I don't keep anything in pots so it may be a little different.

irises don't need a lot of fertilizer. I usually fertilize after bloom.

True for most flowers - nitrogen gives you green, phosphorus gives you blooms. Little bit of of miracle grow for blooms should do it. Any balanced fertilizer would work. They aren't all that fussy and really do better in soil that's on the poor side.