[Beowulf] Re: failure trends in a large disk drive population
justin at cs.duke.edu
Wed Feb 21 18:50:41 EST 2007
>> How did they look for predictive models on the SMART data? It sounds
>> like they did a fairly linear data decomposition, looking for first
>> order correlations. Did they try to e.g. build a neural network on it,
>> or use fully multivariate methods (ordinary stats can handle it up to
>> 5-10 variables).
>> This is really an extension of David's questions below. It would be
>> very interesting to add variables to the problem (if possible) until the
>> observed correlations resolve (in sufficiently high dimensionality) into
>> something significantly predictive. That would be VERY useful.
> RGB, good idea, apply clustering/GA/MOGA analisys techniques to all of
> this data. Now the question is, will we ever get access to this data?
As mentioned in an earlier e-mail (I think) there were 4 SMART variables
whose values were strongly correlated with failure, and another 4-6 that
were weakly correlated with failure. However, of all the disks that
failed, less than half (around 45%) had ANY of the "strong" signals and
another 25% had some of the "weak" signals. This means that over a
third of disks that failed gave no appreciable warning. Therefore even
combining the variables would give no better than a 70% chance of
To make things worse, many of the "weak" signals were found on a
significant number of disks. For example, among the disks that failed,
many had a large number of seek error; however, over 70% of disks in the
fleet -- failed and working -- had a large number of seek errors.
About all I can say beyond what's in the paper is that we're aware of
the shortcomings of the existing work and possible paths forward. In
response, we are
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So that's our master plan. Just don't tell anyone. :)
P.S. Unfortunately, I doubt that we'll be willing or able to release the
raw data behind the disk drive study.
Department of Computer Science, Duke University, Durham, NC 27708-0129
Email: justin at cs.duke.edu
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