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: 130
| Name | Rating | Games | Active |
|---|
| nevergrad_oneplus | 2198.0 | 54 | no |
| nevergrad_ngopt8 | 2076.0 | 53 | no |
| nevergrad_ngopt4 | 2032.0 | 39 | no |
| scipy_powell | 2000.0 | 281 | yes |
| optuna_tpe | 1996.0 | 48 | no |
| nevergrad_hammersley | 1947.0 | 52 | no |
| nlopt_directr | 1896.0 | 17 | no |
| scipy_slsqp | 1873.0 | 166 | yes |
| ultraopt_etpe | 1862.0 | 126 | no |
| nevergrad_ngopt | 1838.0 | 43 | no |
| freelunch_sa_3 | 1792.0 | 11 | no |
| hyperopt_atpe | 1774.0 | 318 | yes |
| freelunch_sa_8 | 1758.0 | 5 | no |
| freelunch_sa_21 | 1751.0 | 14 | no |
| nlopt_esch | 1749.0 | 20 | no |
| freelunch_de_8 | 1743.0 | 12 | no |
| nevergrad_de | 1699.0 | 33 | no |
| platypus_gde3 | 1689.0 | 23 | no |
| ultraopt_forest | 1664.0 | 112 | no |
| hyperopt_rand | 1664.0 | 359 | yes |
| nevergrad_portfolio | 1662.0 | 48 | no |
| platypus_epsmoea | 1656.0 | 10 | no |
| freelunch_sade_21 | 1642.0 | 7 | no |
| freelunch_sade_8 | 1631.0 | 8 | no |
| platypus_spea2 | 1613.0 | 22 | no |
| optuna_random_clone_1 | 1600 | 53 | no |
| optuna_random_clone | 1600 | 52 | no |
| optuna_random_clone_2 | 1600 | 48 | no |
| optuna_random | 1600 | 46 | no |
| shgo_slsqp_sobol | 1600 | 0 | yes |
| shgo_powell_sobol | 1600 | 0 | yes |
| shgo_nelder_sobol | 1600 | 0 | yes |
| scipy_lbfgsb | 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 |
| nlopt_directo | 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 |
| nlopt_crs2lm | 1591.0 | 18 | no |
| platypus_evolutionary | 1574.0 | 24 | no |
| freelunch_pso_21 | 1562.0 | 7 | no |
| pymoo_nsga2 | 1561.0 | 19 | no |
| platypus_genetic | 1560.0 | 26 | no |
| hyperopt_tpe | 1545.0 | 366 | yes |
| freelunch_de_21 | 1540.0 | 9 | no |
| freelunch_pso_8 | 1535.0 | 5 | no |
| freelunch_sade_3 | 1519.0 | 10 | no |
| platypus_omopso | 1506.0 | 17 | no |
| platypus_smpso | 1503.0 | 22 | no |
| platypus_nsgaii | 1497.0 | 26 | no |
| nlopt_isres | 1493.0 | 14 | no |
| platypus_ibea | 1461.0 | 25 | no |
| freelunch_de_3 | 1447.0 | 11 | no |
| freelunch_pso_3 | 1429.0 | 10 | no |
| platypus_moead | 1385.0 | 21 | no |
| nlopt_directl | 1331.0 | 14 | no |
| nlopt_direct | 1318.0 | 24 | no |
| pymoo_nsga3 | 1256.0 | 21 | no |
| ultraopt_random | 1206.0 | 140 | no |
| bobyqa_noise | 916.0 | 354 | yes |
| bobyqa_default | 864.0 | 344 | yes |