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The GPSCoordinateSearch algorithm uses mostly sequential programming except for checking optimality as the next move depends on the current function value. The PSO algorithms are better suited for parallel computing as multiple points can be evaluated in parallel in these algorithms.

Using UnitsOfExecution is the right setting (if not specific, it is set to the number of processors).