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ASF GitHub Bot commented on STORM-632: -------------------------------------- Github user revans2 commented on the pull request: https://github.com/apache/storm/pull/395#issuecomment-71211116 Oops I missed one thing. None of the new files have the Apache header in them. I am +1 once the header in all of the other java files is also in these. > New grouping for better load balancing > -------------------------------------- > > Key: STORM-632 > URL: https://issues.apache.org/jira/browse/STORM-632 > Project: Apache Storm > Issue Type: New Feature > Reporter: Gianmarco De Francisci Morales > > Hi, > We have recently studied the problem of load balancing in Storm [1]. > In particular, we focused on what happens when the key distribution of the > stream is skewed when using key grouping. > We developed a new stream partitioning scheme (which we call Partial Key > Grouping). It achieves better load balancing than key grouping while being > more scalable than shuffle grouping in terms of memory. > In the paper we show a number of mining algorithms that are easy to implement > with partial key grouping, and whose performance can benefit from it. We > think that it might also be useful for a larger class of algorithms. > We don't have experience in Clojure, however partial key grouping is very > easy to implement: it requires just a few lines of code in Java when > implemented as a custom grouping in Storm [2]. > We believe it should be very easy to port from Java. > For all these reasons, we believe it will be a nice addition to the standard > groupings available in Storm. If the community thinks it's a good idea, we > will be happy to offer support in the porting. > References: > [1] > https://melmeric.files.wordpress.com/2014/11/the-power-of-both-choices-practical-load-balancing-for-distributed-stream-processing-engines.pdf > [2] https://github.com/gdfm/partial-key-grouping -- This message was sent by Atlassian JIRA (v6.3.4#6332)