Optimizer Elo Ratings
Produced by
optimizer-elo-ratings using
the
humpday package. See the
article.
Class of objective functions: all
Dimension 21
Function evaluation limit: 130
| Name | Rating | Games | Active |
|---|
| bobyqa_default | 2934.0 | 472 | yes |
| bobyqa_noise | 2853.0 | 464 | yes |
| nevergrad_oneplus | 2059.0 | 54 | no |
| nevergrad_ngopt4 | 2036.0 | 57 | no |
| nevergrad_ngopt8 | 2011.0 | 39 | no |
| dlib | 1986.0 | 508 | yes |
| nevergrad_hammersley | 1929.0 | 49 | no |
| dlib_default | 1922.0 | 398 | yes |
| nlopt_directr | 1900.0 | 26 | no |
| scipy_lbfgsb | 1892.0 | 38 | yes |
| scipy_slsqp | 1882.0 | 285 | yes |
| scipy_powell | 1867.0 | 419 | yes |
| optuna_tpe | 1819.0 | 49 | no |
| freelunch_sa_8 | 1760.0 | 15 | no |
| freelunch_sa_3 | 1744.0 | 7 | no |
| nlopt_direct | 1735.0 | 23 | no |
| nevergrad_ngopt | 1728.0 | 46 | no |
| ultraopt_etpe | 1694.0 | 141 | no |
| freelunch_sade_21 | 1690.0 | 3 | no |
| freelunch_sade_8 | 1658.0 | 12 | no |
| freelunch_sa_21 | 1654.0 | 6 | no |
| nlopt_esch | 1653.0 | 34 | no |
| nevergrad_portfolio | 1653.0 | 45 | no |
| ultraopt_forest | 1618.0 | 156 | no |
| freelunch_de_8 | 1610.0 | 7 | no |
| optuna_random_clone_2 | 1600 | 61 | no |
| optuna_random_clone | 1600 | 56 | no |
| optuna_random | 1600 | 51 | no |
| optuna_random_clone_1 | 1600 | 43 | 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_gde3 | 1541.0 | 25 | no |
| freelunch_de_21 | 1533.0 | 5 | no |
| platypus_epsmoea | 1525.0 | 20 | no |
| freelunch_pso_8 | 1513.0 | 6 | no |
| platypus_genetic | 1511.0 | 21 | no |
| nevergrad_de | 1508.0 | 48 | no |
| pymoo_nsga2 | 1507.0 | 17 | no |
| freelunch_sade_3 | 1505.0 | 6 | no |
| freelunch_de_3 | 1493.0 | 6 | no |
| nlopt_crs2lm | 1482.0 | 21 | no |
| freelunch_pso_21 | 1468.0 | 11 | no |
| pymoo_pattern | 1465.0 | 22 | no |
| nlopt_isres | 1464.0 | 20 | no |
| pymoo_nsga3 | 1461.0 | 21 | no |
| pymoo_nelder | 1460.0 | 28 | no |
| platypus_evolutionary | 1458.0 | 16 | no |
| freelunch_pso_3 | 1450.0 | 8 | no |
| nlopt_directl | 1436.0 | 21 | no |
| platypus_ibea | 1425.0 | 18 | no |
| platypus_nsgaii | 1419.0 | 19 | no |
| platypus_spea2 | 1416.0 | 27 | no |
| platypus_moead | 1393.0 | 25 | no |
| platypus_smpso | 1364.0 | 21 | no |
| nlopt_directo | 1341.0 | 26 | no |
| platypus_omopso | 1337.0 | 22 | no |
| hyperopt_rand | 1195.0 | 494 | yes |
| ultraopt_random | 1124.0 | 138 | no |
| hyperopt_tpe | 1108.0 | 485 | yes |
| hyperopt_atpe | 996.0 | 469 | yes |