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Yes, sure, the sampling is in fact quite GPU-izable.
Might need a specialized sampling that benefits from the throughput though. (Would the ACHR thing that we have work better if we run it "much longer than now"?)
Will making a GPU based hit and run sampler speed things up? Investigate and add if so.
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