Diagram as Code

Isn't this backwards? I read "X as code" as "you can execute X (and observe some result)". But you can't execute these diagrams. What you can do is to "execute" code and observe visual diagrams as a result. So I think this should be "code as diagrams". Or simply "some diagram description languages".