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Can anybody explain benefits of hardware acceleration?

I try to sort out what really graphical processors do and what acceleration ratio they provide. I am interested primarily in matrix algebra such as multiplying a vector by matrix (the result being another vector). Both are large (10000 and 10000x10000 respectively).