We've grown them for years on three different pieces of land.
I've never done soil tests nor really added any amendments aimed at growing a great crop.
The oldest orange potatoes I clone are going on 30 years now and the purples at least five.
https://permies.com/t/17569/perennial-vegetables/sweet-potato-propagation-harvest
I've read where they can play out eventually but I was able to grow a twenty pound cluster (and also an 8# and a 10#)from the oldest strain just a few years ago....and a few huge purples last year but not all of them and have not been able to duplicate that success.....some years are okay to good but not outstanding.
pictures below are of the twenty pound plant!
Here's what I've read recently that I see lacking in my methods ...
...choosing the potatoes for slips from plants producing at least four nice potatoes.
...feeding the soil, especially potassium.
...watering often enough they don't wilt.
...not letting the vines root along their length
...mulching, (we only do sometimes)