[ 
https://issues.apache.org/jira/browse/SPARK-33206?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=17500272#comment-17500272
 ] 

Apache Spark commented on SPARK-33206:
--------------------------------------

User 'attilapiros' has created a pull request for this issue:
https://github.com/apache/spark/pull/35714

> Spark Shuffle Index Cache calculates memory usage wrong
> -------------------------------------------------------
>
>                 Key: SPARK-33206
>                 URL: https://issues.apache.org/jira/browse/SPARK-33206
>             Project: Spark
>          Issue Type: Bug
>          Components: Shuffle
>    Affects Versions: 2.4.0, 3.0.1
>            Reporter: Lars Francke
>            Assignee: Attila Zsolt Piros
>            Priority: Major
>             Fix For: 3.3.0
>
>         Attachments: image001(1).png
>
>
> SPARK-21501 changed the spark shuffle index service to be based on memory 
> instead of the number of files.
> Unfortunately, there's a problem with the calculation which is based on size 
> information provided by `ShuffleIndexInformation`.
> It is based purely on the file size of the cached file on disk.
> We're running in OOMs with very small index files (byte size ~16 bytes) but 
> the overhead of the ShuffleIndexInformation around this is much larger (e.g. 
> 184 bytes, see screenshot). We need to take this into account and should 
> probably add a fixed overhead of somewhere between 152 and 180 bytes 
> according to my tests. I'm not 100% sure what the correct number is and it'll 
> also depend on the architecture etc. so we can't be exact anyway.
> If we do that we can maybe get rid of the size field in 
> ShuffleIndexInformation to save a few more bytes per entry.
> In effect this means that for small files we use up about 70-100 times as 
> much memory as we intend to. Our NodeManagers OOM with 4GB and more of 
> indexShuffleCache.
>  
>  



--
This message was sent by Atlassian Jira
(v8.20.1#820001)

---------------------------------------------------------------------
To unsubscribe, e-mail: issues-unsubscr...@spark.apache.org
For additional commands, e-mail: issues-h...@spark.apache.org

Reply via email to