Code Optimization problem and profiler question

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Gregory Vigil 2019-10-18

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https://ww2.mathworks.cn/matlabcentral/answers/486143-code-optimization-problem-and-profiler-question

关闭： MATLAB Answer Bot 2021-8-20

I have a smoothing algorithm that I'm working on. What is the best way to optimize my code to minimize runtime? This algorithm is running over a series of 3D matrices that are at least 64x64x1000, but could potentially be even larger. I'm wondering what the fastest way to write this code since it's running over such large numbers. I've included the basic algorithm as it currently is below:

windowSize = 5;
for k = 1:numTile
    for j = 1:22;
        for i = 1:22;
            for t = 1:endTime
                
                first = t - windowSize;
                if (first < 1)
                    first = 1;
                end
                
                last = t + windowSize;
                if (last > endTime)
                    last = endTime;
                end
                
                dataArray{k}(i,j,t) = median(dataArray{k}(i,j,first:last),'omitnan');
            end
            
            dataArray{k}(i,j,:) = smooth(dataArray{k}(i,j,:),windowSize,'lowess'
        end
        
    end
end

I also have a second question. Is it possible to exlude lines from the profiler? I have several commands that require user input, and I'd prefer to exclude them so that it's easier to tell how the runtime is changing without the variability of human input.

I appreciate any help with this; I've never really optimized code before so this is kind of new territory for me. Thanks.

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Code Optimization problem and profiler question

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