Github user mridulm commented on the issue:

    https://github.com/apache/spark/pull/22609
  
    @vanzin , @gengliangwang To clarify earlier behavior - if UI is disabled, 
any task related metrics were reported as zero: granularity of update was at 
the stage level.
    UI is typically disabled when application does not want additional 
overheads associated with it (users leverage history server to see the 
application state) : particularly in multi-tenant settings (like thrift server) 
or very large applications (processing PB's of data).
    If UI is enabled (default) or if application is not `live` (history 
server), task events would be processed.
    
    Unfortunately, application + config, which used to work before 2.3 are now 
throwing OOM (typically, the long running tests are run for 7+ days to find any 
kerberos related issues - here a LR stress test failed within 28 hours) - and 
large part of the heap was occupied by TaskDataWrapper; making this a 
regression.


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