Optimizer Elo Ratings
Produced by
optimizer-elo-ratings using
the
humpday package. See the
article.
Class of objective functions: all
Dimension 13
Function evaluation limit: 210
| Name | Rating | Games | Active |
|---|
| bobyqa_noise | 2667.0 | 450 | yes |
| bobyqa_default | 2527.0 | 471 | yes |
| nevergrad_oneplus | 2274.0 | 64 | no |
| ultraopt_etpe | 2269.0 | 163 | no |
| dlib_default | 2184.0 | 467 | yes |
| dlib | 2130.0 | 475 | yes |
| nevergrad_ngopt4 | 2012.0 | 55 | no |
| scipy_slsqp | 1989.0 | 384 | yes |
| nevergrad_ngopt8 | 1959.0 | 57 | no |
| pymoo_pattern | 1951.0 | 28 | no |
| nevergrad_ngopt | 1903.0 | 54 | no |
| nlopt_directr | 1877.0 | 24 | no |
| scipy_lbfgsb | 1836.0 | 67 | yes |
| nlopt_direct | 1803.0 | 15 | no |
| optuna_tpe | 1773.0 | 51 | no |
| freelunch_sade_21 | 1739.0 | 7 | no |
| nevergrad_hammersley | 1732.0 | 51 | no |
| freelunch_sa_8 | 1694.0 | 13 | no |
| freelunch_de_8 | 1688.0 | 7 | no |
| freelunch_sa_21 | 1664.0 | 6 | no |
| freelunch_sa_3 | 1662.0 | 7 | no |
| nlopt_esch | 1653.0 | 23 | no |
| nlopt_directl | 1633.0 | 19 | no |
| platypus_omopso | 1631.0 | 32 | no |
| scipy_powell | 1616.0 | 424 | yes |
| optuna_random_clone | 1600 | 62 | no |
| optuna_random_clone_1 | 1600 | 51 | no |
| optuna_random_clone_2 | 1600 | 47 | no |
| optuna_random | 1600 | 42 | 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 |
| freelunch_sade_8 | 1591.0 | 5 | no |
| ultraopt_forest | 1570.0 | 140 | no |
| nevergrad_portfolio | 1568.0 | 49 | no |
| nevergrad_de | 1566.0 | 62 | no |
| platypus_epsmoea | 1564.0 | 26 | no |
| pymoo_nsga3 | 1563.0 | 25 | no |
| freelunch_de_21 | 1541.0 | 7 | no |
| freelunch_pso_3 | 1518.0 | 5 | no |
| platypus_smpso | 1497.0 | 21 | no |
| freelunch_de_3 | 1491.0 | 5 | no |
| freelunch_pso_8 | 1478.0 | 5 | no |
| pymoo_nsga2 | 1466.0 | 15 | no |
| nlopt_crs2lm | 1456.0 | 24 | no |
| platypus_gde3 | 1455.0 | 21 | no |
| platypus_evolutionary | 1449.0 | 23 | no |
| freelunch_pso_21 | 1449.0 | 6 | no |
| pymoo_nelder | 1415.0 | 27 | no |
| platypus_moead | 1414.0 | 27 | no |
| freelunch_sade_3 | 1392.0 | 11 | no |
| platypus_ibea | 1357.0 | 29 | no |
| platypus_genetic | 1318.0 | 21 | no |
| platypus_spea2 | 1317.0 | 35 | no |
| platypus_nsgaii | 1284.0 | 27 | no |
| nlopt_directo | 1261.0 | 17 | no |
| nlopt_isres | 1255.0 | 21 | no |
| hyperopt_rand | 1226.0 | 498 | yes |
| hyperopt_atpe | 1120.0 | 479 | yes |
| hyperopt_tpe | 1101.0 | 488 | yes |
| ultraopt_random | 975.0 | 152 | no |