FROM nvidia/cuda:11.1.1-cudnn8-devel-ubuntu18.04 # use an older system (18.04) to avoid opencv incompatibility (issue#3524) ENV DEBIAN_FRONTEND noninteractive RUN apt-get update && apt-get install -y \ python3-opencv ca-certificates python3-dev git wget sudo ninja-build RUN ln -sv /usr/bin/python3 /usr/bin/python # create a non-root user ARG USER_ID=1000 RUN useradd -m --no-log-init --system --uid ${USER_ID} appuser -g sudo RUN echo '%sudo ALL=(ALL) NOPASSWD:ALL' >> /etc/sudoers USER appuser WORKDIR /home/appuser ENV PATH="/home/appuser/.local/bin:${PATH}" RUN wget https://bootstrap.pypa.io/pip/3.6/get-pip.py && \ python3 get-pip.py --user && \ rm get-pip.py # install dependencies # See https://pytorch.org/ for other options if you use a different version of CUDA RUN pip install --user tensorboard cmake onnx # cmake from apt-get is too old RUN pip install --user torch==1.10 torchvision==0.11.1 -f https://download.pytorch.org/whl/cu111/torch_stable.html RUN pip install --user 'git+https://github.com/facebookresearch/fvcore' # install detectron2 RUN git clone https://github.com/facebookresearch/detectron2 detectron2_repo # set FORCE_CUDA because during `docker build` cuda is not accessible ENV FORCE_CUDA="1" # This will by default build detectron2 for all common cuda architectures and take a lot more time, # because inside `docker build`, there is no way to tell which architecture will be used. ARG TORCH_CUDA_ARCH_LIST="Kepler;Kepler+Tesla;Maxwell;Maxwell+Tegra;Pascal;Volta;Turing" ENV TORCH_CUDA_ARCH_LIST="${TORCH_CUDA_ARCH_LIST}" RUN pip install --user -e detectron2_repo # Set a fixed model cache directory. ENV FVCORE_CACHE="/tmp" WORKDIR /home/appuser/detectron2_repo # run detectron2 under user "appuser": # wget http://images.cocodataset.org/val2017/000000439715.jpg -O input.jpg # python3 demo/demo.py \ #--config-file configs/COCO-InstanceSegmentation/mask_rcnn_R_50_FPN_3x.yaml \ #--input input.jpg --output outputs/ \ #--opts MODEL.WEIGHTS detectron2://COCO-InstanceSegmentation/mask_rcnn_R_50_FPN_3x/137849600/model_final_f10217.pkl