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scipy.optimize benchmarks for global optimizers.
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| Based on http://infinity77.net/global_optimization/index.html, and others. | |
| http://infinity77.net/global_optimization/index.html | |
| https://github.com/andyfaff/scipy/tree/go_benchmark | |
| python -u benchmark_global_optimizers.py | |
| success % nfev | |
| Problem basin de anneal basin de anneal | |
| AMGM 100.0 100.0 100.0 1111 995 4231 | |
| Ackley01 98.0 100.0 0.0 20522 3891 1172 | |
| Ackley02 100.0 100.0 1.3 15633 565 2790 | |
| Ackley03 0.7 100.0 0.0 3222 547 1477 | |
| Adjiman 61.3 100.0 86.0 3104 613 3334 | |
| Alpine01 100.0 100.0 2.0 40068 4121 927 | |
| Alpine02 54.7 100.0 100.0 2680 567 1213 | |
| BartelsConn 100.0 80.0 5.3 25288 799 1581 | |
| Beale 56.0 98.7 8.0 7028 2713 1963 | |
| BiggsExp02 87.3 100.0 2.7 3725 2299 1400 | |
| BiggsExp03 99.3 100.0 0.0 7276 6098 1421 | |
| BiggsExp04 94.0 100.0 0.0 15190 16849 1695 | |
| BiggsExp05 23.3 11.3 0.0 19243 11280 2338 | |
| Bird 57.3 98.0 0.0 2846 606 815 | |
| Bohachevsky 100.0 100.0 0.0 4573 2484 1040 | |
| BoxBetts 100.0 100.0 86.7 10148 5736 3722 | |
| Branin01 100.0 100.0 6.7 3274 709 1234 | |
| Branin02 8.0 32.7 0.0 2744 708 1073 | |
| Brent 100.0 100.0 9.3 1219 3947 1623 | |
| Brown 100.0 100.0 34.7 2570 2153 3542 | |
| Bukin02 100.0 100.0 100.0 2468 678 4870 | |
| Bukin04 100.0 100.0 79.3 22334 3287 4123 | |
| Bukin06 0.0 0.0 0.0 28190 3319 868 | |
| CarromTable 20.7 100.0 100.0 2859 744 4249 | |
| Chichinadze 13.3 99.3 0.0 3720 608 1200 | |
| Cigar 100.0 100.0 0.0 10838 2979 1430 | |
| Cola 47.3 22.0 0.0 63118 38626 689 | |
| Colville 100.0 100.0 4.0 36603 80207 1105 | |
| Corana 68.7 100.0 0.0 3242 3454 1127 | |
| CosineMixture 100.0 100.0 100.0 584 1063 4001 | |
| CrossInTray 12.7 100.0 100.0 2086 532 2817 | |
| CrossLegTable 3.3 6.7 9.3 29610 4897 846 | |
| CrownedCross 0.0 10.7 100.0 35479 4892 3475 | |
| Csendes 100.0 100.0 100.0 3192 824 4079 | |
| Cube 100.0 100.0 0.0 11413 3332 1717 | |
| Damavandi 0.7 0.7 0.0 2085 558 1456 | |
| DeVilliersGlasse 14.0 100.0 0.0 16965 20412 2230 | |
| DeVilliersGlasse 0.0 0.0 0.0 31157 26525 1654 | |
| Deb01 99.3 100.0 33.3 7175 1335 1332 | |
| Deb02 36.0 100.0 97.3 7089 918 2135 | |
| Decanomial 100.0 100.0 0.0 12762 2051 252 | |
| Deceptive 73.3 96.7 100.0 5987 1115 3873 | |
| DeckkersAarts 96.7 99.3 0.0 3968 654 1294 | |
| DeflectedCorruga 41.3 74.7 34.0 2686 997 1991 | |
| DixonPrice 100.0 100.0 1.3 4331 2620 1664 | |
| Dolan 100.0 100.0 0.0 55623 53601 983 | |
| DropWave 100.0 64.0 9.3 3065 1206 2980 | |
| Easom 46.7 100.0 0.0 10274 3978 1045 | |
| Eckerle4 22.0 96.0 0.0 1532 2266 314 | |
| EggCrate 12.0 100.0 0.7 2542 2449 928 | |
| EggHolder 4.7 15.3 100.0 2759 1115 942 | |
| ElAttarVidyasaga 28.0 94.0 0.0 4064 1119 2098 | |
| Exp2 82.7 100.0 2.7 3485 2293 1321 | |
| Exponential 100.0 100.0 28.7 2016 279 3398 | |
| FreudensteinRoth 42.7 90.7 0.0 6610 2584 1924 | |
| Gear 2.0 100.0 100.0 607 11388 3525 | |
| Giunta 55.3 100.0 100.0 3085 449 2475 | |
| GoldsteinPrice 98.7 99.3 0.0 5955 694 1693 | |
