I'd publish my source .dsc if I had one.
I only installed the pre-built binaries myself.
- sudo apt install libcaffe-cuda-dev
- edited /usr/share/caffe/CaffeTargets-release.cmake

Those were the only steps I took to get our project compiled.

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https://bugs.launchpad.net/bugs/1812522

Title:
  libcaffe-cuda-dev does not work with CUDA 10

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