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  1. Mahout
  2. MAHOUT-667

Persistent storage of factorizations in SVDRecommender

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Details

    • Improvement
    • Status: Closed
    • Minor
    • Resolution: Fixed
    • 0.5
    • 0.5
    • None
    • None

    Description

      As discussed previously (https://issues.apache.org/jira/browse/MAHOUT-640) it would be beneficial to provide a persistent storage mechanism for factorizations created by SVDRecommender (in package org.apache.mahout.cf.taste.impl.recommender.svd) as these can be time consuming to produce. It would also allow factorizations to be computed on one machine then distributed to other machines providing predictions, improving efficiency and scalability.

      Having a "persistence strategy" interface has been suggested that could be implemented as required. I'll try to post a outline proposal for discussion purposes in the next few days but any comments or suggestions would be very welcome.

      Attachments

        1. persistent_svd.patch
          9 kB
          Chris Newell
        2. persistent_svd_v2.patch
          11 kB
          Chris Newell

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          People

            ssc Sebastian Schelter
            chris_newell Chris Newell
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