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Posted to issues@spark.apache.org by "Matei Zaharia (JIRA)" <ji...@apache.org> on 2014/06/06 01:17:01 UTC
[jira] [Created] (SPARK-2045) Sort-based shuffle implementation
Matei Zaharia created SPARK-2045:
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Summary: Sort-based shuffle implementation
Key: SPARK-2045
URL: https://issues.apache.org/jira/browse/SPARK-2045
Project: Spark
Issue Type: New Feature
Reporter: Matei Zaharia
Building on the pluggability in SPARK-2044, a sort-based shuffle implementation that takes advantage of an Ordering for keys (or just sorts by hashcode for keys that don't have it) would likely improve performance and memory usage in very large shuffles. Our current hash-based shuffle needs an open file for each reduce task, which can fill up a lot of memory for compression buffers and cause inefficient IO. This would avoid both of those issues.
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