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The shape here is denoted as #column x #row. And the solution is underdetermined (more unknown than equations) when N > 3, that is exactly the reason for metamerism.


Matrix sizes seem to be flipped to me:

RGB: 3 x 1 M_SML: 3 x N M_RGB: N x 3 s: N x 1