When using parallel computing toolbox can I just replace all my "for" loops with "parfor" ?

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If you have a NVIDIA graphics GPU, you can probably only get decent performance for single precision, as double precision on those is either 1/32 or 1/24 of the single precision performance until you get to relatively high end.
okay I have a 1080ti with compute capability of 6.1
The 1080ti has FP64 performance of about 332, which is 1/32 of the FP32 rate; https://en.wikipedia.org/wiki/GeForce_10_series . That is not bad compared to the other graphics cards, but it is far far below the FP64 performance available in some of the Tesla series; https://en.wikipedia.org/wiki/List_of_Nvidia_graphics_processing_units#Tesla or the Quadro GP100 (about 5300)
Yes thanks for the information, the 1080ti is a gaming card.

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on 10 Jul 2017

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on 12 Jul 2017

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