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

    https://github.com/apache/spark/pull/10835#discussion_r50778975
  
    --- Diff: core/src/main/scala/org/apache/spark/Accumulator.scala ---
    @@ -75,43 +84,65 @@ private[spark] object Accumulators extends Logging {
        * This global map holds the original accumulator objects that are 
created on the driver.
        * It keeps weak references to these objects so that accumulators can be 
garbage-collected
        * once the RDDs and user-code that reference them are cleaned up.
    +   * TODO: Don't use a global map; these should be tied to a SparkContext 
at the very least.
    --- End diff --
    
    Yep, this is one of the many blockers to multiple active SparkContexts and 
a source of leaked state in tests, so we should try to have this be scoped 
within SparkEnv in the future. Feel free to create a followup JIRA for this if 
you think it's a small task that someone should pick up.


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