NiaPy的文档

用于构建自然启发算法的Python微框架。

自然启发的算法是解决优化问题的非常流行的工具。 自从它们的时代开始以来，已经开发了许多自然启发算法的变体（paper 1, paper 2）。 为了证明它们的多功能性，这些算法在各种领域的各种应用中进行了测试，特别是在它们被混合、修改或适应时。然而，实现自然启发的算法有时是困难、复杂且繁琐的任务。为了打破这堵墙，NiaPy旨在简单快速地使用，而无需花费时间从头开始实现算法。

• 免费软件： MIT许可证

• Github 仓库: https://github.com/NiaOrg/NiaPy

• Python 版本： 3.6.x, 3.7.x, 3.8.x, 3.9.x

主要文档分为几个部分：

• 通用

• 用户文档

• 开发者文档

• API 文档

通用

• 关于
  • 任务
  • 许可证
  • 免责声明
• 特性
  • 算法
  • Functions
  • 其他功能
• Credits
  • 贡献者
• 更新日志
  • 2.0.5 (2023-03-26)
  • 2.0.4 (2022-11-20)
  • 2.0.3 (2022-09-03)
  • 2.0.2 (2022-05-22)
  • 2.0.1 (2022-03-05)
  • 2.0.0 (2021-12-27)
  • 2.0.0rc18 (2021-08-18)
  • 2.0.0rc17 (2021-06-10)
  • 2.0.0rc16 (2021-05-26)
  • 2.0.0rc15 (2021-05-14)
  • 2.0.0rc14 (2021-04-23)
  • 2.0.0rc13 (2021-03-10)
  • 2.0.0rc12 (2020-12-04)
  • 2.0.0rc11 (2020-07-19)
  • 2.0.0rc10 (2019-11-12)
  • 2.0.0rc9 (2019-11-11)
  • 2.0.0rc8 (2019-11-11)
  • 2.0.0rc7 (2019-11-11)
  • 2.0.0rc6 (2019-11-11)
  • 2.0.0rc5 (2019-05-06)
  • 2.0.0rc4 (2018-11-30)
  • 2.0.0rc3 (2018-11-30)
  • 1.0.2 (2018-10-24)
  • 2 (2018-08-30)
  • 2.0.0rc2 (2018-08-30)
  • 2.0.0rc1 (2018-08-30)
  • 1.0.1 (2018-03-21)
  • 1.0.0 (2018-02-28)
  • 1.0.0rc2 (2018-02-28)
  • 1.0.0rc1 (2018-02-28)
  • 0.1.3a2 (2018-02-26)
  • 0.1.3a1 (2018-02-26)
  • 0.1.2a4 (2018-02-26)
  • 0.1.2a3 (2018-02-26)
  • 0.1.2a2 (2018-02-26)
  • 0.1.2a1 (2018-02-26)
• 行为准则
  • 我们的承诺
  • 我们的标准
  • 我们的责任
  • Scope
  • 执行
  • 归因

用户文档

• 入门指南
  • 基本示例
  • 高级示例
  • 自定义种群初始化的高级示例
  • Runner example
• Tutorials
  • KNN超参数优化
  • 使用粒子群优化进行特征选择
• 支持
  • 使用问题
  • 报告错误

开发者文档

• 指南
  • Git 初学者指南
  • MinGW 安装指南 - Windows
• 为NiaPy做出贡献
  • 行为准则
  • 我该如何贡献？
• 安装
  • 设置开发环境
• Testing
• 文档

