All the almost periodic solutions for non integrable PDEs found in the literature are very regular (at least C ∞ ) and, hence, very close to quasi periodic ones. This fact is deeply exploited in the existing proofs. However, for physical motivations, one is interested in lowering the regularity. Here we consider the one dimensional analytic NLS with external parameters and construct almost periodic solutions which have only Sobolev regularity both in time and space. Moreover many of our solutions are so only in a weak sense. This is the first result on existence of weak, i.e. non classical, solutions for non integrable PDEs in KAM theory.