Have you ever asked a former teacher to grab lunch or coffee?

I emailed my former art teacher if he wanted to grab coffee sometime. Although we’ve seen each other at numerous art galleries and have chatted quite a bit, I’m thinking it might come across as weird. Your thoughts?