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: 130
| Name | Rating | Games | Active |
|---|
| bobyqa_default | 2763.0 | 414 | yes |
| bobyqa_noise | 2730.0 | 419 | yes |
| nevergrad_oneplus | 2225.0 | 59 | no |
| dlib_default | 2204.0 | 426 | yes |
| dlib | 2202.0 | 442 | yes |
| ultraopt_etpe | 2108.0 | 136 | no |
| nlopt_directr | 1969.0 | 24 | no |
| nevergrad_ngopt | 1939.0 | 54 | no |
| nevergrad_ngopt8 | 1909.0 | 50 | no |
| nevergrad_ngopt4 | 1860.0 | 50 | no |
| nlopt_direct | 1837.0 | 18 | no |
| scipy_lbfgsb | 1827.0 | 54 | yes |
| nlopt_esch | 1781.0 | 17 | no |
| nevergrad_hammersley | 1752.0 | 53 | no |
| optuna_tpe | 1752.0 | 39 | no |
| scipy_slsqp | 1751.0 | 271 | yes |
| freelunch_sade_8 | 1751.0 | 5 | no |
| pymoo_pattern | 1737.0 | 20 | no |
| freelunch_sade_21 | 1719.0 | 8 | no |
| freelunch_sa_3 | 1688.0 | 5 | no |
| ultraopt_forest | 1684.0 | 130 | no |
| freelunch_de_8 | 1681.0 | 10 | no |
| freelunch_de_21 | 1676.0 | 10 | no |
| scipy_powell | 1654.0 | 430 | yes |
| freelunch_sa_21 | 1649.0 | 7 | no |
| freelunch_sa_8 | 1606.0 | 7 | no |
| optuna_random | 1600 | 60 | no |
| optuna_random_clone | 1600 | 51 | no |
| optuna_random_clone_1 | 1600 | 49 | no |
| optuna_random_clone_2 | 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_omopso | 1594.0 | 24 | no |
| nevergrad_portfolio | 1584.0 | 51 | no |
| platypus_genetic | 1554.0 | 15 | no |
| freelunch_pso_8 | 1528.0 | 8 | no |
| nevergrad_de | 1524.0 | 46 | no |
| pymoo_nsga2 | 1497.0 | 25 | no |
| freelunch_de_3 | 1493.0 | 6 | no |
| pymoo_nelder | 1484.0 | 30 | no |
| freelunch_pso_21 | 1480.0 | 13 | no |
| platypus_epsmoea | 1479.0 | 21 | no |
| freelunch_sade_3 | 1478.0 | 7 | no |
| nlopt_crs2lm | 1476.0 | 17 | no |
| pymoo_nsga3 | 1475.0 | 30 | no |
| nlopt_isres | 1440.0 | 25 | no |
| platypus_evolutionary | 1434.0 | 23 | no |
| platypus_gde3 | 1412.0 | 33 | no |
| freelunch_pso_3 | 1409.0 | 14 | no |
| nlopt_directo | 1396.0 | 12 | no |
| nlopt_directl | 1388.0 | 22 | no |
| platypus_ibea | 1328.0 | 24 | no |
| platypus_spea2 | 1317.0 | 20 | no |
| platypus_smpso | 1307.0 | 28 | no |
| platypus_nsgaii | 1306.0 | 25 | no |
| platypus_moead | 1298.0 | 21 | no |
| hyperopt_tpe | 1245.0 | 411 | yes |
| ultraopt_random | 1121.0 | 131 | no |
| hyperopt_rand | 1080.0 | 448 | yes |
| hyperopt_atpe | 947.0 | 448 | yes |