the longer the time series, the lower is the coherence of pixels, because it is computed over a large range of images (potentially containing changes). Long periods will give you less PS but the remaining ones have a very stable information and will contain only little noise. So I wouldn’t recommend splitting unless you want to separate the analyzed periods.
But maybe you can create three stacks in SNAP and then apply the StaMPS export into the same target directory in the end.