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ARG PYTORCH="1.9.0" | |
ARG CUDA="11.1" | |
ARG CUDNN="8" | |
FROM pytorch/pytorch:${PYTORCH}-cuda${CUDA}-cudnn${CUDNN}-devel | |
ENV TORCH_CUDA_ARCH_LIST="6.0 6.1 7.0+PTX" | |
ENV TORCH_NVCC_FLAGS="-Xfatbin -compress-all" | |
ENV CMAKE_PREFIX_PATH="$(dirname $(which conda))/../" | |
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 | |
RUN apt-get update && apt-get install -y ffmpeg libsm6 libxext6 git ninja-build libglib2.0-0 libsm6 libxrender-dev libxext6 \ | |
&& apt-get clean \ | |
&& rm -rf /var/lib/apt/lists/* | |
# Install MMCV | |
#RUN pip install mmcv-full==1.3.8 -f https://download.openmmlab.com/mmcv/dist/cu101/torch1.6.0/index.html | |
# -f https://openmmlab.oss-accelerate.aliyuncs.com/mmcv/dist/index.html | |
RUN pip install mmcv-full==1.4.0 -f https://download.openmmlab.com/mmcv/dist/cu111/torch1.9.0/index.html | |
# Install MMDetection | |
RUN conda clean --all | |
RUN git clone https://github.com/open-mmlab/mmdetection.git /mmdetection | |
WORKDIR /mmdetection | |
ENV FORCE_CUDA="1" | |
RUN cd /mmdetection && git checkout 7bd39044f35aec4b90dd797b965777541a8678ff | |
RUN pip install -r requirements/build.txt | |
RUN pip install --no-cache-dir -e . | |
RUN apt-get update | |
RUN apt-get install -y vim | |
RUN pip uninstall -y pycocotools | |
RUN pip install mmpycocotools timm scikit-image imagesize | |
# make sure we don't overwrite some existing directory called "apex" | |
WORKDIR /tmp/unique_for_apex | |
# uninstall Apex if present, twice to make absolutely sure :) | |
RUN pip uninstall -y apex || : | |
RUN pip uninstall -y apex || : | |
# SHA is something the user can touch to force recreation of this Docker layer, | |
# and therefore force cloning of the latest version of Apex | |
RUN SHA=ToUcHMe git clone https://github.com/NVIDIA/apex.git | |
WORKDIR /tmp/unique_for_apex/apex | |
RUN pip install -v --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" . | |
RUN pip install seaborn sklearn imantics gradio | |
WORKDIR /code | |
ENTRYPOINT ["python", "app.py"] | |
#RUN git clone https://github.com/NVIDIA/apex | |
#RUN cd apex | |
#RUN pip install -v --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" . | |
#RUN pip install -v --disable-pip-version-check --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" ./ | |