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hyperactive.hyperactive_api.Hyperactive.__init__()   A

↳ Parent: hyperactive.hyperactive_api

Complexity

Conditions 1

Size

Total Lines 13
Code Lines 11

Duplication

Lines 0
Ratio 0 %

Importance

Changes 0
Metric Value
cc 1
eloc 11
nop 8
dl 0
loc 13
rs 9.85
c 0
b 0
f 0

How to fix   Many Parameters   

Many Parameters

Methods with many parameters are not only hard to understand, but their parameters also often become inconsistent when you need more, or different data.

There are several approaches to avoid long parameter lists:

1 
# Author: Simon Blanke
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# Email: [email protected]
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# License: MIT License
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from .main_args import MainArgs

            


            
                                                                                                            
                            
            
                                    
            
            

                
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from .hyperactive_core import HyperactiveCore

            


            
                                                                                                            
                            
            
                                    
            
            

                
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class Hyperactive:

            


            
                                                                        
                            
            
                                    
            
            

                
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    def __init__(

            


            
                                                                        
                            
            
                                    
            
            

                
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        self,

            


            
                                                                        
                            
            
                                    
            
            

                
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        X,

            


            
                                                                        
                            
            
                                    
            
            

                
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        y,

            


            
                                                                        
                            
            
                                    
            
            

                
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        memory="long",

            


            
                                                                        
                            
            
                                    
            
            

                
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        random_state=False,

            


            
                                                                        
                            
            
                                    
            
            

                
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        verbosity=3,

            


            
                                                                        
                            
            
                                    
            
            

                
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        warnings=False,

            


            
                                                                        
                            
            
                                    
            
            

                
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        ext_warnings=False,

            


            
                                                                        
                            
            
                                    
            
            

                
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    ):

            


            
                                                                        
                            
            
                                    
            
            

                
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        self._main_args_ = MainArgs(

            


            
                                                                        
                            
            
                                    
            
            

                
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            X, y, memory, random_state, verbosity, warnings, ext_warnings

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        )

            


            
                                                                                                            
                            
            
                                    
            
            

                
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    def search(

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        self,

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        search_config,

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        n_iter=10,

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        max_time=None,

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        optimizer="RandomSearch",

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        n_jobs=1,

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        scheduler=None,

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        init_config=None,

            


            
                                                                                                            
                            
            
                                    
            
            

                
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    ):

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        self._main_args_.search_args(

            


            
                                                                                                            
                            
            
                                    
            
            

                
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            search_config, max_time, n_iter, optimizer, n_jobs, scheduler, init_config

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        )

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        core = HyperactiveCore(self._main_args_)

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        core.run()

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        self.results = core.results

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        self.pos_list = core.pos_list

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        # self.para_list = None

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        self.score_list = core.score_list

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        self.eval_times = core.eval_times

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        self.iter_times = core.iter_times

            


            
                                                                                                            
                                                                
            
                                    
            
            

                
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        self.best_scores = core.best_scores

            


            
                                                        
            
                                    
            
            

                
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