Peonies will not flower for years after you move them.

I have moved peonies at all times of the year and they have continued flowering without interruption; and I am not alone in this observation. They do object to being planted too deeply, and this will stop their flowering; so care should be taken to ensure when planting them to ensure the new and existing soil levels are matched up.