| 1 |  |  | """Classes for supporting document corpora""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  | from __future__ import annotations | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | import csv | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  | import glob | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  | import gzip | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  | import os.path | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  | import re | 
            
                                                                                                            
                            
            
                                    
            
            
                | 10 |  |  | from itertools import islice | 
            
                                                                                                            
                            
            
                                    
            
            
                | 11 |  |  | from typing import TYPE_CHECKING | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  | import annif.util | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  | from annif.exception import OperationFailedException | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  | from .json import json_file_to_document, json_to_document | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  | from .types import Document, DocumentCorpus, SubjectSet | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  | if TYPE_CHECKING: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  |     from collections.abc import Iterator | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  |     from annif.vocab import SubjectIndex | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  | logger = annif.logger | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  | class DocumentDirectory(DocumentCorpus): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  |     """A directory of files as a full text document corpus""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  |     def __init__( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  |         self, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  |         path: str, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  |         subject_index: SubjectIndex | None = None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  |         language: str | None = None, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  |         require_subjects: bool = False, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  |     ) -> None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  |         self.path = path | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  |         self.subject_index = subject_index | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |         self.language = language | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  |         self.require_subjects = require_subjects | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |     def __iter__(self) -> Iterator[str]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |         """Iterate through the directory, yielding file paths with corpus documents.""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |         # txt files | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |         for filename in sorted(glob.glob(os.path.join(self.path, "*.txt"))): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |             yield filename | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |         # json files | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |         for filename in sorted(glob.glob(os.path.join(self.path, "*.json"))): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |             yield filename | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |     @staticmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |     def _get_subject_filename(filename: str) -> str | None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |         tsvfilename = re.sub(r"\.txt$", ".tsv", filename) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |         if os.path.exists(tsvfilename): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |             return tsvfilename | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |         keyfilename = re.sub(r"\.txt$", ".key", filename) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |         if os.path.exists(keyfilename): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |             return keyfilename | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |         return None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |     def _read_txt_file(self, filename: str) -> Document | None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |         with open(filename, errors="replace", encoding="utf-8-sig") as docfile: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |             text = docfile.read() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |         if not self.require_subjects: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |             return Document(text=text, subject_set=None, file_path=filename) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |         subjfilename = self._get_subject_filename(filename) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |         if subjfilename is None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |             # subjects required but not found, skipping this docfile | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |             return None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |         with open(subjfilename, encoding="utf-8-sig") as subjfile: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |             subjects = SubjectSet.from_string( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |                 subjfile.read(), self.subject_index, self.language | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |             ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |         return Document(text=text, subject_set=subjects, file_path=filename) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |     def documents(self) -> Iterator[Document]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |         for docfilename in self: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |             if docfilename.endswith(".txt"): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |                 doc = self._read_txt_file(docfilename) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |                 doc = json_file_to_document( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |                     docfilename, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |                     self.subject_index, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |                     self.language, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  |                     self.require_subjects, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |                 ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  |             if doc is not None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |                 yield doc | 
            
                                                                                                            
                            
            
                                    
            
            
                | 97 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 98 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 99 |  |  | class DocumentFileTSV(DocumentCorpus): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 100 |  |  |     """A TSV file as a corpus of documents with subjects""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 101 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 102 |  |  |     def __init__( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 103 |  |  |         self, path: str, subject_index: SubjectIndex, require_subjects=True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 104 |  |  |     ) -> None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 105 |  |  |         self.path = path | 
            
                                                                                                            
                            
            
                                    
            
            
                | 106 |  |  |         self.subject_index = subject_index | 
            
                                                                                                            
                            
            
                                    
            
            
                | 107 |  |  |         self.require_subjects = require_subjects | 
            
                                                                                                            
                            
            
                                    
            
            
                | 108 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 109 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 110 |  |  |     def documents(self) -> Iterator[Document]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 111 |  |  |         if self.path.endswith(".gz"): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 112 |  |  |             opener = gzip.open | 
            
                                                                                                            
                            
            
                                    
            
            
                | 113 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 114 |  |  |             opener = open | 
            
                                                                                                            
                            
            
                                    
