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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.forcefields.base  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                Module specifying base class for forcefields.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import warnings  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import pandas as pd  | 
            
                            
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                from rdkit.Chem.rdDistGeom import EmbedMolecule  | 
            
                            
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                from .. import core  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from ..utils import NamedProgressBar, Suppressor  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                class ForceField(object):  | 
            
                            
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                    def __init__(self, embed=True, warn_on_fail=True, error_on_fail=False, drop_failed=True, add_hs=True):  | 
            
                            
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                        self.add_hs = add_hs  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        self.drop_failed = drop_failed  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        self.warn_on_fail = warn_on_fail  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        self.error_on_fail = error_on_fail  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        self.preembed = embed  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    def embed(self, mol):  | 
            
                            
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                        success = EmbedMolecule(mol)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        if success == -1:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            msg = 'Failed to Embed Molecule {}'.format(mol.name) | 
            
            
                                                                        
                            
            
                                    
            
            
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                            if self.error_on_fail:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                raise RuntimeError(msg)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            elif self.warn_on_fail:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                warnings.warn(msg)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            return None  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        if self.add_hs:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            return mol.add_hs(add_coords=True)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        else:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            return mol  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    def optimize(self, mol):  | 
            
                            
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                        # TODO: likely need to handle which conformer here  | 
            
                            
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                        with Suppressor():  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            if self.preembed:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                mol = self.embed(mol)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            if mol is None: # embedding failed  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                return None  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            res = self._optimize(mol)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        if res == -1:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            msg = 'Failed to optimize molecule \'{}\' using {}'.format(mol.name, self.__class__) | 
            
            
                                                                        
                            
            
                                    
            
            
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                            if self.error_on_fail:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                raise RuntimeError(msg)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            elif self.warn_on_fail:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                warnings.warn(msg)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            return None  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        return mol  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    def _optimize(self, mol):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        raise NotImplementedError  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    def transform(self, obj):  | 
            
                            
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                        if isinstance(obj, core.Mol):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            return self.optimize(obj)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        elif isinstance(obj, pd.Series):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            bar = NamedProgressBar(name=self.__class__.__name__)  | 
            
                            
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                            res = pd.Series([self.optimize(mol) for mol in bar(obj)], index=obj.index, name=obj.name)  | 
            
                            
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                            if self.drop_failed:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                res = res[res.notnull()]  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            return res  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        elif isinstance(obj, pd.DataFrame):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            res = self.transform(obj.structure)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            res = res.to_frame().join(obj.drop('structure', axis=1)) | 
            
            
                                                                        
                            
            
                                    
            
            
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                            return res  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        elif isinstance(obj, (tuple, list)):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            return self.transform(pd.Series(obj, [mol.name for mol in obj]))  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        else:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            raise NotImplementedError  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                class RoughEmbedding(ForceField):  | 
            
                            
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                    def _optimize(self, mol):  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                        return mol  | 
            
            
                                                        
            
                                    
            
            
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