KS test is a non-parametric test & you don't have to specify the distributions. Therefore, it is a good idea. But as I was reading in some other post on this site that K-S statistic tests extreme deviations & in some cases might not be very reliable. Q-Q plot is a much more reliable method (according to the author of that post).