Github user Ngone51 commented on the issue:

    https://github.com/apache/spark/pull/20998
  
    Hi, @felixcheung , thank for trigger a task and your comments.
     > shouldn't this be up to the scheduler backend? 
    
    Actually, it is `TaskSchedulerImpl` who holds a thread to check whether 
there are any speculative tasks need to be scheduled periodically. If any, 
then, call `backend.reviveOffers` to offer resources  . But, it's 
`TaskSetManager` who decides whether we need to launch a speculative task for a 
certain task.
    
    > multiple tasks/attempts can run simultaneously on the same physical host?
    
    I think multiple task attempts(actually, speculative tasks) can run on the 
sam physical host, but not simultaneously, as long as there's no running 
attempt on it. In PR description, I illustrate a case which a speculative task 
chose to run on a host, where a previous task attempts have been run on, but 
failed finally. I think if the task's failure is not relevant to the host, 'run 
on the same host' can be acceptable. 


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