Github user yinxusen commented on the pull request: https://github.com/apache/spark/pull/11266#issuecomment-192038248 Implementing Pipeline with its Scala companion helps keep consistency between Scala and Python sides. The Pipeline in Scala side may evolve many times, it's easy to maintenance the Python interface in such scenario. In this PR, I only add two more functions: `_transfer_stages_to/from_java`. And I think this is also useful later when we want to port warm-start interfaces to Python side.
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