Improve Speed of Matrix Multiplication by Taking Advantage of GPUArray

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Chimalume Atuchukwu
Chimalume Atuchukwu 2015년 6월 19일
댓글: Edric Ellis 2015년 6월 19일
I actually want to improve the speed of the multiplication of matrix A (m-by-n) and vector x (n-by-1) using GPUArray. Using:
gpuA = gpuArray(A);
gpux = gpuArray(x);
gpuC = gpuA * gpux
C = gather(gpuC)
didn't give me the needed improvement in speed. Any ideas on how I can achieve this?
  댓글 수: 5
Edric Ellis
Edric Ellis 2015년 6월 19일
How large is A? What GPU device do you have? Also, note that ideally you'd compare timings for only the matrix multiplication portion - you shouldn't time the data transfers too as you shouldn't need to keep transferring data. I would compare:
timeit(@() A * x);
against
gputimeit(@() gpuA * gpux);
On my K20 GPU I see break-even when A is about 1000x1000.

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