Create a codegen implementation of chol function where the size of the matrix is not hard-coded.
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I want a C implementation for chol() function. Using MALTAB code gen app I am able to get the C implementation but in this implementation the size of the matrix is hardcoded. How can I get a C implementation in which the size of the matrix is not hard-coded and can be decided during runtime.
The script I am using to call cholesky goes like this:
rows = input('Enter the number of rows for the matrix: ');
cols = input('Enter the number of columns for the matrix: ');
% Create a random matrix of size n
A = rand(rows, cols);
A = A'*A;
%Using the cholesky function
outputMat = cholesky(A);
I have tried this approach. Will this work? Is this even possible? If yes, then how do I go about this?
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Denis Gurchenkov
2023 年 9 月 18 日
Yes this can be done. When you use MATLAB Coder ('codegen' command), you need to decide what are the input arrays that you feed to the entry-point function. Specifically, do you want those arrays to be fixed in size (this is the default behavior), do you want them to be variable-sized but bounded by some maximum size (say, any size up to 20x20), or variable-sized unbounded.
Depending on that decision, the C code would look different, and it would use different types to represent those arrays.
Here is a small example that shows how to generate C code for chol, with all those 3 possible input types.
First, here is the "entry point" function, mychol.m:
%#codegen
function out = mychol(a)
out = chol(a);
end
Here is the doit script that calls codegen command 3 times, with different inputs:
% a is an unbounded variable-sized 2-d matrix of doubles
% b is a variable=sized 2-d matrix bounded by 20x20
% c is a fixed-sized 2-d matrix
a = coder.typeof(1, [Inf Inf], [true true]);
b = coder.typeof(1, [20 20], [true true]);
c = coder.typeof(1, [20 20], [false false]);
codegen mychol -args {a} -d mychol_unbounded -config:lib -report
codegen mychol -args {b} -d mychol_bounded -config:lib -report
codegen mychol -args {c} -d mychol_fixsize -config:lib -report
After your run it, look at ./mychol_bounded/mychol.c, ./mychol_unbounded/mychol.c, ./mychol_fixsize/mychol.c and compare the inputs to main function. If you want to see an example on how to call the main function from your own C code (how to create those emxarray arrays), look at the "examples/main.c" in each of the folders.
Here is a link to some documentation you can use for further details: https://www.mathworks.com/help/coder/ug/what-is-variable-size-data.html
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