| Griewank 0.0 35.3 0.0 2186 2558 1153 | |
| Gulf 43.3 100.0 0.0 5195 9191 265 | |
| Hansen 90.0 99.3 0.0 4323 1273 744 | |
| Hartmann3 100.0 100.0 7.3 8743 703 3963 | |
| Hartmann6 100.0 54.7 0.0 18814 2460 4007 | |
| HelicalValley 100.0 100.0 0.0 9448 7919 834 | |
| HimmelBlau 100.0 100.0 0.0 3255 2512 1152 | |
| HolderTable 13.3 100.0 100.0 2565 680 4287 | |
| Holzman 96.7 0.0 100.0 609 60166 305 | |
| Hosaki 68.7 100.0 53.3 9123 455 4690 | |
| Infinity 100.0 100.0 100.0 3207 811 4084 | |
| JennrichSampson 92.7 100.0 0.0 13860 753 848 | |
| Judge 59.3 99.3 0.0 4104 655 1356 | |
| Katsuura 100.0 58.0 100.0 1920 2190 6198 | |
| Keane 100.0 100.0 100.0 2164 2481 3770 | |
| Kowalik 51.3 94.7 0.0 17359 6227 5556 | |
| Langermann 66.7 91.3 2.7 3950 731 3986 | |
| Leon 100.0 100.0 4.0 8478 2900 2165 | |
| Levy03 56.7 100.0 75.3 3390 2228 3682 | |
| Levy05 48.0 84.7 0.0 4305 1046 793 | |
| Levy13 100.0 100.0 0.0 5925 2457 1113 | |
| Matyas 100.0 100.0 92.0 2418 2611 4256 | |
| McCormick 53.3 100.0 100.0 2758 433 2170 | |
| Meyer 0.0 0.0 0.0 42579 131 1355 | |
| Michalewicz 99.3 100.0 40.7 5409 534 933 | |
| MieleCantrell 100.0 100.0 84.0 11178 7666 5274 | |
| Mishra01 100.0 87.3 100.0 2410 513 2348 | |
| Mishra02 100.0 100.0 100.0 2279 739 2361 | |
| Mishra03 2.7 0.0 100.0 28887 2265 1144 | |
| Mishra04 4.7 0.0 98.7 29171 2278 1236 | |
| Mishra05 6.7 68.7 99.3 15025 1134 3972 | |
| Mishra06 27.3 96.0 23.3 3673 662 1461 | |
| Mishra07 100.0 100.0 14.7 1992 3081 1713 | |
| Mishra08 100.0 100.0 0.0 7109 2239 252 | |
| Mishra09 83.3 100.0 0.0 21301 10570 252 | |
| Mishra10 28.7 100.0 80.0 405 766 876 | |
| Mishra11 100.0 100.0 56.7 1961 3057 3015 | |
| MultiModal 100.0 100.0 32.7 23813 1697 2391 | |
| NeedleEye 100.0 100.0 0.7 13058 315 1133 | |
| NewFunction01 2.7 4.7 99.3 29072 2076 2437 | |
| NewFunction02 5.3 4.7 100.0 28989 1963 2320 | |
| NewFunction03 12.0 82.0 100.0 10500 891 4589 | |
| OddSquare 2.0 66.0 0.7 1721 1212 3541 | |
| Parsopoulos 100.0 100.0 98.0 2147 2455 3962 | |
| Pathological 65.3 97.3 0.0 6917 3519 301 | |
| Paviani 0.0 100.0 0.0 15962 6175 256 | |
| PenHolder 10.0 100.0 100.0 2512 517 284 | |
| Penalty01 10.0 100.0 0.0 4813 2343 2067 | |
| Penalty02 100.0 100.0 0.0 5777 2511 1512 | |
| PermFunction01 70.7 100.0 11.3 3382 2275 1500 | |
| PermFunction02 100.0 100.0 0.0 3887 2452 1169 | |
| Pinter 47.3 96.7 0.7 4298 2529 921 | |
| Plateau 71.3 100.0 100.0 405 325 724 | |
| Powell 100.0 100.0 0.0 17495 14139 1148 | |
| PowerSum 100.0 98.0 0.0 61728 78500 1448 | |
| Price01 100.0 100.0 0.0 1228 2773 969 | |
| Price02 6.0 74.7 0.0 2146 1025 2026 | |
| Price03 91.3 43.3 0.0 6870 2089 1319 | |
| Price04 100.0 100.0 0.0 8767 5077 2409 | |
| Qing 100.0 100.0 0.0 3646 2827 1314 | |
| Quadratic 100.0 100.0 0.0 2561 424 1070 | |
| Quintic 100.0 100.0 0.0 48197 4063 1506 | |
| Rana 10.0 12.7 100.0 3380 1555 996 | |
| Rastrigin 95.3 99.3 0.7 4446 2571 922 | |
| Ratkowsky01 58.7 37.3 0.0 25005 3693 1369 | |
| Ratkowsky02 96.7 46.0 0.0 23217 1995 542 | |
| Ripple01 0.0 35.3 0.7 9182 1072 2020 | |
| Ripple25 78.0 88.7 9.3 6897 711 2435 | |
| Rosenbrock 100.0 100.0 0.0 8522 3191 1559 | |
