Github user koeninger commented on the issue: https://github.com/apache/spark/pull/13998 Sure... the most trivial example of how that would break at runtime is that I already created an implementation that defines that method, with the opposite semantics. Is that particularly likely for that exact case you bring up? No. But the point is that binary compatibility is not a magic bullet. It's also not cost free. At least one other cost of an abstract class as opposed to an interface is that you have to have a constructor, so you cannot implement multiple abstract classes in one instance. As you say, whether to use the ability to add methods is a decision to be made in the future, so I'll go ahead and make the change and defer the discussion until it actually becomes necessary.
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