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: 340
| Name | Rating | Games | Active |
|---|
| bobyqa_noise | 2851.0 | 453 | yes |
| bobyqa_default | 2737.0 | 473 | yes |
| dlib | 2162.0 | 452 | yes |
| nevergrad_oneplus | 2160.0 | 52 | no |
| dlib_default | 2089.0 | 442 | yes |
| nevergrad_ngopt4 | 2061.0 | 61 | no |
| ultraopt_etpe | 1989.0 | 141 | no |
| nevergrad_ngopt8 | 1955.0 | 57 | no |
| nlopt_directr | 1946.0 | 25 | no |
| scipy_slsqp | 1934.0 | 366 | yes |
| pymoo_pattern | 1920.0 | 22 | no |
| scipy_lbfgsb | 1913.0 | 42 | yes |
| nlopt_direct | 1852.0 | 20 | no |
| nevergrad_ngopt | 1822.0 | 45 | no |
| freelunch_sade_21 | 1768.0 | 9 | no |
| freelunch_sa_8 | 1731.0 | 13 | no |
| platypus_epsmoea | 1729.0 | 21 | no |
| platypus_omopso | 1722.0 | 26 | no |
| freelunch_sade_8 | 1714.0 | 6 | no |
| pymoo_nsga3 | 1712.0 | 20 | no |
| freelunch_de_8 | 1709.0 | 14 | no |
| freelunch_sa_3 | 1693.0 | 9 | no |
| freelunch_sa_21 | 1683.0 | 5 | no |
| nevergrad_portfolio | 1671.0 | 47 | no |
| nevergrad_de | 1643.0 | 46 | no |
| scipy_powell | 1624.0 | 395 | yes |
| platypus_smpso | 1600.0 | 27 | no |
| optuna_random_clone_1 | 1600 | 59 | no |
| optuna_random_clone_2 | 1600 | 55 | no |
| optuna_random | 1600 | 51 | no |
| optuna_random_clone | 1600 | 45 | 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_nsgaii | 1595.0 | 25 | no |
| nevergrad_hammersley | 1594.0 | 44 | no |
| nlopt_esch | 1592.0 | 22 | no |
| freelunch_pso_3 | 1581.0 | 7 | no |
| freelunch_de_21 | 1575.0 | 14 | no |
| platypus_moead | 1519.0 | 24 | no |
| ultraopt_forest | 1518.0 | 133 | no |
| freelunch_pso_8 | 1502.0 | 6 | no |
| nlopt_crs2lm | 1481.0 | 23 | no |
| freelunch_pso_21 | 1481.0 | 5 | no |
| nlopt_isres | 1476.0 | 22 | no |
| nlopt_directl | 1456.0 | 24 | no |
| platypus_genetic | 1441.0 | 27 | no |
| freelunch_de_3 | 1414.0 | 7 | no |
| optuna_tpe | 1411.0 | 55 | no |
| platypus_ibea | 1404.0 | 32 | no |
| pymoo_nelder | 1386.0 | 19 | no |
| platypus_evolutionary | 1368.0 | 25 | no |
| freelunch_sade_3 | 1362.0 | 14 | no |
| nlopt_directo | 1346.0 | 22 | no |
| pymoo_nsga2 | 1308.0 | 23 | no |
| platypus_spea2 | 1291.0 | 19 | no |
| platypus_gde3 | 1233.0 | 29 | no |
| hyperopt_rand | 1120.0 | 457 | yes |
| hyperopt_tpe | 974.0 | 478 | yes |
| hyperopt_atpe | 968.0 | 502 | yes |
| ultraopt_random | 851.0 | 158 | no |