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https://issues.apache.org/jira/browse/SPARK-27367?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16823178#comment-16823178
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Liang-Chi Hsieh commented on SPARK-27367:
-----------------------------------------

So I think the new serde API has performance advantage over old API. However, 
the advantage only shows when serialized bytes are relatively big. I can see 
the advantage begins to show when at least there are 100000000 partitions in 
HighlyCompressedMapStatus. Seems to me it is not easy to seen such case.

> Faster RoaringBitmap Serialization with v0.8.0
> ----------------------------------------------
>
>                 Key: SPARK-27367
>                 URL: https://issues.apache.org/jira/browse/SPARK-27367
>             Project: Spark
>          Issue Type: Improvement
>          Components: Spark Core
>    Affects Versions: 3.0.0
>            Reporter: Imran Rashid
>            Priority: Major
>
> RoaringBitmap 0.8.0 adds faster serde, but also requires us to change how we 
> call the serde routines slightly to take advantage of it.  This is probably a 
> worthwhile optimization as the every shuffle map task with a large # of 
> partitions generates these bitmaps, and the driver especially has to 
> deserialize many of these messages.
> See 
> * https://github.com/apache/spark/pull/24264#issuecomment-479675572
> * https://github.com/RoaringBitmap/RoaringBitmap/pull/325
> * https://github.com/RoaringBitmap/RoaringBitmap/issues/319



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