Increase the speed of the program
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I'm working on a big data file and I have to extract some lines to create a matrix. I have to do this alot of times. In the following program, I do it 6 times and it takes 10s. The problem is that I have to do it 3000 times and maybe more!
Here is the code:
clear all;
close all;
clc;
filename = 'blg2zyx.htr';
NumSegments = dlmread(filename,'','B7..B7');
NumFrames = dlmread(filename,'','B8..B8');
k=0;
Data_Base_position = dlmread(filename,'',strcat('B',int2str(NumSegments + 20),'..H',int2str(NumSegments*2-1 + 20)));
m=0;
j=0;
t=1;
data = zeros(6*NumSegments,7)
for j=0:1:5
for b = 0:3002:3002*NumSegments-1
data(t,:) = dlmread(filename,'',strcat('B',int2str(NumSegments*2 + 20+4+b+j),'..H',int2str(NumSegments*2 + 20+4+b+j)));
t=t+1;
end
end
data = vertcat(Data_Base_position , data)
fclose('all');
Can someone tell me why is it slow, and how to increase the speed?
1 个评论
Oleg Komarov
2011-5-6
Format the code with the '{}code' button. If you show us how is the file and what are you trying to accomplish then we can think of a bulk import -> reshape process.
回答(6 个)
Knut
2011-5-6
Whenever I see a "for" statement in MATLAB, I question myself if that operation can be vectorized. Is it possible to use dlmread in such a way that it will generate your matrix directly, instead of writing elements one at a time?
Also, if you do:
profile on
some code
profile report
You will get some profiling info that can help tell you what parts of the code is consuming many cycles
Jarrod Rivituso
2011-5-6
I may be missing something, but a general thought...
Try replacing all those calls to dlmread with the textscan function.
I think dlmread uses fopen + textscan + fclose each time you call it, and of course does some error checking in there.
You could call fopen once, and then use textscan and frewind in your for loop as necessary, and then call fclose once afterwards.
Also, depending on your input file format, you may be able to have textscan go through the file piece by piece without rewinding at all.
Just a thought. Hope this helps!
0 个评论
Pierre Antoine
2011-5-6
1 个评论
Jarrod Rivituso
2011-5-6
could you please format the code? i know it seems silly but it makes it way easier for everyone to read :)
also, i really agree with Oleg's main comment. currently it looks like you are doing lots of little file import tasks, and it would probably be much more efficient to load everything in at once and then manipulate it from there
Oleg Komarov
2011-5-6
You're importing the following positions:
...
'B3086..H3086'
'B6088..H6088'
'B9090..H9090'
...
You can do the same by importing everything at once and selecting with logical indexing, or can't you (memory problems, other...)?
It will be much fuster and don't underestimate the power of textscan.
EDIT
You can check memory consumption with:
memory
on win platforms, or use an external memory performance tracker.
0 个评论
Pierre Antoine
2011-5-12
1 个评论
Sean de Wolski
2011-5-12
32bit or 64bit? It's based on how much memory your computer has and whether you're on a 32bit or 64bit OS. I frequently use multiple 9GB matrices. on my 64bit OS.
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