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I suggest that you not use the gpgpu stack at all; instead, install CUDA like you would any third-party library dependency, and add CUDA-appropriate lines to your package's CMakeLists.

Put differently, treat your ROS package like you would any other compile that needs CUDA; don't try to get CUDA through ROS.

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