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from NiaPy.algorithms import Algorithm |
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2
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from NiaPy.algorithms.basic import ( |
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3
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BatAlgorithm, |
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FireflyAlgorithm, |
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5
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DifferentialEvolution, |
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6
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CrowdingDifferentialEvolution, |
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7
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AgingNpDifferentialEvolution, |
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8
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DynNpDifferentialEvolution, |
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9
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MultiStrategyDifferentialEvolution, |
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10
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DynNpMultiStrategyDifferentialEvolution, |
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11
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multiMutations, |
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12
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AgingNpMultiMutationDifferentialEvolution, |
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FlowerPollinationAlgorithm, |
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14
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GreyWolfOptimizer, |
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GeneticAlgorithm, |
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ArtificialBeeColonyAlgorithm, |
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ParticleSwarmAlgorithm, |
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BareBonesFireworksAlgorithm, |
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CamelAlgorithm, |
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MonkeyKingEvolutionV1, |
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MonkeyKingEvolutionV2, |
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MonkeyKingEvolutionV3, |
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EvolutionStrategy1p1, |
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EvolutionStrategyMp1, |
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EvolutionStrategyMpL, |
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EvolutionStrategyML, |
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CovarianceMatrixAdaptionEvolutionStrategy, |
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SineCosineAlgorithm, |
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29
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GlowwormSwarmOptimization, |
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GlowwormSwarmOptimizationV1, |
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31
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GlowwormSwarmOptimizationV2, |
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32
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GlowwormSwarmOptimizationV3, |
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33
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HarmonySearch, |
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HarmonySearchV1, |
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KrillHerdV1, |
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KrillHerdV2, |
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KrillHerdV3, |
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KrillHerdV4, |
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KrillHerdV11, |
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FireworksAlgorithm, |
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41
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EnhancedFireworksAlgorithm, |
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42
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DynamicFireworksAlgorithm, |
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43
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DynamicFireworksAlgorithmGauss, |
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44
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GravitationalSearchAlgorithm, |
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45
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MothFlameOptimizer, |
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46
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FishSchoolSearch, |
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CuckooSearch, |
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48
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CoralReefsOptimization, |
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49
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ForestOptimizationAlgorithm |
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) |
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from NiaPy.algorithms.modified import ( |
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HybridBatAlgorithm, |
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DifferentialEvolutionMTS, |
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54
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DifferentialEvolutionMTSv1, |
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DynNpDifferentialEvolutionMTS, |
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DynNpDifferentialEvolutionMTSv1, |
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MultiStrategyDifferentialEvolutionMTS, |
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MultiStrategyDifferentialEvolutionMTSv1, |
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SelfAdaptiveDifferentialEvolution, |
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60
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DynNpSelfAdaptiveDifferentialEvolutionAlgorithm, |
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MultiStrategySelfAdaptiveDifferentialEvolution, |
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62
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AgingSelfAdaptiveDifferentialEvolution |
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63
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) |
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64
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from NiaPy.algorithms.other import ( |
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NelderMeadMethod, |
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66
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HillClimbAlgorithm, |
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SimulatedAnnealing, |
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68
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MultipleTrajectorySearch, |
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MultipleTrajectorySearchV1 |
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) |
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class AlgorithmUtility: |
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r"""Base class with string mappings to algorithms. |
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Attributes: |
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classes (Dict[str, Algorithm]): Mapping from stings to algorithms. |
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""" |
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def __init__(self): |
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r"""Initialize the algorithms.""" |
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self.algorithm_classes = { |
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"BatAlgorithm": BatAlgorithm, |
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86
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"FireflyAlgorithm": FireflyAlgorithm, |
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87
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"DifferentialEvolution": DifferentialEvolution, |
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88
