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: 80
| Name | Rating | Games | Active |
|---|
| bobyqa_noise | 2684.0 | 676 | yes |
| bobyqa_default | 2589.0 | 651 | yes |
| skopt_gp_default | 2402.0 | 610 | yes |
| dlib_default | 2290.0 | 667 | yes |
| bayesopt_poi | 2181.0 | 79 | no |
| dlib | 2145.0 | 632 | yes |
| pysot_srbf | 2079.0 | 59 | no |
| bayesopt_ei | 2042.0 | 93 | no |
| bayesopt_ucb | 2032.0 | 83 | no |
| ultraopt_forest | 2028.0 | 216 | no |
| pymoo_nelder | 2028.0 | 51 | no |
| pysot_dycors | 1982.0 | 54 | no |
| nevergrad_oneplus | 1972.0 | 99 | no |
| ax_default | 1971.0 | 37 | no |
| ultraopt_etpe | 1949.0 | 244 | no |
| optuna_tpe | 1934.0 | 100 | no |
| ultraopt_gbrt | 1861.0 | 240 | no |
| optuna_cmaes | 1846.0 | 102 | no |
| pysot_ei | 1839.0 | 67 | no |
| nlopt_directr | 1833.0 | 66 | no |
| hebo_batch | 1819.0 | 44 | no |
| hebo_sequential | 1773.0 | 33 | no |
| hebo_sequential | 1766.0 | 17 | no |
| nlopt_directl | 1761.0 | 38 | no |
| nevergrad_ngopt | 1761.0 | 110 | no |
| nevergrad_ngopt8 | 1735.0 | 109 | no |
| freelunch_sade_8 | 1720.0 | 16 | no |
| pymoo_pattern | 1719.0 | 58 | no |
| freelunch_sa_21 | 1702.0 | 18 | no |
| pysot_lcb | 1682.0 | 54 | no |
| nevergrad_ngopt4 | 1648.0 | 97 | no |
| nlopt_ags | 1644.0 | 60 | no |
| hyperopt_atpe | 1643.0 | 600 | yes |
| freelunch_sade_21 | 1633.0 | 21 | no |
| hyperopt_tpe | 1633.0 | 641 | yes |
| freelunch_de_8 | 1606.0 | 19 | no |
| optuna_random_clone_1 | 1600 | 107 | no |
| optuna_random_clone_2 | 1600 | 95 | no |
| optuna_random_clone | 1600 | 90 | no |
| optuna_random | 1600 | 88 | no |
| platypus_genetic | 1600 | 0 | no |
| platypus_evolutionary | 1600 | 0 | no |
| platypus_nsgaii | 1600 | 0 | no |
| platypus_cmaes | 1600 | 0 | no |
| platypus_gde3 | 1600 | 0 | no |
| platypus_ibea | 1600 | 0 | no |
| platypus_omopso | 1600 | 0 | no |
| platypus_smpso | 1600 | 0 | no |
| platypus_spea2 | 1600 | 0 | no |
| platypus_epsmoea | 1600 | 0 | no |
| pymoo_unsga3 | 1600 | 0 | no |
| pymoo_nsga2 | 1600 | 0 | no |
| freelunch_krillherd_3 | 1600 | 0 | no |
| freelunch_krillherd_8 | 1600 | 0 | no |
| hyperopt_rand | 1588.0 | 652 | yes |
| freelunch_sa_8 | 1588.0 | 15 | no |
| hebo_batch | 1577.0 | 16 | no |
| freelunch_de_21 | 1571.0 | 15 | no |
| nlopt_directo | 1518.0 | 48 | no |
| freelunch_sa_3 | 1505.0 | 14 | no |
| nlopt_direct | 1491.0 | 59 | no |
| freelunch_pso_3 | 1452.0 | 21 | no |
| freelunch_pso_21 | 1450.0 | 23 | no |
| pymoo_nsga3 | 1448.0 | 50 | no |
| nlopt_esch | 1441.0 | 43 | no |
| freelunch_pso_8 | 1431.0 | 20 | no |
| scipy_powell | 1407.0 | 545 | yes |
| nevergrad_de | 1401.0 | 92 | no |
| freelunch_sade_3 | 1399.0 | 21 | no |
| freelunch_de_3 | 1363.0 | 18 | no |
| scipy_slsqp | 1330.0 | 513 | yes |
| scipy_lbfgsb | 1309.0 | 93 | yes |
| nevergrad_portfolio | 1296.0 | 82 | no |
| nlopt_isres | 1286.0 | 71 | no |
| platypus_moead | 1281.0 | 52 | no |
| nlopt_crs2lm | 1244.0 | 72 | no |
| pysot_random | 1201.0 | 48 | no |
| nevergrad_hammersley | 1152.0 | 121 | no |
| ultraopt_random | 1041.0 | 245 | no |
| shgo_nelder_sobol | 821.0 | 320 | yes |
| shgo_slsqp_sobol | 790.0 | 289 | yes |
| shgo_powell_sobol | 686.0 | 311 | yes |