Github user vanzin commented on the pull request:

    https://github.com/apache/spark/pull/9021#issuecomment-146617647
  
    > It's because we use a thread pool to call sendRpc.
    
    That too, but it can also happen if you enable multiple connections per 
peer (`spark.shuffle.io.numConnectionsPerPeer`). I still think for the RPC 
library we should hardcode that to `1` - that should also make implementing 
SPARK-10997 simpler.
    
    The bugs I saw in the transport library weren't really related to 
connection establishment, but I can take a look at how hard it would be to make 
connections non-blocking.


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