Optimizer Elo Ratings
Produced by
optimizer-elo-ratings using
the
humpday package. See the
article.
Class of objective functions: all
Dimension 08
Function evaluation limit: 210
| Name | Rating | Games | Active |
|---|
| nlopt_directl | 2583.0 | 232 | no |
| nevergrad_oneplus | 2510.0 | 241 | no |
| bobyqa_noise | 2509.0 | 899 | yes |
| pysot_dycors | 2508.0 | 197 | no |
| pysot_srbf | 2490.0 | 248 | no |
| skopt_gp_default | 2487.0 | 715 | yes |
| bobyqa_default | 2472.0 | 864 | yes |
| nlopt_direct | 2461.0 | 202 | no |
| bayesopt_poi | 2457.0 | 253 | no |
| bayesopt_ei | 2442.0 | 278 | no |
| nlopt_directr | 2440.0 | 205 | no |
| bayesopt_ucb | 2431.0 | 268 | no |
| ax_default | 2305.0 | 207 | no |
| ultraopt_etpe | 2301.0 | 244 | no |
| ultraopt_forest | 2266.0 | 207 | no |
| dlib_default | 2252.0 | 692 | yes |
| pymoo_pattern | 2219.0 | 230 | no |
| nlopt_ags | 2208.0 | 223 | no |
| dlib | 2176.0 | 646 | yes |
| ultraopt_gbrt | 2161.0 | 248 | no |
| pysot_ei | 2154.0 | 211 | no |
| optuna_tpe | 2143.0 | 274 | no |
| optuna_cmaes | 2102.0 | 252 | no |
| pymoo_nsga3 | 2089.0 | 237 | no |
| pysot_lcb | 2077.0 | 222 | no |
| nevergrad_ngopt4 | 2063.0 | 294 | no |
| pymoo_nelder | 2054.0 | 210 | no |
| hebo_sequential | 1925.0 | 37 | no |
| nevergrad_ngopt8 | 1885.0 | 259 | no |
| freelunch_sade_21 | 1879.0 | 21 | no |
| freelunch_de_8 | 1857.0 | 17 | no |
| hebo_batch | 1856.0 | 48 | no |
| hebo_batch | 1815.0 | 14 | no |
| nevergrad_ngopt | 1795.0 | 267 | no |
| scipy_slsqp | 1783.0 | 790 | yes |
| freelunch_de_21 | 1774.0 | 17 | no |
| hyperopt_rand | 1689.0 | 821 | yes |
| freelunch_sa_21 | 1682.0 | 16 | no |
| freelunch_sa_8 | 1635.0 | 19 | no |
| freelunch_sade_8 | 1631.0 | 17 | no |
| hyperopt_tpe | 1605.0 | 806 | yes |
| optuna_random_clone_2 | 1600 | 291 | no |
| optuna_random_clone | 1600 | 274 | no |
| optuna_random_clone_1 | 1600 | 256 | no |
| optuna_random | 1600 | 245 | no |
| pymoo_unsga3 | 1600 | 0 | no |
| hebo_sequential | 1600 | 0 | no |
| freelunch_krillherd_3 | 1600 | 0 | no |
| freelunch_krillherd_8 | 1600 | 0 | no |
| freelunch_pso_8 | 1594.0 | 15 | no |
| hyperopt_atpe | 1593.0 | 813 | yes |
| nlopt_esch | 1570.0 | 237 | no |
| platypus_omopso | 1555.0 | 207 | no |
| nevergrad_de | 1555.0 | 278 | no |
| freelunch_pso_21 | 1538.0 | 14 | no |
| scipy_powell | 1478.0 | 503 | yes |
| nlopt_directo | 1453.0 | 216 | no |
| freelunch_sa_3 | 1447.0 | 30 | no |
| freelunch_sade_3 | 1435.0 | 15 | no |
| platypus_moead | 1431.0 | 236 | no |
| freelunch_pso_3 | 1418.0 | 13 | no |
| freelunch_de_3 | 1384.0 | 11 | no |
| nlopt_crs2lm | 1349.0 | 209 | no |
| nevergrad_portfolio | 1333.0 | 256 | no |
| platypus_epsmoea | 1306.0 | 248 | no |
| platypus_smpso | 1239.0 | 222 | no |
| scipy_lbfgsb | 1216.0 | 289 | yes |
| ultraopt_random | 1216.0 | 227 | no |
| platypus_ibea | 1079.0 | 198 | no |
| platypus_genetic | 1068.0 | 221 | no |
| nlopt_isres | 1059.0 | 216 | no |
| pysot_random | 1054.0 | 227 | no |
| pymoo_nsga2 | 1018.0 | 212 | no |
| platypus_nsgaii | 1008.0 | 210 | no |
| shgo_nelder_sobol | 967.0 | 467 | yes |
| platypus_evolutionary | 963.0 | 223 | no |
| platypus_gde3 | 923.0 | 226 | no |
| shgo_slsqp_sobol | 916.0 | 479 | yes |
| platypus_cmaes | 816.0 | 243 | no |
| shgo_powell_sobol | 808.0 | 422 | yes |
| nevergrad_hammersley | 798.0 | 255 | no |
| platypus_spea2 | 743.0 | 219 | no |