arallel(n_jobs=-1)]: Done 3248 tasks | elapsed: 13.6s | [Parallel(n_jobs=-1)]: Done 3380 tasks | elapsed: 14.1s | [Parallel(n_jobs=-1)]: Done 3520 tasks | elapsed: 14.4s | [Parallel(n_jobs=-1)]: Done 3660 tasks | elapsed: 14.6s | [Parallel(n_jobs=-1)]: Batch computation too fast (0.1956s.) Setting batch_size=8. | [Parallel(n_jobs=-1)]: Done 3808 tasks | elapsed: 14.8s | [Parallel(n_jobs=-1)]: Done 3992 tasks | elapsed: 15.5s | [Parallel(n_jobs=-1)]: Done 4304 tasks | elapsed: 16.1s | [Parallel(n_jobs=-1)]: Done 4736 out of 4736 | elapsed: 18.8s finished | 100%|##########################################################################################################################################################################| 1/1 [00:14<00:00, 14.57s/it] | rankings: {'gpyopt_minimize': 0.8918918918918919, 'ga_minimize': 4.621621621621622, 'dummy_minimize': 4.702702702702703, 'hyperopt_minimize': 2.972972972972973, 'gp_minimize': 1.135135135135135, 'forest_minimize': 2.864864864864865, 'gbrt_minimize': 2.135135135135135, 'smac_minimize': 3.7567567567567566} | objective: 4.621621621621622 | {'n_random_starts': 2, 'mutation_rate': 0.9932394752956812, 'tournament_fraction': 0.050555927593782524} 0.5777027027027027 | [Parallel(n_jobs=-1)]: Batch computation too fast (0.0324s.) Setting batch_size=12. | [Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 29 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 128 tasks | elapsed: 0.8s | [Parallel(n_jobs=-1)]: Done 284 tasks | elapsed: 1.2s | [Parallel(n_jobs=-1)]: Done 440 tasks | elapsed: 1.6s | [Parallel(n_jobs=-1)]: Done 620 tasks | elapsed: 2.7s | [Parallel(n_jobs=-1)]: Done 800 tasks | elapsed: 3.3s | [Parallel(n_jobs=-1)]: Done 1004 tasks | elapsed: 4.0s | [Parallel(n_jobs=-1)]: Done 1208 tasks | elapsed: 4.9s | [Parallel(n_jobs=-1)]: Batch computation too slow (2.0471s.) Setting batch_size=6. | [Parallel(n_jobs=-1)]: Done 1436 tasks | elapsed: 6.6s | [Parallel(n_jobs=-1)]: Done 1664 tasks | elapsed: 7.5s | [Parallel(n_jobs=-1)]: Done 1844 tasks | elapsed: 8.4s | [Parallel(n_jobs=-1)]: Done 1970 tasks | elapsed: 9.1s | [Parallel(n_jobs=-1)]: Done 2108 tasks | elapsed: 9.7s | [Parallel(n_jobs=-1)]: Done 2246 tasks | elapsed: 10.3s | [Parallel(n_jobs=-1)]: Done 2396 tasks | elapsed: 11.2s | [Parallel(n_jobs=-1)]: Done 2546 tasks | elapsed: 12.2s | [Parallel(n_jobs=-1)]: Done 2708 tasks | elapsed: 12.8s | [Parallel(n_jobs=-1)]: Done 2870 tasks | elapsed: 13.8s | [Parallel(n_jobs=-1)]: Done 3044 tasks | elapsed: 14.5s | [Parallel(n_jobs=-1)]: Done 3218 tasks | elapsed: 15.5s | [Parallel(n_jobs=-1)]: Done 3404 tasks | elapsed: 16.0s | [Parallel(n_jobs=-1)]: Done 3590 tasks | elapsed: 16.5s | [Parallel(n_jobs=-1)]: Done 3788 tasks | elapsed: 16.9s | [Parallel(n_jobs=-1)]: Done 3986 tasks | elapsed: 18.0s | [Parallel(n_jobs=-1)]: Done 4196 tasks | elapsed: 18.5s | [Parallel(n_jobs=-1)]: Done 4406 tasks | elapsed: 19.4s | [Parallel(n_jobs=-1)]: Done 4736 out of 4736 | elapsed: 21.2s finished | 100%|##########################################################################################################################################################################| 1/1 [00:15<00:00, 15.90s/it] | rankings: {'gpyopt_minimize': 0.9459459459459459, 'ga_minimize': 2.081081081081081, 'dummy_minimize': 5.243243243243243, 'hyperopt_minimize': 3.72972972972973, 'gp_minimize': 1.1891891891891893, 'forest_minimize': 3.189189189189189, 'gbrt_minimize': 2.27027027027027, 'smac_minimize': 4.4324324324324325} | objective: 2.081081081081081 | {'n_random_starts': 13, 'mutation_rate': 0.1125506401419524, 'tournament_fraction': 0.8276687577699571} 0.26013513513513514 | [Parallel(n_jobs=-1)]: Batch computation too fast (0.0304s.) Setting batch_size=12. | [Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 29 tasks | elapsed: 0.2s | [Parallel(n_jobs=-1)]: Done 128 tasks | elapsed: 0.7s | [Parallel(n_jobs=-1)]: Done 284 tasks | elapsed: 1.2s | [Parallel(n_jobs=-1)]: Done 440 tasks | elapsed: 1.6s | [Parallel(n_jobs=-1)]: Done 620 tasks | elapsed: 2.5s | [Parallel(n_jobs=-1)]: Done 800 tasks | elapsed: 3.2s | [Parallel(n_jobs=-1)]: Done 1004 tasks | elapsed: 3.9s | [Parallel(n_jobs=-1)]: Done 1208 tasks | elapsed: 4.8s | [Parallel(n_jobs=-1)]: Batch computation too slow (2.0344s.) Setting batch_size=6. | [Parallel(n_jobs=-1)]: Done 1436 tasks | elapsed: 6.3s | [Parallel(n_jobs=-1)]: Done 1664 tasks | elapsed: 7.2s | [Parallel(n_jobs=-1)]: Done 1856 tasks | elapsed: 8.1s | [Parallel(n_jobs=-1)]: Done 1982 tasks | elapsed: 8.9s | [Parallel(n_jobs=-1)]: Done 2120 tasks | elapsed: 9.4s | [Parallel(n_jobs=-1)]: Done 2258 tasks | elapsed: 9.9s | [Parallel(n_jobs=-1)]: Done 2408 tasks | elapsed: 11.1s | [Parallel(n_jobs=-1)]: Done 2558 tasks | elapsed: 12.0s | [Parallel(n_jobs=-1)]: Done 2720 tasks | elapsed: 12.6s | [Parallel(n_jobs=-1)]: Done 2882 tasks | elapsed: 13.5s | [Parallel(n_jobs=-1)]: Done 3056 tasks | elapsed: 14.2s | [Parallel(n_jobs=-1)]: Done 3230 tasks | elapsed: 15.2s | [Parallel(n_jobs=-1)]: Done 3416 tasks | elapsed: 15.6s | [Parallel(n_jobs=-1)]: Done 3602 tasks | elapsed: 16.1s | [Parallel(n_jobs=-1)]: Done 3800 tasks | elapsed: 16.5s | [Parallel(n_jobs=-1)]: Done 3998 tasks | elapsed: 17.7s | [Parallel(n_jobs=-1)]: Done 4208 tasks | elapsed: 18.2s | [Parallel(n_jobs=-1)]: Done 4418 tasks | elapsed: 19.1s | [Parallel(n_jobs=-1)]: Done 4736 out of 4736 | elapsed: 20.8s finished | 100%|##########################################################################################################################################################################| 1/1 [00:15<00:00, 15.82s/it] | rankings: {'gpyopt_minimize': 0.9459459459459459, 'ga_minimize': 2.189189189189189, 'dummy_minimize': 5.243243243243243, 'hyperopt_minimize': 3.72972972972973, 'gp_minimize': 1.2162162162162162, 'forest_minimize': 3.189189189189189, 'gbrt_minimize': 2.2972972972972974, 'smac_minimize': 4.486486486486487} | objective: 2.189189189189189 | {'n_random_starts': 13, 'mutation_rate': 0.11365288755924532, 'tournament_fraction': 0.7914844587590463} 0.27364864864864863 | [Parallel(n_jobs=-1)]: Batch computation too fast (0.0494s.) Setting batch_size=8. | [Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.2s | [Parallel(n_jobs=-1)]: Done 29 tasks | elapsed: 0.2s | [Parallel(n_jobs=-1)]: Done 96 tasks | elapsed: 0.9s | [Parallel(n_jobs=-1)]: Done 200 tasks | elapsed: 1.4s | [Parallel(n_jobs=-1)]: Done 304 tasks | elapsed: 1.9s | [Parallel(n_jobs=-1)]: Done 424 tasks | elapsed: 2.5s | [Parallel(n_jobs=-1)]: Done 544 tasks | elapsed: 3.4s | [Parallel(n_jobs=-1)]: Done 680 tasks | elapsed: 4.1s | [Parallel(n_jobs=-1)]: Done 816 tasks | elapsed: 5.0s | [Parallel(n_jobs=-1)]: Done 968 tasks | elapsed: 5.9s | [Parallel(n_jobs=-1)]: Done 1120 tasks | elapsed: 6.7s | [Parallel(n_jobs=-1)]: Done 1288 tasks | elapsed: 7.9s | [Parallel(n_jobs=-1)]: Done 1456 tasks | elapsed: 9.2s | [Parallel(n_jobs=-1)]: Done 1640 tasks | elapsed: 10.3s | [Parallel(n_jobs=-1)]: Done 1824 tasks | elapsed: 11.5s | [Parallel(n_jobs=-1)]: Done 2024 tasks | elapsed: 12.9s | [Parallel(n_jobs=-1)]: Done 2224 tasks | elapsed: 14.0s | [Parallel(n_jobs=-1)]: Done 2440 tasks | elapsed: 15.8s | [Parallel(n_jobs=-1)]: Batch computation too slow (2.0217s.) Setting batch_size=4. | [Parallel(n_jobs=-1)]: Done 2656 tasks | elapsed: 17.0s | [Parallel(n_jobs=-1)]: Done 2796 tasks | elapsed: 18.0s | [Parallel(n_jobs=-1)]: Done 2912 tasks | elapsed: 18.6s | [Parallel(n_jobs=-1)]: Done 3036 tasks | elapsed: 19.5s | [Parallel(n_jobs=-1)]: Done 3160 tasks | elapsed: 20.5s | [Parallel(n_jobs=-1)]: Done 3292 tasks | elapsed: 21.1s | [Parallel(n_jobs=-1)]: Done 3424 tasks | elapsed: 21.7s | [Parallel(n_jobs=-1)]: Done 3564 tasks | elapsed: 22.4s | [Parallel(n_jobs=-1)]: Done 3704 tasks | elapsed: 23.1s | [Parallel(n_jobs=-1)]: Done 3852 tasks | elapsed: 23.9s | [Parallel(n_jobs=-1)]: Done 4000 tasks | elapsed: 24.7s | [Parallel(n_jobs=-1)]: Done 4156 tasks | elapsed: 25.7s | [Parallel(n_jobs=-1)]: Done 4312 tasks | elapsed: 26.4s | [Parallel(n_jobs=-1)]: Done 4476 tasks | elapsed: 27.7s | [Parallel(n_jobs=-1)]: Done 4736 out of 4736 | elapsed: 29.4s finished | 100%|##########################################################################################################################################################################| 1/1 [00:14<00:00, 14.63s/it] | rankings: {'gpyopt_minimize': 0.9459459459459459, 'ga_minimize': 2.135135135135135, 'dummy_minimize': 5.243243243243243, 'hyperopt_minimize': 3.72972972972973, 'gp_minimize': 1.2162162162162162, 'forest_minimize': 3.2162162162162162, 'gbrt_minimize': 2.2972972972972974, 'smac_minimize': 4.45945945945946} | objective: 2.135135135135135 | {'n_random_starts': 14, 'mutation_rate': 0.11058773287464528, 'tournament_fraction': 1.0} 