SVD solvers should be gracefully stoppable/restartable
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                 Key: MAHOUT-319
                 URL: https://issues.apache.org/jira/browse/MAHOUT-319
             Project: Mahout
          Issue Type: Improvement
    Affects Versions: 0.3
            Reporter: Jake Mannix
            Assignee: Jake Mannix
             Fix For: 0.4


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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