We present a theory of existence and uniqueness of μ-pseudo almost periodic solution for a delayed non-autonomous partial functional differential equation in the exponential dichotomic case, where the nonlinear operator F satisfies the ϕ-Lipschitz condition and ϕ belongs to some admissible spaces. Moreover, we prove the existence of an invariant stable manifold around the μ-pseudo almost periodic solution in that case. We give finally an application to illusrate our results.