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When I was talking about metrics I meant metrics of the model (accuracy, precission, recall, mean square error, etc), not performance.

We currently calculate those as applicable to classification and regression, but they are only displayed on a model detail page like here:

The short term goal would be to expose more metrics from the toolkit.