FROM ubuntu:20.04 LABEL dlc_major_version="1" LABEL maintainer="Amazon AI" LABEL com.amazonaws.sagemaker.capabilities.accept-bind-to-port=true ARG PYTHON=python3.8 ARG PYTHON_VERSION=3.8.16 ARG MMS_VERSION=1.1.8 ARG MAMBA_VERSION=23.1.0-1 # Neuron SDK components version numbers ARG NEURONX_RUNTIME_LIB_VERSION=2.12.* ARG NEURONX_TOOLS_VERSION=2.9.* ARG NEURONX_FRAMEWORK_VERSION=1.13.0.1.6.1 ARG NEURONX_CC_VERSION=2.5.* # HF ARGS ARG TRANSFORMERS_VERSION ARG OPTIMUM_NEURON_VERSION=0.0.3 ENV LANG C.UTF-8 ENV LD_LIBRARY_PATH /lib/x86_64-linux-gnu:/opt/conda/lib/:$LD_LIBRARY_PATH ENV PATH /opt/conda/bin:/opt/aws/neuron/bin:$PATH ENV SAGEMAKER_SERVING_MODULE sagemaker_pytorch_serving_container.serving:main ENV TEMP=/home/model-server/tmp RUN apt-get update \ && apt-get upgrade -y \ && apt-get install -y --no-install-recommends software-properties-common \ && add-apt-repository ppa:openjdk-r/ppa \ && apt-get update \ && apt-get install -y --no-install-recommends \ build-essential \ apt-transport-https \ ca-certificates \ openssl \ cmake \ curl \ emacs \ git \ jq \ libgl1-mesa-glx \ libglib2.0-0 \ libsm6 \ libxext6 \ libxrender-dev \ openjdk-11-jdk \ vim \ wget \ unzip \ gnupg2 \ zlib1g-dev \ libcap-dev \ gpg-agent \ && rm -rf /var/lib/apt/lists/* \ && rm -rf /tmp/tmp* \ && apt-get clean RUN echo "deb https://apt.repos.neuron.amazonaws.com bionic main" > /etc/apt/sources.list.d/neuron.list RUN wget -qO - https://apt.repos.neuron.amazonaws.com/GPG-PUB-KEY-AMAZON-AWS-NEURON.PUB | apt-key add - # Install Neuronx tools RUN apt-get update \ && apt-get install -y aws-neuronx-tools=$NEURONX_TOOLS_VERSION \ && apt-get install -y aws-neuronx-runtime-lib=${NEURONX_RUNTIME_LIB_VERSION} \ && rm -rf /var/lib/apt/lists/* \ && rm -rf /tmp/tmp* \ && apt-get clean # https://github.com/docker-library/openjdk/issues/261 https://github.com/docker-library/openjdk/pull/263/files RUN keytool -importkeystore -srckeystore /etc/ssl/certs/java/cacerts -destkeystore /etc/ssl/certs/java/cacerts.jks -deststoretype JKS -srcstorepass changeit -deststorepass changeit -noprompt; \ mv /etc/ssl/certs/java/cacerts.jks /etc/ssl/certs/java/cacerts; \ /var/lib/dpkg/info/ca-certificates-java.postinst configure; RUN curl -L -o ~/mambaforge.sh https://github.com/conda-forge/miniforge/releases/download/${MAMBA_VERSION}/Mambaforge-${MAMBA_VERSION}-Linux-x86_64.sh \ && chmod +x ~/mambaforge.sh \ && ~/mambaforge.sh -b -p /opt/conda \ && rm ~/mambaforge.sh \ && /opt/conda/bin/conda install -c conda-forge -y \ python=$PYTHON_VERSION \ cython \ mkl-include \ mkl \ botocore \ parso \ scipy \ typing \ # Below 2 are included in miniconda base, but not mamba so need to install conda-content-trust \ charset-normalizer \ && /opt/conda/bin/conda update -y conda \ && /opt/conda/bin/conda clean -ya RUN conda install -c conda-forge \ opencv \ h5py \ requests \ && conda clean -ya \ && pip install --upgrade pip --trusted-host pypi.org --trusted-host files.pythonhosted.org \ && ln -s /opt/conda/bin/pip /usr/local/bin/pip3 \ && pip install packaging \ enum-compat \ ipython \ cryptography RUN pip install --no-cache-dir -U \ scipy \ six \ # install PyYAML>=5.4 to avoid conflict with latest awscli "pyYAML>=5.4,<5.5" \ "pillow>=8.3" \ "awscli<2" \ pandas==1.* \ boto3 # Install Neuronx-cc and PyTorch RUN pip install neuronx-cc==$NEURONX_CC_VERSION --extra-index-url https://pip.repos.neuron.amazonaws.com \ && pip install torch-neuronx==$NEURONX_FRAMEWORK_VERSION --extra-index-url https://pip.repos.neuron.amazonaws.com \ && pip install "protobuf<4" \ && pip install --no-deps --no-cache-dir -U torchvision==0.14.* WORKDIR / RUN pip install --no-cache-dir \ multi-model-server==$MMS_VERSION \ sagemaker-inference RUN useradd -m model-server \ && mkdir -p /home/model-server/tmp \ && chown -R model-server /home/model-server COPY neuron-entrypoint.py /usr/local/bin/dockerd-entrypoint.py COPY neuron-monitor.sh /usr/local/bin/neuron-monitor.sh COPY config.properties /etc/sagemaker-mms.properties RUN chmod +x /usr/local/bin/dockerd-entrypoint.py \ && chmod +x /usr/local/bin/neuron-monitor.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 ################################# # Hugging Face specific section # ################################# RUN curl https://aws-dlc-licenses.s3.amazonaws.com/pytorch-1.13/license.txt -o /license.txt # install Hugging Face libraries and its dependencies RUN pip install --no-cache-dir \ transformers[sklearn,sentencepiece,audio,vision]==${TRANSFORMERS_VERSION} \ optimum-neuron==${OPTIMUM_NEURON_VERSION} \ "protobuf>=3.19.5,<=3.20.2" \ "sagemaker-huggingface-inference-toolkit<3" 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* \ # conda leaves an empty /root/.cache/conda/notices.cache file which is not removed by conda clean -ya && rm -rf ${HOME_DIR}/.cache/conda EXPOSE 8080 8081 ENTRYPOINT ["python", "/usr/local/bin/dockerd-entrypoint.py"] CMD ["serve"]