Purchase invoices with staged payment dates

We have a site who are receiving purchase invoices that have staged payment dates. For example 50% due 30/09/17 and the remainder 04/04/18. Currently the only way I can see to deal with this is by entering the invoice on as two invoices so that two due dates can be entered.