Please check out standard linear algebra program benchmark LAPACK++
LAPACK++ (Linear Algebra PACKage in C++) is a software library for numerical
linear algebra that solves systems of linear equations and eigenvalue problems
on high performance computer architectures.
Old version: http://math.nist.gov/lapack++/
Latest version: http://lapackpp.sourceforge.net/