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                #! /usr/bin/env python  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # Copyright (C) 2016 Rich Lewis <[email protected]>  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # License: 3-clause BSD  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # skchem.features.descriptors.fundamentals  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                Fundamental representations for descriptors.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from rdkit.Chem import rdmolops  | 
            
                            
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                import numpy as np  | 
            
                            
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                from .caching import cache  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from ...core import Mol  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @cache  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def atom_props(mol, prop_name='unweighted', c_scaled=False):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """ Atom based properties."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    if prop_name == 'unweighted':  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return np.ones(len(mol.atoms))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        props = getattr(mol.atoms, prop_name)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if c_scaled:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            props /= getattr(Mol.from_smiles('CC').atoms[0], prop_name) | 
            
                            
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                        return props  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @cache  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def distance_matrix(mol):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """ The topological distance matrix. """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return rdmolops.GetDistanceMatrix(mol)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @cache  | 
            
            
                                                                        
                            
            
                                    
            
            
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                def adjacency_matrix(mol):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    """ The topological adjacency matrix. """  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    return rdmolops.GetAdjacencyMatrix(mol)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @cache  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def bond_order_adjacency_matrix(mol):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """ The bond order scaled topological adjacency matrix. """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return rdmolops.GetAdjacencyMatrix(mol, useBO=1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                # probably this anymore (props, degrees)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @cache  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def degrees(mol):  | 
            
                            
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                    return mol.atoms.degree  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                @cache  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def geometric_matrix(mol, conformer=-1):  | 
            
                            
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                    return rdmolops.Get3DDistanceMatrix(mol, confId=conformer)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def molecular_matrix(mol, conformer=-1):  | 
            
                            
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                    return mol.conformers[conformer].positions  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                __all__ = ['distance_matrix', 'adjacency_matrix',  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                           'bond_order_adjacency_matrix', 'degrees', 'geometric_matrix',  | 
            
            
                                                        
            
                                    
            
            
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                           'molecular_matrix']  | 
            
                            
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