optunity
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Brier and log loss are currently not multiclass compatible
Typically these loss functions are compatible with multiclass problems. To make this work, we would need to provide a more generic interface (or require preprocessing on the user end).
I'm currently leaning towards preprocessing on the user's end, e.g. have users select the predicted probability of the correct class prior to calling brier() or logloss().