This is the religious ruling, and not necessarily what countries do, but it is what they should be doing if this is the law that they follow.
Which is why I'm extremely thankful I don't live in a theocracy, despite what people think the government of the US is.

Stoning is an extremely barbaric punishment, and should not be practiced.

Sharia law should never be the law of the land.