How to Concatenate struct arrays efficiently
조회 수: 55 (최근 30일)
이전 댓글 표시
I use parallel processing to run roughly 35,000 jobs in parallel. They output a .mat file and I want to concatenate them into one big file.
The process takes too long to run. (I am waiting for it to run while writing this) Is there a more optimal way to concatenate struct arrays so this doesn't take hours to run?
I'm guess the the limiting factor is reallocating "finalData".
Note: outData is a struct array of n elements
inputs = dir([intputDir,filesep,'*.mat']);
finalData = [];
if ~exist([outputDir],'dir')
mkdir([outputDir]);
end
l=length(inputs);
for i = 1:l
load([inputs(i).folder,filesep,inputs(i).name]);
finalData = [finalData,outData];
if (mod(i,100) == 0)
fprintf('Finished .Mat File # %d of %d',i,l);
end
end
save([outputDir,filesep,'allOutputs'],'finalData');
struct2xls(finalData,[outputDir,filesep,'Timing_Analysis_Data.xlsx']);
댓글 수: 2
James Tursa
2018년 5월 24일
편집: James Tursa
2018년 5월 24일
Load into variables inside the loop, and then concatenate all of the variables after the loop. Rough outline:
c = cell(l,1);
for i = 1:l
c{i} = load([inputs(i).folder,filesep,inputs(i).name]);
if (mod(i,100) == 0)
fprintf('Finished .Mat File # %d of %d',i,l);
end
end
% then concatenate all of the c{:} here
Do all of your individual struct arrays have the same fields?
채택된 답변
Stephen23
2018년 5월 25일
편집: Stephen23
2018년 5월 25일
Your very slow code is due to that your variable finalData changes size on every loop iteration, forcing MATLAB to move it in memory. Read this to know more:
D = dir(fullfile(inputDir,'*.mat'));
N = 1:numel(D);
S = struct('outData',cell(N,1));
for k = 1:N
F = fullfile(inputDir,D(k).name);
S(k) = load(F,'outData');
end
Data = [S.outData];
save('newfile.mat','Data')
Note it is recommended to use fullfile rather than fiddling around with file separators and string concatenation.
댓글 수: 0
추가 답변 (0개)
참고 항목
카테고리
Help Center 및 File Exchange에서 Structures에 대해 자세히 알아보기
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!