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https://issues.apache.org/jira/browse/SPARK-16523?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15925668#comment-15925668
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Takeshi Yamamuro commented on SPARK-16523:
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It seems all the sub-tickets resolved, so could we close this umbrella?  cc: 
[~qifan]

> Support Row Based Aggregation HashMap
> -------------------------------------
>
>                 Key: SPARK-16523
>                 URL: https://issues.apache.org/jira/browse/SPARK-16523
>             Project: Spark
>          Issue Type: Story
>          Components: SQL
>            Reporter: Qifan Pu
>
> For hash aggregation in Spark SQL, we use a fast aggregation hashmap to act 
> as a "cache" in order to boost aggregation performance. Previously, the 
> hashmap is backed by a `ColumnarBatch`. This has performance issues when we 
> have wide schema for the aggregation table (large number of key fields or 
> value fields). 
> In this JIRA, we support another implementation of fast hashmap, which is 
> backed by a `RowBatch`. We then automatically pick between the two 
> implementations based on certain knobs. 



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