API 文档

• API 文档
  • niapy
    • niapy.runner
      • Runner
        • Runner.__init__()
        • Runner.run()
        • Runner.task_factory()
    • niapy.task
      • OptimizationType
        • OptimizationType.MAXIMIZATION
        • OptimizationType.MINIMIZATION
      • 任务
        • Task.__init__()
        • Task.convergence_data()
        • Task.eval()
        • Task.is_feasible()
        • Task.next_iter()
        • Task.plot_convergence()
        • Task.repair()
        • Task.stopping_condition()
        • Task.stopping_condition_iter()
  • niapy.algorithms
    • Algorithm
      • Algorithm.Name
      • Algorithm.__init__()
      • Algorithm.bad_run()
      • Algorithm.get_best()
      • Algorithm.get_parameters()
      • Algorithm.info()
      • Algorithm.init_population()
      • Algorithm.integers()
      • Algorithm.iteration_generator()
      • Algorithm.normal()
      • Algorithm.random()
      • Algorithm.run()
      • Algorithm.run_iteration()
      • Algorithm.run_task()
      • Algorithm.set_parameters()
      • Algorithm.standard_normal()
      • Algorithm.uniform()
    • Individual
      • Individual.__eq__()
      • Individual.__getitem__()
      • Individual.__init__()
      • Individual.__len__()
      • Individual.__setitem__()
      • Individual.__str__()
      • Individual.copy()
      • Individual.evaluate()
      • Individual.generate_solution()
    • default_individual_init()
    • default_numpy_init()
    • niapy.algorithms.basic
      • AgingNpDifferentialEvolution
        • AgingNpDifferentialEvolution.Name
        • AgingNpDifferentialEvolution.__init__()
        • AgingNpDifferentialEvolution.aging()
        • AgingNpDifferentialEvolution.decrement_population()
        • AgingNpDifferentialEvolution.delta_pop_created()
        • AgingNpDifferentialEvolution.delta_pop_eliminated()
        • AgingNpDifferentialEvolution.get_parameters()
        • AgingNpDifferentialEvolution.increment_population()
        • AgingNpDifferentialEvolution.info()
        • AgingNpDifferentialEvolution.post_selection()
        • AgingNpDifferentialEvolution.selection()
        • AgingNpDifferentialEvolution.set_parameters()
      • ArtificialBeeColonyAlgorithm
        • ArtificialBeeColonyAlgorithm.Name
        • ArtificialBeeColonyAlgorithm.__init__()
        • ArtificialBeeColonyAlgorithm.calculate_probabilities()
        • ArtificialBeeColonyAlgorithm.get_parameters()
        • ArtificialBeeColonyAlgorithm.info()
        • ArtificialBeeColonyAlgorithm.init_population()
        • ArtificialBeeColonyAlgorithm.run_iteration()
        • ArtificialBeeColonyAlgorithm.set_parameters()
      • BacterialForagingOptimization
        • BacterialForagingOptimization.Name
        • BacterialForagingOptimization.__init__()
        • BacterialForagingOptimization.get_parameters()
        • BacterialForagingOptimization.info()
        • BacterialForagingOptimization.init_population()
        • BacterialForagingOptimization.interaction()
        • BacterialForagingOptimization.random_direction()
        • BacterialForagingOptimization.run_iteration()
        • BacterialForagingOptimization.set_parameters()
      • BareBonesFireworksAlgorithm
        • BareBonesFireworksAlgorithm.Name
        • BareBonesFireworksAlgorithm.__init__()
        • BareBonesFireworksAlgorithm.get_parameters()
        • BareBonesFireworksAlgorithm.info()
        • BareBonesFireworksAlgorithm.init_population()
        • BareBonesFireworksAlgorithm.run_iteration()
        • BareBonesFireworksAlgorithm.set_parameters()
      • BatAlgorithm
        • BatAlgorithm.Name
        • BatAlgorithm.__init__()
        • BatAlgorithm.get_parameters()
        • BatAlgorithm.info()
        • BatAlgorithm.init_population()
        • BatAlgorithm.local_search()
        • BatAlgorithm.run_iteration()
        • BatAlgorithm.set_parameters()
      • BeesAlgorithm
        • BeesAlgorithm.Name
        • BeesAlgorithm.__init__()
        • BeesAlgorithm.bee_dance()
        • BeesAlgorithm.get_parameters()
        • BeesAlgorithm.info()
        • BeesAlgorithm.init_population()
        • BeesAlgorithm.run_iteration()
        • BeesAlgorithm.set_parameters()
      • CamelAlgorithm
        • CamelAlgorithm.Name
        • CamelAlgorithm.__init__()
        • CamelAlgorithm.get_parameters()
        • CamelAlgorithm.info()
        • CamelAlgorithm.init_pop()
        • CamelAlgorithm.life_cycle()
        • CamelAlgorithm.oasis()
        • CamelAlgorithm.run_iteration()
        • CamelAlgorithm.set_parameters()
        • CamelAlgorithm.walk()
      • CatSwarmOptimization
        • CatSwarmOptimization.Name
        • CatSwarmOptimization.__init__()
        • CatSwarmOptimization.get_parameters()
        • CatSwarmOptimization.info()
        • CatSwarmOptimization.init_population()
        • CatSwarmOptimization.random_seek_trace()
        • CatSwarmOptimization.run_iteration()
        • CatSwarmOptimization.seeking_mode()
        • CatSwarmOptimization.set_parameters()
        • CatSwarmOptimization.tracing_mode()
        • CatSwarmOptimization.weighted_selection()
      • CenterParticleSwarmOptimization
        • CenterParticleSwarmOptimization.Name
        • CenterParticleSwarmOptimization.__init__()
        • CenterParticleSwarmOptimization.get_parameters()
