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CPU vs GPU

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Which is better? CPU or GPU?

I've tried using both and the CPU seems faster, but when i run hashcat it only uses 1/4 of the maximum power (1024mb out of 4048mb). 

Is there a way that I can allocate more memory to hash cat and could I allocate more GPU memory to hash cat?

If it helps I'm using a 2015 macbook air. I would use my desktop which has more CPU power but I don't know how to allocate more power so I'm just using my macbook air.

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