0.2668918918918919 | [Parallel(n_jobs=-1)]: Batch computation too fast (0.0235s.) Setting batch_size=16. | [Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 0.0s | [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 29 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 160 tasks | elapsed: 0.6s | [Parallel(n_jobs=-1)]: Done 368 tasks | elapsed: 1.0s | [Parallel(n_jobs=-1)]: Done 576 tasks | elapsed: 1.6s | [Parallel(n_jobs=-1)]: Done 816 tasks | elapsed: 2.7s | [Parallel(n_jobs=-1)]: Batch computation too slow (2.0077s.) Setting batch_size=8. | [Parallel(n_jobs=-1)]: Done 1056 tasks | elapsed: 3.6s | [Parallel(n_jobs=-1)]: Done 1328 tasks | elapsed: 4.9s | [Parallel(n_jobs=-1)]: Batch computation too slow (2.0251s.) Setting batch_size=4. | [Parallel(n_jobs=-1)]: Done 1544 tasks | elapsed: 5.9s | [Parallel(n_jobs=-1)]: Done 1696 tasks | elapsed: 6.5s | [Parallel(n_jobs=-1)]: Done 1816 tasks | elapsed: 6.9s | [Parallel(n_jobs=-1)]: Done 1900 tasks | elapsed: 7.5s | [Parallel(n_jobs=-1)]: Done 1984 tasks | elapsed: 8.0s | [Parallel(n_jobs=-1)]: Done 2076 tasks | elapsed: 8.6s | [Parallel(n_jobs=-1)]: Done 2168 tasks | elapsed: 8.9s | [Parallel(n_jobs=-1)]: Done 2268 tasks | elapsed: 9.3s | [Parallel(n_jobs=-1)]: Done 2368 tasks | elapsed: 9.8s | [Parallel(n_jobs=-1)]: Done 2476 tasks | elapsed: 10.3s | [Parallel(n_jobs=-1)]: Done 2584 tasks | elapsed: 11.1s | [Parallel(n_jobs=-1)]: Done 2700 tasks | elapsed: 11.4s | [Parallel(n_jobs=-1)]: Done 2816 tasks | elapsed: 12.0s | [Parallel(n_jobs=-1)]: Done 2940 tasks | elapsed: 12.5s | [Parallel(n_jobs=-1)]: Done 3064 tasks | elapsed: 13.0s | [Parallel(n_jobs=-1)]: Done 3196 tasks | elapsed: 13.8s | [Parallel(n_jobs=-1)]: Done 3328 tasks | elapsed: 14.3s | [Parallel(n_jobs=-1)]: Done 3468 tasks | elapsed: 14.6s | [Parallel(n_jobs=-1)]: Done 3608 tasks | elapsed: 14.8s | [Parallel(n_jobs=-1)]: Done 3756 tasks | elapsed: 15.0s | [Parallel(n_jobs=-1)]: Batch computation too fast (0.1974s.) Setting batch_size=8. | [Parallel(n_jobs=-1)]: Done 3908 tasks | elapsed: 15.6s | [Parallel(n_jobs=-1)]: Done 4200 tasks | elapsed: 16.2s | [Parallel(n_jobs=-1)]: Done 4736 out of 4736 | elapsed: 19.0s finished | 100%|##########################################################################################################################################################################| 1/1 [00:13<00:00, 13.70s/it] | rankings: {'gpyopt_minimize': 0.8918918918918919, 'ga_minimize': 4.4324324324324325, 'dummy_minimize': 4.864864864864865, 'hyperopt_minimize': 2.918918918918919, 'gp_minimize': 1.135135135135135, 'forest_minimize': 2.810810810810811, 'gbrt_minimize': 2.108108108108108, 'smac_minimize': 3.810810810810811} | objective: 4.4324324324324325 | {'n_random_starts': 20, 'mutation_rate': 0.4770290316703377, 'tournament_fraction': 0.12742385654241536} 0.5540540540540541 | [Parallel(n_jobs=-1)]: Batch computation too fast (0.0491s.) Setting batch_size=8. | [Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.2s | [Parallel(n_jobs=-1)]: Done 29 tasks | elapsed: 0.2s | [Parallel(n_jobs=-1)]: Done 96 tasks | elapsed: 0.9s | [Parallel(n_jobs=-1)]: Done 200 tasks | elapsed: 1.4s | [Parallel(n_jobs=-1)]: Done 304 tasks | elapsed: 1.8s | [Parallel(n_jobs=-1)]: Done 424 tasks | elapsed: 2.4s | [Parallel(n_jobs=-1)]: Done 544 tasks | elapsed: 3.4s | [Parallel(n_jobs=-1)]: Done 680 tasks | elapsed: 4.1s | [Parallel(n_jobs=-1)]: Done 816 tasks | elapsed: 4.9s | [Parallel(n_jobs=-1)]: Done 968 tasks | elapsed: 5.8s | [Parallel(n_jobs=-1)]: Done 1120 tasks | elapsed: 6.6s | [Parallel(n_jobs=-1)]: Done 1288 tasks | elapsed: 7.9s | [Parallel(n_jobs=-1)]: Batch computation too slow (2.0218s.) Setting batch_size=4. | [Parallel(n_jobs=-1)]: Done 1456 tasks | elapsed: 9.3s | [Parallel(n_jobs=-1)]: Done 1624 tasks | elapsed: 10.1s | [Parallel(n_jobs=-1)]: Done 1740 tasks | elapsed: 10.7s | [Parallel(n_jobs=-1)]: Done 1840 tasks | elapsed: 11.5s | [Parallel(n_jobs=-1)]: Done 1940 tasks | elapsed: 12.3s | [Parallel(n_jobs=-1)]: Done 2048 tasks | elapsed: 13.1s | [Parallel(n_jobs=-1)]: Done 2156 tasks | elapsed: 13.6s | [Parallel(n_jobs=-1)]: Done 2272 tasks | elapsed: 14.3s | [Parallel(n_jobs=-1)]: Done 2388 tasks | elapsed: 15.4s | [Parallel(n_jobs=-1)]: Done 2512 tasks | elapsed: 16.3s | [Parallel(n_jobs=-1)]: Done 2636 tasks | elapsed: 17.0s | [Parallel(n_jobs=-1)]: Done 2768 tasks | elapsed: 18.0s | [Parallel(n_jobs=-1)]: