I did them fairly early just so I could stop thinking about it. Prolly about 34 weeks or so.
At the very least, making yourself a list might give you some peace of mind. But you really can't pack it too early.
SAHM to Magnolia May (09/10) and Luke Russett (04/13) and wife and best friend to my airman.