I have been looking into sparse matrix LU decomposition issue 
<https://github.com/sagemath/sage/issues/36465#issue-1944045650>. 

In that conversation SuiteSparse 
<https://github.com/DrTimothyAldenDavis/SuiteSparse>is proposed to handle 
sparse matrix decomposition.

What I could find that it is mostly C and Matlab. I don't know where it has 
been used before in sage. There is doc 
<https://doc.sagemath.org/html/en/reference/spkg/suitesparse.html>present 
on site.

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