Hi @tc5440,
I believe unlike the sales invoices, the actual position of the rows isn’t saved, so it just goes down to save order.
This isn’t possible at the moment but there is a feature request for it: Purchase Invoices - Quantity Field
This also isn’t possible at the moment but you’re welcome to start a feature request thread for this.