Github user davies commented on the pull request:

    https://github.com/apache/spark/pull/10045#issuecomment-160777345
  
    Good point, we may also want to fail fast in local cluster (having only one 
executor). Ideally, the tasks should be retried on other failure domains (other 
executors) first, then back to previous one. The difficult part is that the 
list of executors is dynamic. To simplify this, we can assume that the list of 
executors is static when schedule a task (or retry). So your suggestion is 
better (the timeout behavior depends on the number of available executors).


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