couple weeks ago at VeloxCon one of the days was dedicated to GPU processing (the other being AI/ML data preprocessing); the cuDF team talked about their Velox integration as well. for those interested, might worth to check it out.
disclaimer: my team is working on this very problem as well, as I was a speaker at VeloxCon.