Accelerator support is something that happens within the node and is in some sense orthogonal to the high-level design. I recently received funding to add such support to the library (and I hope to add it within the next year).

Also, not all supercomputers have accelerators (consider Blue Gene/Q), and often simply having access to more memory is more of a concern than solving the problem at the absolute fastest rate.