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: 80
| Name | Rating | Games | Active |
|---|
| bobyqa_noise | 2838.0 | 763 | yes |
| bobyqa_default | 2795.0 | 781 | yes |
| pysot_dycors | 2491.0 | 192 | no |
| nlopt_directr | 2402.0 | 171 | no |
| pysot_srbf | 2400.0 | 171 | no |
| ax_default | 2382.0 | 148 | no |
| nevergrad_oneplus | 2355.0 | 218 | no |
| skopt_gp_default | 2345.0 | 746 | yes |
| bayesopt_poi | 2317.0 | 204 | no |
| bayesopt_ei | 2280.0 | 218 | no |
| ultraopt_etpe | 2259.0 | 238 | no |
| bayesopt_ucb | 2238.0 | 196 | no |
| dlib | 2225.0 | 647 | yes |
| dlib_default | 2218.0 | 670 | yes |
| nlopt_ags | 2209.0 | 169 | no |
| nevergrad_ngopt4 | 2163.0 | 222 | no |
| pysot_ei | 2156.0 | 185 | no |
| nevergrad_ngopt8 | 2019.0 | 241 | no |
| ultraopt_gbrt | 1980.0 | 209 | no |
| pymoo_pattern | 1963.0 | 181 | no |
| ultraopt_forest | 1915.0 | 224 | no |
| hebo_sequential | 1877.0 | 33 | no |
| pysot_lcb | 1875.0 | 163 | no |
| nevergrad_ngopt | 1870.0 | 218 | no |
| optuna_tpe | 1837.0 | 219 | no |
| hebo_sequential | 1770.0 | 7 | no |
| scipy_lbfgsb | 1767.0 | 95 | yes |
| freelunch_sa_21 | 1758.0 | 14 | no |
| freelunch_sade_8 | 1726.0 | 17 | no |
| hebo_batch | 1688.0 | 42 | no |
| freelunch_sa_8 | 1677.0 | 12 | no |
| nlopt_direct | 1668.0 | 174 | no |
| nlopt_directl | 1655.0 | 165 | no |
| hebo_batch | 1651.0 | 11 | no |
| nlopt_esch | 1643.0 | 158 | no |
| freelunch_sa_3 | 1617.0 | 13 | no |
| freelunch_sade_21 | 1604.0 | 13 | no |
| optuna_random_clone_2 | 1600 | 243 | no |
| optuna_random_clone | 1600 | 213 | no |
| optuna_random_clone_1 | 1600 | 210 | no |
| optuna_random | 1600 | 202 | no |
| platypus_genetic | 1600 | 0 | no |
| platypus_evolutionary | 1600 | 0 | no |
| platypus_nsgaii | 1600 | 0 | no |
| platypus_cmaes | 1600 | 0 | no |
| platypus_gde3 | 1600 | 0 | no |
| platypus_ibea | 1600 | 0 | no |
| platypus_omopso | 1600 | 0 | no |
| platypus_smpso | 1600 | 0 | no |
| platypus_spea2 | 1600 | 0 | no |
| platypus_epsmoea | 1600 | 0 | no |
| pymoo_unsga3 | 1600 | 0 | no |
| pymoo_nsga2 | 1600 | 0 | no |
| freelunch_krillherd_3 | 1600 | 0 | no |
| freelunch_krillherd_8 | 1600 | 0 | no |
| scipy_slsqp | 1585.0 | 588 | yes |
| optuna_cmaes | 1580.0 | 198 | no |
| scipy_powell | 1575.0 | 550 | yes |
| freelunch_de_8 | 1566.0 | 17 | no |
| hyperopt_atpe | 1553.0 | 812 | yes |
| freelunch_pso_21 | 1543.0 | 17 | no |
| hyperopt_tpe | 1444.0 | 764 | yes |
| freelunch_pso_8 | 1441.0 | 10 | no |
| freelunch_pso_3 | 1401.0 | 14 | no |
| freelunch_de_3 | 1383.0 | 8 | no |
| freelunch_sade_3 | 1366.0 | 18 | no |
| freelunch_de_21 | 1363.0 | 18 | no |
| hyperopt_rand | 1353.0 | 767 | yes |
| ultraopt_random | 1322.0 | 230 | no |
| nevergrad_portfolio | 1305.0 | 217 | no |
| nevergrad_de | 1242.0 | 227 | no |
| pymoo_nelder | 1218.0 | 152 | no |
| nlopt_isres | 1114.0 | 171 | no |
| pysot_random | 1111.0 | 172 | no |
| nevergrad_hammersley | 1105.0 | 210 | no |
| pymoo_nsga3 | 1007.0 | 174 | no |
| nlopt_crs2lm | 989.0 | 181 | no |
| shgo_slsqp_sobol | 974.0 | 379 | yes |
| shgo_nelder_sobol | 971.0 | 411 | yes |
| nlopt_directo | 953.0 | 168 | no |
| shgo_powell_sobol | 920.0 | 408 | yes |
| platypus_moead | 792.0 | 141 | no |