        • CenterParticleSwarmOptimization.info()
        • CenterParticleSwarmOptimization.run_iteration()
        • CenterParticleSwarmOptimization.set_parameters()
      • ClonalSelectionAlgorithm
        • ClonalSelectionAlgorithm.Name
        • ClonalSelectionAlgorithm.__init__()
        • ClonalSelectionAlgorithm.clone_and_hypermutate()
        • ClonalSelectionAlgorithm.decode()
        • ClonalSelectionAlgorithm.evaluate()
        • ClonalSelectionAlgorithm.get_parameters()
        • ClonalSelectionAlgorithm.info()
        • ClonalSelectionAlgorithm.init_population()
        • ClonalSelectionAlgorithm.mutate()
        • ClonalSelectionAlgorithm.random_insertion()
        • ClonalSelectionAlgorithm.run_iteration()
        • ClonalSelectionAlgorithm.set_parameters()
      • ComprehensiveLearningParticleSwarmOptimizer
        • ComprehensiveLearningParticleSwarmOptimizer.Name
        • ComprehensiveLearningParticleSwarmOptimizer.__init__()
        • ComprehensiveLearningParticleSwarmOptimizer.generate_personal_best_cl()
        • ComprehensiveLearningParticleSwarmOptimizer.get_parameters()
        • ComprehensiveLearningParticleSwarmOptimizer.info()
        • ComprehensiveLearningParticleSwarmOptimizer.init()
        • ComprehensiveLearningParticleSwarmOptimizer.run_iteration()
        • ComprehensiveLearningParticleSwarmOptimizer.set_parameters()
        • ComprehensiveLearningParticleSwarmOptimizer.update_velocity_cl()
      • CoralReefsOptimization
        • CoralReefsOptimization.Name
        • CoralReefsOptimization.__init__()
        • CoralReefsOptimization.asexual_reproduction()
        • CoralReefsOptimization.depredation()
        • CoralReefsOptimization.get_parameters()
        • CoralReefsOptimization.info()
        • CoralReefsOptimization.run_iteration()
        • CoralReefsOptimization.set_parameters()
        • CoralReefsOptimization.settling()
      • CuckooSearch
        • CuckooSearch.Name
        • CuckooSearch.__init__()
        • CuckooSearch.empty_nests()
        • CuckooSearch.get_cuckoos()
        • CuckooSearch.get_parameters()
        • CuckooSearch.info()
        • CuckooSearch.run_iteration()
        • CuckooSearch.set_parameters()
      • DifferentialEvolution
        • DifferentialEvolution.Name
        • DifferentialEvolution.__init__()
        • DifferentialEvolution.evolve()
        • DifferentialEvolution.get_parameters()
        • DifferentialEvolution.info()
        • DifferentialEvolution.post_selection()
        • DifferentialEvolution.run_iteration()
        • DifferentialEvolution.selection()
        • DifferentialEvolution.set_parameters()
      • DynNpDifferentialEvolution
        • DynNpDifferentialEvolution.Name
        • DynNpDifferentialEvolution.__init__()
        • DynNpDifferentialEvolution.get_parameters()
        • DynNpDifferentialEvolution.info()
        • DynNpDifferentialEvolution.post_selection()
        • DynNpDifferentialEvolution.set_parameters()
      • DynNpMultiStrategyDifferentialEvolution
        • DynNpMultiStrategyDifferentialEvolution.Name
        • DynNpMultiStrategyDifferentialEvolution.evolve()
        • DynNpMultiStrategyDifferentialEvolution.get_parameters()
        • DynNpMultiStrategyDifferentialEvolution.info()
        • DynNpMultiStrategyDifferentialEvolution.post_selection()
        • DynNpMultiStrategyDifferentialEvolution.set_parameters()
      • DynamicFireworksAlgorithm
        • DynamicFireworksAlgorithm.Name
        • DynamicFireworksAlgorithm.info()
        • DynamicFireworksAlgorithm.run_iteration()
      • DynamicFireworksAlgorithmGauss
        • DynamicFireworksAlgorithmGauss.Name
        • DynamicFireworksAlgorithmGauss.__init__()
        • DynamicFireworksAlgorithmGauss.explosion_amplitudes()
        • DynamicFireworksAlgorithmGauss.get_parameters()
        • DynamicFireworksAlgorithmGauss.info()
        • DynamicFireworksAlgorithmGauss.init_population()
        • DynamicFireworksAlgorithmGauss.run_iteration()
        • DynamicFireworksAlgorithmGauss.selection()
        • DynamicFireworksAlgorithmGauss.set_parameters()
        • DynamicFireworksAlgorithmGauss.update_cf()
      • EnhancedFireworksAlgorithm
        • EnhancedFireworksAlgorithm.Name
        • EnhancedFireworksAlgorithm.__init__()
        • EnhancedFireworksAlgorithm.explosion_amplitudes()
        • EnhancedFireworksAlgorithm.explosion_spark()
        • EnhancedFireworksAlgorithm.gaussian_spark()
        • EnhancedFireworksAlgorithm.get_parameters()
        • EnhancedFireworksAlgorithm.info()
        • EnhancedFireworksAlgorithm.mapping()
        • EnhancedFireworksAlgorithm.selection()
        • EnhancedFireworksAlgorithm.set_parameters()
      • EvolutionStrategy1p1
        • EvolutionStrategy1p1.Name
        • EvolutionStrategy1p1.__init__()
        • EvolutionStrategy1p1.get_parameters()
        • EvolutionStrategy1p1.info()
        • EvolutionStrategy1p1.init_population()
        • EvolutionStrategy1p1.mutate()
        • EvolutionStrategy1p1.run_iteration()
        • EvolutionStrategy1p1.set_parameters()
        • EvolutionStrategy1p1.update_rho()
      • EvolutionStrategyML
        • EvolutionStrategyML.Name
        • EvolutionStrategyML.info()
        • EvolutionStrategyML.init_population()
