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                """Implementation of benchmarks utility function."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from . import Rastrigin, Rosenbrock, Griewank, \  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Sphere, Ackley, Schwefel, Schwefel221, \  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Schwefel222, Whitley  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                __all__ = ['Utility']  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # pylint: disable=too-many-return-statements  | 
            
            
                                                        
            
                                    
            
            
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                class Utility(object):  | 
            
            
                                                        
            
                                    
            
            
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                    def __init__(self):  | 
            
            
                                                        
            
                                    
            
            
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                        pass  | 
            
            
                                                        
            
                                    
            
            
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                    # pylint: disable=inconsistent-return-statements  | 
            
            
                                                        
            
                                    
            
            
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                    def get_benchmark(self, benchmark, Upper=None, Lower=None):  | 
            
            
                                                        
            
                                    
            
            
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                        if not isinstance(benchmark, ''.__class__):  | 
            
            
                                                        
            
                                    
            
            
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                            return benchmark  | 
            
            
                                                        
            
                                    
            
            
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                        else:  | 
            
            
                                                        
            
                                    
            
            
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                            if benchmark == 'rastrigin':  | 
            
            
                                                        
            
                                    
            
            
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                                if Lower is None and Upper is None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Rastrigin()  | 
            
            
                                                        
            
                                    
            
            
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                                elif Lower is not None and Upper is not None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Rastrigin(Lower, Upper)  | 
            
            
                                                        
            
                                    
            
            
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                                else:  | 
            
            
                                                        
            
                                    
            
            
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                                    self.__raiseLowerAndUpperNotDefined()  | 
            
            
                                                        
            
                                    
            
            
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                            elif benchmark == 'rosenbrock':  | 
            
            
                                                        
            
                                    
            
            
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                                if Lower is None and Upper is None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Rosenbrock()  | 
            
            
                                                        
            
                                    
            
            
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                                elif Lower is not None and Upper is not None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Rosenbrock(Lower, Upper)  | 
            
            
                                                        
            
                                    
            
            
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                                else:  | 
            
            
                                                        
            
                                    
            
            
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                                    self.__raiseLowerAndUpperNotDefined()  | 
            
            
                                                        
            
                                    
            
            
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                            elif benchmark == 'griewank':  | 
            
            
                                                        
            
                                    
            
            
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                                if Lower is None and Upper is None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Griewank()  | 
            
            
                                                        
            
                                    
            
            
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                                elif Lower is not None and Upper != None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Griewank(Lower, Upper)  | 
            
            
                                                        
            
                                    
            
            
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                                else:  | 
            
            
                                                        
            
                                    
            
            
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                                    self.__raiseLowerAndUpperNotDefined()  | 
            
            
                                                        
            
                                    
            
            
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                            elif benchmark == 'sphere':  | 
            
            
                                                        
            
                                    
            
            
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                                if Lower is None and Upper is None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Sphere()  | 
            
            
                                                        
            
                                    
            
            
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                                elif Lower is not None and Upper is not None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Sphere(Lower, Upper)  | 
            
            
                                                        
            
                                    
            
            
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                                else:  | 
            
            
                                                        
            
                                    
            
            
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                                    self.__raiseLowerAndUpperNotDefined()  | 
            
            
                                                        
            
                                    
            
            
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                            elif benchmark == 'ackley':  | 
            
            
                                                        
            
                                    
            
            
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                                if Lower is None and Upper is None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Ackley()  | 
            
            
                                                        
            
                                    
            
            
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                                elif Lower is not None and Upper is not None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Ackley(Lower, Upper)  | 
            
            
                                                        
            
                                    
            
            
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                                else:  | 
            
            
                                                        
            
                                    
            
            
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                                    self.__raiseLowerAndUpperNotDefined()  | 
            
            
                                                        
            
                                    
            
            
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                            elif benchmark == 'schwefel':  | 
            
            
                                                        
            
                                    
            
            
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                                if Lower is None and Upper is None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Schwefel()  | 
            
            
                                                        
            
                                    
            
            
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                                elif Lower is not None and Upper is not None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Schwefel(Lower, Upper)  | 
            
            
                                                        
            
                                    
            
            
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                                else:  | 
            
            
                                                        
            
                                    
            
            
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                                    self.__raiseLowerAndUpperNotDefined()  | 
            
            
                                                        
            
                                    
            
            
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                            elif benchmark == 'schwefel221':  | 
            
            
                                                        
            
                                    
            
            
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                                if Lower is None and Upper is None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Schwefel221()  | 
            
            
                                                        
            
                                    
            
            
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                                elif Lower is not None and Upper is not None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Schwefel221(Lower, Upper)  | 
            
            
                                                        
            
                                    
            
            
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                                else:  | 
            
            
                                                        
            
                                    
            
            
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                                    self.__raiseLowerAndUpperNotDefined()  | 
            
            
                                                        
            
                                    
            
            
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                            elif benchmark == 'schwefel222':  | 
            
            
                                                        
            
                                    
            
            
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                                if Lower is None and Upper is None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Schwefel222()  | 
            
            
                                                        
            
                                    
            
            
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                                elif Lower is not None and Upper is not None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Schwefel222(Lower, Upper)  | 
            
            
                                                        
            
                                    
            
            
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                                else:  | 
            
            
                                                        
            
                                    
            
            
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                                    self.__raiseLowerAndUpperNotDefined()  | 
            
            
                                                        
            
                                    
            
            
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                            elif benchmark == 'whitley':  | 
            
            
                                                        
            
                                    
            
            
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                                if Lower is None and Upper is None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Whitley()  | 
            
            
                                                        
            
                                    
            
            
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                                elif Lower is not None and Upper is not None:  | 
            
            
                                                        
            
                                    
            
            
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                                    return Whitley(Lower, Upper)  | 
            
            
                                                        
            
                                    
            
            
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                                else:  | 
            
            
                                                        
            
                                    
            
            
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                                    self.__raiseLowerAndUpperNotDefined()  | 
            
            
                                                        
            
                                    
            
            
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                            else:  | 
            
            
                                                        
            
                                    
            
            
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                                raise TypeError('Passed benchmark is not defined!') | 
            
            
                                                        
            
                                    
            
            
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                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
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                    def __raiseLowerAndUpperNotDefined(cls):  | 
            
            
                                                        
            
                                    
            
            
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                        raise TypeError('Upper and Lower value must be defined!') | 
            
            
                                                        
            
                                    
            
            
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