def get_output_for(self, input, **kwargs): ps = nonlinearities.sigmoid(input) sum_p_r_benign = T.sum(ps,axis=1) sum_log = T.sum(T.log(1-ps+1.e-12),axis=1) return T.concatenate([sum_log, sum_p_r_benign])