        • EvolutionStrategyML.new_pop()
        • EvolutionStrategyML.run_iteration()
      • EvolutionStrategyMp1
        • EvolutionStrategyMp1.Name
        • EvolutionStrategyMp1.__init__()
        • EvolutionStrategyMp1.info()
        • EvolutionStrategyMp1.set_parameters()
      • EvolutionStrategyMpL
        • EvolutionStrategyMpL.Name
        • EvolutionStrategyMpL.__init__()
        • EvolutionStrategyMpL.change_count()
        • EvolutionStrategyMpL.get_parameters()
        • EvolutionStrategyMpL.info()
        • EvolutionStrategyMpL.init_population()
        • EvolutionStrategyMpL.mutate_rand()
        • EvolutionStrategyMpL.run_iteration()
        • EvolutionStrategyMpL.set_parameters()
        • EvolutionStrategyMpL.update_rho()
      • FireflyAlgorithm
        • FireflyAlgorithm.Name
        • FireflyAlgorithm.__init__()
        • FireflyAlgorithm.get_parameters()
        • FireflyAlgorithm.info()
        • FireflyAlgorithm.init_population()
        • FireflyAlgorithm.run_iteration()
        • FireflyAlgorithm.set_parameters()
      • FireworksAlgorithm
        • FireworksAlgorithm.Name
        • FireworksAlgorithm.__init__()
        • FireworksAlgorithm.explosion_amplitudes()
        • FireworksAlgorithm.explosion_spark()
        • FireworksAlgorithm.gaussian_spark()
        • FireworksAlgorithm.get_parameters()
        • FireworksAlgorithm.info()
        • FireworksAlgorithm.mapping()
        • FireworksAlgorithm.run_iteration()
        • FireworksAlgorithm.selection()
        • FireworksAlgorithm.set_parameters()
        • FireworksAlgorithm.sparks_num()
      • FishSchoolSearch
        • FishSchoolSearch.Name
        • FishSchoolSearch.__init__()
        • FishSchoolSearch.collective_instinctive_movement()
        • FishSchoolSearch.collective_volitive_movement()
        • FishSchoolSearch.feeding()
        • FishSchoolSearch.get_parameters()
        • FishSchoolSearch.individual_movement()
        • FishSchoolSearch.info()
        • FishSchoolSearch.init_population()
        • FishSchoolSearch.init_school()
        • FishSchoolSearch.run_iteration()
        • FishSchoolSearch.set_parameters()
        • FishSchoolSearch.update_steps()
      • FlowerPollinationAlgorithm
        • FlowerPollinationAlgorithm.Name
        • FlowerPollinationAlgorithm.__init__()
        • FlowerPollinationAlgorithm.get_parameters()
        • FlowerPollinationAlgorithm.info()
        • FlowerPollinationAlgorithm.init_population()
        • FlowerPollinationAlgorithm.run_iteration()
        • FlowerPollinationAlgorithm.set_parameters()
      • ForestOptimizationAlgorithm
        • ForestOptimizationAlgorithm.Name
        • ForestOptimizationAlgorithm.__init__()
        • ForestOptimizationAlgorithm.get_parameters()
        • ForestOptimizationAlgorithm.global_seeding()
        • ForestOptimizationAlgorithm.info()
        • ForestOptimizationAlgorithm.init_population()
        • ForestOptimizationAlgorithm.local_seeding()
        • ForestOptimizationAlgorithm.remove_lifetime_exceeded()
        • ForestOptimizationAlgorithm.run_iteration()
        • ForestOptimizationAlgorithm.set_parameters()
        • ForestOptimizationAlgorithm.survival_of_the_fittest()
      • GeneticAlgorithm
        • GeneticAlgorithm.Name
        • GeneticAlgorithm.__init__()
        • GeneticAlgorithm.get_parameters()
        • GeneticAlgorithm.info()
        • GeneticAlgorithm.run_iteration()
        • GeneticAlgorithm.set_parameters()
      • GlowwormSwarmOptimization
        • GlowwormSwarmOptimization.Name
        • GlowwormSwarmOptimization.__init__()
        • GlowwormSwarmOptimization.calculate_luciferin()
        • GlowwormSwarmOptimization.get_neighbors()
        • GlowwormSwarmOptimization.get_parameters()
        • GlowwormSwarmOptimization.info()
        • GlowwormSwarmOptimization.init_population()
        • GlowwormSwarmOptimization.move_select()
        • GlowwormSwarmOptimization.probabilities()
        • GlowwormSwarmOptimization.range_update()
        • GlowwormSwarmOptimization.run_iteration()
        • GlowwormSwarmOptimization.set_parameters()
      • GlowwormSwarmOptimizationV1
        • GlowwormSwarmOptimizationV1.Name
        • GlowwormSwarmOptimizationV1.calculate_luciferin()
        • GlowwormSwarmOptimizationV1.info()
        • GlowwormSwarmOptimizationV1.range_update()
      • GlowwormSwarmOptimizationV2
        • GlowwormSwarmOptimizationV2.Name
        • GlowwormSwarmOptimizationV2.__init__()
        • GlowwormSwarmOptimizationV2.info()
        • GlowwormSwarmOptimizationV2.range_update()
        • GlowwormSwarmOptimizationV2.set_parameters()
      • GlowwormSwarmOptimizationV3
        • GlowwormSwarmOptimizationV3.Name
        • GlowwormSwarmOptimizationV3.__init__()
        • GlowwormSwarmOptimizationV3.info()
        • GlowwormSwarmOptimizationV3.range_update()
        • GlowwormSwarmOptimizationV3.set_parameters()
      • GravitationalSearchAlgorithm
        • GravitationalSearchAlgorithm.Name
        • GravitationalSearchAlgorithm.__init__()
        • GravitationalSearchAlgorithm.get_parameters()
        • GravitationalSearchAlgorithm.gravity()
        • GravitationalSearchAlgorithm.info()
        • GravitationalSearchAlgorithm.init_population()
        • GravitationalSearchAlgorithm.run_iteration()
