In this talk we will consider a SDE characterised by different time scales, different diffusion coefficients, and a confining potential V that couples all the degrees of freedom. The rates of convergence toward an explicit non-equilibrium measure can be controlled for long time and widely separated time scales, by using logarithmic Sobolev inequalities. The connection of the limit measure with the Parisi functional and Guerra's interpolation method will be discussed.