def lfw_view2_final_get_mix(host='honeybadger.rowland.org', dbname='final_random', A=100): trials = MongoTrials( 'mongo://%s:44556/%s/jobs' % (host, dbname), exp_key=exp_keys['random'], refresh=True) return trials bandit = MultiBandit() simple_mix = SimpleMixture(trials, bandit) simple_mix_trials = simple_mix.mix_trials(int(A)) ada_mix = AdaboostMixture(trials, bandit) ada_mix_trials = ada_mix.mix_trials(int(A)) return simple_mix_trials, ada_mix_trials