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: 550
| Name | Rating | Games | Active |
|---|
| bobyqa_default | 2452.0 | 511 | yes |
| bobyqa_noise | 2390.0 | 484 | yes |
| ultraopt_etpe | 2226.0 | 141 | no |
| nevergrad_oneplus | 2116.0 | 55 | no |
| dlib | 2115.0 | 500 | yes |
| dlib_default | 2033.0 | 482 | yes |
| nlopt_directl | 1962.0 | 23 | no |
| nlopt_directr | 1941.0 | 31 | no |
| nevergrad_ngopt | 1939.0 | 50 | no |
| nevergrad_de | 1924.0 | 54 | no |
| scipy_slsqp | 1912.0 | 443 | yes |
| nlopt_direct | 1906.0 | 25 | no |
| pymoo_pattern | 1845.0 | 16 | no |
| freelunch_sade_21 | 1834.0 | 10 | no |
| pymoo_nsga3 | 1824.0 | 22 | no |
| nevergrad_ngopt8 | 1819.0 | 61 | no |
| platypus_moead | 1793.0 | 35 | no |
| nlopt_esch | 1783.0 | 24 | no |
| freelunch_de_21 | 1766.0 | 8 | no |
| pymoo_nelder | 1763.0 | 21 | no |
| scipy_powell | 1762.0 | 353 | yes |
| freelunch_sade_8 | 1754.0 | 13 | no |
| freelunch_de_8 | 1683.0 | 5 | no |
| optuna_tpe | 1679.0 | 43 | no |
| platypus_epsmoea | 1666.0 | 26 | no |
| freelunch_sa_21 | 1631.0 | 6 | no |
| nevergrad_ngopt4 | 1631.0 | 58 | no |
| platypus_omopso | 1625.0 | 30 | no |
| nevergrad_portfolio | 1624.0 | 45 | no |
| freelunch_sa_8 | 1621.0 | 3 | no |
| freelunch_sa_3 | 1601.0 | 10 | no |
| optuna_random_clone_1 | 1600 | 59 | no |
| optuna_random | 1600 | 55 | no |
| optuna_random_clone | 1600 | 46 | no |
| optuna_random_clone_2 | 1600 | 46 | 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_genetic | 1599.0 | 28 | no |
| platypus_nsgaii | 1596.0 | 24 | no |
| platypus_ibea | 1565.0 | 21 | no |
| ultraopt_forest | 1557.0 | 154 | no |
| pymoo_nsga2 | 1535.0 | 20 | no |
| platypus_evolutionary | 1526.0 | 16 | no |
| freelunch_pso_21 | 1494.0 | 8 | no |
| platypus_smpso | 1480.0 | 24 | no |
| nlopt_directo | 1465.0 | 28 | no |
| freelunch_pso_3 | 1444.0 | 7 | no |
| nlopt_crs2lm | 1438.0 | 21 | no |
| freelunch_pso_8 | 1425.0 | 9 | no |
| freelunch_sade_3 | 1382.0 | 9 | no |
| nlopt_isres | 1381.0 | 18 | no |
| freelunch_de_3 | 1371.0 | 9 | no |
| nevergrad_hammersley | 1341.0 | 51 | no |
| platypus_spea2 | 1328.0 | 22 | no |
| scipy_lbfgsb | 1298.0 | 233 | yes |
| platypus_gde3 | 1207.0 | 31 | no |
| hyperopt_rand | 1169.0 | 507 | yes |
| hyperopt_atpe | 1107.0 | 515 | yes |
| hyperopt_tpe | 921.0 | 562 | yes |
| ultraopt_random | 702.0 | 156 | no |