Writing Video Frames in Parallel

조회 수: 8 (최근 30일)
Jacob Mevorach
Jacob Mevorach 2017년 5월 29일
편집: Jacob Mevorach 2017년 5월 30일
So I came up with a way to write video frames in parallel so that I could take advantage of all the cores in my computer only I keep getting a weird bug where I can only write videos up to 52.1 MB. Does anyone have any idea what might be going on? Below is my code I've been using to write video frames in parallel.
spmd(1,4)
open(videoWriter);
CountIndex = [0];
for i = labindex:numlabs:numFiles
if labindex == 1
frame1 = imread(fullfile(workingDirectory, stackName, imageFiles(i).name));
end
if labindex == 2
frame2 = imread(fullfile(workingDirectory, stackName, imageFiles(i).name));
end
if labindex == 3
frame3 = imread(fullfile(workingDirectory, stackName, imageFiles(i).name));
end
if labindex == 4
frame4 = imread(fullfile(workingDirectory, stackName, imageFiles(i).name));
end
while ~any(abs(CountIndex-(labindex-1))<1e-10)
end
if labindex == 1
writeVideo(videoWriter,frame1);
end
if labindex == 2
writeVideo(videoWriter,frame2);
end
if labindex == 3
writeVideo(videoWriter,frame3);
end
if labindex == 4
writeVideo(videoWriter,frame4);
end
CountIndex = [CountIndex labindex];
if length(CountIndex) == length(numlabs)+1
CountIndex = [0];
end
end
end
end
  댓글 수: 6
Walter Roberson
Walter Roberson 2017년 5월 30일
You should not need that extra labSend / labReceive: the labReceive specifies which worker it is waiting to hear from and it cycles through the workers, so if (say) worker 3 has the data ready before worker #2, then the data from worker 3 will sit in the queue until the labReceive(3) is executed. If worker 3's data is not ready yet then labReceive(3) would wait for it.
The one thing I do not know, though, is what happens if you cue multiple items, whether a single labReceive will pick them all up.
Here is another way to avoid the labSend / labReceive that you added:
spmd
if labindex == numlabs
open(videoWriter);
for i = 1 : numFiles
frame = labReceive('any', i);
writeVideo(videoWriter, frame);
end
else
for i = labindex:numlabs-1:numFiles
frame = imread( imageFiles(i).name );
labSend(frame, numlabs, i);
end
end
end
But there is also a completely different approach that does not use spmd: use parfeval()
p = parpool();
f(1:numFiles) = parallel.FevalFuture;
for i = 1 : numFiles
f(i) = parfeval(p, @imread, 1, imageFiles(i).name );
end
open(videoWriter);
for i = 1 : numFiles
frame = fetchOutputs(f(i));
writeVideo(frame);
end
delete(f);
Jacob Mevorach
Jacob Mevorach 2017년 5월 30일
편집: Jacob Mevorach 2017년 5월 30일
I put in the extra labreceive/labsend because labsend can potentially return before its corresponding labreceive completes its operation (see here: https://www.mathworks.com/help/distcomp/labsend.html). This has to do with the buffer size of the underlying MPI library's buffering behavior (see section 5.1.3 of this paper for a good explanation: http://paperity.org/p/17803450/matlab-r-a-language-for-parallel-computing). This would mean that if one was getting ready to send but two had already finished sometimes two would return early which would cause it to send frame n+3 rather than the frame n we wanted it to send which would in turn result in frame number n being dropped.
The SPMD example with the tags you sent seems like another solution to this problem.

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