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: 550
| Name | Rating | Games | Active |
|---|
| bobyqa_default | 2899.0 | 440 | yes |
| bobyqa_noise | 2842.0 | 443 | yes |
| nevergrad_ngopt4 | 2636.0 | 179 | no |
| nevergrad_ngopt8 | 2578.0 | 163 | no |
| nevergrad_oneplus | 2536.0 | 157 | no |
| pymoo_pattern | 2449.0 | 130 | no |
| nevergrad_ngopt | 2361.0 | 162 | no |
| nlopt_directr | 2295.0 | 149 | no |
| nevergrad_hammersley | 2114.0 | 165 | no |
| platypus_epsmoea | 2103.0 | 153 | no |
| nevergrad_de | 1985.0 | 155 | no |
| scipy_slsqp | 1937.0 | 302 | yes |
| platypus_nsgaii | 1918.0 | 155 | no |
| platypus_evolutionary | 1897.0 | 130 | no |
| nlopt_esch | 1876.0 | 131 | no |
| ultraopt_etpe | 1867.0 | 119 | no |
| scipy_powell | 1859.0 | 313 | yes |
| nlopt_direct | 1847.0 | 134 | no |
| platypus_ibea | 1845.0 | 130 | no |
| scipy_lbfgsb | 1813.0 | 7 | yes |
| freelunch_sa_21 | 1802.0 | 7 | no |
| optuna_tpe | 1788.0 | 159 | no |
| platypus_omopso | 1766.0 | 130 | no |
| freelunch_sade_8 | 1760.0 | 8 | no |
| pymoo_nsga3 | 1708.0 | 140 | no |
| platypus_genetic | 1702.0 | 134 | no |
| freelunch_de_21 | 1686.0 | 3 | no |
| platypus_smpso | 1667.0 | 151 | no |
| freelunch_pso_21 | 1658.0 | 5 | no |
| freelunch_de_8 | 1645.0 | 9 | no |
| freelunch_sade_21 | 1627.0 | 8 | no |
| freelunch_sa_3 | 1619.0 | 8 | no |
| optuna_random_clone_2 | 1600 | 199 | no |
| optuna_random_clone | 1600 | 179 | no |
| optuna_random_clone_1 | 1600 | 167 | no |
| optuna_random | 1600 | 160 | 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 |
| bayesopt_ucb | 1600 | 0 | no |
| bayesopt_ei | 1600 | 0 | no |
| bayesopt_poi | 1600 | 0 | no |
| nlopt_ags | 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 |
| freelunch_sa_8 | 1586.0 | 9 | no |
| freelunch_de_3 | 1573.0 | 6 | no |
| nevergrad_portfolio | 1552.0 | 157 | no |
| freelunch_sade_3 | 1550.0 | 4 | no |
| freelunch_pso_3 | 1545.0 | 4 | no |
| hyperopt_tpe | 1527.0 | 479 | yes |
| freelunch_pso_8 | 1518.0 | 4 | no |
| hyperopt_rand | 1431.0 | 507 | yes |
| hyperopt_atpe | 1427.0 | 444 | yes |
| pymoo_nsga2 | 1404.0 | 155 | no |
| ultraopt_forest | 1312.0 | 109 | no |
| platypus_moead | 1241.0 | 144 | no |
| nlopt_isres | 1205.0 | 152 | no |
| platypus_spea2 | 1197.0 | 143 | no |
| platypus_gde3 | 1155.0 | 127 | no |
| nlopt_crs2lm | 1154.0 | 141 | no |
| nlopt_directl | 1097.0 | 148 | no |
| pymoo_nelder | 976.0 | 169 | no |
| ultraopt_random | 938.0 | 117 | no |
| nlopt_directo | 886.0 | 144 | no |