[jira] [Updated] (HADOOP-14989) metrics2 JMX cache refresh result in inconsistent Mutable(Stat|Rate) values

["Erik Krogen (JIRA)" <ji...@apache.org>]

     [ https://issues.apache.org/jira/browse/HADOOP-14989?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

Erik Krogen updated HADOOP-14989:
---------------------------------
    Summary: metrics2 JMX cache refresh result in inconsistent Mutable(Stat|Rate) values  (was: Multiple metrics2 sinks (incl JMX) result in inconsistent Mutable(Stat|Rate) values)

> metrics2 JMX cache refresh result in inconsistent Mutable(Stat|Rate) values
> ---------------------------------------------------------------------------
>
>                 Key: HADOOP-14989
>                 URL: https://issues.apache.org/jira/browse/HADOOP-14989
>             Project: Hadoop Common
>          Issue Type: Bug
>          Components: metrics
>    Affects Versions: 2.6.5
>            Reporter: Erik Krogen
>            Assignee: Erik Krogen
>            Priority: Critical
>         Attachments: HADOOP-14989.test.patch
>
>
> While doing some digging in the metrics2 system recently, we noticed that the way {{MutableStat}} values are collected (and thus {{MutableRate}}, since it is based off of {{MutableStat}}) mean that each sink configured (including JMX) only receives a portion of the average information.
> {{MutableStat}}, to compute its average value, maintains a total value since last snapshot, as well as operation count since last snapshot. Upon snapshotting, the average is calculated as (total / opCount) and placed into a gauge metric, and total / operation count are cleared. So the average value represents the average since the last snapshot. If only a single sink ever snapshots, this would result in the expected behavior that the value is the average over the reporting period. However, if multiple sinks are configured, or if the JMX cache is refreshed, this is another snapshot operation. So, for example, if you have a FileSink configured at a 60 second interval and your JMX cache refreshes itself 1 second before the FileSink period fires, the values emitted to your FileSink only represent averages _over the last one second_.
> A few ways to solve this issue:
> * From an operator perspective, ensure only one sink is configured. This is not realistic given that the JMX cache exhibits the same behavior.
> * Make {{MutableRate}} manage its own average refresh, similar to {{MutableQuantiles}}, which has a refresh thread and saves a snapshot of the last quantile values that it will serve up until the next refresh. Given how many {{MutableRate}} metrics there are, a thread per metric is not really feasible, but could be done on e.g. a per-source basis. This has some downsides: if multiple sinks are configured with different periods, what is the right refresh period for the {{MutableRate}}? 
> * Make {{MutableRate}} emit two counters, one for total and one for operation count, rather than an average gauge and an operation count counter. The average could then be calculated downstream from this information. This is cumbersome for operators and not backwards compatible. To improve on both of those downsides, we could have it keep the current behavior but _additionally_ emit the total as a counter. The snapshotted average is probably sufficient in the common case (we've been using it for years), and when more guaranteed accuracy is required, the average could be derived from the total and operation count.
> Open to suggestions & input here.



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