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ARG PYTORCH="1.6.0" | |
ARG CUDA="10.1" | |
ARG CUDNN="7" | |
FROM pytorch/pytorch:${PYTORCH}-cuda${CUDA}-cudnn${CUDNN}-devel | |
RUN rm /etc/apt/sources.list.d/cuda.list | |
RUN rm /etc/apt/sources.list.d/nvidia-ml.list | |
RUN apt-key del 7fa2af80 | |
RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/3bf863cc.pub | |
RUN apt-key adv --fetch-keys https://developer.download.nvidia.com/compute/machine-learning/repos/ubuntu1804/x86_64/7fa2af80.pub | |
ARG MMCV="1.3.17" | |
ARG MMDET="2.25.0" | |
ENV PYTHONUNBUFFERED TRUE | |
RUN apt-get update && \ | |
DEBIAN_FRONTEND=noninteractive apt-get install --no-install-recommends -y \ | |
ca-certificates \ | |
g++ \ | |
openjdk-11-jre-headless \ | |
# MMDet Requirements | |
ffmpeg libsm6 libxext6 git ninja-build libglib2.0-0 libsm6 libxrender-dev libxext6 \ | |
&& rm -rf /var/lib/apt/lists/* | |
ENV PATH="/opt/conda/bin:$PATH" | |
RUN export FORCE_CUDA=1 | |
# TORCHSEVER | |
RUN pip install torchserve torch-model-archiver | |
# MMLAB | |
ARG PYTORCH | |
ARG CUDA | |
RUN ["/bin/bash", "-c", "pip install mmcv-full==${MMCV} -f https://download.openmmlab.com/mmcv/dist/cu${CUDA//./}/torch${PYTORCH}/index.html"] | |
RUN pip install mmdet==${MMDET} | |
RUN pip install mmocr | |
RUN useradd -m model-server \ | |
&& mkdir -p /home/model-server/tmp | |
COPY entrypoint.sh /usr/local/bin/entrypoint.sh | |
RUN chmod +x /usr/local/bin/entrypoint.sh \ | |
&& chown -R model-server /home/model-server | |
COPY config.properties /home/model-server/config.properties | |
RUN mkdir /home/model-server/model-store && chown -R model-server /home/model-server/model-store | |
EXPOSE 8080 8081 8082 | |
USER model-server | |
WORKDIR /home/model-server | |
ENV TEMP=/home/model-server/tmp | |
ENTRYPOINT ["/usr/local/bin/entrypoint.sh"] | |
CMD ["serve"] | |