GPUs aren&#x27;t cache-coherent yet.  That said, they have fantastic atomic ops performance relative to CPUs.  I&#x27;d guess that the lack of performance benefit so far is because it&#x27;s possible to write many algorithms with the assumption that there is no cache coherency.