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Discussion on question by Andrew: Are there any embarrassingly parallel tasks that require a CPU rather than GPU?

Imported from a comment discussion on scicomp.stackexchange.com/questions/35399/…

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Discussion on question by Andrew: Are there any embarrassingly parallel tasks that require a CPU rather than GPU?