        • GravitationalSearchAlgorithm.set_parameters()
      • GreyWolfOptimizer
        • GreyWolfOptimizer.Name
        • GreyWolfOptimizer.info()
        • GreyWolfOptimizer.init_population()
        • GreyWolfOptimizer.run_iteration()
      • HarmonySearch
        • HarmonySearch.Name
        • HarmonySearch.__init__()
        • HarmonySearch.adjustment()
        • HarmonySearch.bw()
        • HarmonySearch.get_parameters()
        • HarmonySearch.improvise()
        • HarmonySearch.info()
        • HarmonySearch.run_iteration()
        • HarmonySearch.set_parameters()
      • HarmonySearchV1
        • HarmonySearchV1.Name
        • HarmonySearchV1.__init__()
        • HarmonySearchV1.bw()
        • HarmonySearchV1.get_parameters()
        • HarmonySearchV1.info()
        • HarmonySearchV1.set_parameters()
      • HarrisHawksOptimization
        • HarrisHawksOptimization.Name
        • HarrisHawksOptimization.__init__()
        • HarrisHawksOptimization.get_parameters()
        • HarrisHawksOptimization.info()
        • HarrisHawksOptimization.run_iteration()
        • HarrisHawksOptimization.set_parameters()
      • KrillHerd
        • KrillHerd.Name
        • KrillHerd.__init__()
        • KrillHerd.crossover()
        • KrillHerd.crossover_rate()
        • KrillHerd.delta_t()
        • KrillHerd.get_food_location()
        • KrillHerd.get_k()
        • KrillHerd.get_neighbours()
        • KrillHerd.get_parameters()
        • KrillHerd.get_x()
        • KrillHerd.induce_foraging_motion()
        • KrillHerd.induce_neighbors_motion()
        • KrillHerd.induce_physical_diffusion()
        • KrillHerd.info()
        • KrillHerd.init_population()
        • KrillHerd.init_weights()
        • KrillHerd.mutate()
        • KrillHerd.mutation_rate()
        • KrillHerd.run_iteration()
        • KrillHerd.sense_range()
        • KrillHerd.set_parameters()
      • LionOptimizationAlgorithm
        • LionOptimizationAlgorithm.Name
        • LionOptimizationAlgorithm.__init__()
        • LionOptimizationAlgorithm.data_correction()
        • LionOptimizationAlgorithm.defense()
        • LionOptimizationAlgorithm.get_parameters()
        • LionOptimizationAlgorithm.hunting()
        • LionOptimizationAlgorithm.info()
        • LionOptimizationAlgorithm.init_population()
        • LionOptimizationAlgorithm.init_population_data()
        • LionOptimizationAlgorithm.mating()
        • LionOptimizationAlgorithm.migration()
        • LionOptimizationAlgorithm.move_to_safe_place()
        • LionOptimizationAlgorithm.population_equilibrium()
        • LionOptimizationAlgorithm.roaming()
        • LionOptimizationAlgorithm.run_iteration()
        • LionOptimizationAlgorithm.set_parameters()
      • MonarchButterflyOptimization
        • MonarchButterflyOptimization.Name
        • MonarchButterflyOptimization.__init__()
        • MonarchButterflyOptimization.adjusting_operator()
        • MonarchButterflyOptimization.evaluate_and_sort()
        • MonarchButterflyOptimization.get_parameters()
        • MonarchButterflyOptimization.info()
        • MonarchButterflyOptimization.init_population()
        • MonarchButterflyOptimization.levy()
        • MonarchButterflyOptimization.migration_operator()
        • MonarchButterflyOptimization.run_iteration()
        • MonarchButterflyOptimization.set_parameters()
      • MonkeyKingEvolutionV1
        • MonkeyKingEvolutionV1.Name
        • MonkeyKingEvolutionV1.__init__()
        • MonkeyKingEvolutionV1.get_parameters()
        • MonkeyKingEvolutionV1.info()
        • MonkeyKingEvolutionV1.init_population()
        • MonkeyKingEvolutionV1.move_mk()
        • MonkeyKingEvolutionV1.move_monkey_king_particle()
        • MonkeyKingEvolutionV1.move_p()
        • MonkeyKingEvolutionV1.move_particle()
        • MonkeyKingEvolutionV1.move_population()
        • MonkeyKingEvolutionV1.run_iteration()
        • MonkeyKingEvolutionV1.set_parameters()
      • MonkeyKingEvolutionV2
        • MonkeyKingEvolutionV2.Name
        • MonkeyKingEvolutionV2.info()
        • MonkeyKingEvolutionV2.move_mk()
        • MonkeyKingEvolutionV2.move_monkey_king_particle()
        • MonkeyKingEvolutionV2.move_population()
      • MonkeyKingEvolutionV3
        • MonkeyKingEvolutionV3.Name
        • MonkeyKingEvolutionV3.__init__()
        • MonkeyKingEvolutionV3.info()
        • MonkeyKingEvolutionV3.init_population()
        • MonkeyKingEvolutionV3.neg()
        • MonkeyKingEvolutionV3.run_iteration()
        • MonkeyKingEvolutionV3.set_parameters()
      • MothFlameOptimizer
        • MothFlameOptimizer.Name
        • MothFlameOptimizer.info()
        • MothFlameOptimizer.run_iteration()
      • MultiStrategyDifferentialEvolution
        • MultiStrategyDifferentialEvolution.Name
        • MultiStrategyDifferentialEvolution.__init__()
        • MultiStrategyDifferentialEvolution.evolve()
        • MultiStrategyDifferentialEvolution.get_parameters()
        • MultiStrategyDifferentialEvolution.info()
        • MultiStrategyDifferentialEvolution.set_parameters()
      • MutatedCenterParticleSwarmOptimization
        • MutatedCenterParticleSwarmOptimization.Name
        • MutatedCenterParticleSwarmOptimization.__init__()
        • MutatedCenterParticleSwarmOptimization.get_parameters()
