Optimizer Elo Ratings
Produced by
optimizer-elo-ratings using
the
humpday package. See the
article.
Class of objective functions: all
Dimension 34
Function evaluation limit: 340
| Name | Rating | Games | Active |
|---|
| bobyqa_default | 2754.0 | 432 | yes |
| bobyqa_noise | 2742.0 | 492 | yes |
| dlib_default | 2318.0 | 471 | yes |
| nevergrad_ngopt4 | 2256.0 | 61 | no |
| dlib | 2223.0 | 472 | yes |
| nevergrad_ngopt8 | 2194.0 | 64 | no |
| nevergrad_oneplus | 2066.0 | 47 | no |
| nevergrad_ngopt | 1902.0 | 40 | no |
| nlopt_directr | 1855.0 | 21 | no |
| pymoo_pattern | 1845.0 | 24 | no |
| scipy_lbfgsb | 1814.0 | 19 | yes |
| freelunch_sa_21 | 1804.0 | 9 | no |
| freelunch_de_8 | 1789.0 | 9 | no |
| nlopt_esch | 1777.0 | 21 | no |
| nevergrad_hammersley | 1775.0 | 49 | no |
| ultraopt_etpe | 1769.0 | 145 | no |
| scipy_powell | 1756.0 | 408 | yes |
| nlopt_direct | 1740.0 | 19 | no |
| freelunch_sade_8 | 1735.0 | 9 | no |
| scipy_slsqp | 1711.0 | 273 | yes |
| freelunch_de_21 | 1702.0 | 11 | no |
| freelunch_sa_8 | 1678.0 | 8 | no |
| nevergrad_de | 1656.0 | 59 | no |
| platypus_epsmoea | 1650.0 | 23 | no |
| nevergrad_portfolio | 1614.0 | 48 | no |
| freelunch_sa_3 | 1606.0 | 9 | no |
| optuna_random_clone | 1600 | 53 | no |
| optuna_random | 1600 | 50 | no |
| optuna_random_clone_2 | 1600 | 49 | no |
| optuna_random_clone_1 | 1600 | 44 | no |
| shgo_slsqp_sobol | 1600 | 0 | yes |
| shgo_powell_sobol | 1600 | 0 | yes |
| shgo_nelder_sobol | 1600 | 0 | yes |
| skopt_gp_default | 1600 | 0 | yes |
| pysot_ei | 1600 | 0 | no |
| pysot_lcb | 1600 | 0 | no |
| pysot_random | 1600 | 0 | no |
| pysot_srbf | 1600 | 0 | no |
| pysot_dycors | 1600 | 0 | no |
| ax_default | 1600 | 0 | no |
| optuna_cmaes | 1600 | 0 | no |
| platypus_cmaes | 1600 | 0 | no |
| pymoo_unsga3 | 1600 | 0 | no |
| ultraopt_gbrt | 1600 | 0 | no |
| bayesopt_ucb | 1600 | 0 | no |
| bayesopt_ei | 1600 | 0 | no |
| bayesopt_poi | 1600 | 0 | no |
| nlopt_ags | 1600 | 0 | no |
| hebo_sequential | 1600 | 0 | no |
| hebo_batch | 1600 | 0 | no |
| freelunch_krillherd_3 | 1600 | 0 | no |
| freelunch_krillherd_8 | 1600 | 0 | no |
| optuna_tpe | 1586.0 | 52 | no |
| pymoo_nsga3 | 1582.0 | 19 | no |
| platypus_smpso | 1575.0 | 22 | no |
| platypus_omopso | 1569.0 | 22 | no |
| freelunch_de_3 | 1559.0 | 9 | no |
| platypus_genetic | 1547.0 | 14 | no |
| freelunch_sade_21 | 1535.0 | 9 | no |
| platypus_ibea | 1530.0 | 19 | no |
| freelunch_pso_8 | 1508.0 | 13 | no |
| platypus_evolutionary | 1480.0 | 24 | no |
| pymoo_nelder | 1470.0 | 21 | no |
| freelunch_sade_3 | 1466.0 | 5 | no |
| freelunch_pso_21 | 1451.0 | 13 | no |
| nlopt_isres | 1448.0 | 18 | no |
| platypus_gde3 | 1426.0 | 19 | no |
| platypus_moead | 1380.0 | 18 | no |
| platypus_nsgaii | 1366.0 | 28 | no |
| ultraopt_forest | 1365.0 | 144 | no |
| freelunch_pso_3 | 1365.0 | 10 | no |
| nlopt_directl | 1359.0 | 18 | no |
| nlopt_crs2lm | 1343.0 | 21 | no |
| nlopt_directo | 1329.0 | 19 | no |
| pymoo_nsga2 | 1311.0 | 19 | no |
| platypus_spea2 | 1284.0 | 21 | no |
| hyperopt_atpe | 1108.0 | 493 | yes |
| hyperopt_rand | 1035.0 | 471 | yes |
| hyperopt_tpe | 1032.0 | 487 | yes |
| ultraopt_random | 983.0 | 135 | no |