GitHub user chengqiangboy opened a pull request:

    https://github.com/apache/spark/pull/13255

    fix SPARK-15429

    
    Make PIDRateEstimator more suitable to the situation of  
`spark.streaming.concurrentJobs > 1`
    
    ## What changes were proposed in this pull request?
    
    First, add a new parameter `concurrentJobs` to PIDRateEstimator.
    Second, We can change the `error = latestRate - processingRate` to `error = 
latestRate - processingRate * concurrentJobs.toDouble`. And change the 
`historicalError = schedulingDelay.toDouble * processingRate / 
batchIntervalMillis` to `historicalError = schedulingDelay.toDouble * 
processingRate * concurrentJobs.toDouble / batchIntervalMillis`.
    
    
    ## How was this patch tested?
    
    Use `PIDRateEstimatorSuite`  to test.


You can merge this pull request into a Git repository by running:

    $ git pull https://github.com/chengqiangboy/spark SPARK-15429

Alternatively you can review and apply these changes as the patch at:

    https://github.com/apache/spark/pull/13255.patch

To close this pull request, make a commit to your master/trunk branch
with (at least) the following in the commit message:

    This closes #13255
    
----
commit 661e8ddad43f356a73fa47f00b589b99c8ca9349
Author: cq365423762 <[email protected]>
Date:   2016-05-22T14:35:48Z

    Make PIDRateEstimator more suitable to the situation of
    `spark.streaming.concurrentJobs > 1`

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