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Once SPARK-20542 adds multi column support to Bucketizer, we can add multi column support to the QuantileDiscretizer too.
Add single- and multi-value support to ML Transformers
Add multiple column support to PySpark QuantileDiscretizer
[Github] Pull Request #19715 (huaxingao)