We study the geometry of the setof partial isometries of a finite von Neumann algebra M, with initial space p (p is a projection of the algebra). This set is a C ∞ submanifold of M in the norm topology of M. However, we study it in the strong operator topology, in which it does not have a smooth structure. This topology allows for the introduction of inner products on the tangent spaces by means of a fixed trace τ in M. The quadratic norms do not define a Hilbert-Riemann metric, for they are not complete. Nevertheless certain facts can be established: a restricted result on minimality of geodesics of the Levi-Civita connection, and uniqueness of these as the only possible minimal curves. We prove also that (I p , d g ) is a complete metric space, where d g is the geodesic distance of the manifold (or the metric given by the infima of lengths of piecewise smooth curves).