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08:24
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hyperactive.model.Model.eval()   B

↳ Parent: hyperactive.model

Complexity

Conditions 6

Size

Total Lines 26
Code Lines 18

Duplication

Lines 0
Ratio 0 %

Importance

Changes 0
Metric Value
cc 6
eloc 18
nop 2
dl 0
loc 26
rs 8.5666
c 0
b 0
f 0
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# Author: Simon Blanke
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# Email: [email protected]
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# License: MIT License
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import time

            


            
                                                                                                            
                            
            
                                    
            
            

                
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import numbers

            


            
                                                                                                            
                            
            
                                    
            
            

                
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def is_numeric(variable):

            


            
                                                                                                            
                            
            
                                    
            
            

                
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    return isinstance(variable, numbers.Number)

            


            
                                                                                                            
                            
            
                                    
            
            

                
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class Model:

            


            
                                                                                                            
                            
            
                                    
            
            

                
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    def __init__(self, model, func_para, verb):

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        self.model = model

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        self.func_para = func_para

            


            
                                                                                                            
                            
            
                                    
            
            

                
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        self.verb = verb

            


            
                                                                                                            
                                                                
            
                                    
            
            

                
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    def eval(self, para_dict):

            


            
                                                        
            
                                    
            
            

                
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        if self.func_para is not None:

            


            
                                                        
            
                                    
            
            

                
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            para_dict = {**para_dict, **self.func_para}

            


            
                                                        
            
                                    
            
            

                
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        results_dict = {}

            


            
                                                        
            
                                    
            
            

                
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        start_time = time.time()

            


            
                                                        
            
                                    
            
            

                
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        results = self.model(para_dict)

            


            
                                                        
            
                                    
            
            

                
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        eval_time = time.time() - start_time

            


            
                                                        
            
                                    
            
            

                
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        if isinstance(results, dict):

            


            
                                                        
            
                                    
            
            

                
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            if "score" not in results:

            


            
                                                        
            
                                    
            
            

                
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                print("Error: model function must return dict with score-keyword")

            


            
                                                        
            
                                    
            
            

                
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            results_dict = results

            


            
                                                        
            
                                    
            
            

                
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            if "eval_time" not in results_dict:

            


            
                                                        
            
                                    
            
            

                
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                results_dict["eval_time"] = eval_time

            


            
                                                        
            
                                    
            
            

                
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        else:

            


            
                                                        
            
                                    
            
            

                
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            results_dict["score"] = results

            


            
                                                        
            
                                    
            
            

                
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            results_dict["eval_time"] = eval_time

            


            
                                                        
            
                                    
            
            

                
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        if is_numeric(results_dict["score"]):

            


            
                                                        
            
                                    
            
            

                
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            return results_dict

            


            
                                                        
            
                                    
            
            

                
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        else:

            


            
                                                        
            
                                    
            
            

                
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            print("Error: model function must return numeric variable")

            


            
                                                        
            
                                    
            
            

                
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