When rendering on a GPU use progressive rendering. It will actually go faster than bucket rendering. The overhead of swapping buckets into the GPU memory out weighs any possible performance gain. Modern GPUs have so much dedicated memory it's no longer a performance benefit.

The opposite is true for CPU renders. We use smaller buckets to try and increase hits in the L2 CPU cache. CPU cache is measured in MB. GPU's dedicated memory is in GB.