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https://issues.apache.org/jira/browse/MAHOUT-145?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=12730294#action_12730294
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Deneche A. Hakim commented on MAHOUT-145:
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bq. What do you think about using a normal mapper structure where the map() 
method reads one line at a time, stores the record into memory and then does 
the tree building in the close() method of your mapper?

Excellent idea ! and no need to create another custom InputFormat =D

> PartialData mapreduce Random Forests
> ------------------------------------
>
>                 Key: MAHOUT-145
>                 URL: https://issues.apache.org/jira/browse/MAHOUT-145
>             Project: Mahout
>          Issue Type: New Feature
>          Components: Classification
>            Reporter: Deneche A. Hakim
>            Priority: Minor
>
> This implementation is based on a suggestion by Ted:
> "modify the original algorithm to build multiple trees for different portions 
> of the data. That loses some of the solidity of the original method, but 
> could actually do better if the splits exposed non-stationary behavior."

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