about nested for loop
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i have three matrices A,B,C of size N*N. and I have a nested for loop code as given here,
D=0;
for i=1:N
for j=1:N
for k=1:N
for l=1:N
D = D + A(k,l) * B(i,j) * C(i,k) * C(j,l);
end
end
end
end
Now for a large value of N (say N=500), this code is taking a lot of time to execute. I want to know what is the procedure to improve this code so that it executes faster.
thanks in advance for any help.
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回答(2 个)
Walter Roberson
2012-5-19
B(i,j) * C(i,k) can be calculated at the "for k" level. Call that BC. Then you have simplified to
for l=1:N
D = D + BC * A(k,l) * C(j,l);
end
and that can be vectorized along l without a loop.
D = D + BC * sum(A(k,:) .* C(j,:));
After that you may be able to make further optimizations.
Can you rewrite what you are doing in terms of matrix multiplication?
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