Optimizer Elo Ratings
Produced by
optimizer-elo-ratings using
the
humpday package. See the
article.
Class of objective functions: all
Dimension 05
Function evaluation limit: 130
| Name | Rating | Games | Active |
|---|
| bobyqa_noise | 2396.0 | 675 | yes |
| bobyqa_default | 2356.0 | 684 | yes |
| skopt_gp_default | 2226.0 | 649 | yes |
| dlib_default | 2224.0 | 697 | yes |
| dlib | 2211.0 | 656 | yes |
| ultraopt_etpe | 2163.0 | 231 | no |
| bayesopt_ucb | 2140.0 | 131 | no |
| bayesopt_poi | 2096.0 | 104 | no |
| ultraopt_forest | 2079.0 | 254 | no |
| pymoo_nelder | 2076.0 | 59 | no |
| bayesopt_ei | 2075.0 | 85 | no |
| nlopt_directr | 2049.0 | 68 | no |
| pysot_srbf | 2047.0 | 59 | no |
| optuna_tpe | 2035.0 | 112 | no |
| nevergrad_oneplus | 2022.0 | 120 | no |
| pysot_dycors | 2010.0 | 61 | no |
| ultraopt_gbrt | 1996.0 | 230 | no |
| pymoo_pattern | 1971.0 | 72 | no |
| nlopt_directl | 1964.0 | 67 | no |
| optuna_cmaes | 1946.0 | 108 | no |
| hebo_sequential | 1924.0 | 34 | no |
| ax_default | 1918.0 | 40 | no |
| nlopt_ags | 1835.0 | 63 | no |
| nlopt_direct | 1825.0 | 73 | no |
| pysot_ei | 1816.0 | 78 | no |
| nevergrad_ngopt8 | 1807.0 | 108 | no |
| hebo_batch | 1789.0 | 53 | no |
| pysot_lcb | 1787.0 | 61 | no |
| hyperopt_tpe | 1772.0 | 707 | yes |
| freelunch_de_8 | 1750.0 | 13 | no |
| hebo_batch | 1743.0 | 19 | no |
| nevergrad_ngopt | 1735.0 | 86 | no |
| freelunch_sade_8 | 1689.0 | 9 | no |
| ultraopt_random | 1679.0 | 228 | no |
| freelunch_sade_21 | 1666.0 | 15 | no |
| nevergrad_ngopt4 | 1661.0 | 105 | no |
| freelunch_de_21 | 1646.0 | 14 | no |
| hebo_sequential | 1630.0 | 1 | no |
| pymoo_nsga3 | 1608.0 | 59 | no |
| freelunch_sa_21 | 1602.0 | 20 | no |
| optuna_random_clone | 1600 | 120 | no |
| optuna_random | 1600 | 110 | no |
| optuna_random_clone_2 | 1600 | 106 | no |
| optuna_random_clone_1 | 1600 | 102 | no |
| pymoo_unsga3 | 1600 | 0 | no |
| freelunch_krillherd_3 | 1600 | 0 | no |
| freelunch_krillherd_8 | 1600 | 0 | no |
| hyperopt_atpe | 1585.0 | 714 | yes |
| freelunch_sa_8 | 1566.0 | 15 | no |
| freelunch_pso_21 | 1550.0 | 16 | no |
| freelunch_pso_3 | 1531.0 | 13 | no |
| freelunch_pso_8 | 1521.0 | 10 | no |
| nevergrad_de | 1518.0 | 101 | no |
| hyperopt_rand | 1511.0 | 685 | yes |
| nlopt_directo | 1507.0 | 61 | no |
| nevergrad_portfolio | 1487.0 | 103 | no |
| freelunch_de_3 | 1478.0 | 18 | no |
| freelunch_sade_3 | 1470.0 | 13 | no |
| scipy_powell | 1457.0 | 468 | yes |
| nlopt_crs2lm | 1439.0 | 79 | no |
| freelunch_sa_3 | 1403.0 | 13 | no |
| platypus_moead | 1385.0 | 89 | no |
| scipy_slsqp | 1341.0 | 596 | yes |
| platypus_gde3 | 1332.0 | 57 | no |
| nlopt_esch | 1311.0 | 66 | no |
| pymoo_nsga2 | 1309.0 | 64 | no |
| platypus_genetic | 1278.0 | 61 | no |
| platypus_smpso | 1268.0 | 80 | no |
| platypus_nsgaii | 1264.0 | 41 | no |
| platypus_ibea | 1242.0 | 57 | no |
| nevergrad_hammersley | 1218.0 | 105 | no |
| platypus_cmaes | 1212.0 | 73 | no |
| platypus_evolutionary | 1205.0 | 69 | no |
| platypus_epsmoea | 1186.0 | 66 | no |
| nlopt_isres | 1165.0 | 63 | no |
| pysot_random | 1160.0 | 68 | no |
| platypus_omopso | 1157.0 | 67 | no |
| platypus_spea2 | 1142.0 | 79 | no |
| shgo_slsqp_sobol | 1132.0 | 271 | yes |
| shgo_powell_sobol | 1052.0 | 315 | yes |
| shgo_nelder_sobol | 1019.0 | 316 | yes |
| scipy_lbfgsb | 986.0 | 341 | yes |