[eWeet]

You HAVE to bet the turn here. It'll give you a better idea if the villain has the flush and will make the river decision easier.

As played, it looks as if the villain did indeed have a flush. The river raise by villain is almost always a sign that your set is no good. As much calling seems like the right play, I think that you need to fold after getting raised on the river.