Github user WeichenXu123 commented on the issue: https://github.com/apache/spark/pull/19229 @viirya I guess the reason is, the old PR version: `df.withColumn(..).withColumn(..).withColumn(..)....`, the long df chain prevent the shuffle re-using... but now you merge them into one step.
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