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https://issues.apache.org/jira/browse/SPARK-25353?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16605427#comment-16605427
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Apache Spark commented on SPARK-25353:
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User 'Dooyoung-Hwang' has created a pull request for this issue:
https://github.com/apache/spark/pull/22347
> Refactoring executeTake(n: Int) in SparkPlan
> --------------------------------------------
>
> Key: SPARK-25353
> URL: https://issues.apache.org/jira/browse/SPARK-25353
> Project: Spark
> Issue Type: Sub-task
> Components: SQL
> Affects Versions: 2.3.1
> Reporter: Dooyoung Hwang
> Priority: Major
>
> In some cases, executeTake in SparkPlan could deserialize more than necessary.
> For example, df.limit(1000).collect() is executed.
> +- executeTake in SparkPlan is called with arg 1000.
> +- If total rows count from partitions is 2000, executeTake deserialize
> them and create array of InternalRow whose size is 2000.
> +- Slice the first 1000 rows, and return them. 1000 rows in the rear
> are not used.
>
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