How can I make colormap operate faster
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I have a plot of lots of square polygons, about 28,000 oif them. They are coloured using about 500 colours. I index the colours using a colormap so that I can change the palette of colours without redrawing the whole thing but it still takes about 4 seconds to change the colormap. It seems like it should just be rewriting a table in the graphics card so I don't know why it takes to long. My hunch is that what takes the time is the drawnow command which I need to use in order to see the change.
Is there any way to speed it up?
Maybe bypass a lot of the checks that drawnow does before showing the recoloured plot?
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Matt J
2024-1-21
Wouldn't it make more sense to plot this as an image? Your squares must be a few pixels in size at most.
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Benjamin Kraus
2024-1-22
Your guess about the behavior of the colormap command is incorrect. When you change the colormap, each individual rectangle is recalculated and resent to the graphics card.
I like @Matt J's suggestion to use an image instead, assuming that each square is fit together in a grid like pattern.
If the squares are not connected to one another (like an image) you are going to find substantially better performance if you use a single patch to draw all the rectangles.
For example:
% Coordinates for the lower-left of 1000 random squares.
n = 1000;
x = rand(1,n)*30;
y = rand(1,n)*30;
% Create the vertices for the four corners of 1000 1x1 squares.
xv = x + [0;0;1;1];
yv = y + [0;1;1;0];
v = [xv(:) yv(:)];
% Each "face" of the patch is a single square.
f = reshape(1:height(v),4,[])';
% Pick a random index for the color for each square.
c = randi(256,numel(x),1);
% Create a single patch to represent all the squares.
patch('Vertices',v,'Faces',f,'FaceVertexCData',c,'CDataMapping','direct','FaceColor','flat','EdgeColor','none');
6 个评论
Benjamin Kraus
2024-1-22
@Michael, you said "Now switching the palette takes only 0.17 seconds, so thanks! The downside is that it take 3 minutes to draw instead of 25 seconds."
Can you clarify what you mean by "3 minutes to draw"? If it only takes 0.17 seconds to switch the colormap, then my guess is the 3 minutes is being spent generating the data to populate the patch. This should show-up in the profiler.
I can't run your reproduction code without data, but if you ran the MATLAB Profiler on your code it may identify what is taking the most time, and give you some places to look to optimize.
However, one thing that jumps out at me is it looks like you are creating the patch early, and then updating the data on the patch in each iteration of a loop (I assume your addpatch function is being called in a loop). I would suggest not creating the actual graphics Patch object until you are done collecting all the faces and vertices (and colors). I think that would be a relatively small tweak in your script: Just have your function return pverts, pfaces, and pcolours and then call patch once when the script is done.
I'm guessing here, but I suspect what is happening is that whatever process is calling addpatch is (directly or indirectly) trigging a graphics update (for example, calling drawnow or pause). This will allow you to see the resulting figure getting progressively updated every time you add new data, but it means the patch needs to be redrawn every time you add new data.
- How frequently is your addpatch script being called?
- Are you calling drawnow (if so, try replacing it with drawnow limitrate)?
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