Write single GPU setup for tests #16
Description
Testing doesn't work well on multi-threaded code so we should write a single threaded version of the GPU stuff (which should also be mildly faster for single GPU machines).
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Testing doesn't work well on multi-threaded code so we should write a single threaded version of the GPU stuff (which should also be mildly faster for single GPU machines).