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https://issues.apache.org/jira/browse/MAHOUT-1181?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13617273#comment-13617273
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Dan Filimon commented on MAHOUT-1181:
-------------------------------------

Sure! I was going to ask how anyone can review changes with no syntax 
highlighting or anything.
Should the base repository be mahout or mahout-git?
                
> Adding StreamingKMeans MapReduce classes
> ----------------------------------------
>
>                 Key: MAHOUT-1181
>                 URL: https://issues.apache.org/jira/browse/MAHOUT-1181
>             Project: Mahout
>          Issue Type: New Feature
>          Components: Clustering
>    Affects Versions: 0.8
>            Reporter: Dan Filimon
>         Attachments: MAHOUT_1181.patch, MAHOUT_1181_props.patch, 
> MAHOUT_1181_test.patch
>
>
> This patch implements the MapReduce version of StreamingKMeans for 
> MAHOUT-1154.
> It adds 5 new classes:
> - CentroidWritable: class representing a centroid that can be written to a 
> SeqFile
> - StreamingKMeansDriver: class implementing AbstractJob that is the entry 
> point to the mapreduction
> - StreamingKMeansMapper: mapper, running StreamingKMeans (see MAHOUT-1162) 
> clustering the points one by one
> - StreamingKMeansReducer: reducer, running BallKMeans (see MAHOUT-1162) a 
> number of times and picking the clustering with the lowest total clustering 
> cost.
> The cost is determined by randomly splitting the incoming centroids into a 
> "training" and "test" set, computing the centroids on the training set and 
> the cost on the test set. The intent is to see whether the centroids actually 
> describe the distribution of the points or not.
> - StreamingKMeansUtilMR: helper class with a method to instantiate a searcher 
> from a Configuration.
> Additionally, there is a test class StreamingKMeansTestMR that tests the 
> mapper, reducer and mapper and reducer together using MRUnit.
> !!!
> Since MRUnit is now a dependency, the core pom.xml file adds MRUnit as a 
> dependency. We depend on snapshot 1.0 which is not yet released (it will be 
> very soon), hence the updated pom.xml is not provided for now.
> !!!

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