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https://issues.apache.org/jira/browse/SPARK-16169?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15346250#comment-15346250
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Sean Owen commented on SPARK-16169:
-----------------------------------

It's hard to help without knowing what you're saving, how, to where, and why 
you think 5 minutes is too long. 

> Saving Intermediate dataframe increasing processing time upto 5 times.
> ----------------------------------------------------------------------
>
>                 Key: SPARK-16169
>                 URL: https://issues.apache.org/jira/browse/SPARK-16169
>             Project: Spark
>          Issue Type: Question
>          Components: Spark Submit, Web UI
>    Affects Versions: 1.6.1
>         Environment: Amazon EMR
>            Reporter: Manish Kumar
>              Labels: performance
>         Attachments: Spark-UI.png
>
>
> When a spark application is (written in scala) trying to save intermediate 
> dataframe, the application is taking processing almost 5 times. 
> Although the spark-UI clearly shows that all stages are completed but the 
> spark application remains in running status.
> Below is the command for saving the intermediate output and then using the 
> dataframe.
> {noformat}
> saveDataFrame(flushPath, flushFormat, isCoalesce, flushMode, 
> previousDataFrame, sqlContext)
> previousDataFrame
> {noformat}
> here, previousDataFrame is the result of the last step and saveDataFrame is 
> just saving the DataFrame as given location, then the previousDataFrame will 
> be used by next steps/transformation. 



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