Speeding up a load file workflow

32 vues (au cours des 30 derniers jours)
Paul
Paul le 22 Nov 2024 à 15:57
Commenté : Walter Roberson le 22 Nov 2024 à 21:02
I'm working with a program that outputs simulation to results to many .mat files. To analyze these results, I need to load each of these mat files. Currently, I use the following lines to do this.
for i = 1:numFiles
cases{i} = load(files(i).name);
end
after preallocating the cases cell array, of course. The problem is, repeatedly using the load function like this can drastically increase the time I need to analyze my results, depending on how many mat files this program outputs.
My question, then, is this: Is there any way to load multiple files at once?
Thanks!

Réponse acceptée

Swastik Sarkar
Swastik Sarkar le 22 Nov 2024 à 17:29
Hi @Paul,
I know of 2 options to load the MAT-files faster, both of which will require the Parallel Computing Toolbox.
One approach is to utilize the parfor loop to load MAT files in parallel on separate workers:
parfor i = 1:numFiles
cases{i} = load(files(i).name);
end
Another approach is to use the parfeval function to create futures and wait for them asynchronously:
for k = 1:numFiles
futures(k) = parfeval(@load, 1, files(k).name);
end
for k = 1:numFiles
[idx, loadedData] = fetchNext(futures);
cases{idx} = loadedData;
end
Hope this helps load MAT-files faster.
  2 commentaires
Paul
Paul le 22 Nov 2024 à 18:27
I accepted this because you have answered my question. If I don't want to use the PCT, do you know of any ways to do that?
Walter Roberson
Walter Roberson le 22 Nov 2024 à 21:02
load() is compatible with using backgroundPool and parfeval
Other than Parallel Computing Toolbox, and Background Pools, there is no way to load multiple files simultaneously.

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