I have been trying to do a major re-factoring of my code and thought I would use the the package system (ie. +folders) to organize things better.
After noticing the slow down of my application. I did some benchmarking and noticed that there was a large difference in run time when using the same function in a package and not. To give you a sense of the impact, using a package increase the run time of one of my functions 50%, to put that in perspective that function is 100 lines of code, uses 48 variables, does 72 variable assignments, 76 additions, 36 multiplications, and 9 divisions (It is an incredibly fast algorithm to calculate the basis matrix for a spline of degree 4, that I am very proud of). So that is a lot of computations.
After doing to digging it appears that the package system is implemented as a series of objects/classes (which make sense). Therefore I assume that the slowdown because of that. So I have the following questions/observations.
1.) I am using 2012b, is there any improvements or better integration of the package system on the horizon, such that if I take the hit now the performance impact will be negligible in future.
2.)The performance impact seems to be the same regaurdless of package depth, but has more to do with the number of items in that package(ie more files = more impact).
3.) Use of a function handle to one of those packaged function seems to take that package reference penalty every time it is called instead of just at the creation of the function handle.
Please let me know if you have any thoughts about what I might be doing wrong.
There is unfortunately a bit more overhead in the function call when calling packages. Here is the timing I did:
With this function both in and not in a package (+foopack):
function y = foo(x,a,b) % I create awesome lines! %
y = a.*x+b;
And this timing function:
function timeit %Time foo v. foopack.foo calls %
% %SCd - 735262 %
%Some values: [t1, t2] = deal(0); a = 1; b = 2; x = 3;
%Sum their times over 1000 function calls: for ii = 1:1000 tic y = foo(x,b,a); t1 = t1+toc; tic yp = foopack.foo(x,b,a); t2 = t2+toc; end
%Display results: fprintf(1,'\nfoo regular: %fs\nfoo package: %fs\n',t1,t2); fprintf(2,'\nSlowdown of Package: %f\n\n', t2./t1);
It is my understanding that this is pretty much the worst case scenario since the overhead controls over the computation time. I really like packages and use them a fair amount. But for speed critical applications, where a function will be called a lot of times, it might pay to pull those computations outside. It's also important to realize that even though it's slower, as far as total time is concerned, it's still pretty quick.
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