I working using Google Cloud Instance with GPU K80 and Ubuntu 16.04.
But I have one question, what is the correct Cuda version, 9.0 , 9.2 or 10 for this hardware ?
Support for Kepler sm_30 and sm_32 architecture based products is dropped.
Support for the following compute capabilities are deprecated in the CUDA Toolkit:
sm_35 (Kepler)
sm_37 (Kepler)
sm_50 (Maxwell)
The Tesla K80 has compute capability 3.7, i.e. sm_37. It is supported by CUDA 11, but that support is deprecated which means it will likely be removed in the next major CUDA release.
This will give you the ability to run codes that are already compiled using older versions of CUDA (in some cases). It will not cause the nvcc in CUDA 12 to support e.g. -arch=sm_37.