I had to set upsample=False because otherwise upsample_conv is not defined.
I can run this properly on Titan Black and X with cuda 8.0.
Unfortunately I don’t have a RTX2080Ti card  so I can’t check on that…
@ngimel maybe will be able to reproduce this with the same setup?