Optimizer Elo Ratings
Produced by
optimizer-elo-ratings using
the
humpday package. See the
article.
Class of objective functions: all
Dimension 02
Function evaluation limit: 130
| Name | Rating | Games | Active |
|---|
| dlib_default | 2078.0 | 663 | yes |
| skopt_gp_default | 1985.0 | 588 | yes |
| dlib | 1967.0 | 589 | yes |
| bayesopt_ucb | 1955.0 | 66 | no |
| bayesopt_ei | 1946.0 | 73 | no |
| nlopt_directr | 1929.0 | 34 | no |
| pymoo_nelder | 1923.0 | 43 | no |
| shgo_powell_sobol | 1896.0 | 114 | yes |
| bayesopt_poi | 1888.0 | 61 | no |
| bobyqa_default | 1878.0 | 604 | yes |
| bobyqa_noise | 1873.0 | 620 | yes |
| nlopt_direct | 1866.0 | 27 | no |
| nevergrad_ngopt8 | 1852.0 | 79 | no |
| pysot_dycors | 1849.0 | 41 | no |
| shgo_slsqp_sobol | 1835.0 | 126 | yes |
| nevergrad_ngopt4 | 1834.0 | 82 | no |
| shgo_nelder_sobol | 1830.0 | 115 | yes |
| nlopt_directo | 1820.0 | 31 | no |
| nevergrad_oneplus | 1818.0 | 79 | no |
| nevergrad_ngopt | 1810.0 | 50 | no |
| pymoo_pattern | 1800.0 | 36 | no |
| pysot_lcb | 1798.0 | 40 | no |
| nlopt_directl | 1789.0 | 29 | no |
| hebo_batch | 1786.0 | 21 | no |
| pysot_ei | 1754.0 | 37 | no |
| ultraopt_etpe | 1732.0 | 189 | no |
| nlopt_crs2lm | 1711.0 | 40 | no |
| optuna_cmaes | 1711.0 | 69 | no |
| nlopt_ags | 1710.0 | 34 | no |
| optuna_tpe | 1705.0 | 84 | no |
| freelunch_de_21 | 1691.0 | 21 | no |
| freelunch_de_8 | 1690.0 | 10 | no |
| freelunch_sade_8 | 1677.0 | 12 | no |
| ultraopt_forest | 1671.0 | 200 | no |
| ax_default | 1660.0 | 11 | no |
| nlopt_esch | 1658.0 | 37 | no |
| freelunch_sade_21 | 1654.0 | 13 | no |
| hebo_sequential | 1648.0 | 8 | no |
| nlopt_isres | 1624.0 | 36 | no |
| pysot_srbf | 1613.0 | 35 | no |
| optuna_random_clone_2 | 1600 | 87 | no |
| optuna_random_clone | 1600 | 80 | no |
| optuna_random_clone_1 | 1600 | 79 | no |
| optuna_random | 1600 | 75 | no |
| pymoo_unsga3 | 1600 | 0 | no |
| ultraopt_random | 1585.0 | 176 | no |
| freelunch_sa_21 | 1564.0 | 17 | no |
| freelunch_pso_3 | 1537.0 | 15 | no |
| freelunch_krillherd_8 | 1530.0 | 7 | no |
| freelunch_krillherd_3 | 1523.0 | 8 | no |
| pymoo_nsga3 | 1520.0 | 38 | no |
| platypus_cmaes | 1513.0 | 53 | no |
| freelunch_pso_8 | 1510.0 | 21 | no |
| platypus_moead | 1507.0 | 37 | no |
| platypus_smpso | 1504.0 | 36 | no |
| hyperopt_atpe | 1497.0 | 616 | yes |
| freelunch_de_3 | 1478.0 | 15 | no |
| platypus_nsgaii | 1475.0 | 28 | no |
| scipy_powell | 1471.0 | 456 | yes |
| freelunch_pso_21 | 1466.0 | 22 | no |
| platypus_ibea | 1464.0 | 46 | no |
| platypus_epsmoea | 1439.0 | 29 | no |
| pysot_random | 1438.0 | 42 | no |
| nevergrad_de | 1438.0 | 79 | no |
| platypus_spea2 | 1422.0 | 31 | no |
| freelunch_sade_3 | 1419.0 | 15 | no |
| nevergrad_portfolio | 1408.0 | 97 | no |
| platypus_gde3 | 1401.0 | 28 | no |
| ultraopt_gbrt | 1382.0 | 209 | no |
| platypus_genetic | 1376.0 | 38 | no |
| hyperopt_tpe | 1362.0 | 647 | yes |
| platypus_omopso | 1350.0 | 51 | no |
| freelunch_sa_8 | 1347.0 | 20 | no |
| freelunch_sa_3 | 1325.0 | 14 | no |
| hyperopt_rand | 1311.0 | 624 | yes |
| nevergrad_hammersley | 1306.0 | 88 | no |
| pymoo_nsga2 | 1274.0 | 39 | no |
| platypus_evolutionary | 1256.0 | 38 | no |
| scipy_lbfgsb | 983.0 | 463 | yes |
| scipy_slsqp | 833.0 | 542 | yes |