        • MutatedCenterParticleSwarmOptimization.info()
        • MutatedCenterParticleSwarmOptimization.run_iteration()
        • MutatedCenterParticleSwarmOptimization.set_parameters()
      • MutatedCenterUnifiedParticleSwarmOptimization
        • MutatedCenterUnifiedParticleSwarmOptimization.Name
        • MutatedCenterUnifiedParticleSwarmOptimization.info()
        • MutatedCenterUnifiedParticleSwarmOptimization.update_velocity()
      • MutatedParticleSwarmOptimization
        • MutatedParticleSwarmOptimization.Name
        • MutatedParticleSwarmOptimization.__init__()
        • MutatedParticleSwarmOptimization.get_parameters()
        • MutatedParticleSwarmOptimization.info()
        • MutatedParticleSwarmOptimization.run_iteration()
        • MutatedParticleSwarmOptimization.set_parameters()
      • OppositionVelocityClampingParticleSwarmOptimization
        • OppositionVelocityClampingParticleSwarmOptimization.Name
        • OppositionVelocityClampingParticleSwarmOptimization.__init__()
        • OppositionVelocityClampingParticleSwarmOptimization.get_parameters()
        • OppositionVelocityClampingParticleSwarmOptimization.info()
        • OppositionVelocityClampingParticleSwarmOptimization.init_population()
        • OppositionVelocityClampingParticleSwarmOptimization.opposite_learning()
        • OppositionVelocityClampingParticleSwarmOptimization.run_iteration()
        • OppositionVelocityClampingParticleSwarmOptimization.set_parameters()
      • ParticleSwarmAlgorithm
        • ParticleSwarmAlgorithm.Name
        • ParticleSwarmAlgorithm.__init__()
        • ParticleSwarmAlgorithm.get_parameters()
        • ParticleSwarmAlgorithm.info()
        • ParticleSwarmAlgorithm.init()
        • ParticleSwarmAlgorithm.init_population()
        • ParticleSwarmAlgorithm.run_iteration()
        • ParticleSwarmAlgorithm.set_parameters()
        • ParticleSwarmAlgorithm.update_velocity()
      • ParticleSwarmOptimization
        • ParticleSwarmOptimization.Name
        • ParticleSwarmOptimization.__init__()
        • ParticleSwarmOptimization.get_parameters()
        • ParticleSwarmOptimization.info()
        • ParticleSwarmOptimization.set_parameters()
      • SineCosineAlgorithm
        • SineCosineAlgorithm.Name
        • SineCosineAlgorithm.__init__()
        • SineCosineAlgorithm.get_parameters()
        • SineCosineAlgorithm.info()
        • SineCosineAlgorithm.next_position()
        • SineCosineAlgorithm.run_iteration()
        • SineCosineAlgorithm.set_parameters()
      • multi_mutations()
    • niapy.algorithms.modified
      • AdaptiveBatAlgorithm
        • AdaptiveBatAlgorithm.Name
        • AdaptiveBatAlgorithm.__init__()
        • AdaptiveBatAlgorithm.get_parameters()
        • AdaptiveBatAlgorithm.info()
        • AdaptiveBatAlgorithm.init_population()
        • AdaptiveBatAlgorithm.local_search()
        • AdaptiveBatAlgorithm.run_iteration()
        • AdaptiveBatAlgorithm.set_parameters()
        • AdaptiveBatAlgorithm.update_loudness()
      • DifferentialEvolutionMTS
        • DifferentialEvolutionMTS.Name
        • DifferentialEvolutionMTS.__init__()
        • DifferentialEvolutionMTS.get_parameters()
        • DifferentialEvolutionMTS.info()
        • DifferentialEvolutionMTS.post_selection()
        • DifferentialEvolutionMTS.set_parameters()
      • DifferentialEvolutionMTSv1
        • DifferentialEvolutionMTSv1.Name
        • DifferentialEvolutionMTSv1.__init__()
        • DifferentialEvolutionMTSv1.info()
        • DifferentialEvolutionMTSv1.set_parameters()
      • DynNpDifferentialEvolutionMTS
        • DynNpDifferentialEvolutionMTS.Name
        • DynNpDifferentialEvolutionMTS.__init__()
        • DynNpDifferentialEvolutionMTS.get_parameters()
        • DynNpDifferentialEvolutionMTS.info()
        • DynNpDifferentialEvolutionMTS.post_selection()
        • DynNpDifferentialEvolutionMTS.set_parameters()
      • DynNpDifferentialEvolutionMTSv1
        • DynNpDifferentialEvolutionMTSv1.Name
        • DynNpDifferentialEvolutionMTSv1.__init__()
        • DynNpDifferentialEvolutionMTSv1.info()
        • DynNpDifferentialEvolutionMTSv1.set_parameters()
      • DynNpMultiStrategyDifferentialEvolutionMTS
        • DynNpMultiStrategyDifferentialEvolutionMTS.Name
        • DynNpMultiStrategyDifferentialEvolutionMTS.__init__()
        • DynNpMultiStrategyDifferentialEvolutionMTS.get_parameters()
        • DynNpMultiStrategyDifferentialEvolutionMTS.info()
        • DynNpMultiStrategyDifferentialEvolutionMTS.set_parameters()
      • DynNpMultiStrategyDifferentialEvolutionMTSv1
        • DynNpMultiStrategyDifferentialEvolutionMTSv1.Name
        • DynNpMultiStrategyDifferentialEvolutionMTSv1.__init__()
        • DynNpMultiStrategyDifferentialEvolutionMTSv1.info()
        • DynNpMultiStrategyDifferentialEvolutionMTSv1.set_parameters()
      • HybridBatAlgorithm
        • HybridBatAlgorithm.Name
        • HybridBatAlgorithm.__init__()
        • HybridBatAlgorithm.get_parameters()
        • HybridBatAlgorithm.info()
        • HybridBatAlgorithm.local_search()
        • HybridBatAlgorithm.set_parameters()
      • HybridSelfAdaptiveBatAlgorithm
        • HybridSelfAdaptiveBatAlgorithm.Name
        • HybridSelfAdaptiveBatAlgorithm.__init__()
        • HybridSelfAdaptiveBatAlgorithm.get_parameters()
