How can I improve this line of code perfomance wise?

조회 수: 1 (최근 30일)
lit
lit 2023년 8월 8일
답변: Karan Singh 2025년 2월 1일
When using the profiler to look at the performance of a function I need to work with, I saw that one line takes up much time
invalidIndex = any((coords<ddims(1:3)) | (coords>ddims(4:6)),2);
So it just checks if the point contained are within the bounds. The size of coords is nx3
Is there any way this line can be improved perfomance wise. I couldn't think of anything else...
  댓글 수: 2
Walter Roberson
Walter Roberson 2023년 8월 8일
You could try unvectorizing it and seeing how much difference that makes:
invalidIndex = coords(:,1)<ddims(1) | coords(:,2)<ddims(2) | coords(:,3)<ddims(3) | coords(:,1)>ddims(4) | coords(:,2)>ddims(5) | coords(:,3)>ddims(6);
My expectation is that this would be notably slower... but that you would have to measure the timing to be sure.
lit
lit 2023년 8월 8일
actually, it does improve performance, so thank you very much!

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답변 (1개)

Karan Singh
Karan Singh 2025년 2월 1일
Hi @lit,
In addition to what Walter stated, you can slo try to precompute bounds to avoid repested indexing.
In the original code, every time the condition (coords < ddims(1:3)) | (coords > ddims(4:6)) runs:
  1. ddims(1:3) and ddims(4:6) are accessed twice (one for < and one for >).
  2. MATLAB performs indexing operations multiple times, which can be slow for large datasets.
lowerBounds = ddims(1:3);
upperBounds = ddims(4:6);
invalidIndex = (coords(:,1) < lowerBounds(1)) | (coords(:,1) > upperBounds(1)) | ...
(coords(:,2) < lowerBounds(2)) | (coords(:,2) > upperBounds(2)) | ...
(coords(:,3) < lowerBounds(3)) | (coords(:,3) > upperBounds(3));

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