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Why don't 2 GPUs double the graphics performance of a computer compared to a single GPU?

Obviously, if you have 2 GPUs, it is double the hardware, and thus it should be double the power of a single GPU (assuming all GPUs are the same, of course). So why is this not the case? I searched this question on Google and things about optimization and things came up, but I still don't understand.