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Dockerfile
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ARG CUDA="9.0"
ARG CUDNN="7"
FROM nvidia/cuda:${CUDA}-cudnn${CUDNN}-devel-ubuntu16.04
RUN echo 'debconf debconf/frontend select Noninteractive' | debconf-set-selections
# install basics
RUN apt-get update -y \
&& apt-get install -y apt-utils git curl ca-certificates bzip2 cmake tree htop bmon iotop g++ \
&& apt-get install -y libglib2.0-0 libsm6 libxext6 libxrender-dev
# Install Miniconda
RUN curl -so /miniconda.sh https://repo.continuum.io/miniconda/Miniconda3-latest-Linux-x86_64.sh \
&& chmod +x /miniconda.sh \
&& /miniconda.sh -b -p /miniconda \
&& rm /miniconda.sh
ENV PATH=/miniconda/bin:$PATH
# Create a Python 3.6 environment
RUN /miniconda/bin/conda install -y conda-build \
&& /miniconda/bin/conda create -y --name py36 python=3.6.7 \
&& /miniconda/bin/conda clean -ya
ENV CONDA_DEFAULT_ENV=py36
ENV CONDA_PREFIX=/miniconda/envs/$CONDA_DEFAULT_ENV
ENV PATH=$CONDA_PREFIX/bin:$PATH
ENV CONDA_AUTO_UPDATE_CONDA=false
RUN conda install -y ipython
RUN pip install ninja yacs cython matplotlib opencv-python
# Install PyTorch 1.0 Nightly and OpenCV
RUN conda install -y pytorch-nightly -c pytorch \
&& conda clean -ya
# Install TorchVision master
RUN git clone https://github.com/pytorch/vision.git \
&& cd vision \
&& python setup.py install
# install pycocotools
RUN git clone https://github.com/cocodataset/cocoapi.git \
&& cd cocoapi/PythonAPI \
&& python setup.py build_ext install
# install PyTorch Detection
RUN git clone https://github.com/facebookresearch/maskrcnn-benchmark.git \
&& cd maskrcnn-benchmark \
&& python setup.py build develop
WORKDIR /maskrcnn-benchmark