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[SPARK-19529][BRANCH-1.6] Backport PR apache#16866 to branch-1.6
## What changes were proposed in this pull request? This PR backports PR apache#16866 to branch-1.6 ## How was this patch tested? Existing tests. Author: Cheng Lian <[email protected]> Closes apache#16917 from liancheng/spark-19529-1.6-backport.
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