For a simply connected (non-nilpotent) solvable Lie group with a lattice the de Rham and Dolbeault cohomologies of the solvmanifold are not in general isomorphic to the cohomologies of the Lie algebra $\mathfrak gG\tilde{\mathfrak g}$ whose cohomology is isomorphic to the de Rham cohomology of by using a modification of associated with a algebraic sub-torus of the Zariski-closure of the image of the adjoint representation. This technique includes the construction due to Guan and developed by the first two authors. In this paper, we also give a Dolbeault version of such technique for complex solvmanifolds, i.e. for solvmanifolds endowed with an invariant complex structure. We construct a finite dimensional cochain complex which computes the Dolbeault cohomology of a complex solvmanifold with holomorphic Mostow bundle and we give a construction of a new Lie algebra with a complex structure whose cohomology is isomorphic to the Dolbeault cohomology of .

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