Optimizer Elo Ratings
Produced by
optimizer-elo-ratings using
the
humpday package. See the
article.
Class of objective functions: all
Dimension 08
Function evaluation limit: 130
| Name | Rating | Games | Active |
|---|
| bobyqa_noise | 2674.0 | 729 | yes |
| skopt_gp_default | 2632.0 | 755 | yes |
| bobyqa_default | 2565.0 | 728 | yes |
| nevergrad_oneplus | 2527.0 | 222 | no |
| pysot_dycors | 2473.0 | 159 | no |
| pysot_srbf | 2471.0 | 172 | no |
| dlib | 2460.0 | 683 | yes |
| nlopt_directl | 2450.0 | 175 | no |
| nlopt_directr | 2425.0 | 175 | no |
| bayesopt_poi | 2423.0 | 200 | no |
| dlib_default | 2352.0 | 671 | yes |
| ultraopt_etpe | 2258.0 | 236 | no |
| bayesopt_ucb | 2249.0 | 201 | no |
| bayesopt_ei | 2225.0 | 190 | no |
| ax_default | 2222.0 | 142 | no |
| nlopt_direct | 2153.0 | 145 | no |
| ultraopt_forest | 2131.0 | 249 | no |
| nevergrad_ngopt8 | 2121.0 | 198 | no |
| ultraopt_gbrt | 2103.0 | 214 | no |
| pymoo_pattern | 2073.0 | 148 | no |
| nlopt_ags | 2036.0 | 172 | no |
| pysot_ei | 2023.0 | 153 | no |
| nevergrad_ngopt4 | 2011.0 | 191 | no |
| hebo_batch | 1933.0 | 55 | no |
| nevergrad_ngopt | 1931.0 | 219 | no |
| pysot_lcb | 1914.0 | 140 | no |
| optuna_cmaes | 1887.0 | 165 | no |
| optuna_tpe | 1880.0 | 216 | no |
| hebo_sequential | 1858.0 | 31 | no |
| hebo_batch | 1744.0 | 21 | no |
| freelunch_sade_21 | 1738.0 | 18 | no |
| freelunch_sa_21 | 1731.0 | 12 | no |
| scipy_lbfgsb | 1727.0 | 96 | yes |
| pymoo_nelder | 1716.0 | 148 | no |
| freelunch_sa_8 | 1688.0 | 17 | no |
| pymoo_nsga3 | 1662.0 | 169 | no |
| nlopt_esch | 1635.0 | 150 | no |
| freelunch_sade_8 | 1619.0 | 12 | no |
| scipy_powell | 1607.0 | 574 | yes |
| optuna_random_clone_1 | 1600 | 204 | no |
| optuna_random_clone | 1600 | 202 | no |
| optuna_random | 1600 | 177 | no |
| optuna_random_clone_2 | 1600 | 172 | no |
| pymoo_unsga3 | 1600 | 0 | no |
| hebo_sequential | 1600 | 0 | no |
| freelunch_krillherd_3 | 1600 | 0 | no |
| freelunch_krillherd_8 | 1600 | 0 | no |
| freelunch_de_8 | 1579.0 | 11 | no |
| nevergrad_portfolio | 1568.0 | 179 | no |
| scipy_slsqp | 1535.0 | 638 | yes |
| freelunch_de_21 | 1532.0 | 15 | no |
| freelunch_sa_3 | 1526.0 | 15 | no |
| hyperopt_atpe | 1511.0 | 780 | yes |
| freelunch_sade_3 | 1487.0 | 16 | no |
| freelunch_pso_21 | 1472.0 | 9 | no |
| freelunch_pso_8 | 1467.0 | 12 | no |
| freelunch_pso_3 | 1461.0 | 20 | no |
| freelunch_de_3 | 1407.0 | 11 | no |
| hyperopt_rand | 1383.0 | 773 | yes |
| nevergrad_de | 1375.0 | 206 | no |
| hyperopt_tpe | 1335.0 | 814 | yes |
| pysot_random | 1309.0 | 153 | no |
| nlopt_directo | 1308.0 | 176 | no |
| nlopt_crs2lm | 1276.0 | 175 | no |
| platypus_spea2 | 1218.0 | 137 | no |
| ultraopt_random | 1212.0 | 220 | no |
| platypus_epsmoea | 1163.0 | 180 | no |
| nlopt_isres | 1140.0 | 177 | no |
| platypus_omopso | 1095.0 | 123 | no |
| pymoo_nsga2 | 1086.0 | 176 | no |
| platypus_nsgaii | 1080.0 | 159 | no |
| platypus_cmaes | 1071.0 | 153 | no |
| platypus_smpso | 1070.0 | 150 | no |
| platypus_moead | 1066.0 | 139 | no |
| platypus_genetic | 1046.0 | 145 | no |
| platypus_ibea | 1030.0 | 153 | no |
| nevergrad_hammersley | 995.0 | 189 | no |
| platypus_gde3 | 992.0 | 172 | no |
| platypus_evolutionary | 982.0 | 148 | no |
| shgo_slsqp_sobol | 850.0 | 350 | yes |
| shgo_powell_sobol | 841.0 | 387 | yes |
| shgo_nelder_sobol | 790.0 | 396 | yes |