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Posted to issues@spark.apache.org by "Nathan Howell (JIRA)" <ji...@apache.org> on 2014/08/06 09:29:11 UTC
[jira] [Created] (SPARK-2876) RDD.partitionBy loads entire
partition into memory
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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