Github user cloud-fan commented on the issue:

    https://github.com/apache/spark/pull/17596
  
    @mridulm I actually have the same plan, I think it's an overkill to 
implement TaskMetrics with accumulators, we don't need to merge the accumulator 
updates at driver side for TaskMetrics accumulators. We should send back 
TaskMetrics directly with hearbeat, task failure and task finish, then we can 
just send a bunch of `long`s and compress.
    
    One thing I'm not 100% agree with you is about the bitmask. According to my 
experiment, most of the task metrics will not be 0, so the bitmask may not be 
very useful.


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