Github user aljoscha commented on the pull request:

    https://github.com/apache/flink/pull/1988#issuecomment-220002453
  
    @gyfora Yes, this is correct. We'll have to put the timers into partitioned 
state and upon restarting iterate over the saved timers to re-set any callbacks 
at the `StreamTask`.
    
    Doing this naively would slow things down. What I had in mind is to still 
keep the timers in an in-memory `Map` but before snapshotting put them into a 
partitioned state. This way, we don't have the overhead every time that we deal 
with timers but just when checkpointing.


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