Github user StephanEwen commented on the issue:

    https://github.com/apache/flink/pull/1962
  
    I took a quick look at this. I am wondering if this actually needs an extra 
timer service for retries.
    
    Can this be solved without a timer? The failures could be detected in the 
`invoke(...)` method, and the retry done directly there (with some minimal 
backoff or so). 
    
    Triggering asynchronous timers is very complex and easily creates leaks, 
races, or leftover work / tasks at shutdown.


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