1. 25 4月, 2017 2 次提交
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  7. 14 4月, 2017 2 次提交
    • J
      Force buckets in a histogram to be monotonic for quantile estimation (#2610) · 896f951e
      Jack Neely 提交于
      * Force buckets in a histogram to be monotonic for quantile estimation
      
      The assumption that bucket counts increase monotonically with increasing
      upperBound may be violated during:
      
        * Recording rule evaluation of histogram_quantile, especially when rate()
           has been applied to the underlying bucket timeseries.
        * Evaluation of histogram_quantile computed over federated bucket
           timeseries, especially when rate() has been applied
      
      This is because scraped data is not made available to RR evalution or
      federation atomically, so some buckets are computed with data from the N
      most recent scrapes, but the other buckets are missing the most recent
      observations.
      
      Monotonicity is usually guaranteed because if a bucket with upper bound
      u1 has count c1, then any bucket with a higher upper bound u > u1 must
      have counted all c1 observations and perhaps more, so that c  >= c1.
      
      Randomly interspersed partial sampling breaks that guarantee, and rate()
      exacerbates it. Specifically, suppose bucket le=1000 has a count of 10 from
      4 samples but the bucket with le=2000 has a count of 7, from 3 samples. The
      monotonicity is broken. It is exacerbated by rate() because under normal
      operation, cumulative counting of buckets will cause the bucket counts to
      diverge such that small differences from missing samples are not a problem.
      rate() removes this divergence.)
      
      bucketQuantile depends on that monotonicity to do a binary search for the
      bucket with the qth percentile count, so breaking the monotonicity
      guarantee causes bucketQuantile() to return undefined (nonsense) results.
      
      As a somewhat hacky solution until the Prometheus project is ready to
      accept the changes required to make scrapes atomic, we calculate the
      "envelope" of the histogram buckets, essentially removing any decreases
      in the count between successive buckets.
      
      * Fix up comment docs for ensureMonotonic
      
      * ensureMonotonic: Use switch statement
      
      Use switch statement rather than if/else for better readability.
      Process the most frequent cases first.
      896f951e
    • M
  8. 12 4月, 2017 1 次提交
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  12. 06 4月, 2017 2 次提交