├── .circleci └── config.yml ├── .clang-format ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md └── workflows │ └── main.yml ├── .gitignore ├── .travis.yml ├── CMakeLists.txt ├── COPYING.gpl3 ├── COPYING.lgpl3 ├── README.md ├── benchmarks ├── CMakeLists.txt └── thread_island_pool.cpp ├── cmake_modules ├── FindTBB.cmake ├── Findpagmo_IPOPT.cmake ├── PagmoFindBoost.cmake ├── cmake_uninstall.cmake.in └── yacma │ ├── LICENSE │ ├── README.md │ ├── YACMACompilerLinkerSettings.cmake │ ├── YACMAPythonSetup.cmake │ └── YACMAThreadingSetup.cmake ├── codecov.yml ├── config.hpp.in ├── doc ├── doxygen │ ├── Doxyfile.in │ └── images │ │ ├── BeeColony.gif │ │ ├── GreyWolf.gif │ │ ├── Hill_Climbing_with_Simulated_Annealing.gif │ │ ├── ackley.png │ │ ├── adaptation.jpg │ │ ├── algo_no_text.png │ │ ├── archi_no_text.png │ │ ├── cec2013.png │ │ ├── cmaes.png │ │ ├── compass_search.png │ │ ├── de.png │ │ ├── decompose.png │ │ ├── gaco.png │ │ ├── golomb_ruler.png │ │ ├── griewank.png │ │ ├── hypervolume.png │ │ ├── ihs.gif │ │ ├── ipopt.png │ │ ├── island_no_text.png │ │ ├── lennard_jones.jpg │ │ ├── mbh.png │ │ ├── migration_no_text.png │ │ ├── moead.png │ │ ├── newsvendor.png │ │ ├── nlopt.png │ │ ├── nsga2.jpg │ │ ├── original.jpg │ │ ├── pop_no_text.png │ │ ├── prob_no_text.png │ │ ├── pso.png │ │ ├── rastrigin.png │ │ ├── rosenbrock.png │ │ ├── schwefel.png │ │ ├── sea.png │ │ ├── sga.jpg │ │ └── xnes.png └── sphinx │ ├── Makefile │ ├── _static │ ├── bebasneue_book-webfont.woff │ ├── bebasneue_book-webfont.woff2 │ └── pagmo.css │ ├── _templates │ └── layout.html │ ├── changelog.rst │ ├── compile.sh │ ├── conf.py.in │ ├── credits.rst │ ├── docs │ ├── cpp │ │ ├── algorithm.rst │ │ ├── algorithms │ │ │ ├── bee_colony.rst │ │ │ ├── cmaes.rst │ │ │ ├── compass_search.rst │ │ │ ├── cstrs_self_adaptive.rst │ │ │ ├── de.rst │ │ │ ├── de1220.rst │ │ │ ├── gaco.rst │ │ │ ├── gwo.rst │ │ │ ├── ihs.rst │ │ │ ├── ipopt.rst │ │ │ ├── maco.rst │ │ │ ├── mbh.rst │ │ │ ├── moead.rst │ │ │ ├── moead_gen.rst │ │ │ ├── nlopt.rst │ │ │ ├── nsga2.rst │ │ │ ├── nspso.rst │ │ │ ├── null.rst │ │ │ ├── pso.rst │ │ │ ├── pso_gen.rst │ │ │ ├── sade.rst │ │ │ ├── sea.rst │ │ │ ├── sga.rst │ │ │ ├── simulated_annealing.rst │ │ │ └── xnes.rst │ │ ├── archipelago.rst │ │ ├── batch_evaluators │ │ │ ├── default_bfe.rst │ │ │ ├── member_bfe.rst │ │ │ └── thread_bfe.rst │ │ ├── bfe.rst │ │ ├── cpp_docs.rst │ │ ├── island.rst │ │ ├── islands │ │ │ ├── fork_island.rst │ │ │ └── thread_island.rst │ │ ├── miscellanea │ │ │ ├── exceptions.rst │ │ │ ├── generic.rst │ │ │ ├── type_traits.rst │ │ │ └── utility_classes.rst │ │ ├── population.rst │ │ ├── problem.rst │ │ ├── problems │ │ │ ├── ackley.rst │ │ │ ├── cec2006.rst │ │ │ ├── cec2009.rst │ │ │ ├── cec2013.rst │ │ │ ├── cec2014.rst │ │ │ ├── decompose.rst │ │ │ ├── dtlz.rst │ │ │ ├── golomb_ruler.rst │ │ │ ├── griewank.rst │ │ │ ├── hock_schittkowski_71.rst │ │ │ ├── inventory.rst │ │ │ ├── lennard_jones.rst │ │ │ ├── luksan_vlcek1.rst │ │ │ ├── minlp_rastrigin.rst │ │ │ ├── null.rst │ │ │ ├── rastrigin.rst │ │ │ ├── rosenbrock.rst │ │ │ ├── schwefel.rst │ │ │ ├── translate.rst │ │ │ ├── unconstrain.rst │ │ │ ├── wfg.rst │ │ │ └── zdt.rst │ │ ├── r_policies │ │ │ └── fair_replace.rst │ │ ├── r_policy.rst │ │ ├── s_policies │ │ │ └── select_best.rst │ │ ├── s_policy.rst │ │ ├── topologies │ │ │ ├── base_bgl_topology.rst │ │ │ ├── free_form.rst │ │ │ ├── fully_connected.rst │ │ │ ├── ring.rst │ │ │ └── unconnected.rst │ │ ├── topology.rst │ │ ├── tutorials │ │ │ ├── cpp_tut.rst │ │ │ ├── cpp_tut_first_problem.rst │ │ │ ├── cpp_tut_preliminaries.rst │ │ │ └── evolving_a_population.rst │ │ ├── types.rst │ │ └── utils │ │ │ ├── constrained.rst │ │ │ ├── discrepancy.rst │ │ │ ├── genetic_operators.rst │ │ │ ├── gradient_and_hessians.rst │ │ │ ├── hypervolume.rst │ │ │ └── multi_objective.rst │ └── images │ │ ├── algo.png │ │ ├── algo_no_text.png │ │ ├── archi.png │ │ ├── archi_no_text.png │ │ ├── cec2013_10_cmaes.png │ │ ├── cec2013_10_jde.png │ │ ├── cec2013_2_cmaes.png │ │ ├── cec2013_2_jde.png │ │ ├── cec2013_2_pso.png │ │ ├── cec2013_2_sa.png │ │ ├── cmaes_vs_xnes1.png │ │ ├── cmaes_vs_xnes2.png │ │ ├── cmaes_vs_xnes3.png │ │ ├── cmaes_vs_xnes4.png │ │ ├── cmaes_vs_xnes5.png │ │ ├── cmaes_vs_xnes6.png │ │ ├── dow.png │ │ ├── esa.png │ │ ├── fully_connected.png │ │ ├── gaco.png │ │ ├── golomb_ruler.png │ │ ├── google.png │ │ ├── hv_MAX_compute_fpras_runtime.png │ │ ├── hv_MAX_compute_runtime_plot.png │ │ ├── hv_MAX_lc_runtime_plot.png │ │ ├── hv_compute_fpras_runtime.png │ │ ├── hv_compute_runtime_plot.png │ │ ├── hv_fpras.png │ │ ├── hv_fpras_extreme.png │ │ ├── hv_front_2d_simple.png │ │ ├── hv_lc_runtime_plot.png │ │ ├── hv_wfg_hv3d.png │ │ ├── hv_wfg_hv4d.png │ │ ├── hypervolume.png │ │ ├── island.png │ │ ├── island_no_text.png │ │ ├── lennard_jones.jpg │ │ ├── logo_favico.ico │ │ ├── logo_small_html.png │ │ ├── maco.gif │ │ ├── migration.png │ │ ├── migration_no_text.png │ │ ├── mo_dtlz_moead_array.png │ │ ├── mo_dtlz_moead_grid_bi.png │ │ ├── mo_dtlz_moead_grid_tch.png │ │ ├── mo_dtlz_moead_ld_bi.png │ │ ├── mo_dtlz_moead_ld_tch.png │ │ ├── mo_zdt1_moead_ndf.png │ │ ├── mo_zdt1_rnd_ndf.png │ │ ├── nlopt_basic_lv1.png │ │ ├── pagmo_logo.png │ │ ├── pop.png │ │ ├── pop_no_text.png │ │ ├── prob.png │ │ ├── prob_no_text.png │ │ ├── ring.png │ │ ├── ros_10_on_16_isl.png │ │ ├── sa_schwefel_20.png │ │ ├── sade_CR_over_rosenbrock_10.png │ │ ├── sade_rosenbrock_10.png │ │ ├── schwefel_20.png │ │ ├── sea_schwefel_20.png │ │ ├── tutorial_cec2006.png │ │ ├── tutorial_maco_zdt3.png │ │ └── unconnected.png │ ├── index.rst │ ├── install.rst │ ├── overview.rst │ └── quickstart.rst ├── include └── pagmo │ ├── algorithm.hpp │ ├── algorithms │ ├── bee_colony.hpp │ ├── cmaes.hpp │ ├── compass_search.hpp │ ├── cstrs_self_adaptive.hpp │ ├── de.hpp │ ├── de1220.hpp │ ├── gaco.hpp │ ├── gwo.hpp │ ├── ihs.hpp │ ├── ipopt.hpp │ ├── maco.hpp │ ├── mbh.hpp │ ├── moead.hpp │ ├── moead_gen.hpp │ ├── nlopt.hpp │ ├── not_population_based.hpp │ ├── nsga2.hpp │ ├── nspso.hpp │ ├── null_algorithm.hpp │ ├── pso.hpp │ ├── pso_gen.hpp │ ├── sade.hpp │ ├── sea.hpp │ ├── sga.hpp │ ├── simulated_annealing.hpp │ └── xnes.hpp │ ├── archipelago.hpp │ ├── batch_evaluators │ ├── default_bfe.hpp │ ├── member_bfe.hpp │ └── thread_bfe.hpp │ ├── bfe.hpp │ ├── detail │ ├── archipelago_fwd.hpp │ ├── base_sr_policy.hpp │ ├── bfe_impl.hpp │ ├── constants.hpp │ ├── custom_comparisons.hpp │ ├── eigen.hpp │ ├── eigen_s11n.hpp │ ├── free_form_fwd.hpp │ ├── gte_getter.hpp │ ├── island_fwd.hpp │ ├── prime_numbers.hpp │ ├── s11n_wrappers.hpp │ ├── support_xeus_cling.hpp │ ├── task_queue.hpp │ ├── type_name.hpp │ ├── typeid_name_extract.hpp │ └── visibility.hpp │ ├── exceptions.hpp │ ├── io.hpp │ ├── island.hpp │ ├── islands │ ├── fork_island.hpp │ └── thread_island.hpp │ ├── pagmo.hpp │ ├── population.hpp │ ├── problem.hpp │ ├── problems │ ├── ackley.hpp │ ├── cec2006.hpp │ ├── cec2009.hpp │ ├── cec2013.hpp │ ├── cec2014.hpp │ ├── decompose.hpp │ ├── dtlz.hpp │ ├── golomb_ruler.hpp │ ├── griewank.hpp │ ├── hock_schittkowski_71.hpp │ ├── inventory.hpp │ ├── lennard_jones.hpp │ ├── luksan_vlcek1.hpp │ ├── minlp_rastrigin.hpp │ ├── null_problem.hpp │ ├── rastrigin.hpp │ ├── rosenbrock.hpp │ ├── schwefel.hpp │ ├── translate.hpp │ ├── unconstrain.hpp │ ├── wfg.hpp │ └── zdt.hpp │ ├── r_policies │ └── fair_replace.hpp │ ├── r_policy.hpp │ ├── rng.hpp │ ├── s11n.hpp │ ├── s_policies │ └── select_best.hpp │ ├── s_policy.hpp │ ├── threading.hpp │ ├── topologies │ ├── base_bgl_topology.hpp │ ├── free_form.hpp │ ├── fully_connected.hpp │ ├── ring.hpp │ └── unconnected.hpp │ ├── topology.hpp │ ├── type_traits.hpp │ ├── types.hpp │ └── utils │ ├── constrained.hpp │ ├── discrepancy.hpp │ ├── generic.hpp │ ├── genetic_operators.hpp │ ├── gradients_and_hessians.hpp │ ├── hv_algos │ ├── hv_algorithm.hpp │ ├── hv_bf_approx.hpp │ ├── hv_bf_fpras.hpp │ ├── hv_hv2d.hpp │ ├── hv_hv3d.hpp │ └── hv_hvwfg.hpp │ ├── hypervolume.hpp │ └── multi_objective.hpp ├── pagmo-config.cmake.in ├── src ├── algorithm.cpp ├── algorithms │ ├── bee_colony.cpp │ ├── cmaes.cpp │ ├── compass_search.cpp │ ├── cstrs_self_adaptive.cpp │ ├── de.cpp │ ├── de1220.cpp │ ├── gaco.cpp │ ├── gwo.cpp │ ├── ihs.cpp │ ├── ipopt.cpp │ ├── maco.cpp │ ├── mbh.cpp │ ├── moead.cpp │ ├── moead_gen.cpp │ ├── nlopt.cpp │ ├── not_population_based.cpp │ ├── nsga2.cpp │ ├── nspso.cpp │ ├── null_algorithm.cpp │ ├── pso.cpp │ ├── pso_gen.cpp │ ├── sade.cpp │ ├── sea.cpp │ ├── sga.cpp │ ├── simulated_annealing.cpp │ └── xnes.cpp ├── archipelago.cpp ├── batch_evaluators │ ├── default_bfe.cpp │ ├── member_bfe.cpp │ └── thread_bfe.cpp ├── bfe.cpp ├── detail │ ├── base_sr_policy.cpp │ ├── bfe_impl.cpp │ ├── gte_getter.cpp │ ├── prime_numbers.cpp │ ├── task_queue.cpp │ └── type_name.cpp ├── io.cpp ├── island.cpp ├── islands │ ├── fork_island.cpp │ └── thread_island.cpp ├── population.cpp ├── problem.cpp ├── problems │ ├── ackley.cpp │ ├── cec2006.cpp │ ├── cec2009.cpp │ ├── cec2013.cpp │ ├── cec2013_data.cpp │ ├── cec2013_data.hpp │ ├── cec2014.cpp │ ├── cec2014_data.cpp │ ├── cec2014_data.hpp │ ├── decompose.cpp │ ├── dtlz.cpp │ ├── golomb_ruler.cpp │ ├── griewank.cpp │ ├── hock_schittkowski_71.cpp │ ├── inventory.cpp │ ├── lennard_jones.cpp │ ├── luksan_vlcek1.cpp │ ├── minlp_rastrigin.cpp │ ├── null_problem.cpp │ ├── rastrigin.cpp │ ├── rosenbrock.cpp │ ├── schwefel.cpp │ ├── translate.cpp │ ├── unconstrain.cpp │ ├── wfg.cpp │ └── zdt.cpp ├── r_policies │ └── fair_replace.cpp ├── r_policy.cpp ├── rng.cpp ├── s_policies │ └── select_best.cpp ├── s_policy.cpp ├── threading.cpp ├── topologies │ ├── base_bgl_topology.cpp │ ├── free_form.cpp │ ├── fully_connected.cpp │ ├── ring.cpp │ └── unconnected.cpp ├── topology.cpp └── utils │ ├── constrained.cpp │ ├── discrepancy.cpp │ ├── generic.cpp │ ├── genetic_operators.cpp │ ├── hv_algos │ ├── hv_algorithm.cpp │ ├── hv_bf_approx.cpp │ ├── hv_bf_fpras.cpp │ ├── hv_hv2d.cpp │ ├── hv_hv3d.cpp │ └── hv_hvwfg.cpp │ ├── hypervolume.cpp │ └── multi_objective.cpp ├── tests ├── CMakeLists.txt ├── ackley.cpp ├── algorithm.cpp ├── algorithm_type_traits.cpp ├── archipelago.cpp ├── archipelago_torture_test.cpp ├── base_bgl_topology.cpp ├── base_sr_policy.cpp ├── bee_colony.cpp ├── bfe.cpp ├── cec2006.cpp ├── cec2009.cpp ├── cec2013.cpp ├── cec2014.cpp ├── cmaes.cpp ├── compass_search.cpp ├── constrained.cpp ├── cstrs_self_adaptive.cpp ├── custom_comparisons.cpp ├── de.cpp ├── de1220.cpp ├── decompose.cpp ├── default_bfe.cpp ├── discrepancy.cpp ├── dtlz.cpp ├── eigen3_serialization.cpp ├── fair_replace.cpp ├── fork_island.cpp ├── free_form.cpp ├── fully_connected.cpp ├── gaco.cpp ├── generic.cpp ├── genetic_operators.cpp ├── golomb_ruler.cpp ├── gradients_and_hessians.cpp ├── griewank.cpp ├── gwo.cpp ├── hock_schittkowski_71.cpp ├── hypervolume.cpp ├── hypervolume_test_data │ ├── README │ ├── testcases │ │ ├── c_max_t100_d2_n128 │ │ ├── c_max_t100_d3_n128 │ │ ├── c_max_t1_d3_n2048 │ │ ├── c_max_t1_d5_n1024 │ │ ├── c_max_t1_d7_n64 │ │ ├── e_max_d2 │ │ ├── e_max_d3 │ │ ├── e_max_d5 │ │ ├── lc_max_d2 │ │ └── lc_max_d3 │ └── testcases_list.txt ├── ihs.cpp ├── inventory.cpp ├── io.cpp ├── ipopt.cpp ├── island.cpp ├── island_torture.cpp ├── lennard_jones.cpp ├── luksan_vlcek1.cpp ├── maco.cpp ├── mbh.cpp ├── member_bfe.cpp ├── migration_torture_test.cpp ├── minlp_rastrigin.cpp ├── moead.cpp ├── moead_gen.cpp ├── multi_objective.cpp ├── nlopt.cpp ├── nsga2.cpp ├── nspso.cpp ├── population.cpp ├── problem.cpp ├── problem_type_traits.cpp ├── pso.cpp ├── pso_gen.cpp ├── r_policy.cpp ├── rastrigin.cpp ├── ring.cpp ├── rng.cpp ├── rng_serialization.cpp ├── rosenbrock.cpp ├── s_policy.cpp ├── sade.cpp ├── schwefel.cpp ├── sea.cpp ├── select_best.cpp ├── sga.cpp ├── simulated_annealing.cpp ├── thread_bfe.cpp ├── thread_island.cpp ├── threading.cpp ├── topology.cpp ├── translate.cpp ├── type_traits.cpp ├── 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