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: 210
| Name | Rating | Games | Active |
|---|
| bobyqa_noise | 2614.0 | 352 | yes |
| bobyqa_default | 2565.0 | 353 | yes |
| nevergrad_ngopt4 | 2059.0 | 42 | no |
| nevergrad_oneplus | 2054.0 | 47 | no |
| nevergrad_ngopt8 | 2019.0 | 53 | no |
| nlopt_directr | 1901.0 | 20 | no |
| nevergrad_ngopt | 1883.0 | 39 | no |
| platypus_nsgaii | 1853.0 | 19 | no |
| nevergrad_hammersley | 1825.0 | 47 | no |
| scipy_powell | 1820.0 | 303 | yes |
| scipy_slsqp | 1806.0 | 174 | yes |
| ultraopt_etpe | 1788.0 | 111 | no |
| platypus_omopso | 1774.0 | 30 | no |
| nlopt_esch | 1741.0 | 17 | no |
| freelunch_de_21 | 1729.0 | 6 | no |
| freelunch_sa_3 | 1726.0 | 9 | no |
| freelunch_sade_21 | 1719.0 | 8 | no |
| freelunch_sade_8 | 1718.0 | 6 | no |
| platypus_epsmoea | 1700.0 | 19 | no |
| optuna_tpe | 1681.0 | 37 | no |
| freelunch_sa_8 | 1660.0 | 6 | no |
| freelunch_de_8 | 1654.0 | 7 | no |
| platypus_evolutionary | 1630.0 | 16 | no |
| scipy_lbfgsb | 1622.0 | 1 | yes |
| optuna_random | 1600 | 47 | no |
| optuna_random_clone_1 | 1600 | 43 | no |
| optuna_random_clone | 1600 | 37 | no |
| optuna_random_clone_2 | 1600 | 35 | 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 |
| 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 |
| platypus_ibea | 1592.0 | 20 | no |
| platypus_genetic | 1570.0 | 18 | no |
| nevergrad_portfolio | 1560.0 | 47 | no |
| freelunch_sade_3 | 1554.0 | 3 | no |
| freelunch_pso_8 | 1550.0 | 4 | no |
| freelunch_sa_21 | 1537.0 | 8 | no |
| platypus_gde3 | 1532.0 | 17 | no |
| freelunch_pso_21 | 1524.0 | 8 | no |
| nevergrad_de | 1516.0 | 45 | no |
| nlopt_isres | 1500.0 | 16 | no |
| platypus_smpso | 1498.0 | 25 | no |
| platypus_spea2 | 1498.0 | 18 | no |
| pymoo_nsga2 | 1487.0 | 24 | no |
| freelunch_pso_3 | 1443.0 | 6 | no |
| nlopt_crs2lm | 1414.0 | 23 | no |
| freelunch_de_3 | 1401.0 | 8 | no |
| ultraopt_forest | 1395.0 | 110 | no |
| hyperopt_rand | 1376.0 | 338 | yes |
| hyperopt_atpe | 1368.0 | 302 | yes |
| pymoo_nsga3 | 1366.0 | 25 | no |
| nlopt_direct | 1337.0 | 22 | no |
| nlopt_directl | 1299.0 | 20 | no |
| hyperopt_tpe | 1276.0 | 340 | yes |
| platypus_moead | 1267.0 | 16 | no |
| ultraopt_random | 908.0 | 118 | no |