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https://issues.apache.org/jira/browse/MAHOUT-593?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13001337#comment-13001337
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Sean Owen commented on MAHOUT-593:
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I don't disagree with wanting to close things in order or not hold on to 
references unnecessarily - I am just saying that is not a difference between 
the two methods, and you were saying these were reasons you had to write a new 
method.

close is not the same as flush/commit. (At least, that's how many of the key 
APIs work like JDBC and OutputStream.) close is a notification to the resource 
that it won't be used anymore, when the caller already has no more business 
with it, which is why recovering from a failed close doesn't seem to have 
useful semantics in a case I can imagine. I suppose that's why I slightly 
didn't like the idea of deleting a file via close.

Well, it's a minor point. I wouldn't do it this way but it's not worth holding 
up over.

> Backport of Stochastic SVD patch (Mahout-376) to hadoop 0.20 to ensure 
> compatibility with current Mahout dependencies.
> ----------------------------------------------------------------------------------------------------------------------
>
>                 Key: MAHOUT-593
>                 URL: https://issues.apache.org/jira/browse/MAHOUT-593
>             Project: Mahout
>          Issue Type: New Feature
>          Components: Math
>    Affects Versions: 0.4
>            Reporter: Dmitriy Lyubimov
>             Fix For: 0.5
>
>         Attachments: MAHOUT-593.patch.gz, MAHOUT-593.patch.gz, 
> MAHOUT-593.patch.gz, SSVD-givens-CLI.pdf, ssvdclassdiag.png
>
>
> Current Mahout-376 patch requries 'new' hadoop API.  Certain elements of that 
> API (namely, multiple outputs) are not available in standard hadoop 0.20.2 
> release. As such, that may work only with either CDH or 0.21 distributions. 
>  In order to bring it into sync with current Mahout dependencies, a backport 
> of the patch to 'old' API is needed. 
> Also, some work is needed to resolve math dependencies. Existing patch relies 
> on apache commons-math 2.1 for eigen decomposition of small matrices. This 
> dependency is not currently set up in the mahout core. So, certain snippets 
> of code are either required to go to mahout-math or use Colt eigen 
> decompositon (last time i tried, my results were mixed with that one. It 
> seems to produce results inconsistent with those from mahout-math 
> eigensolver, at the very least, it doesn't produce singular values in sorted 
> order).
> So this patch is mainly moing some Mahout-376 code around.

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