I know Amy and Rory are leaving but when Doctor who returns in a few weeks, are these the episodes they leave in?

I have fallen out of the who band so no nothing apart from the trailer that is to air soon

Episode 5 and 6 are their last

I think it's just episode 5.
Episode 6 is at Christmas and introduces the new companion.