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Posted to issues@spark.apache.org by "Florian Verhein (JIRA)" <ji...@apache.org> on 2015/04/02 04:36:53 UTC
[jira] [Created] (SPARK-6665) Randomly Shuffle an RDD
Florian Verhein created SPARK-6665:
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Summary: Randomly Shuffle an RDD
Key: SPARK-6665
URL: https://issues.apache.org/jira/browse/SPARK-6665
Project: Spark
Issue Type: New Feature
Components: Spark Shell
Reporter: Florian Verhein
Priority: Minor
*Use case*
RDD created in a way that has some ordering, but you need to shuffle it because the ordering would cause problems downstream. E.g.
- will be used to train a ML algorithm that makes stochastic assumptions (like SGD)
- used as input for cross validation. e.g. after the shuffle, you could just grab partitions (or part files if saved to hdfs) as folds
Related question in mailing list: http://apache-spark-user-list.1001560.n3.nabble.com/random-shuffle-streaming-RDDs-td17965.html
*Possible implementation*
As mentioned by [~sowen] in the above thread, could sort by( a good hash of( the element (or key if it's paired) and a random salt)).
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