Merge "Document crm114 for logstash"
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@ -26,6 +26,7 @@ At a Glance
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* http://logstash.net/
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* http://logstash.net/
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* http://kibana.org/
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* http://kibana.org/
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* http://www.elasticsearch.org/
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* http://www.elasticsearch.org/
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* http://crm114.sourceforge.net/
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:Bugs:
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:Bugs:
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* http://bugs.launchpad.net/openstack-ci
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* http://bugs.launchpad.net/openstack-ci
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* https://logstash.jira.com/secure/Dashboard.jspa
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* https://logstash.jira.com/secure/Dashboard.jspa
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@ -252,3 +253,29 @@ General query tips:
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* This system is growing fast and may not always keep up with the load.
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* This system is growing fast and may not always keep up with the load.
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Be patient. If expected logs do not show up immediately after the
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Be patient. If expected logs do not show up immediately after the
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Jenkins job completes wait a few minutes.
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Jenkins job completes wait a few minutes.
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crm114
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=======
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In an effort to assist with automated failure detection, the infra team
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has started leveraging crm114 to classify and analyze the messages stored
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by logstash.
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The tool utilizes a statistical approach for classifying data, and is
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frequently used as an email spam detector. For logstash data, the idea
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is to flag those log entries that are not in passing runs and only in
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failing ones, which should be useful in pinpointing what caused the
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failures.
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In the OpenStack logstash system, crm114 attaches an error_pr attribute
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to all indexed entries. Values from -1000.00 to -10.00 should be considered
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sufficient to get all potential errors as identified by the program.
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Used in a kibana query, it would be structured like this:
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* ``error_pr:["-1000.0" TO "-10.0"]``
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This is still an early effort and additional tuning and refinement should
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be expected. Should the crm114 settings need to be tuned or expanded,
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a patch may be submitted for this file, which controls the process:
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:file:`modules/log_processor/files/classify-log.crm`
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