Optimizer Elo Ratings
Produced by
optimizer-elo-ratings using
the
humpday package. See the
article.
Class of objective functions: all
Dimension 89
Function evaluation limit: 340
| Name | Rating | Games | Active |
|---|
| bobyqa_default | 2706.0 | 364 | yes |
| bobyqa_noise | 2607.0 | 315 | yes |
| nevergrad_ngopt8 | 2123.0 | 46 | no |
| nevergrad_oneplus | 2046.0 | 36 | no |
| nevergrad_ngopt4 | 2024.0 | 44 | no |
| scipy_slsqp | 1910.0 | 182 | yes |
| platypus_epsmoea | 1876.0 | 20 | no |
| nlopt_directr | 1865.0 | 22 | no |
| freelunch_de_21 | 1819.0 | 11 | no |
| nevergrad_de | 1819.0 | 51 | no |
| platypus_smpso | 1776.0 | 22 | no |
| nevergrad_portfolio | 1774.0 | 44 | no |
| nevergrad_ngopt | 1766.0 | 47 | no |
| optuna_tpe | 1761.0 | 42 | no |
| nevergrad_hammersley | 1751.0 | 42 | no |
| ultraopt_etpe | 1744.0 | 92 | no |
| nlopt_esch | 1743.0 | 16 | no |
| scipy_powell | 1742.0 | 300 | yes |
| freelunch_sa_3 | 1730.0 | 8 | no |
| platypus_ibea | 1723.0 | 12 | no |
| freelunch_sade_8 | 1686.0 | 10 | no |
| platypus_omopso | 1684.0 | 19 | no |
| scipy_lbfgsb | 1658.0 | 2 | yes |
| freelunch_de_8 | 1656.0 | 8 | no |
| platypus_evolutionary | 1631.0 | 20 | no |
| optuna_random_clone_1 | 1600 | 49 | no |
| optuna_random_clone | 1600 | 47 | no |
| optuna_random_clone_2 | 1600 | 44 | no |
| optuna_random | 1600 | 38 | 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 |
| 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 |
| platypus_genetic | 1587.0 | 26 | no |
| pymoo_nsga2 | 1586.0 | 25 | no |
| freelunch_sa_21 | 1569.0 | 10 | no |
| platypus_nsgaii | 1565.0 | 18 | no |
| nlopt_direct | 1561.0 | 22 | no |
| freelunch_sa_8 | 1558.0 | 10 | no |
| freelunch_sade_3 | 1508.0 | 7 | no |
| freelunch_sade_21 | 1502.0 | 12 | no |
| hyperopt_rand | 1486.0 | 357 | yes |
| freelunch_pso_8 | 1484.0 | 7 | no |
| freelunch_pso_21 | 1483.0 | 10 | no |
| freelunch_pso_3 | 1465.0 | 7 | no |
| platypus_spea2 | 1457.0 | 32 | no |
| freelunch_de_3 | 1438.0 | 9 | no |
| nlopt_crs2lm | 1408.0 | 17 | no |
| platypus_gde3 | 1394.0 | 23 | no |
| nlopt_directl | 1380.0 | 19 | no |
| ultraopt_forest | 1348.0 | 120 | no |
| hyperopt_tpe | 1327.0 | 389 | yes |
| platypus_moead | 1322.0 | 20 | no |
| nlopt_directo | 1315.0 | 17 | no |
| nlopt_isres | 1315.0 | 33 | no |
| pymoo_nsga3 | 1296.0 | 30 | no |
| hyperopt_atpe | 1286.0 | 357 | yes |
| ultraopt_random | 910.0 | 138 | no |