Dennis Lawler created SPARK-4808:
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             Summary: Spark fails to spill with small number of large objects
                 Key: SPARK-4808
                 URL: https://issues.apache.org/jira/browse/SPARK-4808
             Project: Spark
          Issue Type: Bug
    Affects Versions: 1.1.0, 1.0.2, 1.2.0, 1.2.1
            Reporter: Dennis Lawler


Spillable's maybeSpill does not allow spill to occur until at least 1000 
elements have been spilled, and then will only evaluate spill every 32nd 
element thereafter.  When there is a small number of very large items being 
tracked, out-of-memory conditions may occur.

I suspect that this and the every-32nd-element behavior was to reduce the 
impact of the estimateSize() call.  This method was extracted into SizeTracker, 
which implements its own exponential backup for size estimation, so now we are 
only avoiding using the resulting estimated size.



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