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Metrics provided by Seldon core for monitoring ML models' performance in production
Hello,
For monitoring the ml models in production (deployed via seldon core) I came across the following link which talks about integration with Prometheus: https://docs.seldon.io/projects/seldon-core/en/latest/analytics/analytics.html
As far as I understood seldon will expose the metrics on an endpoint /metrics
and Prometheus will collect them and then we can use Grafana for further visualizations..
I want to understand what all metrics will the be readily available in /metrics
for observing the model performance in production.
Is there a list which mentions all the metrics being calculated and exposed by seldon at /metrics
endpoint?
Also is there any way I can add custom metrics as per requirements?
Please guide me to some resources (if any) or comment below.
Thanks.
You can create custom metrics as outlined here. Does this fulfil your requirements?
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closing for now - please also look at v2