Merge decomposition-algorithms with decompose_fori_loop #177
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As the title states.
This PR breaks backwards compatibility (but the next release is already breaking, so we might as well make the remaining breaking changes now).
Why?
Because both decompose_fori_loop, as well as the Lanczos-decomposition algorithms, have always been closely tied together (one did not work without the other). Now, this is more clear because only one of them is public.
As a side result, matrix-decomposition algorithms now implement parametrised matrix-vector products, and the matrix-decomposition algorithms share an output type with Hutchinson-, Lanczos-, and Chebyshev-style methods.