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                import logging  | 
            
                            
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                from dataclasses import dataclass  | 
            
            
                                                        
            
                                    
            
            
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                from typing import Sequence  | 
            
            
                                                        
            
                                    
            
            
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                import re  | 
            
            
                                                        
            
                                    
            
            
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                from pocketutils.core.dot_dict import NestedDotDict  | 
            
                            
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                from mandos.model import ChemblCompound  | 
            
            
                                                        
            
                                    
            
            
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                from mandos.model.targets import Target  | 
            
            
                                                        
            
                                    
            
            
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                from mandos.search.chembl.protein_search import ProteinHit, ProteinSearch  | 
            
            
                                                        
            
                                    
            
            
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                from mandos.search.chembl.target_traversal_strategy import (  | 
            
            
                                                        
            
                                    
            
            
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                    TargetTraversalStrategy,  | 
            
            
                                                        
            
                                    
            
            
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                    TargetTraversalStrategies,  | 
            
            
                                                        
            
                                    
            
            
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                )  | 
            
            
                                                        
            
                                    
            
            
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                logger = logging.getLogger("mandos") | 
            
            
                                                        
            
                                    
            
            
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                @dataclass(frozen=True, order=True, repr=True)  | 
            
            
                                                        
            
                                    
            
            
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                class ActivityHit(ProteinHit):  | 
            
            
                                                        
            
                                    
            
            
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                    """  | 
            
            
                                                        
            
                                    
            
            
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                    An "activity" hit for a compound.  | 
            
            
                                                        
            
                                    
            
            
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                    """  | 
            
            
                                                        
            
                                    
            
            
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                    taxon_id: int  | 
            
            
                                                        
            
                                    
            
            
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                    taxon_name: str  | 
            
            
                                                        
            
                                    
            
            
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                    pchembl: float  | 
            
            
                                                        
            
                                    
            
            
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                    std_type: str  | 
            
            
                                                        
            
                                    
            
            
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                    src_id: str  | 
            
            
                                                        
            
                                    
            
            
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                    exact_target_id: str  | 
            
            
                                                        
            
                                    
            
            
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                    @property  | 
            
            
                                                        
            
                                    
            
            
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                    def predicate(self) -> str:  | 
            
            
                                                        
            
                                    
            
            
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                        return "activity"  | 
            
            
                                                        
            
                                    
            
            
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                class ActivitySearch(ProteinSearch[ActivityHit]):  | 
            
            
                                                        
            
                                    
            
            
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                    """  | 
            
            
                                                        
            
                                    
            
            
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                    Search for ``activity``.  | 
            
            
                                                        
            
                                    
            
            
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                    """  | 
            
            
                                                        
            
                                    
            
            
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                    @property  | 
            
            
                                                        
            
                                    
            
            
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                    def default_traversal_strategy(self) -> TargetTraversalStrategy:  | 
            
                            
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                        return TargetTraversalStrategies.strategy0(self.api)  | 
            
            
                                                        
            
                                    
            
            
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                    def query(self, parent_form: ChemblCompound) -> Sequence[NestedDotDict]:  | 
            
                            
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                        def set_to_regex(values) -> str:  | 
            
            
                                                        
            
                                    
            
            
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                            return "(" + "|".join([f"(?:{re.escape(v)})" for v in values]) + ")" | 
            
            
                                                        
            
                                    
            
            
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                        filters = dict(  | 
            
            
                                                        
            
                                    
            
            
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                            parent_molecule_chembl_id=parent_form.chid,  | 
            
            
                                                        
            
                                    
            
            
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                            assay_type__iregex=set_to_regex(self.config.allowed_assay_types),  | 
            
            
                                                        
            
                                    
            
            
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                            standard_relation__iregex=set_to_regex(self.config.allowed_relations),  | 
            
            
                                                        
            
                                    
            
            
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                            pchembl_value__isnull=False if self.config.require_pchembl else None,  | 
            
