Adding GPU support to an existing database is incredibly hard, and usually doesn't pay off very well.

We were considering doing that some years ago, but opted for writing our own (GPU accelerated) database too.

We talked about it recently at a CMU Database Group talk (relevant parts start at around 17:00 - https://youtu.be/bSYFwd50EcU?t=1028)