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Performance: for each element with value '1', find amount of elements with value '2' after it

조회 수: 1 (최근 30일)

Given an array (values are double precision), e.g.

a = [0 0 1 0 0 1 2 2 1 0 2]';

For each element with value '1', I would like to find the amount of elements with value '2' after. For the example given above, the output should look like this:

b = [3 3 1]';

Very importantly, this should be as fast as possible, since 'a' can easily exceed 20000 elements. I have two solutions, one of which uses arrayfun and is slow but uses little code (which is preferred as well), the second implementation makes use of loops and is nearly twice as fast.

rows1 = find(a == 1); 
rows2 = find(a == 2);
b = arrayfun(@(x) sum(b > x), a);

and the second implementation:

rows1 = find(a == 1); 
rows2 = find(a == 2);
b = zeros(size(rows1));
for row = 1:numel(rows1)
    sel = rows2 > rows1(row);
    first2 = find(sel, 1, 'first');
    sumVal = numel(rows2) - first2 + 1;
    b(row) = sumVal;
end

I am aware that I can compress example #2 for less code. I wonder: is there a more performant implementation? Profiling the second solution shows me, that most time is lost for the combination of 'find' and 'sel = ...'.

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Bruno Luong
Bruno Luong 2018년 10월 1일
편집: Bruno Luong 2018년 10월 1일
a = [0 0 1 0 0 1 2 2 1 0 2]
fa = flip(a);
c = cumsum(fa==2);
b = flip(c(fa==1))

b =

     3     3     1

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