Not unique in general. For any invertible matrix ,is another rank factorization, with the same full ranks. This is a change of basis in the intermediate -dimensional space. For example, even has different full-rank factors. Once a particular ordered basis is fixed, its coordinate matrix is unique; it is the basis choice that creates the freedom.
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