Done 2900 tasks | elapsed: 18.8s | [Parallel(n_jobs=-1)]: Done 3040 tasks | elapsed: 19.7s | [Parallel(n_jobs=-1)]: Done 3180 tasks | elapsed: 20.8s | [Parallel(n_jobs=-1)]: Done 3328 tasks | elapsed: 21.5s | [Parallel(n_jobs=-1)]: Done 3476 tasks | elapsed: 22.2s | [Parallel(n_jobs=-1)]: Done 3632 tasks | elapsed: 22.9s | [Parallel(n_jobs=-1)]: Done 3788 tasks | elapsed: 23.7s | [Parallel(n_jobs=-1)]: Done 3952 tasks | elapsed: 24.8s | [Parallel(n_jobs=-1)]: Done 4116 tasks | elapsed: 25.7s | [Parallel(n_jobs=-1)]: Done 4288 tasks | elapsed: 26.6s | [Parallel(n_jobs=-1)]: Done 4460 tasks | elapsed: 27.8s | [Parallel(n_jobs=-1)]: Done 4736 out of 4736 | elapsed: 29.7s finished | 100%|##########################################################################################################################################################################| 1/1 [00:14<00:00, 14.66s/it] | rankings: {'gpyopt_minimize': 0.9459459459459459, 'ga_minimize': 2.135135135135135, 'dummy_minimize': 5.216216216216216, 'hyperopt_minimize': 3.7027027027027026, 'gp_minimize': 1.2162162162162162, 'forest_minimize': 3.189189189189189, 'gbrt_minimize': 2.2972972972972974, 'smac_minimize': 4.4324324324324325} | objective: 2.135135135135135 | {'n_random_starts': 15, 'mutation_rate': 0.10769309050411395, 'tournament_fraction': 1.0} 0.2668918918918919 | [Parallel(n_jobs=-1)]: Batch computation too fast (0.0226s.) Setting batch_size=16. | [Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 29 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 160 tasks | elapsed: 0.6s | [Parallel(n_jobs=-1)]: Done 368 tasks | elapsed: 1.0s | [Parallel(n_jobs=-1)]: Done 576 tasks | elapsed: 1.6s | [Parallel(n_jobs=-1)]: Done 816 tasks | elapsed: 2.7s | [Parallel(n_jobs=-1)]: Done 1056 tasks | elapsed: 3.3s | [Parallel(n_jobs=-1)]: Done 1328 tasks | elapsed: 4.7s | [Parallel(n_jobs=-1)]: Batch computation too slow (2.1149s.) Setting batch_size=8. | [Parallel(n_jobs=-1)]: Done 1600 tasks | elapsed: 6.1s | [Parallel(n_jobs=-1)]: Done 1880 tasks | elapsed: 7.2s | [Parallel(n_jobs=-1)]: Done 2064 tasks | elapsed: 8.3s | [Parallel(n_jobs=-1)]: Done 2232 tasks | elapsed: 8.9s | [Parallel(n_jobs=-1)]: Done 2400 tasks | elapsed: 9.7s | [Parallel(n_jobs=-1)]: Done 2584 tasks | elapsed: 10.8s | [Parallel(n_jobs=-1)]: Done 2768 tasks | elapsed: 11.5s | [Parallel(n_jobs=-1)]: Done 2968 tasks | elapsed: 12.2s | [Parallel(n_jobs=-1)]: Done 3168 tasks | elapsed: 13.2s | [Parallel(n_jobs=-1)]: Done 3384 tasks | elapsed: 14.0s | [Parallel(n_jobs=-1)]: Done 3600 tasks | elapsed: 14.4s | [Parallel(n_jobs=-1)]: Done 3832 tasks | elapsed: 14.8s | [Parallel(n_jobs=-1)]: Done 4064 tasks | elapsed: 15.6s | [Parallel(n_jobs=-1)]: Done 4312 tasks | elapsed: 16.0s | [Parallel(n_jobs=-1)]: Done 4736 out of 4736 | elapsed: 18.6s finished | 100%|##########################################################################################################################################################################| 1/1 [00:14<00:00, 14.93s/it] | rankings: {'gpyopt_minimize': 0.8918918918918919, 'ga_minimize': 4.675675675675675, 'dummy_minimize': 4.72972972972973, 'hyperopt_minimize': 2.918918918918919, 'gp_minimize': 1.135135135135135, 'forest_minimize': 2.810810810810811, 'gbrt_minimize': 2.135135135135135, 'smac_minimize': 3.7567567567567566} | objective: 4.675675675675675 | {'n_random_starts': 19, 'mutation_rate': 0.9292181901771803, 'tournament_fraction': 0.001215091646926471} 0.5844594594594594 | [Parallel(n_jobs=-1)]: Batch computation too fast (0.0635s.) Setting batch_size=6. | [Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 29 tasks | elapsed: 0.2s | [Parallel(n_jobs=-1)]: Done 80 tasks | elapsed: 0.8s | [Parallel(n_jobs=-1)]: Done 158 tasks | elapsed: 1.1s | [Parallel(n_jobs=-1)]: Done 236 tasks | elapsed: 1.5s | [Parallel(n_jobs=-1)]: Done 326 tasks | elapsed: 1.9s | [Parallel(n_jobs=-1)]: Done 416 tasks | elapsed: 2.3s | [Parallel(n_jobs=-1)]: Done 518 tasks | elapsed: 3.0s | [Parallel(n_jobs=-1)]: Done 620 tasks | elapsed: 3.7s | [Parallel(n_jobs=-1)]: Done 734 tasks | elapsed: 4.3s | [Parallel(n_jobs=-1)]: Done 848 tasks | elapsed: 5.0s | [Parallel(n_jobs=-1)]: Done 974 tasks | elapsed: 5.6s | [Parallel(n_jobs=-1)]: Done 1100 tasks | elapsed: 6.4s | [Parallel(n_jobs=-1)]: Done 1238 tasks | elapsed: 7.2s | [Parallel(n_jobs=-1)]: Done 1376 tasks | elapsed: 8.4s | [Parallel(n_jobs=-1)]: