Optimizer Elo Ratings
Produced by
optimizer-elo-ratings using
the
humpday package. See the
article.
Class of objective functions: all
Dimension 34
Function evaluation limit: 550
| Name | Rating | Games | Active |
|---|
| bobyqa_noise | 2580.0 | 499 | yes |
| bobyqa_default | 2565.0 | 481 | yes |
| nevergrad_ngopt4 | 2270.0 | 64 | no |
| scipy_slsqp | 2198.0 | 340 | yes |
| dlib | 2160.0 | 481 | yes |
| nevergrad_oneplus | 2137.0 | 59 | no |
| dlib_default | 2136.0 | 453 | yes |
| nevergrad_ngopt8 | 2133.0 | 40 | no |
| nlopt_directr | 1976.0 | 21 | no |
| pymoo_pattern | 1923.0 | 19 | no |
| pymoo_nsga3 | 1817.0 | 23 | no |
| nevergrad_ngopt | 1811.0 | 48 | no |
| scipy_lbfgsb | 1799.0 | 28 | yes |
| nevergrad_hammersley | 1742.0 | 52 | no |
| freelunch_sa_21 | 1736.0 | 5 | no |
| freelunch_sade_21 | 1723.0 | 8 | no |
| platypus_omopso | 1702.0 | 33 | no |
| freelunch_sa_8 | 1698.0 | 9 | no |
| nevergrad_de | 1679.0 | 51 | no |
| nlopt_crs2lm | 1652.0 | 16 | no |
| freelunch_de_8 | 1650.0 | 5 | no |
| nevergrad_portfolio | 1649.0 | 48 | no |
| platypus_evolutionary | 1641.0 | 19 | no |
| freelunch_sade_8 | 1641.0 | 12 | no |
| scipy_powell | 1636.0 | 415 | yes |
| nlopt_direct | 1635.0 | 26 | no |
| platypus_nsgaii | 1634.0 | 23 | no |
| nlopt_esch | 1620.0 | 28 | no |
| platypus_epsmoea | 1618.0 | 15 | no |
| platypus_smpso | 1612.0 | 16 | no |
| platypus_genetic | 1604.0 | 21 | no |
| optuna_random_clone | 1600 | 53 | no |
| optuna_random_clone_1 | 1600 | 49 | no |
| optuna_random | 1600 | 47 | no |
| optuna_random_clone_2 | 1600 | 46 | 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 |
| 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 |
| freelunch_sa_3 | 1597.0 | 7 | no |
| optuna_tpe | 1559.0 | 49 | no |
| freelunch_de_21 | 1545.0 | 5 | no |
| freelunch_pso_21 | 1544.0 | 6 | no |
| freelunch_pso_8 | 1511.0 | 3 | no |
| freelunch_sade_3 | 1500.0 | 11 | no |
| ultraopt_etpe | 1494.0 | 142 | no |
| platypus_moead | 1478.0 | 23 | no |
| platypus_ibea | 1475.0 | 24 | no |
| freelunch_pso_3 | 1428.0 | 6 | no |
| pymoo_nsga2 | 1421.0 | 27 | no |
| nlopt_directl | 1409.0 | 17 | no |
| freelunch_de_3 | 1395.0 | 11 | no |
| platypus_spea2 | 1351.0 | 27 | no |
| platypus_gde3 | 1350.0 | 18 | no |
| nlopt_directo | 1350.0 | 20 | no |
| pymoo_nelder | 1334.0 | 27 | no |
| nlopt_isres | 1321.0 | 26 | no |
| ultraopt_forest | 1217.0 | 115 | no |
| hyperopt_tpe | 1124.0 | 457 | yes |
| hyperopt_rand | 1068.0 | 466 | yes |
| hyperopt_atpe | 1020.0 | 458 | yes |
| ultraopt_random | 910.0 | 129 | no |