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

    https://github.com/apache/spark/pull/16603#discussion_r97894531
  
    --- Diff: core/src/main/java/org/apache/spark/memory/TaskMemoryManager.java 
---
    @@ -144,23 +152,49 @@ public long acquireExecutionMemory(long required, 
MemoryConsumer consumer) {
           // spilling, avoid to have too many spilled files.
           if (got < required) {
             // Call spill() on other consumers to release memory
    +        // Sort the consumers according their memory usage. So we avoid 
spilling the same consumer
    +        // which is just spilled in last few times and re-spilling on it 
will produce many small
    +        // spill files.
    +        sortedConsumers.clear();
             for (MemoryConsumer c: consumers) {
               if (c != consumer && c.getUsed() > 0 && c.getMode() == mode) {
    -            try {
    -              long released = c.spill(required - got, consumer);
    -              if (released > 0) {
    -                logger.debug("Task {} released {} from {} for {}", 
taskAttemptId,
    -                  Utils.bytesToString(released), c, consumer);
    -                got += memoryManager.acquireExecutionMemory(required - 
got, taskAttemptId, mode);
    -                if (got >= required) {
    -                  break;
    -                }
    +            Long key = c.getUsed();
    --- End diff --
    
    Use `long`; that results in less boxing operations than the current code. 
But maybe if you follow Mridul's suggestion you can get rid of this altogether.


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