We construct a topological space consisting of translation invariant injective matrix product states (MPS) of all physical and bond dimensions and show that it has the weak homotopy type . The implication is that the phase of a family of such states parametrized by a space is completely determined by two invariants: a class in corresponding to the Chern number per unit cell and a class in , the so-called Kapustin-Spodyneiko (KS) number. The space is defined as the quotient of a contractible space of MPS tensors by an equivalence relation describing gauge transformations of the tensors. We prove that the projection map is a quasifibration, and this allows us to determine the weak homotopy type of . As an example, we review the Chern number pump-a family of MPS parametrized by -and prove that it generates .

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