Optimizer Elo Ratings
Produced by
optimizer-elo-ratings using
the
humpday package. See the
article.
Class of objective functions: all
Dimension 55
Function evaluation limit: 130
| Name | Rating | Games | Active |
|---|
| bobyqa_noise | 2866.0 | 475 | yes |
| bobyqa_default | 2775.0 | 448 | yes |
| nevergrad_oneplus | 2450.0 | 186 | no |
| nevergrad_ngopt4 | 2441.0 | 162 | no |
| nevergrad_ngopt8 | 2317.0 | 162 | no |
| nevergrad_ngopt | 2229.0 | 166 | no |
| nlopt_directr | 2226.0 | 131 | no |
| nevergrad_hammersley | 2104.0 | 162 | no |
| nlopt_esch | 1978.0 | 157 | no |
| optuna_tpe | 1963.0 | 157 | no |
| scipy_powell | 1908.0 | 292 | yes |
| scipy_slsqp | 1908.0 | 235 | yes |
| ultraopt_etpe | 1905.0 | 119 | no |
| freelunch_sa_8 | 1789.0 | 6 | no |
| freelunch_sa_3 | 1772.0 | 8 | no |
| freelunch_sade_8 | 1762.0 | 8 | no |
| platypus_epsmoea | 1758.0 | 146 | no |
| scipy_lbfgsb | 1738.0 | 10 | yes |
| freelunch_de_8 | 1728.0 | 5 | no |
| freelunch_pso_21 | 1692.0 | 9 | no |
| freelunch_sade_21 | 1649.0 | 7 | no |
| freelunch_sa_21 | 1643.0 | 7 | no |
| freelunch_pso_8 | 1619.0 | 8 | no |
| optuna_random_clone_1 | 1600 | 177 | no |
| optuna_random | 1600 | 176 | no |
| optuna_random_clone | 1600 | 172 | no |
| optuna_random_clone_2 | 1600 | 163 | 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_nelder | 1600 | 0 | no |
| pymoo_unsga3 | 1600 | 0 | no |
| pymoo_pattern | 1600 | 0 | no |
| bayesopt_ucb | 1600 | 0 | no |
| bayesopt_ei | 1600 | 0 | no |
| bayesopt_poi | 1600 | 0 | no |
| nlopt_ags | 1600 | 0 | no |
| nlopt_directo | 1600 | 0 | no |
| ultraopt_gbrt | 1600 | 0 | no |
| hebo_sequential | 1600 | 0 | no |
| hebo_batch | 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 |
| ultraopt_forest | 1594.0 | 118 | no |
| freelunch_sade_3 | 1569.0 | 8 | no |
| freelunch_de_21 | 1568.0 | 9 | no |
| nevergrad_de | 1548.0 | 155 | no |
| hyperopt_rand | 1533.0 | 468 | yes |
| freelunch_pso_3 | 1527.0 | 6 | no |
| platypus_genetic | 1511.0 | 148 | no |
| platypus_nsgaii | 1510.0 | 125 | no |
| freelunch_de_3 | 1507.0 | 8 | no |
| nlopt_crs2lm | 1503.0 | 144 | no |
| nevergrad_portfolio | 1491.0 | 163 | no |
| pymoo_nsga2 | 1477.0 | 136 | no |
| platypus_omopso | 1468.0 | 151 | no |
| platypus_smpso | 1444.0 | 141 | no |
| platypus_spea2 | 1424.0 | 140 | no |
| hyperopt_atpe | 1414.0 | 469 | yes |
| platypus_evolutionary | 1404.0 | 136 | no |
| nlopt_isres | 1398.0 | 132 | no |
| hyperopt_tpe | 1356.0 | 433 | yes |
| platypus_gde3 | 1342.0 | 132 | no |
| platypus_ibea | 1330.0 | 115 | no |
| ultraopt_random | 1129.0 | 113 | no |
| pymoo_nsga3 | 969.0 | 142 | no |
| nlopt_direct | 945.0 | 134 | no |
| nlopt_directl | 874.0 | 127 | no |
| platypus_moead | 774.0 | 141 | no |