Optimizer Elo Ratings
Produced by
optimizer-elo-ratings using
the
humpday package. See the
article.
Class of objective functions: all
Dimension 89
Function evaluation limit: 550
| Name | Rating | Games | Active |
|---|
| bobyqa_default | 2624.0 | 294 | yes |
| bobyqa_noise | 2550.0 | 258 | yes |
| nevergrad_oneplus | 2211.0 | 61 | no |
| nevergrad_ngopt4 | 2206.0 | 60 | no |
| nevergrad_ngopt8 | 1937.0 | 35 | no |
| nevergrad_ngopt | 1891.0 | 55 | no |
| nlopt_directr | 1862.0 | 15 | no |
| pymoo_nsga2 | 1861.0 | 20 | no |
| platypus_epsmoea | 1849.0 | 21 | no |
| ultraopt_etpe | 1804.0 | 90 | no |
| nevergrad_hammersley | 1795.0 | 56 | no |
| nlopt_esch | 1794.0 | 25 | no |
| platypus_nsgaii | 1789.0 | 16 | no |
| freelunch_sa_8 | 1785.0 | 7 | no |
| nevergrad_de | 1780.0 | 39 | no |
| freelunch_de_8 | 1765.0 | 8 | no |
| platypus_smpso | 1765.0 | 11 | no |
| scipy_slsqp | 1762.0 | 179 | yes |
| platypus_omopso | 1756.0 | 22 | no |
| scipy_powell | 1726.0 | 293 | yes |
| freelunch_sa_3 | 1718.0 | 11 | no |
| platypus_ibea | 1693.0 | 17 | no |
| nevergrad_portfolio | 1690.0 | 48 | no |
| freelunch_sade_21 | 1674.0 | 4 | no |
| platypus_evolutionary | 1668.0 | 22 | no |
| freelunch_sa_21 | 1666.0 | 9 | no |
| platypus_genetic | 1665.0 | 20 | no |
| freelunch_de_21 | 1628.0 | 10 | no |
| scipy_lbfgsb | 1620.0 | 1 | yes |
| optuna_random_clone_2 | 1600 | 56 | no |
| optuna_random | 1600 | 49 | no |
| optuna_random_clone_1 | 1600 | 48 | no |
| optuna_random_clone | 1600 | 47 | 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 |
| dlib | 1600 | 0 | yes |
| dlib_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 |
| pymoo_nsga3 | 1579.0 | 28 | no |
| optuna_tpe | 1577.0 | 42 | no |
| freelunch_sade_8 | 1566.0 | 7 | no |
| freelunch_pso_21 | 1548.0 | 9 | no |
| platypus_spea2 | 1541.0 | 29 | no |
| nlopt_direct | 1468.0 | 12 | no |
| freelunch_de_3 | 1467.0 | 5 | no |
| freelunch_pso_3 | 1457.0 | 13 | no |
| freelunch_pso_8 | 1447.0 | 11 | no |
| freelunch_sade_3 | 1444.0 | 7 | no |
| nlopt_isres | 1441.0 | 19 | no |
| platypus_gde3 | 1391.0 | 30 | no |
| nlopt_directl | 1387.0 | 21 | no |
| pymoo_nelder | 1373.0 | 19 | no |
| platypus_moead | 1356.0 | 13 | no |
| hyperopt_rand | 1350.0 | 333 | yes |
| pymoo_pattern | 1339.0 | 28 | no |
| nlopt_crs2lm | 1321.0 | 20 | no |
| hyperopt_atpe | 1321.0 | 310 | yes |
| nlopt_directo | 1213.0 | 25 | no |
| ultraopt_forest | 1201.0 | 96 | no |
| hyperopt_tpe | 1177.0 | 305 | yes |
| ultraopt_random | 986.0 | 120 | no |