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Posted to dev@chukwa.apache.org by "michael yu (JIRA)" <ji...@apache.org> on 2014/04/03 06:44:14 UTC

[jira] [Commented] (CHUKWA-680) Pattern recognition of Hadoop generated metrics

    [ https://issues.apache.org/jira/browse/CHUKWA-680?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13958512#comment-13958512 ] 

michael yu commented on CHUKWA-680:
-----------------------------------

Hi Otis,

I apologize for the late response.  I must have not seen your response.

If you receive an email saying the "cluster is unhealthy" for this set of metrics.  But you believe this to be incorrect.  You click on the "correction" link provided in the email which makes the REST API call to make the correction in the metrics data file.  This will be used to update (retrain) the model with the incremental goal of having a more accurate model.

Regards,
Michael

> Pattern recognition of Hadoop generated metrics
> -----------------------------------------------
>
>                 Key: CHUKWA-680
>                 URL: https://issues.apache.org/jira/browse/CHUKWA-680
>             Project: Chukwa
>          Issue Type: New Feature
>          Components: Data Collection
>         Environment: IBM InfoSphere BigInsights Enterprise
>            Reporter: michael yu
>            Assignee: michael yu
>            Priority: Minor
>              Labels: GSoC, GSoC2013
>         Attachments: Yu, Michael et al-project-report-draft.pdf
>
>   Original Estimate: 2,760h
>  Remaining Estimate: 2,760h
>
> Charles Lin and I are working on our IBM SJSU masters project on "Pattern recognition of Hadoop generated metrics".
> The purpose of the project is to use libsvm to predict the health of the cluster.
> The scope of the project includes:
> 1) gathering large scale data set of metrics for healthy and unhealthy clusters
> 2) use #1 and libsvm to generate training model
> 3) periodic collection of metrics and comparing against training model using libsvm to predict the cluster health
>    a) if unhealthy, send email notification to system administrator 



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