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metrics_ootb.md

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Out-of-the-box Metrics

Iter8-kfserving ships with five out-of-the-box metrics. You can extend the set of available metrics by defining custom metrics.

Metrics shipped out-of-the-box with iter8-kfserving are described in the following table.

  • Each metric is defined at a per-version level. For example, the request-count metric measures the number of requests to a model version; the mean-latency metric measures the mean latency of a model version.
  • Metrics can be of type counter or gauge. The value of a counter metric never decreases over time. The two metric types are inspired by Prometheus metric types.
Name Description Type Units
request-count Number of requests counter
mean-latency Mean latency gauge milliseconds
95th-percentile-tail-latency 95th percentile tail latency gauge milliseconds
error-count Number of error responses counter
error-rate Fraction of requests with error responses gauge

An overview of iter8 metric resource objects is here. Documentation on how to use metrics within experiments is here. Fields in an iter8 metric resource object spec are documented here.