Optimizer Elo Ratings
Produced by
optimizer-elo-ratings using
the
humpday package. See the
article.
Class of objective functions: all
Dimension 21
Function evaluation limit: 210
| Name | Rating | Games | Active |
|---|
| bobyqa_default | 2999.0 | 452 | yes |
| bobyqa_noise | 2913.0 | 467 | yes |
| nevergrad_oneplus | 2153.0 | 53 | no |
| dlib | 2114.0 | 493 | yes |
| nevergrad_ngopt4 | 2072.0 | 45 | no |
| dlib_default | 2060.0 | 459 | yes |
| nevergrad_ngopt8 | 2013.0 | 47 | no |
| pymoo_pattern | 1922.0 | 29 | no |
| nlopt_direct | 1902.0 | 15 | no |
| nevergrad_ngopt | 1861.0 | 49 | no |
| nlopt_directr | 1834.0 | 23 | no |
| freelunch_sade_8 | 1831.0 | 14 | no |
| ultraopt_etpe | 1814.0 | 121 | no |
| scipy_lbfgsb | 1813.0 | 28 | yes |
| scipy_slsqp | 1779.0 | 280 | yes |
| freelunch_sa_3 | 1744.0 | 12 | no |
| scipy_powell | 1735.0 | 431 | yes |
| nevergrad_hammersley | 1684.0 | 46 | no |
| platypus_epsmoea | 1683.0 | 24 | no |
| nlopt_esch | 1681.0 | 28 | no |
| freelunch_de_21 | 1677.0 | 15 | no |
| optuna_tpe | 1648.0 | 54 | no |
| freelunch_de_8 | 1637.0 | 5 | no |
| freelunch_sade_21 | 1637.0 | 7 | no |
| freelunch_sa_21 | 1630.0 | 1 | no |
| optuna_random_clone | 1600 | 52 | no |
| optuna_random | 1600 | 48 | no |
| optuna_random_clone_2 | 1600 | 40 | no |
| optuna_random_clone_1 | 1600 | 39 | 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 |
| platypus_smpso | 1592.0 | 22 | no |
| platypus_nsgaii | 1585.0 | 19 | no |
| ultraopt_forest | 1583.0 | 144 | no |
| pymoo_nelder | 1571.0 | 18 | no |
| nevergrad_de | 1570.0 | 53 | no |
| nevergrad_portfolio | 1553.0 | 56 | no |
| freelunch_sa_8 | 1539.0 | 6 | no |
| platypus_omopso | 1522.0 | 17 | no |
| freelunch_pso_21 | 1520.0 | 5 | no |
| pymoo_nsga3 | 1474.0 | 25 | no |
| platypus_evolutionary | 1473.0 | 21 | no |
| freelunch_pso_3 | 1459.0 | 8 | no |
| freelunch_de_3 | 1455.0 | 7 | no |
| freelunch_pso_8 | 1451.0 | 6 | no |
| pymoo_nsga2 | 1448.0 | 16 | no |
| platypus_spea2 | 1441.0 | 11 | no |
| freelunch_sade_3 | 1429.0 | 12 | no |
| platypus_ibea | 1402.0 | 20 | no |
| nlopt_crs2lm | 1373.0 | 18 | no |
| nlopt_directl | 1366.0 | 13 | no |
| platypus_gde3 | 1353.0 | 17 | no |
| nlopt_directo | 1335.0 | 19 | no |
| platypus_genetic | 1314.0 | 30 | no |
| platypus_moead | 1289.0 | 26 | no |
| nlopt_isres | 1251.0 | 31 | no |
| hyperopt_tpe | 1180.0 | 478 | yes |
| hyperopt_atpe | 1138.0 | 450 | yes |
| hyperopt_rand | 1072.0 | 443 | yes |
| ultraopt_random | 1008.0 | 142 | no |