FROM nvidia/cuda:11.2.0-cudnn8-devel AS compile # Install dependencies ENV DEBIAN_FRONTEND=noninteractive RUN apt-get update -y && apt-get install -y \ git \ cmake \ libsm6 \ libxext6 \ libxrender-dev \ python3 \ python3-pip \ python3-venv \ python3-dev \ python3-numpy \ gcc \ build-essential \ gfortran \ wget \ curl \ graphicsmagick \ libgraphicsmagick1-dev \ libatlas-base-dev \ libavcodec-dev \ libavformat-dev \ libgtk2.0-dev \ libjpeg-dev \ liblapack-dev \ libswscale-dev \ pkg-config \ software-properties-common \ zip \ && apt-get clean && rm -rf /tmp/* /var/tmp/* # Virtual Environment ENV VIRTUAL_ENV=/opt/venv RUN python3 -m venv $VIRTUAL_ENV ENV PATH="$VIRTUAL_ENV/bin:$PATH" # Scikit learn RUN pip3 install --upgrade pip && \ pip3 install scikit-build # Install dlib ENV CFLAGS=-static RUN git clone -b 'v19.21' --single-branch https://github.com/davisking/dlib.git dlib/ && \ mkdir -p /dlib/build && \ cmake -H/dlib -B/dlib/build -DDLIB_USE_CUDA=1 -DUSE_AVX_INSTRUCTIONS=1 && \ cmake --build /dlib/build && \ cd /dlib && \ python3 /dlib/setup.py install --set BUILD_SHARED_LIBS=OFF # Install face recognition RUN pip3 install face_recognition # Runtime Image FROM nvidia/cuda:11.2.0-cudnn8-runtime # Install requirements RUN apt-get update && apt-get install -y \ python3 \ python3-distutils # Copy in libs COPY --from=compile /opt/venv /opt/venv COPY --from=compile \ # Sources /lib/x86_64-linux-gnu/libpthread.so.0 \ /lib/x86_64-linux-gnu/libdl.so.2 \ /lib/x86_64-linux-gnu/librt.so.1 \ /lib/x86_64-linux-gnu/libX11.so.6 \ /lib/x86_64-linux-gnu/libpng16.so.16 \ /lib/x86_64-linux-gnu/libjpeg.so.8 \ /lib/x86_64-linux-gnu/libcudnn.so.8 \ /lib/x86_64-linux-gnu/libstdc++.so.6 \ /lib/x86_64-linux-gnu/libm.so.6 \ /lib/x86_64-linux-gnu/libgcc_s.so.1 \ /lib/x86_64-linux-gnu/libc.so.6 \ /lib/x86_64-linux-gnu/libxcb.so.1 \ /lib/x86_64-linux-gnu/libz.so.1 \ /lib/x86_64-linux-gnu/libXau.so.6 \ /lib/x86_64-linux-gnu/libXdmcp.so.6 \ /lib/x86_64-linux-gnu/libbsd.so.0 \ # Destination /lib/x86_64-linux-gnu/ COPY --from=compile \ # Sources /usr/local/cuda/lib64/libcublas.so.11 \ /usr/local/cuda/lib64/libcurand.so.10 \ /usr/local/cuda/lib64/libcusolver.so.11 \ /usr/local/cuda/lib64/libcublasLt.so.11 \ # Destination /usr/local/cuda/lib64/ # Add our packages ENV PATH="/opt/venv/bin:$PATH"