            
                                                        
            
                                    
            
            
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                            target_organism__isnull=False if self.config.require_taxon else None,  | 
            
            
                                                        
            
                                    
            
            
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                        )  | 
            
            
                                                        
            
                                    
            
            
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                        # I'd rather not figure out how the API interprets None, so remove them  | 
            
            
                                                        
            
                                    
            
            
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                        filters = {k: v for k, v in filters.items() if v is not None} | 
            
            
                                                        
            
                                    
            
            
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                        return list(self.api.activity.filter(**filters))  | 
            
            
                                                        
            
                                    
            
            
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                    def should_include(  | 
            
                            
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                        self, lookup: str, compound: ChemblCompound, data: NestedDotDict, target: Target  | 
            
                            
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                    ) -> bool:  | 
            
            
                                                        
            
                                    
            
            
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                        if (  | 
            
            
                                                        
            
                                    
            
            
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                            data.get_as("data_validity_comment", lambda s: s.lower()) | 
            
                            
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                            in {s.lower() for s in self.config.banned_flags} | 
            
                            
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                            or data.req_as("standard_relation", str) not in self.config.allowed_relations | 
            
                            
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                            or data.req_as("assay_type", str) not in self.config.allowed_assay_types | 
            
                            
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                            or data.get("target_tax_id") is None | 
            
                            
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                            and self.config.require_taxon  | 
            
                            
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                            or data.get_as("target_tax_id", int) not in self.tax | 
            
                            
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                            and self.config.require_taxon  | 
            
                            
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                            or data.get("pchembl_value") is None | 
            
                            
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                            and self.config.require_pchembl  | 
            
                            
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                            or data.req_as("pchembl_value", float) < self.config.min_pchembl | 
            
                            
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                            and self.config.require_pchembl  | 
            
                            
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                        ):  | 
            
            
                                                        
            
                                    
            
            
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                            return False  | 
            
            
                                                        
            
                                    
            
            
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                        if data.get("data_validity_comment") is not None: | 
            
            
                                                        
            
                                    
            
            
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                            logger.warning(  | 
            
                            
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                                f"Activity annotation for {lookup} has flag '{data.get('data_validity_comment')} (ok)" | 
            
                            
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                            )  | 
            
            
                                                        
            
                                    
            
            
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                        # The `target_organism` doesn't always match the `assay_organism`  | 
            
            
                                                        
            
                                    
            
            
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                        # Ex: see assay CHEMBL823141 / document CHEMBL1135642 for homo sapiens in xenopus laevis  | 
            
            
                                                        
            
                                    
            
            
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                        # However, it's often something like yeast expressing a human / mouse / etc receptor  | 
            
            
                                                        
            
                                    
            
            
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                        # So there's no need to filter by it  | 
            
            
                                                        
            
                                    
            
            
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                        assay = self.api.assay.get(data.req_as("assay_chembl_id", str)) | 
            
            
                                                        
            
                                    
            
            
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                        confidence_score = assay.get("confidence_score") | 
            
            
                                                        
            
                                    
            
            
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                        if target.type.name.lower() not in {s.lower() for s in self.config.allowed_target_types}: | 
            
            
                                                        
            
                                    
            
            
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                            logger.warning(f"Excluding {target} with type {target.type}") | 
            
                            
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                            return False  | 
            
            
                                                        
            
                                    
            
            
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                        if self.config.require_confidence_score:  | 
            
            
                                                        
            
                                    
            
            
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                            if confidence_score is None or confidence_score < self.config.min_confidence_score:  | 
            
            
                                                        
            
                                    
            
            
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                                return False  | 
            
            
                                                        
            
                                    
            
            
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                            # Even if we supposedly allow the target type, it doesn't make sense for some confidence scores  | 
            
                            
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                            # Some of these are non-protein types]  | 
            
            
                                                        
            
                                    
            
            
