MMDet / mmdetection /docker /serve_cn /Dockerfile
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MMdet Model for Image Segmentation
6c9ac8f
ARG PYTORCH="1.9.0"
ARG CUDA="11.1"
ARG CUDNN="8"
FROM pytorch/pytorch:${PYTORCH}-cuda${CUDA}-cudnn${CUDNN}-devel
ARG MMCV="2.0.0rc4"
ARG MMDET="3.0.0"
ENV PYTHONUNBUFFERED TRUE
# Avoid Public GPG key error
# - https://github.com/NVIDIA/nvidia-docker/issues/1631
RUN rm /etc/apt/sources.list.d/cuda.list \
&& rm /etc/apt/sources.list.d/nvidia-ml.list \
&& apt-get update \
&& apt-get install -y wget \
&& rm -rf /var/lib/apt/lists/* \
&& apt-key del 7fa2af80 \
&& apt-get update && apt-get install -y --no-install-recommends wget \
&& wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu1804/x86_64/cuda-keyring_1.0-1_all.deb \
&& dpkg -i cuda-keyring_1.0-1_all.deb
# (Optional, use Mirror to speed up downloads)
# RUN sed -i 's/http:\/\/archive.ubuntu.com\/ubuntu\//http:\/\/mirrors.aliyun.com\/ubuntu\//g' /etc/apt/sources.list
# Install the required packages
RUN apt-get update && \
DEBIAN_FRONTEND=noninteractive apt-get install --no-install-recommends -y \
ca-certificates \
g++ \
openjdk-11-jre-headless \
# MMDet Requirements
ffmpeg libsm6 libxext6 git ninja-build libglib2.0-0 libsm6 libxrender-dev libxext6 \
&& rm -rf /var/lib/apt/lists/*
ENV PATH="/opt/conda/bin:$PATH" \
FORCE_CUDA="1"
# TORCHSEVER
RUN pip install torchserve torch-model-archiver nvgpu -i https://pypi.mirrors.ustc.edu.cn/simple/
# MMLAB
ARG PYTORCH
ARG CUDA
RUN pip install mmengine -i https://pypi.mirrors.ustc.edu.cn/simple/
RUN ["/bin/bash", "-c", "pip install mmcv==${MMCV} -f https://download.openmmlab.com/mmcv/dist/cu${CUDA//./}/torch${PYTORCH}/index.html"]
RUN pip install mmdet==${MMDET} -i https://pypi.mirrors.ustc.edu.cn/simple/
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"]