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Hi Everyone, I Was Working With Model Serving And Monitoring, And Wanted To Know About Monitoring Aspects/Usage In Serving. I Actually Wanted To Know About Exactly What All Queries Related To The Serving Can Be Done, Like What All Are Important Metric Mon


like what all are important metric monitoring queries w.r.t. the serving tasks that can be visualized and shown in grafana?

Basically latency amd requests per minute are automatically reported. Additional reports are based on your RestAPI in/out.
Imagine the following restapi request json payload

{x=123, y=456}

and a return json of

{z=789}

The metrics you can add to the monitoring are the keys on both these jsons, i.e. "x", "y", "z"
These metrics can be both logged as plain values (i.e. time series values, scalars) or as histograms over time (i.e. per 30sec window) the number of time x fell into a specific value-bucket.
Make sense ?

  
  
Posted one year ago
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one year ago
one year ago