eigenvalue decomposition (#28)

* implement tridiagonalization and tridiagonal evd

* optimize tridiagonalization

* optimize divide and conquer evd

* implement qr algorithm for the tridiagonal evd

* update docs and benches

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Co-authored-by: sarah <>