> you probably want more specialised tools like BLAS/LAPACK

The GraphBLAS and LAGraph are sparse matrix optimized libraries for this exact purpose:

https://github.com/DrTimothyAldenDavis/GraphBLAS

https://github.com/GraphBLAS/LAGraph/