ARG PYTHON_VERSION=3.9.13 FROM 763104351884.dkr.ecr.us-west-2.amazonaws.com/pytorch-inference:1.13.1-gpu-py39-cu117-ubuntu20.04-sagemaker # Specify accept-bind-to-port LABEL for inference pipelines to use SAGEMAKER_BIND_TO_PORT # https://docs.aws.amazon.com/sagemaker/latest/dg/inference-pipeline-real-time.html LABEL com.amazonaws.sagemaker.capabilities.accept-bind-to-port=true # Specify multi-models LABEL to indicate container is capable of loading and serving multiple models concurrently # https://docs.aws.amazon.com/sagemaker/latest/dg/build-multi-model-build-container.html LABEL com.amazonaws.sagemaker.capabilities.multi-models=true LABEL maintainer="Amazon AI" LABEL dlc_major_version="2" RUN apt-get update \ && apt-get -y upgrade \ && apt-get autoremove -y \ && apt-get install tesseract-ocr -y \ && apt-get clean \ && rm -rf /var/lib/apt/lists/* # Install AutoGluon ARG AUTOGLUON_VERSION=0.7.0 RUN pip install --no-cache-dir -U --trusted-host pypi.org --trusted-host files.pythonhosted.org pip \ && pip install --no-cache-dir -U setuptools wheel \ && pip uninstall -y dataclasses \ && pip install --no-cache-dir -U numpy numba \ && pip install --no-cache-dir -U autogluon==${AUTOGLUON_VERSION} \ && mim install -q mmcv-full \ && pip install --no-cache-dir -U mmdet \ && pip uninstall -y tensorboardX \ && pip install --no-cache-dir -U "protobuf<4.0" \ && pip install --no-cache-dir -U cryptography>=41.0.2 # Removing GluonTS nursery/tsbench package - it is not used in training/inference and have security vulnerabilities # Remove these to address security issues; these are not used if only python package is used RUN rm -rf /usr/local/lib/python3.9/dist-packages/gluonts/nursery/tsbench \ && rm -rf /usr/local/lib/python3.9/dist-packages/ray/jars \ && rm -rf /opt/conda/lib/python3.9/site-packages/ray/jars # add TS entrypoint COPY config.properties /home/model-server COPY torchserve-entrypoint.py /usr/local/bin/dockerd-entrypoint.py RUN chmod +x /usr/local/bin/dockerd-entrypoint.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 /licenses-autogluon.txt https://autogluon.s3.us-west-2.amazonaws.com/licenses/THIRD-PARTY-LICENSES.txt EXPOSE 8080 8081 ENTRYPOINT ["python", "/usr/local/bin/dockerd-entrypoint.py"] CMD ["torchserve", "--start", "--ts-config", "/home/model-server/config.properties", "--model-store", "/home/model-server/"]