FROM ubuntu:16.04 LABEL maintainer="Amazon AI" LABEL com.amazonaws.sagemaker.capabilities.accept-bind-to-port=true LABEL dlc_major_version="1" # Add arguments to achieve the version, python and url ARG PYTHON=python3 ARG PYTHON_VERSION=3.6.13 ARG PYTORCH_VERSION=1.5.1 ARG TORCHVISION_VERSION=0.6.1 ARG GRAPHVIZ_VERSION=0.13.2 ARG MMS_VERSION=1.1.2 ARG HEALTH_CHECK_VERSION=1.7.0 # See http://bugs.python.org/issue19846 ENV LANG C.UTF-8 ENV LD_LIBRARY_PATH /opt/conda/lib/:$LD_LIBRARY_PATH ENV PATH /opt/conda/bin:$PATH ENV SAGEMAKER_SERVING_MODULE sagemaker_pytorch_serving_container.serving:main ENV TEMP=/home/model-server/tmp RUN apt-get update \ && apt-get install -y --allow-downgrades --allow-change-held-packages --no-install-recommends \ build-essential \ ca-certificates \ cmake \ curl \ emacs \ git \ jq \ libgl1-mesa-glx \ libglib2.0-0 \ libgomp1 \ libibverbs-dev \ libsm6 \ libxext6 \ libxrender-dev \ openjdk-8-jdk-headless \ vim \ wget \ unzip \ zlib1g-dev # Install OpenSSH. Allow OpenSSH to talk to containers without asking for confirmation RUN apt-get install -y --no-install-recommends \ openssh-client \ openssh-server \ && mkdir -p /var/run/sshd \ && cat /etc/ssh/ssh_config | grep -v StrictHostKeyChecking > /etc/ssh/ssh_config.new \ && echo " StrictHostKeyChecking no" >> /etc/ssh/ssh_config.new \ && mv /etc/ssh/ssh_config.new /etc/ssh/ssh_configs 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=$PYTHON_VERSION \ && /opt/conda/bin/conda install -y \ # conda 4.9.2 requires ruamel_yaml to be installed. Currently pinned at latest. ruamel_yaml==0.15.100 \ cython==0.29.12 \ ipython==7.7.0 \ numpy==1.19.1 \ scipy==1.3.0 \ typing==3.6.4 \ parso==0.8.0 \ && /opt/conda/bin/conda clean -ya RUN conda install -c \ conda-forge \ opencv==4.0.1 \ && conda install -y \ scikit-learn==0.21.2 \ pandas==0.25.0 \ h5py==2.9.0 \ requests==2.22.0 \ && conda clean -ya \ && /opt/conda/bin/conda config --set ssl_verify False \ && pip install --upgrade pip --trusted-host pypi.org --trusted-host files.pythonhosted.org \ && ln -s /opt/conda/bin/pip /usr/local/bin/pip3 \ # Torchvision wheel must be installed first, so that PyTorch-EI framework is not overwritten. && pip install https://download.pytorch.org/whl/cpu/torchvision-0.6.1%2Bcpu-cp36-cp36m-linux_x86_64.whl \ && pip install http://amazonei-pytorcheia.s3.amazonaws.com/releases/v1.0.0/torcheia-1.0.0-cp36-cp36m-manylinux1_x86_64.whl \ && pip install graphviz==$GRAPHVIZ_VERSION \ && pip install multi-model-server==$MMS_VERSION \ && pip install pillow==8.2.0 \ # pyOpenSSL requires cryptography>=2.3, but all versions <3.3 have vulnerabilities && pip install -U "cryptography>=3.3" RUN useradd -m model-server \ && mkdir -p /home/model-server/tmp \ && chown -R model-server /home/model-server COPY mms-entrypoint.py /usr/local/bin/dockerd-entrypoint.py COPY config.properties /home/model-server RUN chmod +x /usr/local/bin/dockerd-entrypoint.py RUN pip install --no-cache-dir "sagemaker-pytorch-inference<2" 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 ${HOME_DIR}/oss_compliance* RUN curl https://aws-dlc-licenses.s3.amazonaws.com/pytorch-1.5.1/license.txt -o /license.txt RUN conda install -y -c conda-forge "pyyaml>=5.4,<5.5" \ && pip install -U \ "awscli<2" RUN wget https://amazonei-tools.s3.amazonaws.com/v${HEALTH_CHECK_VERSION}/ei_tools_${HEALTH_CHECK_VERSION}.tar.gz -O /opt/ei_tools_${HEALTH_CHECK_VERSION}.tar.gz \ && tar -xvf /opt/ei_tools_${HEALTH_CHECK_VERSION}.tar.gz -C /opt/ \ && rm -rf /opt/ei_tools_${HEALTH_CHECK_VERSION}.tar.gz \ && chmod a+x /opt/ei_tools/bin/health_check \ && mkdir -p /opt/ei_health_check/bin \ && ln -s /opt/ei_tools/bin/health_check /opt/ei_health_check/bin/health_check \ && ln -s /opt/ei_tools/lib /opt/ei_health_check/lib COPY default_inference_handler.py /opt/conda/lib/python3.6/site-packages/sagemaker_pytorch_serving_container/default_inference_handler.py EXPOSE 8080 8081 ENTRYPOINT ["python", "/usr/local/bin/dockerd-entrypoint.py"] CMD ["multi-model-server", "--start", "--mms-config", "/home/model-server/config.properties"]