /var/lib/apt/lists/* RUN wget https://www.open-mpi.org/software/ompi/v4.0/downloads/openmpi-$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 install -c conda-forge \ python=$PYTHON_VERSION \ && /opt/conda/bin/conda install -y -c anaconda \ numpy \ ipython \ mkl \ mkl-include \ cython \ typing \ "pyopenssl>=17.5.0" \ && conda install -c conda-forge \ opencv \ && conda install -y \ scikit-learn \ pandas \ h5py \ requests \ && conda install -c dglteam -y dgl \ && /opt/conda/bin/conda clean -ya \ && conda clean -ya # The following section uninstalls torch and torchvision before installing the # custom versions from an S3 bucket. This will need to be removed in the future RUN pip install --upgrade pip --trusted-host pypi.org --trusted-host files.pythonhosted.org \ && ln -s /opt/conda/bin/pip /usr/local/bin/pip3 \ && pip install --no-cache-dir -U \ "awscli<2" \ fastai==1.0.61 \ scipy==1.2.2 \ click \ ruamel-yaml \ "cryptography>3.2" \ smdebug==${SMDEBUG_VERSION} \ smclarify \ "sagemaker>=2,<3" \ sagemaker-experiments==0.* \ "sagemaker-pytorch-training<3" \ psutil==5.6.7 \ Pillow==8.2.0 \ && pip install --no-cache-dir -U ${PT_TRAINING_URL} \ && pip uninstall -y torchvision \ && pip install --no-deps --no-cache-dir -U ${PT_TORCHVISION_URL} ADD https://raw.githubusercontent.com/aws/deep-learning-containers/master/src/deep_learning_container.py /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 chmod +x /usr/local/bin/start_with_right_hostname.sh \ && chmod +x /usr/local/bin/deep_learning_container.py \ && wget -O /license.txt https://aws-dlc-licenses.s3.amazonaws.com/pytorch-1.6.0/license.txt # Starts framework ENTRYPOINT ["bash", "-m", "start_with_right_hostname.sh"] CMD ["/bin/bash"]