How can I end a raid in minecraft?

Hello I'm playing minecraft right now, and my village is being attacked by pilligers, but I don't see them and don't know how to defeat them

You have to ring a bell then you can see where they are.

You can end it by either killing them all or by switching to "Easy Mode".