Whitebox Grafana dashboard

[momegas]

As whitebox produces metrics, we need a way to display them in a dashboard.

Grafana is a nice and flexible dashboard tool made exactly for this kind of purposes.

The dashboard should display key metrics and statistics related to the performance of machine learning models. This will help users to track the performance of models over time, identify areas for improvement, and ensure that models are serving customers effectively.

Some ideas for what to include in the dashboard:

• Model accuracy over time
• Model training and evaluation times
• Model resource usage (e.g. GPU memory and compute time)
• Number of model predictions made

In short, we need a dashboard that displays all Whitebox metrics depending on model type.

Note: Since dashboards in Grafana cannot be dynamic (you only import a JSON) we may need an endpoint that produces the said JSON so that the user can copy it and import it in Grafana. This should also be doable from the SDK as well.