Better to transplant peonies this Spring or wait until Fall

They have become overly shaded over the years by a nearby bush/tree and now we have installed a fence that requires they be moved. Should I try to do this now, or wait until Fall? I realize if they are left there this Spring they may not bloom and thrive, but will they be permanently harmed?
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