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

    https://github.com/apache/spark/pull/18231#discussion_r120768040
  
    --- Diff: 
common/network-shuffle/src/main/java/org/apache/spark/network/shuffle/ExternalShuffleBlockHandler.java
 ---
    @@ -209,4 +190,47 @@ private ShuffleMetrics() {
         }
       }
     
    +  private class ManagedBufferIterator implements Iterator<ManagedBuffer> {
    +
    +    private int index = 0;
    +    private String appId;
    +    private String execId;
    +    private String shuffleId;
    +    // mapId and reduceId are stored as bytes to save memory.
    +    private byte[][] mapIdAndReduceIds;
    +
    +    ManagedBufferIterator(String appId, String execId, String[] blockIds) {
    +      this.appId = appId;
    --- End diff --
    
    Wonder if you see a lot of these in your heap dump too? You could 
potentially intern `appId` and `execId` for some extra memory savings, if you 
see a lot of those.


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