How to use GPU to define a large 3D matrix

2 次查看(过去 30 天)
Dear all,
I am trying to use the attached M file (mkdelta.m) to difine a large 3d matrix (5598x40x40). It will cost large amount of CPU time to finish, which is unbearable. I am considering to use GPU to accelerate the computation. I have GPU in my computer but I have no idea how to use it to do this. Could you give me some tutorial?
Best regards.
Yeping Sun

采纳的回答

James Tursa
James Tursa 2016-9-19
编辑:James Tursa 2016-9-19
For starters, put semi-colons at the end of the delta(etc) = etc lines so that intermediate stuff doesn't print to the screen. Doing just that cuts the execution time to under 1 sec on my computer. E.g.,
delta(k,i,j)=1; % <-- appended semi-colon
else delta(k,i,j)=0; <-- appended semi-colon
For more speed improvements, could work on vectorizing the loops. This should get you all the speed improvements needed without resorting to some type of GPU conversion. E.g., here is one way to vectorize the code with simple brute force application of the bsxfun function to each of your operations:
pc1_1 = pc1(:); % Convert to column vector in 1st dimension
pc2_1 = pc2(:); % Convert to column vector in 1st dimension
x1_2 = reshape(x1,1,40,1); % Convert to "vector" in 2nd dimension
x2_3 = reshape(x2,1,1,40); % Convert to "vector" in 3rd dimension
arg1 = bsxfun(@le,x1_2-c1,pc1_1);
arg2 = bsxfun(@lt,pc1_1,x1_2+c1);
arg3 = bsxfun(@le,x2_3-c2,pc2_1);
arg4 = bsxfun(@lt,pc2_1,x2_3+c2);
arg12 = bsxfun(@and,arg1,arg2);
arg34 = bsxfun(@and,arg3,arg4);
delta = bsxfun(@and,arg12,arg34);
delta(:,40,:) = bsxfun(@eq,pc1_1,x1_2+c1);
delta(:,:,40) = bsxfun(@eq,pc2_1,x2_3+c2);
There may be a way to simplify this even further, but the above code runs in about 0.02 sec on my machine so I stopped working on it.
  1 个评论
Yeping Sun
Yeping Sun 2016-9-20
编辑:Yeping Sun 2016-9-20
Thanks a lot. That's very helpful. But when I compare the two matrices produced by my original code and by your bsxfun code with "isequal", it returns "0", which means that the two matrices are different. I cannot work out why. Could you check it? I've attached my matlab workspace file PC1-PC2.mat with the comment.
Best regards.

请先登录,再进行评论。

更多回答(0 个)

类别

Help CenterFile Exchange 中查找有关 Matrix Indexing 的更多信息

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by