Not just Nvidia: GPU programming that runs everywhere

There's overhead in transferring data from CPU to GPU and back. I'm not sure how this works with internal GPUs, though, insofar as RAM is shared.

In general, though, as I understand it (not a GPU programmer) you want to pass data to the GPU, have it do a lot of operations, and only then pass it back. Doing one tiny operation isn't worth it.