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                """Definitions for REST API operations. These are wired via Connexion to  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                methods defined in the Swagger specification."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import connexion  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    5
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                import annif.registry  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    6
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                from annif.corpus import Document, DocumentList  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from annif.suggestion import SuggestionFilter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    8
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                from annif.exception import AnnifException  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from annif.project import Access  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def project_not_found_error(project_id):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    """return a Connexion error object when a project is not found"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return connexion.problem(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        status=404,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    17
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                        title='Project not found',  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        detail="Project '{}' not found".format(project_id)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def server_error(err):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    22
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                    """return a Connexion error object when there is a server error (project  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    or backend problem)"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return connexion.problem(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        status=503,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        title='Service unavailable',  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        detail=err.format_message())  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def list_projects():  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    32
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                    """return a dict with projects formatted according to Swagger spec"""  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    return { | 
            
            
                                                                        
                            
            
                                    
            
            
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                        'projects': [  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            proj.dump() for proj in annif.registry.get_projects(  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                min_access=Access.public).values()]}  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def show_project(project_id):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    41
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                    """return a single project formatted according to Swagger spec"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        project = annif.registry.get_project(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            project_id, min_access=Access.hidden)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    46
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                    except ValueError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return project_not_found_error(project_id)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return project.dump()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    51
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                def _suggestion_to_dict(suggestion, subject_index):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    subject = subject_index[suggestion.subject_id]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return { | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        'uri': subject.uri,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        'label': subject.label,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        'notation': subject.notation,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        'score': suggestion.score  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    }  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    61
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                View Code Duplication | 
                def suggest(project_id, text, limit, threshold):  | 
            
                            
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                    62
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                    """suggest subjects for the given text and return a dict with results  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    63
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                    formatted according to Swagger spec"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    66
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                        project = annif.registry.get_project(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    67
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                            project_id, min_access=Access.hidden)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    68
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                    except ValueError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    69
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                        return project_not_found_error(project_id)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    71
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                    try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    72
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                        hit_filter = SuggestionFilter(project.subjects, limit, threshold)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    73
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                        result = project.suggest(text)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    74
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                    except AnnifException as err:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    75
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                        return server_error(err)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    76
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                    hits = hit_filter(result).as_list()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    77
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                    return {'results': [_suggestion_to_dict(hit, project.subjects) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    78
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                                        for hit in hits]}  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    79
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                    80
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                    81
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                def _documents_to_corpus(documents):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    82
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                    corpus = [Document(text=d['text'],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    83
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                                       uris=[subj['uri'] for subj in d['subjects']],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    84
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                                       labels=[subj['label'] for subj in d['subjects']])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    85
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                              for d in documents  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    86
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                              if 'text' in d and 'subjects' in d]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    87
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                    return DocumentList(corpus)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    88
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                    89
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                    90
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                View Code Duplication | 
                def learn(project_id, documents):  | 
            
                            
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                    91
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                    """learn from documents and return an empty 204 response if succesful"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    92
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                    93
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                    try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    94
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                        project = annif.registry.get_project(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    95
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                            project_id, min_access=Access.hidden)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    96
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                    except ValueError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    97
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                        return project_not_found_error(project_id)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    98
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                    99
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                    corpus = _documents_to_corpus(documents)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    100
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                    101
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                    try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    102
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                        project.learn(corpus)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    103
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                    except AnnifException as err:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    104
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                        return server_error(err)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    105
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                    106
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                    return None, 204  | 
            
            
                                                        
            
                                    
            
            
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                    107
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