| RosenbrockModifi 3.3 19.3 0.0 7818 592 1502 | |
| RotatedEllipse01 100.0 100.0 0.0 2070 2970 1065 | |
| RotatedEllipse02 100.0 100.0 0.0 2058 2827 1048 | |
| Salomon 100.0 60.7 0.7 9237 3581 1021 | |
| Sargan 100.0 100.0 0.0 2058 2670 1012 | |
| Schaffer01 12.7 96.0 0.0 4174 3423 370 | |
| Schaffer02 20.7 98.7 0.0 8818 3302 380 | |
| Schaffer03 34.0 98.7 0.0 10005 2685 379 | |
| Schaffer04 10.0 98.7 0.0 7291 2632 347 | |
| SchmidtVetters 95.3 100.0 100.0 5629 1751 386 | |
| Schwefel01 100.0 100.0 0.0 3496 1681 1274 | |
| Schwefel02 100.0 100.0 0.0 2052 2780 1121 | |
| Schwefel04 100.0 100.0 21.3 3741 2419 2449 | |
| Schwefel06 100.0 100.0 0.0 44918 4485 875 | |
| Schwefel20 100.0 100.0 0.0 49287 3825 896 | |
| Schwefel21 100.0 100.0 0.0 38014 4108 843 | |
| Schwefel22 100.0 100.0 0.0 44801 3802 1026 | |
| Schwefel26 16.7 95.3 100.0 1860 1578 739 | |
| Schwefel36 100.0 100.0 100.0 2815 673 6618 | |
| Shekel05 41.3 53.3 16.7 5597 2339 3279 | |
| Shekel07 46.0 68.7 18.0 5999 2383 3236 | |
| Shekel10 33.3 76.7 24.7 5871 2418 3265 | |
| Shubert01 98.7 100.0 0.0 4150 1361 733 | |
| Shubert03 38.7 100.0 0.0 4146 1111 846 | |
| Shubert04 48.7 100.0 0.0 4105 1008 847 | |
| SineEnvelope 0.0 20.7 0.0 1882 2317 374 | |
| SixHumpCamel 100.0 100.0 20.7 3943 624 2006 | |
| Sodp 100.0 100.0 100.0 4810 1765 4000 | |
| Sphere 100.0 100.0 64.7 1213 2214 3258 | |
| Step 0.0 100.0 0.7 405 807 997 | |
| Stochastic 0.0 100.0 0.0 10524 40099 867 | |
| StretchedV 100.0 100.0 100.0 3942 2384 4285 | |
| StyblinskiTang 26.7 100.0 0.0 2697 436 979 | |
| TestTubeHolder 6.0 72.7 0.7 2112 887 943 | |
| ThreeHumpCamel 95.3 100.0 64.7 3129 2323 3810 | |
| Thurber 18.0 0.0 0.0 117560 30671 3849 | |
| Treccani 100.0 100.0 54.0 3484 2339 3349 | |
| Trefethen 10.0 23.3 0.0 6752 2011 1024 | |
| Trid 100.0 100.0 0.0 10633 3069 836 | |
| Trigonometric01 100.0 100.0 100.0 2345 2739 4152 | |
| Trigonometric02 91.3 100.0 0.0 8430 1179 962 | |
| Tripod 52.7 40.0 0.0 42044 2316 936 | |
| Ursem01 62.0 100.0 100.0 2537 359 4067 | |
| Ursem03 61.3 90.0 100.0 12111 858 2648 | |
| Ursem04 100.0 100.0 100.0 12697 637 3995 | |
| UrsemWaves 39.3 98.0 100.0 4364 935 4273 | |
| VenterSobiezccza 0.0 99.3 0.0 3129 771 908 | |
| Vincent 84.7 100.0 98.7 3206 750 2280 | |
| Watson 100.0 100.0 0.0 37798 21642 1420 | |
| Wavy 42.0 98.0 0.7 5375 2569 460 | |
| WayburnSeader01 100.0 100.0 0.0 9428 3124 2512 | |
| WayburnSeader02 100.0 100.0 0.0 8867 3276 1361 | |
| Weierstrass 0.0 0.0 0.7 45963 999 1115 | |
| Whitley 30.0 34.7 0.0 6629 2564 1325 | |
| Wolfe 100.0 100.0 100.0 3845 12794 4141 | |
| XinSheYang01 0.0 66.0 0.0 10313 36897 1042 | |
| XinSheYang02 8.7 94.0 7.3 5561 3761 1704 | |
| XinSheYang03 3.3 36.7 0.0 548 1698 3953 | |
| XinSheYang04 3.3 91.3 0.0 3597 1295 3915 | |
| Xor 100.0 11.3 91.3 5370 1547 2037 | |
| YaoLiu04 100.0 100.0 34.7 28697 2811 1906 | |
| YaoLiu09 95.3 91.3 0.0 4463 2529 898 | |
| Zacharov 100.0 100.0 12.0 2758 2345 2153 | |
| ZeroSum 0.0 0.0 0.0 26263 1788 890 | |
| Zettl 100.0 100.0 99.3 5542 760 3871 | |
| Zimmerman 0.0 46.0 0.0 32539 3888 1138 | |
| Zirilli 55.3 99.3 32.7 3265 620 2140 |
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