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https://issues.apache.org/jira/browse/MAHOUT-319?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13016488#comment-13016488
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Jake Mannix commented on MAHOUT-319:
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Saikat, I think you'll need to look at each of the solvers, and essentially 
snapshot on a "per pass over the data" kind of way, not per 5min.  I don't 
think you need a ResourceBundle, just have it read in via the usual command 
line args / properties file which already exists (see the MahoutDriver class 
and associated properties files).

> SVD solvers should be gracefully stoppable/restartable
> ------------------------------------------------------
>
>                 Key: MAHOUT-319
>                 URL: https://issues.apache.org/jira/browse/MAHOUT-319
>             Project: Mahout
>          Issue Type: Improvement
>          Components: Math
>    Affects Versions: 0.3
>            Reporter: Jake Mannix
>            Assignee: Jake Mannix
>
> LanczosSolver, DistributedLanczosSolver, and HebbianSolver all keep copious 
> amounts of memory-resident data which is lost if the app crashes or is killed 
> (OOM, forgetting to run in a screen session, and losing net connectivity to 
> the server running it, etc...).  
> These algorithms (and many other Mahout processes!) should enable a pluggable 
> "persist state" mechanism (to HDFS, RDBMS, local disk, key-value store, etc), 
> and similarly, a way to pick up and start from such a state.

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