Github user MLnick commented on the issue: https://github.com/apache/spark/pull/17819 I will try to take a look soon. My main concern is whether we should really have a new class - it starts to make things really messy if we introduce `Multi` versions of everything (e.g. we may want to add multi col support to `StringIndexer`, `OneHotEncoder` among others).
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