MNLogit.
loglike_and_score
Returns log likelihood and score, efficiently reusing calculations.
Note that both of these returned quantities will need to be negated before being minimized by the maximum likelihood fitting machinery.
statsmodels.discrete.discrete_model.MNLogit.loglike
statsmodels.discrete.discrete_model.MNLogit.loglikeobs