Done 1526 tasks | elapsed: 9.3s | [Parallel(n_jobs=-1)]: Done 1676 tasks | elapsed: 10.2s | [Parallel(n_jobs=-1)]: Done 1838 tasks | elapsed: 11.3s | [Parallel(n_jobs=-1)]: Done 2000 tasks | elapsed: 12.6s | [Parallel(n_jobs=-1)]: Done 2174 tasks | elapsed: 13.6s | [Parallel(n_jobs=-1)]: Done 2348 tasks | elapsed: 14.7s | [Parallel(n_jobs=-1)]: Done 2534 tasks | elapsed: 16.2s | [Parallel(n_jobs=-1)]: Done 2720 tasks | elapsed: 17.3s | [Parallel(n_jobs=-1)]: Done 2918 tasks | elapsed: 18.5s | [Parallel(n_jobs=-1)]: Done 3116 tasks | elapsed: 19.8s | [Parallel(n_jobs=-1)]: Done 3326 tasks | elapsed: 21.1s | [Parallel(n_jobs=-1)]: Done 3536 tasks | elapsed: 22.1s | [Parallel(n_jobs=-1)]: Done 3758 tasks | elapsed: 23.1s | [Parallel(n_jobs=-1)]: Done 3980 tasks | elapsed: 24.5s | [Parallel(n_jobs=-1)]: Done 4214 tasks | elapsed: 25.5s | [Parallel(n_jobs=-1)]: Done 4448 tasks | elapsed: 27.4s | [Parallel(n_jobs=-1)]: Done 4736 out of 4736 | elapsed: 29.3s finished | 100%|##########################################################################################################################################################################| 1/1 [00:15<00:00, 15.05s/it] | rankings: {'gpyopt_minimize': 0.9459459459459459, 'ga_minimize': 2.135135135135135, 'dummy_minimize': 5.1891891891891895, 'hyperopt_minimize': 3.7027027027027026, 'gp_minimize': 1.2162162162162162, 'forest_minimize': 3.189189189189189, 'gbrt_minimize': 2.2972972972972974, 'smac_minimize': 4.4324324324324325} | objective: 2.135135135135135 | {'n_random_starts': 15, 'mutation_rate': 0.10847879568929791, 'tournament_fraction': 1.0} 0.2668918918918919 | [Parallel(n_jobs=-1)]: Batch computation too fast (0.0501s.) Setting batch_size=6. | [Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 29 tasks | elapsed: 0.2s | [Parallel(n_jobs=-1)]: Done 80 tasks | elapsed: 0.8s | [Parallel(n_jobs=-1)]: Done 158 tasks | elapsed: 1.1s | [Parallel(n_jobs=-1)]: Done 236 tasks | elapsed: 1.5s | [Parallel(n_jobs=-1)]: Done 326 tasks | elapsed: 1.9s | [Parallel(n_jobs=-1)]: Done 416 tasks | elapsed: 2.4s | [Parallel(n_jobs=-1)]: Done 518 tasks | elapsed: 3.0s | [Parallel(n_jobs=-1)]: Done 620 tasks | elapsed: 3.8s | [Parallel(n_jobs=-1)]: Done 734 tasks | elapsed: 4.3s | [Parallel(n_jobs=-1)]: Done 848 tasks | elapsed: 5.0s | [Parallel(n_jobs=-1)]: Done 974 tasks | elapsed: 5.7s | [Parallel(n_jobs=-1)]: Done 1100 tasks | elapsed: 6.4s | [Parallel(n_jobs=-1)]: Done 1238 tasks | elapsed: 7.3s | [Parallel(n_jobs=-1)]: Done 1376 tasks | elapsed: 8.4s | [Parallel(n_jobs=-1)]: Done 1526 tasks | elapsed: 9.4s | [Parallel(n_jobs=-1)]: Done 1676 tasks | elapsed: 10.4s | [Parallel(n_jobs=-1)]: Done 1838 tasks | elapsed: 11.5s | [Parallel(n_jobs=-1)]: Done 2000 tasks | elapsed: 12.7s | [Parallel(n_jobs=-1)]: Done 2174 tasks | elapsed: 13.6s | [Parallel(n_jobs=-1)]: Done 2348 tasks | elapsed: 14.7s | [Parallel(n_jobs=-1)]: Done 2534 tasks | elapsed: 16.4s | [Parallel(n_jobs=-1)]: Done 2720 tasks | elapsed: 17.5s | [Parallel(n_jobs=-1)]: Done 2918 tasks | elapsed: 18.7s | [Parallel(n_jobs=-1)]: Done 3116 tasks | elapsed: 20.0s | [Parallel(n_jobs=-1)]: Done 3326 tasks | elapsed: 21.2s | [Parallel(n_jobs=-1)]: Done 3536 tasks | elapsed: 22.2s | [Parallel(n_jobs=-1)]: Done 3758 tasks | elapsed: 23.2s | [Parallel(n_jobs=-1)]: Done 3980 tasks | elapsed: 24.6s | [Parallel(n_jobs=-1)]: Done 4214 tasks | elapsed: 25.6s | [Parallel(n_jobs=-1)]: Done 4448 tasks | elapsed: 27.6s | [Parallel(n_jobs=-1)]: Done 4736 out of 4736 | elapsed: 29.6s finished | 100%|##########################################################################################################################################################################| 1/1 [00:14<00:00, 14.97s/it] | rankings: {'gpyopt_minimize': 0.9459459459459459, 'ga_minimize': 2.135135135135135, 'dummy_minimize': 5.1891891891891895, 'hyperopt_minimize': 3.7027027027027026, 'gp_minimize': 1.2162162162162162, 'forest_minimize': 3.2162162162162162, 'gbrt_minimize': 2.2972972972972974, 'smac_minimize': 4.4324324324324325} | objective: 2.135135135135135 | {'n_random_starts': 15, 'mutation_rate': 0.10873944641462562, 'tournament_fraction': 1.0} 0.2668918918918919 | [Parallel(n_jobs=-1)]: Batch computation too fast (0.0497s.) Setting batch_size=8. | [Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 29 tasks | elapsed: 0.2s | [Parallel(n_jobs=-1)]: Done 96 