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                            # And if it's unknown, we don't know what to do with it  | 
            
            
                                                        
            
                                    
            
            
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                            if (  | 
            
            
                                                        
            
                                    
            
            
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                                target.type.is_unknown  | 
            
                            
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                    100
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                                or target.type.is_strange  | 
            
                            
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                    101
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                                and self.config.min_confidence_score > 3  | 
            
                            
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                    102
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                            ):  | 
            
            
                                                        
            
                                    
            
            
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                    103
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                                logger.warning(f"Excluding {target} with type {target.type}") | 
            
                            
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                    104
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                                return False  | 
            
            
                                                        
            
                                    
            
            
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                    105
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                        return True  | 
            
            
                                                        
            
                                    
            
            
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                    106
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                    107
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                    def to_hit(  | 
            
                            
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                    108
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                        self, lookup: str, compound: ChemblCompound, data: NestedDotDict, target: Target  | 
            
                            
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                    109
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                    ) -> Sequence[ActivityHit]:  | 
            
            
                                                        
            
                                    
            
            
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                    110
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                        # these must match the constructor of the Hit,  | 
            
            
                                                        
            
                                    
            
            
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                    111
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                        # EXCEPT for object_id and object_name, which come from traversal  | 
            
            
                                                        
            
                                    
            
            
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                    112
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                        x = self._extract(lookup, compound, data)  | 
            
                            
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                    113
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                        return [ActivityHit(**x, object_id=target.chembl, object_name=target.name)]  | 
            
            
                                                        
            
                                    
            
            
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                    115
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                    def _extract(self, lookup: str, compound: ChemblCompound, data: NestedDotDict) -> NestedDotDict:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    116
                 | 
                                    
                                                     | 
                
                 | 
                        # we know these exist from the query  | 
            
            
                                                        
            
                                    
            
            
                | 
                    117
                 | 
                                    
                                                     | 
                
                 | 
                        organism = data.req_as("target_organism", str) | 
            
            
                                                        
            
                                    
            
            
                | 
                    118
                 | 
                                    
                                                     | 
                
                 | 
                        tax_id = data.req_as("target_tax_id", int) | 
            
            
                                                        
            
                                    
            
            
                | 
                    119
                 | 
                                    
                                                     | 
                
                 | 
                        tax = self.tax.req(tax_id)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    120
                 | 
                                    
                                                     | 
                
                 | 
                        if organism != tax.name:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    121
                 | 
                                    
                                                     | 
                
                 | 
                            logger.warning(f"Target organism {organism} is not {tax.name}") | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    122
                 | 
                                    
                                                     | 
                
                 | 
                        return NestedDotDict(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    123
                 | 
                                    
                                                     | 
                
                 | 
                            dict(  | 
            
            
                                                        
            
                                    
            
            
                | 
                    124
                 | 
                                    
                                                     | 
                
                 | 
                                record_id=data.req_as("activity_id", str), | 
            
            
                                                        
            
                                    
            
            
                | 
                    125
                 | 
                                    
                                                     | 
                
                 | 
                                compound_id=compound.chid,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    126
                 | 
                                    
                                                     | 
                
                 | 
                                inchikey=compound.inchikey,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    127
                 | 
                                    
                                                     | 
                
                 | 
                                compound_name=compound.name,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                                compound_lookup=lookup,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    129
                 | 
                                    
                                                     | 
                
                 | 
                                taxon_id=tax.id,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                                taxon_name=tax.name,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                                pchembl=data.req_as("pchembl_value", float), | 
            
            
                                                        
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                                std_type=data.req_as("standard_type", str), | 
            
            
                                                        
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                                src_id=data.req_as("src_id", str), | 
            
            
                                                        
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                                exact_target_id=data.req_as("target_chembl_id", str), | 
            
            
                                                        
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                            )  | 
            
            
                                                        
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                        
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                __all__ = ["ActivityHit", "ActivitySearch"]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                 |