To print a copy of the self billing invoice, you'll need to go into the Stock record >Purchase Status> Post Purchase invoice, once the costs have been entered, tick the Print self billing invoice.
Then a pop up window will appear (screen shot 2) and you'll need to tick the check box again to print self billing invoice.
Unfortunately you can't reprint a self billing invoice, you'd need to reverse and repost the costs.