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"CrowdingDifferentialEvolution": CrowdingDifferentialEvolution, |
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89
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"AgingNpDifferentialEvolution": AgingNpDifferentialEvolution, |
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90
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"DynNpDifferentialEvolution": DynNpDifferentialEvolution, |
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91
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"MultiStrategyDifferentialEvolution": MultiStrategyDifferentialEvolution, |
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92
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"DynNpMultiStrategyDifferentialEvolution": DynNpMultiStrategyDifferentialEvolution, |
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93
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"multiMutations": multiMutations, |
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94
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"AgingNpMultiMutationDifferentialEvolution": AgingNpMultiMutationDifferentialEvolution, |
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95
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"FlowerPollinationAlgorithm": FlowerPollinationAlgorithm, |
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96
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"GreyWolfOptimizer": GreyWolfOptimizer, |
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"GeneticAlgorithm": GeneticAlgorithm, |
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"ArtificialBeeColonyAlgorithm": ArtificialBeeColonyAlgorithm, |
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"ParticleSwarmAlgorithm": ParticleSwarmAlgorithm, |
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"BareBonesFireworksAlgorithm": BareBonesFireworksAlgorithm, |
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"CamelAlgorithm": CamelAlgorithm, |
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102
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"MonkeyKingEvolutionV1": MonkeyKingEvolutionV1, |
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"MonkeyKingEvolutionV2": MonkeyKingEvolutionV2, |
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"MonkeyKingEvolutionV3": MonkeyKingEvolutionV3, |
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"EvolutionStrategy1p1": EvolutionStrategy1p1, |
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"EvolutionStrategyMp1": EvolutionStrategyMp1, |
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"EvolutionStrategyMpL": EvolutionStrategyMpL, |
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"EvolutionStrategyML": EvolutionStrategyML, |
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"CovarianceMatrixAdaptionEvolutionStrategy": CovarianceMatrixAdaptionEvolutionStrategy, |
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"SineCosineAlgorithm": SineCosineAlgorithm, |
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111
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"GlowwormSwarmOptimization": GlowwormSwarmOptimization, |
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"GlowwormSwarmOptimizationV1": GlowwormSwarmOptimizationV1, |
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"GlowwormSwarmOptimizationV2": GlowwormSwarmOptimizationV2, |
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"GlowwormSwarmOptimizationV3": GlowwormSwarmOptimizationV3, |
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"HarmonySearch": HarmonySearch, |
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"HarmonySearchV1": HarmonySearchV1, |
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"KrillHerdV1": KrillHerdV1, |
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"KrillHerdV2": KrillHerdV2, |
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"KrillHerdV3": KrillHerdV3, |
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"KrillHerdV4": KrillHerdV4, |
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"KrillHerdV11": KrillHerdV11, |
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"FireworksAlgorithm": FireworksAlgorithm, |
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"EnhancedFireworksAlgorithm": EnhancedFireworksAlgorithm, |
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"DynamicFireworksAlgorithm": DynamicFireworksAlgorithm, |
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"DynamicFireworksAlgorithmGauss": DynamicFireworksAlgorithmGauss, |
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"GravitationalSearchAlgorithm": GravitationalSearchAlgorithm, |
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"MothFlameOptimizer": MothFlameOptimizer, |
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"FishSchoolSearch": FishSchoolSearch, |
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"CuckooSearch": CuckooSearch, |
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"CoralReefsOptimization": CoralReefsOptimization, |
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"ForestOptimizationAlgorithm": ForestOptimizationAlgorithm, |
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"HybridBatAlgorithm": HybridBatAlgorithm, |
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"DifferentialEvolutionMTS": DifferentialEvolutionMTS, |
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"DifferentialEvolutionMTSv1": DifferentialEvolutionMTSv1, |
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"DynNpDifferentialEvolutionMTS": DynNpDifferentialEvolutionMTS, |
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"DynNpDifferentialEvolutionMTSv1": DynNpDifferentialEvolutionMTSv1, |
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"MultiStrategyDifferentialEvolutionMTS": MultiStrategyDifferentialEvolutionMTS, |
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"MultiStrategyDifferentialEvolutionMTSv1": MultiStrategyDifferentialEvolutionMTSv1, |
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"SelfAdaptiveDifferentialEvolution": SelfAdaptiveDifferentialEvolution, |
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"DynNpSelfAdaptiveDifferentialEvolutionAlgorithm": DynNpSelfAdaptiveDifferentialEvolutionAlgorithm, |
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"MultiStrategySelfAdaptiveDifferentialEvolution": MultiStrategySelfAdaptiveDifferentialEvolution, |
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"AgingSelfAdaptiveDifferentialEvolution": AgingSelfAdaptiveDifferentialEvolution, |
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"NelderMeadMethod": NelderMeadMethod, |
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"HillClimbAlgorithm": HillClimbAlgorithm, |
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"SimulatedAnnealing": SimulatedAnnealing, |
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"MultipleTrajectorySearch": MultipleTrajectorySearch, |
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"MultipleTrajectorySearchV1": MultipleTrajectorySearchV1 |
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} |
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150
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def get_algorithm(self, algorithm): |
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r"""Get the algorithm. |
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153
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Arguments: |
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algorithm (Union[str, Algorithm]): String or class that represents the algorithm. |
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Returns: |
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Algorithm: Instance of an Algorithm. |
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""" |
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160
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if issubclass(type(algorithm), Algorithm): |
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return algorithm |
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elif algorithm in self.algorithm_classes: |
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return self.algorithm_classes[algorithm]() |
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else: |
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raise TypeError("Passed algorithm is not defined!") |
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NiaOrg /
NiaPy
