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https://issues.apache.org/jira/browse/SPARK-17231?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15435767#comment-15435767
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Michael Allman commented on SPARK-17231:
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Note that in the attached screenshots, all stats are the same except task and 
gc time.

> Avoid building debug or trace log messages unless the respective log level is 
> enabled
> -------------------------------------------------------------------------------------
>
>                 Key: SPARK-17231
>                 URL: https://issues.apache.org/jira/browse/SPARK-17231
>             Project: Spark
>          Issue Type: Improvement
>          Components: Spark Core
>    Affects Versions: 2.0.0
>         Environment: Spark cluster with 8 r3.8xl EC2 worker instances
>            Reporter: Michael Allman
>            Priority: Minor
>         Attachments: logging_perf_improvements.jpg, master.jpg
>
>
> While debugging the performance of a large GraphX connected components 
> computation, I found several places in the `network-common` and 
> `network-shuffle` code bases where trace or debug log messages are 
> constructed even if the respective log level is disabled. Refactoring the 
> respective code to avoid these constructions except where necessary led to a 
> modest but measurable reduction in task time, GC time and the ratio thereof.
> (Before and after executor stats to follow in screenshots.)
> (PR to follow.)



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