View GitHub Repository Hyperactive

Schedule Inspection
Subscribe
Passed
Push — master ( fb398d...c64a78 )
by Simon
01:38 queued 11s
created

DatasetFeatures.get_features()   A

↳ Parent: hyperactive.memory.dataset_features

Complexity

Conditions 1

Size

Total Lines 16
Code Lines 12

Duplication

Lines 0
Ratio 0 %

Importance

Changes 0
Metric Value
cc 1
eloc 12
nop 1
dl 0
loc 16
rs 9.8
c 0
b 0
f 0
1 
# Author: Simon Blanke
2 
# Email: [email protected]
3 
# License: MIT License
4 

            


            
                                                                                                            
                            
            
                                    
            
            

                
                    5
                

                                    
                                                    
                
                
                
import numpy as np

            


            
                                                                                                            
                            
            
                                    
            
            

                
                    6
                

                                    
                                                    
                
                
                
import pandas as pd

            


            
                                                                                                            
                            
            
                                    
            
            

                
                    7
                

                                    
                                                    
                
                
                

            


            
                                                                                                            
                            
            
                                    
            
            

                
                    8
                

                                    
                                                    
                
                
                

            


            
                                                                                                            
                            
            
                                    
            
            

                
                    9
                

                                    
                                                    
                
                
                
class DatasetFeatures:

            


            
                                                                                                            
                            
            
                                    
            
            

                
                    10
                

                                    
                                                    
                
                
                
    def __init__(self, X, y):

            


            
                                                                                                            
                            
            
                                    
            
            

                
                    11
                

                                    
                                                    
                
                
                
        self.X = X

            


            
                                                                                                            
                            
            
                                    
            
            

                
                    12
                

                                    
                                                    
                
                
                
        self.y = y

            


            
                                                                                                            
                                                                
            
                                    
            
            

                
                    13
                

                                    
                                                    
                
                
                

            


            
                                                        
            
                                    
            
            

                
                    14
                

                                    
                                                    
                
                
                
    def get_features(self):

            


            
                                                        
            
                                    
            
            

                
                    15
                

                                    
                                                    
                
                
                
        features_X_list = [self.X.size, self.X.itemsize, self.X.ndim]

            


            
                                                        
            
                                    
            
            

                
                    16
                

                                    
                                                    
                
                
                
        features_y_list = [self.y.size, self.y.itemsize, self.y.ndim]

            


            
                                                        
            
                                    
            
            

                
                    17
                

                                    
                                                    
                
                
                

            


            
                                                        
            
                                    
            
            

                
                    18
                

                                    
                                                    
                
                
                
        features_np = np.array(features_X_list + features_y_list)

            


            
                                                        
            
                                    
            
            

                
                    19
                

                                    
                                                    
                
                
                

            


            
                                                        
            
                                    
            
            

                
                    20
                

                                    
                                                    
                
                
                
        col_names = [

            


            
                                                        
            
                                    
            
            

                
                    21
                

                                    
                                                    
                
                
                
            "X_size",

            


            
                                                        
            
                                    
            
            

                
                    22
                

                                    
                                                    
                
                
                
            "X_byte_size",

            


            
                                                        
            
                                    
            
            

                
                    23
                

                                    
                                                    
                
                
                
            "X_ndim",

            


            
                                                        
            
                                    
            
            

                
                    24
                

                                    
                                                    
                
                
                
            "y_size",

            


            
                                                        
            
                                    
            
            

                
                    25
                

                                    
                                                    
                
                
                
            "y_byte_size",

            


            
                                                        
            
                                    
            
            

                
                    26
                

                                    
                                                    
                
                
                
            "y_ndim",

            


            
                                                        
            
                                    
            
            

                
                    27
                

                                    
                                                    
                
                
                
        ]

            


            
                                                        
            
                                    
            
            

                
                    28
                

                                    
                                                    
                
                
                

            


            
                                                        
            
                                    
            
            

                
                    29
                

                                    
                                                    
                
                
                
        return pd.DataFrame(features_np, columns=col_names)

            


            
                                                        
            
                                    
            
            

                
                    30