        • HybridSelfAdaptiveBatAlgorithm.info()
        • HybridSelfAdaptiveBatAlgorithm.local_search()
        • HybridSelfAdaptiveBatAlgorithm.set_parameters()
      • LpsrSuccessHistoryAdaptiveDifferentialEvolution
        • LpsrSuccessHistoryAdaptiveDifferentialEvolution.Name
        • LpsrSuccessHistoryAdaptiveDifferentialEvolution.post_selection()
      • MultiStrategyDifferentialEvolutionMTS
        • MultiStrategyDifferentialEvolutionMTS.Name
        • MultiStrategyDifferentialEvolutionMTS.__init__()
        • MultiStrategyDifferentialEvolutionMTS.evolve()
        • MultiStrategyDifferentialEvolutionMTS.get_parameters()
        • MultiStrategyDifferentialEvolutionMTS.info()
        • MultiStrategyDifferentialEvolutionMTS.set_parameters()
      • MultiStrategyDifferentialEvolutionMTSv1
        • MultiStrategyDifferentialEvolutionMTSv1.Name
        • MultiStrategyDifferentialEvolutionMTSv1.__init__()
        • MultiStrategyDifferentialEvolutionMTSv1.info()
        • MultiStrategyDifferentialEvolutionMTSv1.set_parameters()
      • MultiStrategySelfAdaptiveDifferentialEvolution
        • MultiStrategySelfAdaptiveDifferentialEvolution.Name
        • MultiStrategySelfAdaptiveDifferentialEvolution.__init__()
        • MultiStrategySelfAdaptiveDifferentialEvolution.evolve()
        • MultiStrategySelfAdaptiveDifferentialEvolution.get_parameters()
        • MultiStrategySelfAdaptiveDifferentialEvolution.set_parameters()
      • ParameterFreeBatAlgorithm
        • ParameterFreeBatAlgorithm.Name
        • ParameterFreeBatAlgorithm.__init__()
        • ParameterFreeBatAlgorithm.info()
        • ParameterFreeBatAlgorithm.init_population()
        • ParameterFreeBatAlgorithm.local_search()
        • ParameterFreeBatAlgorithm.run_iteration()
        • ParameterFreeBatAlgorithm.set_parameters()
      • SelfAdaptiveBatAlgorithm
        • SelfAdaptiveBatAlgorithm.Name
        • SelfAdaptiveBatAlgorithm.__init__()
        • SelfAdaptiveBatAlgorithm.get_parameters()
        • SelfAdaptiveBatAlgorithm.info()
        • SelfAdaptiveBatAlgorithm.init_population()
        • SelfAdaptiveBatAlgorithm.run_iteration()
        • SelfAdaptiveBatAlgorithm.self_adaptation()
        • SelfAdaptiveBatAlgorithm.set_parameters()
      • SelfAdaptiveDifferentialEvolution
        • SelfAdaptiveDifferentialEvolution.Name
        • SelfAdaptiveDifferentialEvolution.__init__()
        • SelfAdaptiveDifferentialEvolution.adaptive_gen()
        • SelfAdaptiveDifferentialEvolution.evolve()
        • SelfAdaptiveDifferentialEvolution.get_parameters()
        • SelfAdaptiveDifferentialEvolution.info()
        • SelfAdaptiveDifferentialEvolution.set_parameters()
      • SuccessHistoryAdaptiveDifferentialEvolution
        • SuccessHistoryAdaptiveDifferentialEvolution.Name
        • SuccessHistoryAdaptiveDifferentialEvolution.__init__()
        • SuccessHistoryAdaptiveDifferentialEvolution.cauchy()
        • SuccessHistoryAdaptiveDifferentialEvolution.evolve()
        • SuccessHistoryAdaptiveDifferentialEvolution.gen_ind_params()
        • SuccessHistoryAdaptiveDifferentialEvolution.get_parameters()
        • SuccessHistoryAdaptiveDifferentialEvolution.info()
        • SuccessHistoryAdaptiveDifferentialEvolution.init_population()
        • SuccessHistoryAdaptiveDifferentialEvolution.post_selection()
        • SuccessHistoryAdaptiveDifferentialEvolution.run_iteration()
        • SuccessHistoryAdaptiveDifferentialEvolution.selection()
        • SuccessHistoryAdaptiveDifferentialEvolution.set_parameters()
    • niapy.algorithms.other
      • AnarchicSocietyOptimization
        • AnarchicSocietyOptimization.Name
        • AnarchicSocietyOptimization.__init__()
        • AnarchicSocietyOptimization.external_irregularity()
        • AnarchicSocietyOptimization.fickleness_index()
        • AnarchicSocietyOptimization.get_best_neighbors()
        • AnarchicSocietyOptimization.get_parameters()
        • AnarchicSocietyOptimization.info()
        • AnarchicSocietyOptimization.init()
        • AnarchicSocietyOptimization.init_population()
        • AnarchicSocietyOptimization.irregularity_index()
        • AnarchicSocietyOptimization.run_iteration()
        • AnarchicSocietyOptimization.set_parameters()
        • AnarchicSocietyOptimization.update_personal_best()
      • HillClimbAlgorithm
        • HillClimbAlgorithm.Name
        • HillClimbAlgorithm.__init__()
        • HillClimbAlgorithm.get_parameters()
        • HillClimbAlgorithm.info()
        • HillClimbAlgorithm.init_population()
        • HillClimbAlgorithm.run_iteration()
        • HillClimbAlgorithm.set_parameters()
      • MultipleTrajectorySearch
        • MultipleTrajectorySearch.Name
        • MultipleTrajectorySearch.__init__()
        • MultipleTrajectorySearch.get_parameters()
        • MultipleTrajectorySearch.grading_run()
        • MultipleTrajectorySearch.info()
        • MultipleTrajectorySearch.init_population()
        • MultipleTrajectorySearch.run_iteration()
        • MultipleTrajectorySearch.run_local_search()
        • MultipleTrajectorySearch.set_parameters()
      • MultipleTrajectorySearchV1
        • MultipleTrajectorySearchV1.Name
        • MultipleTrajectorySearchV1.__init__()
        • MultipleTrajectorySearchV1.info()
