Nathan Howell created SPARK-2876:
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             Summary: RDD.partitionBy loads entire partition into memory
                 Key: SPARK-2876
                 URL: https://issues.apache.org/jira/browse/SPARK-2876
             Project: Spark
          Issue Type: Bug
          Components: PySpark
    Affects Versions: 1.0.1
            Reporter: Nathan Howell


{{RDD.partitionBy}} fails due to an OOM in the PySpark daemon process when 
given a relatively large dataset. It seems that the use of 
{{BatchedSerializer(UNLIMITED_BATCH_SIZE)}} is suspect, most other RDD methods 
use {{self._jrdd_deserializer}}.

{code}
y = x.keyBy(...)
z = y.partitionBy(512) # fails
z = y.repartition(512) # succeeds
{code}



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