tasks | elapsed: 0.9s | [Parallel(n_jobs=-1)]: Done 200 tasks | elapsed: 1.4s | [Parallel(n_jobs=-1)]: Done 304 tasks | elapsed: 2.0s | [Parallel(n_jobs=-1)]: Done 424 tasks | elapsed: 2.6s | [Parallel(n_jobs=-1)]: Done 544 tasks | elapsed: 3.4s | [Parallel(n_jobs=-1)]: Done 680 tasks | elapsed: 4.0s | [Parallel(n_jobs=-1)]: Done 816 tasks | elapsed: 4.9s | [Parallel(n_jobs=-1)]: Done 968 tasks | elapsed: 5.8s | [Parallel(n_jobs=-1)]: Done 1120 tasks | elapsed: 6.6s | [Parallel(n_jobs=-1)]: Done 1288 tasks | elapsed: 7.7s | [Parallel(n_jobs=-1)]: Done 1456 tasks | elapsed: 9.1s | [Parallel(n_jobs=-1)]: Done 1640 tasks | elapsed: 10.2s | [Parallel(n_jobs=-1)]: Done 1824 tasks | elapsed: 11.4s | [Parallel(n_jobs=-1)]: Batch computation too slow (2.0213s.) Setting batch_size=4. | [Parallel(n_jobs=-1)]: Done 2024 tasks | elapsed: 13.0s | [Parallel(n_jobs=-1)]: Done 2212 tasks | elapsed: 13.9s | [Parallel(n_jobs=-1)]: Done 2340 tasks | elapsed: 14.6s | [Parallel(n_jobs=-1)]: Done 2448 tasks | elapsed: 15.6s | [Parallel(n_jobs=-1)]: Done 2564 tasks | elapsed: 16.5s | [Parallel(n_jobs=-1)]: Done 2680 tasks | elapsed: 17.0s | [Parallel(n_jobs=-1)]: Done 2804 tasks | elapsed: 17.9s | [Parallel(n_jobs=-1)]: Done 2928 tasks | elapsed: 18.7s | [Parallel(n_jobs=-1)]: Done 3060 tasks | elapsed: 19.6s | [Parallel(n_jobs=-1)]: Done 3192 tasks | elapsed: 20.6s | [Parallel(n_jobs=-1)]: Done 3332 tasks | elapsed: 21.2s | [Parallel(n_jobs=-1)]: Done 3472 tasks | elapsed: 21.9s | [Parallel(n_jobs=-1)]: Done 3620 tasks | elapsed: 22.6s | [Parallel(n_jobs=-1)]: Done 3768 tasks | elapsed: 23.3s | [Parallel(n_jobs=-1)]: Done 3924 tasks | elapsed: 24.3s | [Parallel(n_jobs=-1)]: Done 4080 tasks | elapsed: 25.0s | [Parallel(n_jobs=-1)]: Done 4244 tasks | elapsed: 26.1s | [Parallel(n_jobs=-1)]: Done 4408 tasks | elapsed: 27.1s | [Parallel(n_jobs=-1)]: Done 4580 tasks | elapsed: 28.2s | [Parallel(n_jobs=-1)]: Done 4736 out of 4736 | elapsed: 29.4s finished | 100%|##########################################################################################################################################################################| 1/1 [00:15<00:00, 15.81s/it] | rankings: {'gpyopt_minimize': 0.9459459459459459, 'ga_minimize': 2.081081081081081, 'dummy_minimize': 5.243243243243243, 'hyperopt_minimize': 3.72972972972973, 'gp_minimize': 1.2162162162162162, 'forest_minimize': 3.2432432432432434, 'gbrt_minimize': 2.2972972972972974, 'smac_minimize': 4.4324324324324325} | objective: 2.081081081081081 | {'n_random_starts': 13, 'mutation_rate': 0.11611624327289159, 'tournament_fraction': 1.0} 0.26013513513513514 | [Parallel(n_jobs=-1)]: Batch computation too fast (0.0511s.) Setting batch_size=6. | [Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 29 tasks | elapsed: 0.2s | [Parallel(n_jobs=-1)]: Done 80 tasks | elapsed: 0.7s | [Parallel(n_jobs=-1)]: Done 158 tasks | elapsed: 1.1s | [Parallel(n_jobs=-1)]: Done 236 tasks | elapsed: 1.5s | [Parallel(n_jobs=-1)]: Done 326 tasks | elapsed: 1.9s | [Parallel(n_jobs=-1)]: Done 416 tasks | elapsed: 2.3s | [Parallel(n_jobs=-1)]: Done 518 tasks | elapsed: 3.0s | [Parallel(n_jobs=-1)]: Done 620 tasks | elapsed: 3.7s | [Parallel(n_jobs=-1)]: Done 734 tasks | elapsed: 4.2s | [Parallel(n_jobs=-1)]: Done 848 tasks | elapsed: 5.0s | [Parallel(n_jobs=-1)]: Done 974 tasks | elapsed: 5.6s | [Parallel(n_jobs=-1)]: Done 1100 tasks | elapsed: 6.4s | [Parallel(n_jobs=-1)]: Done 1238 tasks | elapsed: 7.2s | [Parallel(n_jobs=-1)]: Done 1376 tasks | elapsed: 8.4s | [Parallel(n_jobs=-1)]: Done 1526 tasks | elapsed: 9.3s | [Parallel(n_jobs=-1)]: Done 1676 tasks | elapsed: 10.2s | [Parallel(n_jobs=-1)]: Done 1838 tasks | elapsed: 11.4s | [Parallel(n_jobs=-1)]: Done 2000 tasks | elapsed: 12.7s | [Parallel(n_jobs=-1)]: Done 2174 tasks | elapsed: 13.6s | [Parallel(n_jobs=-1)]: Done 2348 tasks | elapsed: 14.8s | [Parallel(n_jobs=-1)]: Done 2534 tasks | elapsed: 16.4s | [Parallel(n_jobs=-1)]: Done 2720 tasks | elapsed: 17.6s | [Parallel(n_jobs=-1)]: Done 2918 tasks | elapsed: 18.8s | [Parallel(n_jobs=-1)]: Done 3116 tasks | elapsed: 20.1s | [Parallel(n_jobs=-1)]: Done 3326 tasks | elapsed: 21.4s | [Parallel(n_jobs=-1)]: Done 3536 tasks | elapsed: 22.4s | [Parallel(n_jobs=-1)]: Done 3758 tasks | elapsed: 23.4s | [Parallel(n_jobs=-1)]: Done 3980 tasks | elapsed: 24.8s | [Parallel(n_jobs=-1)]: Done 4214 tasks | elapsed: 25.9s | [Parallel(n_jobs=-1)]: Done 4448 tasks | elapsed: 27.7s | [Parallel(n_jobs=-1)]: Done 4736 out of 4736 | elapsed: 29.7s finished | 100%|##########################################################################################################################################################################| 1/1 [00:18<00:00, 18.02s/it] | rankings: {'gpyopt_minimize': 0.9459459459459459, 'ga_minimize': 2.135135135135135, 'dummy_minimize': 5.27027027027027, 'hyperopt_minimize': 3.7027027027027026, 'gp_minimize': 1.2162162162162162, 'forest_minimize': 3.189189189189189, 'gbrt_minimize': 2.2972972972972974, 'smac_minimize': 4.4324324324324325} | objective: 2.135135135135135 | {'n_random_starts': 13, 'mutation_rate': 0.11791715456775138, 'tournament_fraction': 1.0} 0.2668918918918919 | [Parallel(n_jobs=-1)]: Batch computation too fast (0.0639s.) Setting batch_size=6. | [Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 29 tasks | elapsed: 0.2s | [Parallel(n_jobs=-1)]: Done 80 tasks | elapsed: 0.8s | [Parallel(n_jobs=-1)]: Done 158 tasks | elapsed: 1.1s | [Parallel(n_jobs=-1)]: Done 236 tasks | elapsed: 1.5s | [Parallel(n_jobs=-1)]: Done 326 tasks | elapsed: 1.9s | [Parallel(n_jobs=-1)]: Done 416 tasks | elapsed: 2.3s | [Parallel(n_jobs=-1)]: Done 518 tasks | elapsed: 3.0s | [Parallel(n_jobs=-1)]: Done 620 tasks | elapsed: 3.8s | [Parallel(n_jobs=-1)]: Done 734 tasks | elapsed: 4.2s | [Parallel(n_jobs=-1)]: Done 848 tasks | elapsed: 5.0s | [Parallel(n_jobs=-1)]: Done 974 tasks | elapsed: 5.7s | [Parallel(n_jobs=-1)]: Done 1100 tasks | elapsed: 6.4s | [Parallel(n_jobs=-1)]: Done 1238 tasks | elapsed: 7.3s | [Parallel(n_jobs=-1)]: Done 1376 tasks | elapsed: 8.5s | [Parallel(n_jobs=-1)]: Done 1526 tasks | elapsed: 9.4s | [Parallel(n_jobs=-1)]: Done 1676 tasks | elapsed: 10.4s | [Parallel(n_jobs=-1)]: Done 1838 tasks | elapsed: 11.5s | [Parallel(n_jobs=-1)]: Done 2000 tasks | elapsed: 12.9s | [Parallel(n_jobs=-1)]: Done 2174 tasks | elapsed: 13.8s | [Parallel(n_jobs=-1)]: Done 2348 tasks | elapsed: 15.0s | [Parallel(n_jobs=-1)]: Done 2534 tasks | elapsed: 16.6s | [Parallel(n_jobs=-1)]: Done 2720 tasks | elapsed: 17.7s | [Parallel(n_jobs=-1)]: Done 2918 tasks | elapsed: 18.9s | [Parallel(n_jobs=-1)]: Done 3116 tasks | elapsed: 20.2s | [Parallel(n_jobs=-1)]: Done 3326 tasks | elapsed: 21.5s | [Parallel(n_jobs=-1)]: Done 3536 tasks | elapsed: 22.5s | [Parallel(n_jobs=-1)]: Done 3758 tasks | elapsed: 23.5s | [Parallel(n_jobs=-1)]: Done 3980 tasks | elapsed: 24.9s | [Parallel(n_jobs=-1)]: Done 4214 tasks | elapsed: 26.0s | [Parallel(n_jobs=-1)]: Done 4448 tasks | elapsed: 27.8s | [Parallel(n_jobs=-1)]: Done 4736 out of 4736 | elapsed: 29.6s finished | 100%|##########################################################################################################################################################################| 1/1 [00:15<00:00, 15.81s/it] | rankings: {'gpyopt_minimize': 0.9459459459459459, 'ga_minimize': 2.054054054054054, 'dummy_minimize': 5.243243243243243, 'hyperopt_minimize': 3.72972972972973, 'gp_minimize': 1.2162162162162162, 'forest_minimize': 3.2162162162162162, 'gbrt_minimize': 2.2972972972972974, 'smac_minimize': 4.4324324324324325} | objective: 2.054054054054054 | {'n_random_starts': 13, 'mutation_rate': 0.11734106378086913, 'tournament_fraction': 1.0} 0.25675675675675674 | [Parallel(n_jobs=-1)]: Batch computation too fast (0.0493s.) Setting batch_size=8. | [Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 0.1s | [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.2s | [Parallel(n_jobs=-1)]: Done 29 tasks | elapsed: 0.2s | [Parallel(n_jobs=-1)]: Done 96 tasks | elapsed: 0.9s | [Parallel(n_jobs=-1)]: Done 200 tasks | elapsed: 1.4s | [Parallel(n_jobs=-1)]: Done 304 tasks | elapsed: 1.8s | [Parallel(n_jobs=-1)]: Done 424 tasks | elapsed: 2.5s | [Parallel(n_jobs=-1)]: Done 544 tasks | elapsed: 3.4s | [Parallel(n_jobs=-1)]: Done 680 tasks | elapsed: 4.2s | [Parallel(n_jobs=-1)]: Done 816 tasks | elapsed: 5.0s | [Parallel(n_jobs=-1)]: Done 968 tasks | elapsed: 5.8s | [Parallel(n_jobs=-1)]: Done 1120 tasks | elapsed: 6.6s | [Parallel(n_jobs=-1)]: Done 1288 tasks | elapsed: 7.9s | [Parallel(n_jobs=-1)]: Batch computation too slow (2.0216s.) Setting batch_size=4. | [Parallel(n_jobs=-1)]: Done 1456 tasks | elapsed: 9.3s | [Parallel(n_jobs=-1)]: Done 1624 tasks | elapsed: 10.2s | [Parallel(n_jobs=-1)]: Done 1744 tasks | elapsed: 10.7s | [Parallel(n_jobs=-1)]: Done 1844 tasks | elapsed: 11.5s | [Parallel(n_jobs=-1)]: Done 1944 tasks | elapsed: 12.4s | [Parallel(n_jobs=-1)]: Done 2052 tasks | elapsed: 13.2s | [Parallel(n_jobs=-1)]: Done 2160 tasks | elapsed: 13.7s | [Parallel(n_jobs=-1)]: Done 2276 tasks | elapsed: 14.4s | [Parallel(n_jobs=-1)]: Done 2392 tasks | elapsed: 15.4s | [Parallel(n_jobs=-1)]: Done 2516 tasks | elapsed: 16.3s | [Parallel(n_jobs=-1)]: Done 2640 tasks | elapsed: 17.0s | [Parallel(n_jobs=-1)]: Done 2772 tasks | elapsed: 17.9s | [Parallel(n_jobs=-1)]: Done 2904 tasks | elapsed: 18.7s | [Parallel(n_jobs=-1)]: Done 3044 tasks | elapsed: 19.7s | [Parallel(n_jobs=-1)]: Done 3184 tasks | elapsed: 20.9s | [Parallel(n_jobs=-1)]: Done 3332 tasks | elapsed: 21.5s | [Parallel(n_jobs=-1)]: Done 3480 tasks | elapsed: 22.2s | [Parallel(n_jobs=-1)]: Done 3636 tasks | elapsed: 23.0s | [Parallel(n_jobs=-1)]: Done 3792 tasks | elapsed: 23.7s | [Parallel(n_jobs=-1)]: Done 3956 tasks | elapsed: 24.8s | [Parallel(n_jobs=-1)]: Done 4120 tasks | elapsed: 25.8s | [Parallel(n_jobs=-1)]: Done 4292 tasks | elapsed: 26.6s | [Parallel(n_jobs=-1)]: Done 4464 tasks | elapsed: 27.8s | [Parallel(n_jobs=-1)]: Done 4736 out of 4736 | elapsed: 29.7s finished | 100%|##########################################################################################################################################################################| 1/1 [00:14<00:00, 14.30s/it] | rankings: {'gpyopt_minimize': 0.9459459459459459, 'ga_minimize': 2.081081081081081, 'dummy_minimize': 5.27027027027027, 'hyperopt_minimize': 3.7027027027027026, 'gp_minimize': 1.2162162162162162, 'forest_minimize': 3.189189189189189, 'gbrt_minimize': 2.2972972972972974, 'smac_minimize': 4.45945945945946} | objective: 2.081081081081081 | {'n_random_starts': 12, 'mutation_rate': 0.11983428148410746, 'tournament_fraction': 1.0} 0.26013513513513514 | !!!!!!!!!!Best point found thus far!!!!!!!!!! | {'n_random_starts': 13, 'mutation_rate': 0.11734106378086913, 'tournament_fraction': 1.0} | fun = 0.25675675675675674 | !!!!!!!!!!Best point found thus far!!!!!!!!!! | [Parallel(n_jobs=-1)]: Batch computation too fast (0.0788s.) Setting batch_size=4. | [Parallel(n_jobs=-1)]: Done 9 tasks | elapsed: 0.2s | [Parallel(n_jobs=-1)]: Done 18 tasks | elapsed: 0.3s | [Parallel(n_jobs=-1)]: Done 29 tasks | elapsed: 0.4s | [Parallel(n_jobs=-1)]: Done 64 tasks | elapsed: 0.9s | [Parallel(n_jobs=-1)]: Done 116 tasks | elapsed: 1.4s | [Parallel(n_jobs=-1)]: Done 168 tasks | elapsed: 1.6s | [Parallel(n_jobs=-1)]: Done 228 tasks | elapsed: 1.9s | [Parallel(n_jobs=-1)]: Done 288 tasks | elapsed: 2.3s | [Parallel(n_jobs=-1)]: Done 356 tasks | elapsed: 2.7s | [Parallel(n_jobs=-1)]: Done 424 tasks | elapsed: 3.0s | [Parallel(n_jobs=-1)]: Done 500 tasks | elapsed: 3.5s | [Parallel(n_jobs=-1)]: Done 576 tasks | elapsed: 4.0s | [Parallel(n_jobs=-1)]: Done 660 tasks | elapsed: 4.6s | [Parallel(n_jobs=-1)]: Done 744 tasks | elapsed: 5.3s | [Parallel(n_jobs=-1)]: Done 836 tasks | elapsed: 5.9s | [Parallel(n_jobs=-1)]: Done 928 tasks | elapsed: 6.7s | [Parallel(n_jobs=-1)]: Done 1028 tasks | elapsed: 7.5s | [Parallel(n_jobs=-1)]: Done 1128 tasks | elapsed: 8.0s | [Parallel(n_jobs=-1)]: Done 1236 tasks | elapsed: 8.6s | [Parallel(n_jobs=-1)]: Done 1344 tasks | elapsed: 9.2s | [Parallel(n_jobs=-1)]: Done 1460 tasks | elapsed: 9.9s | [Parallel(n_jobs=-1)]: Done 1576 tasks | elapsed: 10.6s | [Parallel(n_jobs=-1)]: Done 1700 tasks | elapsed: 11.2s | [Parallel(n_jobs=-1)]: Done 1824 tasks | elapsed: 11.8s | [Parallel(n_jobs=-1)]: Done 1956 tasks | elapsed: 12.9s | [Parallel(n_jobs=-1)]: Done 2088 tasks | elapsed: 13.8s | [Parallel(n_jobs=-1)]: Done 2228 tasks | elapsed: 14.6s | [Parallel(n_jobs=-1)]: Done 2432 out of 2432 | elapsed: 15.6s finished | 100%|##########################################################################################################################################################################| 1/1 [00:07<00:00, 7.66s/it] | rankings: {'gpyopt_minimize': 1.368421052631579, 'ga_minimize': 2.526315789473684, 'dummy_minimize': 5.684210526315789, 'hyperopt_minimize': 3.8947368421052633, 'gp_minimize': 2.0, 'forest_minimize': 2.1578947368421053, 'gbrt_minimize': 3.263157894736842, 'smac_minimize': 3.789473684210526} | objective: 2.526315789473684 | 0.3157894736842105 | ubuntu@ip-172-31-13-214:~/optimization-js/python_prototypes$ cd bbob |