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https://issues.apache.org/jira/browse/SPARK-21056?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16045919#comment-16045919
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Apache Spark commented on SPARK-21056:
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User 'bbossy' has created a pull request for this issue:
https://github.com/apache/spark/pull/18269

> InMemoryFileIndex.listLeafFiles should create at most one spark job when 
> listing files in parallel
> --------------------------------------------------------------------------------------------------
>
>                 Key: SPARK-21056
>                 URL: https://issues.apache.org/jira/browse/SPARK-21056
>             Project: Spark
>          Issue Type: Improvement
>          Components: SQL
>    Affects Versions: 2.1.1, 2.2.0
>            Reporter: Bertrand Bossy
>
> Given partitioned file relation (e.g. parquet):
> {code}
> root/a=../b=../c=..
> {code}
> InMemoryFileIndex.listLeafFiles runs numberOfPartitions(a) times 
> numberOfPartitions(b) spark jobs sequentially to list leaf files, if both 
> numberOfPartitions(a) and numberOfPartitions(b) are below 
> {{spark.sql.sources.parallelPartitionDiscovery.threshold}} and 
> numberOfPartitions(c) is above 
> {{spark.sql.sources.parallelPartitionDiscovery.threshold}}
> Since the jobs are run sequentially, the overhead of the jobs dominates and 
> the file listing operation can become significantly slower than listing the 
> files from the driver.
> I propose that InMemoryFileIndex.listLeafFiles should launch at most one 
> spark job for listing leaf files.



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