GitHub user kishorvpatil opened a pull request:

    https://github.com/apache/spark/pull/15069

    [SPARK-17511] Yarn Dynamic Allocation: Avoid marking released container as 
Failed

    ## What changes were proposed in this pull request?
    
    Due to race conditions, the ` assert(numExecutorsRunning <= 
targetNumExecutors)` can fail causing `AssertionError`. So removed the 
assertion, instead moved the conditional check before launching new container:
    ```
    java.lang.AssertionError: assertion failed
            at scala.Predef$.assert(Predef.scala:156)
            at 
org.apache.spark.deploy.yarn.YarnAllocator$$anonfun$runAllocatedContainers$1.org$apache$spark$deploy$yarn$YarnAllocator$$anonfun$$updateInternalState$1(YarnAllocator.scala:489)
            at 
org.apache.spark.deploy.yarn.YarnAllocator$$anonfun$runAllocatedContainers$1$$anon$1.run(YarnAllocator.scala:519)
            at 
java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1142)
            at 
java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:617)
            at java.lang.Thread.run(Thread.java:745)
    ```
    ## How was this patch tested?
    This was manually tested using a large ForkAndJoin job with Dynamic 
Allocation enabled to validate the failing job succeeds, without any such 
exception.

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

    $ git pull https://github.com/kishorvpatil/spark SPARK-17511

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

    https://github.com/apache/spark/pull/15069.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 #15069
    
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