Github user zsxwing commented on a diff in the pull request:

    https://github.com/apache/spark/pull/8931#discussion_r41531452
  
    --- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/execution/aggregate/TungstenAggregationIterator.scala
 ---
    @@ -690,6 +697,9 @@ class TungstenAggregationIterator(
             val mapMemory = hashMap.getPeakMemoryUsedBytes
             val sorterMemory = 
Option(externalSorter).map(_.getPeakMemoryUsedBytes).getOrElse(0L)
             val peakMemory = Math.max(mapMemory, sorterMemory)
    +        totalPeakMemory += peakMemory
    +        maxPeakMemory += peakMemory
    +        totalSpilledSize += 
TaskContext.get().taskMetrics().memoryBytesSpilled - spilledSizeBefore
    --- End diff --
    
    @andrewor14 is it any place that needs to create multiple threads in a 
task? Currently, accumulators are not thread-safe. I assume there is only one 
thread updating accumulators and one thread collecting accumulators' values 
when running a task. If there are multiple updating threads, we need to make 
accumulators thread-safe.


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