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Tutorial CUDA

Tutorial CUDA

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Example:<br />

Square Matrix Multiplication Example<br />

C = A · B of size N x N<br />

With blocking:<br />

© NVIDIA Corporation 2008<br />

One thread block handles one M x M<br />

sub-matrix C sub of C<br />

A and B are only loaded (N / M) times<br />

from global memory<br />

Much less<br />

bandwidth<br />

Much better<br />

balance of<br />

work to bandwidth<br />

A<br />

M M M<br />

B<br />

C<br />

C sub<br />

N N<br />

M<br />

M M M M<br />

N<br />

N

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