        • MultipleTrajectorySearchV1.set_parameters()
      • NelderMeadMethod
        • NelderMeadMethod.Name
        • NelderMeadMethod.__init__()
        • NelderMeadMethod.get_parameters()
        • NelderMeadMethod.info()
        • NelderMeadMethod.init_pop()
        • NelderMeadMethod.method()
        • NelderMeadMethod.run_iteration()
        • NelderMeadMethod.set_parameters()
      • RandomSearch
        • RandomSearch.Name
        • RandomSearch.__init__()
        • RandomSearch.get_parameters()
        • RandomSearch.info()
        • RandomSearch.init_population()
        • RandomSearch.run_iteration()
        • RandomSearch.set_parameters()
      • SimulatedAnnealing
        • SimulatedAnnealing.Name
        • SimulatedAnnealing.__init__()
        • SimulatedAnnealing.get_parameters()
        • SimulatedAnnealing.info()
        • SimulatedAnnealing.init_population()
        • SimulatedAnnealing.run_iteration()
        • SimulatedAnnealing.set_parameters()
      • mts_ls1()
      • mts_ls1v1()
      • mts_ls2()
      • mts_ls3()
      • mts_ls3v1()
  • niapy.problems
    • Ackley
      • Ackley.__init__()
      • Ackley.latex_code()
    • Alpine1
      • Alpine1.__init__()
      • Alpine1.latex_code()
    • Alpine2
      • Alpine2.__init__()
      • Alpine2.latex_code()
    • BentCigar
      • BentCigar.__init__()
      • BentCigar.latex_code()
    • ChungReynolds
      • ChungReynolds.__init__()
      • ChungReynolds.latex_code()
    • CosineMixture
      • CosineMixture.__init__()
      • CosineMixture.latex_code()
    • Csendes
      • Csendes.__init__()
      • Csendes.latex_code()
    • Discus
      • Discus.__init__()
      • Discus.latex_code()
    • DixonPrice
      • DixonPrice.__init__()
      • DixonPrice.latex_code()
    • Elliptic
      • Elliptic.__init__()
      • Elliptic.latex_code()
    • ExpandedGriewankPlusRosenbrock
      • ExpandedGriewankPlusRosenbrock.__init__()
      • ExpandedGriewankPlusRosenbrock.latex_code()
    • ExpandedSchaffer
      • ExpandedSchaffer.__init__()
      • ExpandedSchaffer.latex_code()
    • Griewank
      • Griewank.__init__()
      • Griewank.latex_code()
    • HGBat
      • HGBat.__init__()
      • HGBat.latex_code()
    • HappyCat
      • HappyCat.__init__()
      • HappyCat.latex_code()
    • Katsuura
      • Katsuura.__init__()
      • Katsuura.latex_code()
    • Levy
      • Levy.__init__()
      • Levy.latex_code()
    • Michalewicz
      • Michalewicz.__init__()
      • Michalewicz.latex_code()
    • ModifiedSchwefel
      • ModifiedSchwefel.__init__()
      • ModifiedSchwefel.latex_code()
    • Perm
      • Perm.__init__()
      • Perm.latex_code()
    • Pinter
      • Pinter.__init__()
      • Pinter.latex_code()
    • Powell
      • Powell.__init__()
      • Powell.latex_code()
    • 问题
      • Problem.__call__()
      • Problem.__init__()
      • Problem._evaluate()
      • Problem.evaluate()
      • Problem.name()
    • Qing
      • Qing.__init__()
      • Qing.latex_code()
    • Quintic
      • Quintic.__init__()
      • Quintic.latex_code()
    • Rastrigin
      • Rastrigin.__init__()
      • Rastrigin.latex_code()
    • Ridge
      • Ridge.__init__()
      • Ridge.latex_code()
    • Rosenbrock
      • Rosenbrock.__init__()
      • Rosenbrock.latex_code()
    • Salomon
      • Salomon.__init__()
      • Salomon.latex_code()
    • SchafferN2
      • SchafferN2.__init__()
      • SchafferN2.latex_code()
    • SchafferN4
      • SchafferN4.__init__()
      • SchafferN4.latex_code()
    • SchumerSteiglitz
      • SchumerSteiglitz.__init__()
      • SchumerSteiglitz.latex_code()
    • Schwefel
      • Schwefel.__init__()
      • Schwefel.latex_code()
    • Schwefel221
      • Schwefel221.__init__()
      • Schwefel221.latex_code()
    • Schwefel222
      • Schwefel222.__init__()
      • Schwefel222.latex_code()
    • Sphere
      • Sphere.__init__()
      • Sphere.latex_code()
    • Sphere2
      • Sphere2.__init__()
      • Sphere2.latex_code()
    • Sphere3
      • Sphere3.__init__()
      • Sphere3.latex_code()
    • 步骤
      • Step.__init__()
      • Step.latex_code()
    • Step2
      • Step2.__init__()
      • Step2.latex_code()
    • Step3
      • Step3.__init__()
      • Step3.latex_code()
    • Stepint
      • Stepint.__init__()
      • Stepint.latex_code()
    • StyblinskiTang
      • StyblinskiTang.__init__()
      • StyblinskiTang.latex_code()
    • SumSquares
      • SumSquares.__init__()
      • SumSquares.latex_code()
    • Trid
      • Trid.__init__()
      • Trid.latex_code()
    • Weierstrass
      • Weierstrass.__init__()
      • Weierstrass.latex_code()
    • Whitley
      • Whitley.__init__()
      • Whitley.latex_code()
    • Zakharov
      • Zakharov.__init__()
      • Zakharov.latex_code()
  • niapy.util
    • niapy.util.argparser
      • _get_problem_names()
      • _optimization_type()
      • get_argparser()
      • get_args()
      • get_args_dict()
    • niapy.util.array
      • full_array()
      • objects_to_array()
    • niapy.util.distances
      • euclidean()
    • niapy.util.factory
      • get_algorithm()
      • get_problem()
    • niapy.util.random
      • levy_flight()
    • niapy.util.repair
      • limit()
      • limit_inverse()
      • rand()
      • reflect()
      • wang()