LINPACK

This is probably well-known to everyone in physics, but less well-known to pure mathematicians. For a open-source high quality implementation of linear algebra computations such as finding eigenvalues, the standard is LAPACK (distributed by Netlib, a numerical source code repository). It is so standard, in fact, that tuned versions exist for individual architectures, and LAPACK performance is frequently used to benchmark processors.

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