We show that any compact convex simple lattice polytope is the moment polytope of a K"ahler-Einstein orbifold, unique up to orbifold covering and homothety. We extend the Wang-Zhu Theorem \cite{WZ} giving the existence of a K"ahler-Ricci soliton on any toric monotone manifold on any compact convex simple labelled polytope satisfying the combinatoric condition corresponding to monotonicity. We obtain that any compact convex simple polytope $P\subset \bR^n$ admits a set of inward normals, unique up to dilatation, such that there exists a symplectic potential satisfying the Guillemin boundary condition (with respect to these normals) and the K"ahler-Einstein equation on $P\times \bR^n$. We interpret our result in terms of existence of singular K"ahler-Einstein metrics on toric manifolds.

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