| 1 |  |  | """Utility functions for Annif""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  | import glob | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  | import os | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | import os.path | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  | import tempfile | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  | import numpy as np | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  | from annif import logger | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  | from annif.suggestion import VectorSuggestionResult | 
            
                                                                                                            
                            
            
                                    
            
            
                | 10 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 11 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  | def atomic_save(obj, dirname, filename, method=None): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  |     """Save the given object (which must have a .save() method, unless the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  |     method parameter is given) into the given directory with the given | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  |     filename, using a temporary file and renaming the temporary file to the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  |     final name.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |     prefix, suffix = os.path.splitext(filename) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  |     tempfd, tempfilename = tempfile.mkstemp( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  |         prefix=prefix, suffix=suffix, dir=dirname) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  |     os.close(tempfd) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  |     logger.debug('saving %s to temporary file %s', str(obj)[:90], tempfilename) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |     if method is not None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  |         method(obj, tempfilename) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  |     else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  |         obj.save(tempfilename) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  |     for fn in glob.glob(tempfilename + '*'): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  |         newname = fn.replace(tempfilename, os.path.join(dirname, filename)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  |         logger.debug('renaming temporary file %s to %s', fn, newname) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  |         os.rename(fn, newname) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  |  | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 32 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 33 |  |  | def cleanup_uri(uri): | 
            
                                                                        
                            
            
                                    
            
            
                | 34 |  |  |     """remove angle brackets from a URI, if any""" | 
            
                                                                        
                            
            
                                    
            
            
                | 35 |  |  |     if uri.startswith('<') and uri.endswith('>'): | 
            
                                                                        
                            
            
                                    
            
            
                | 36 |  |  |         return uri[1:-1] | 
            
                                                                        
                            
            
                                    
            
            
                | 37 |  |  |     return uri | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  | def merge_hits(weighted_hits, subject_index): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |     """Merge hits from multiple sources. Input is a sequence of WeightedSuggestion | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |     objects. A SubjectIndex is needed to convert between subject IDs and URIs. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |     Returns an SuggestionResult object.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |     weights = [whit.weight for whit in weighted_hits] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |     scores = [whit.hits.as_vector(subject_index) for whit in weighted_hits] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |     result = np.average(scores, axis=0, weights=weights) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |     return VectorSuggestionResult(result) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  | def parse_sources(sourcedef): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |     """parse a source definition such as 'src1:1.0,src2' into a sequence of | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |     tuples (src_id, weight)""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |     sources = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |     totalweight = 0.0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |     for srcdef in sourcedef.strip().split(','): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |         srcval = srcdef.strip().split(':') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |         src_id = srcval[0] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |         if len(srcval) > 1: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |             weight = float(srcval[1]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |             weight = 1.0 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |         sources.append((src_id, weight)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |         totalweight += weight | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |     return [(srcid, weight / totalweight) for srcid, weight in sources] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  | def parse_args(param_string): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |     """Parse a string of comma separated arguments such as '42,43,key=abc' into | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |     a list of positional args [42, 43] and a dict of keyword args {key: abc}""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |     if not param_string: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |         return [], {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |     posargs = [] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |     kwargs = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |     param_strings = param_string.split(',') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |     for p_string in param_strings: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |         parts = p_string.split('=') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |         if len(parts) == 1: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |             posargs.append(p_string) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |         elif len(parts) == 2: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |             kwargs[parts[0]] = parts[1] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |     return posargs, kwargs | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  | def boolean(val): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |     """Convert the given value to a boolean True/False value, if it isn't already. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |     True values are '1', 'yes', 'true', and 'on' (case insensitive), everything | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |     else is False.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  |     return str(val).lower() in ('1', 'yes', 'true', 'on') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  | def identity(x): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |     """Identity function: return the given argument unchanged""" | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 97 |  |  |     return x | 
            
                                                        
            
                                    
            
            
                | 98 |  |  |  |