The GPU web page looks like it is 8 years old ... this link is dead (but ex47cu seems to be in the repo): - Example that uses CUDA directly in the user function evaluation <http://www.mcs.anl.gov/petsc-master/src/snes/examples/tutorials/ex47cu.cu.html> Thanks, Mark