            
            
                | 115 |  |  |         with opener(self.path, mode="rt", encoding="utf-8-sig") as tsvfile: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 116 |  |  |             for line in tsvfile: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 117 |  |  |                 yield from self._parse_tsv_line(line) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 118 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 119 |  |  |     def _parse_tsv_line(self, line: str) -> Iterator[Document]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 120 |  |  |         if "\t" in line: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 121 |  |  |             text, uris = line.split("\t", maxsplit=1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 122 |  |  |             subject_ids = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 123 |  |  |                 self.subject_index.by_uri(annif.util.cleanup_uri(uri)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 124 |  |  |                 for uri in uris.split() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 125 |  |  |             } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 126 |  |  |             yield Document(text=text, subject_set=SubjectSet(subject_ids)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 127 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 128 |  |  |             if self.require_subjects: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 129 |  |  |                 logger.warning( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 130 |  |  |                     'Skipping invalid line (missing tab): "%s"', line.rstrip() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 131 |  |  |                 ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 132 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 133 |  |  |                 yield Document(text=line.strip()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 134 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 135 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 136 |  |  | class DocumentFileCSV(DocumentCorpus): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 137 |  |  |     """A CSV file as a corpus of documents with subjects""" | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 138 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 139 |  |  |     def __init__( | 
            
                                                                        
                            
            
                                    
            
            
                | 140 |  |  |         self, path: str, subject_index: SubjectIndex, require_subjects=True | 
            
                                                                        
                            
            
                                    
            
            
                | 141 |  |  |     ) -> None: | 
            
                                                                        
                            
            
                                    
            
            
                | 142 |  |  |         self.path = path | 
            
                                                                        
                            
            
                                    
            
            
                | 143 |  |  |         self.subject_index = subject_index | 
            
                                                                        
                            
            
                                    
            
            
                | 144 |  |  |         self.require_subjects = require_subjects | 
            
                                                                                                            
                            
            
                                    
            
            
                | 145 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 146 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 147 |  |  |     def documents(self) -> Iterator[Document]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 148 |  |  |         if self.path.endswith(".gz"): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |             opener = gzip.open | 
            
                                                                                                            
                            
            
                                    
            
            
                | 150 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |             opener = open | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  |         with opener(self.path, mode="rt", encoding="utf-8-sig") as csvfile: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 153 |  |  |             reader = csv.DictReader(csvfile) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |             if not self._check_fields(reader): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |                 if self.require_subjects: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |                     raise OperationFailedException( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |                         f"Cannot parse CSV file {self.path}. " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  |                         + "The file must have a header row that defines at least " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |                         + "the columns 'text' and 'subject_uris'." | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |                     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |                 else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |                     raise OperationFailedException( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 163 |  |  |                         f"Cannot parse CSV file {self.path}. " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |                         + "The file must have a header row that defines at least " | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |                         + "the column 'text'." | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |                     ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |             for row in reader: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |                 yield from self._parse_row(row) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 169 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 170 |  |  |     def _parse_row(self, row: dict[str, str]) -> Iterator[Document]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 171 |  |  |         if self.require_subjects or ( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 172 |  |  |             self.subject_index is not None and "subject_uris" in row | 
            
                                                                                                            
                            
            
                                    
            
            
                | 173 |  |  |         ): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 174 |  |  |             subject_ids = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 175 |  |  |                 self.subject_index.by_uri(annif.util.cleanup_uri(uri)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 176 |  |  |                 for uri in (row["subject_uris"] or "").strip().split() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 177 |  |  |             } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 178 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 179 |  |  |             subject_ids = set() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 180 |  |  |         metadata = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 181 |  |  |             key: val for key, val in row.items() if key not in ("text", "subject_uris") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 182 |  |  |         } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 183 |  |  |         yield Document( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 184 |  |  |             text=(row["text"] or ""), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 185 |  |  |             subject_set=SubjectSet(subject_ids), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 186 |  |  |             metadata=metadata, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 187 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 188 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 189 |  |  |     def _check_fields(self, reader: csv.DictReader) -> bool: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 190 |  |  |         fns = reader.fieldnames | 
            
                                                                                                            
                            
            
                                    
            
            
                | 191 |  |  |         if self.require_subjects: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 192 |  |  |             return fns is not None and "text" in fns and "subject_uris" in fns | 
            
                                                                                                            
                            
            
                                    
            
            
                | 193 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 194 |  |  |             return fns is not None and "text" in fns | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |     @staticmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |     def is_csv_file(path: str) -> bool: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |         """return True if the path looks like a CSV file""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |         path_lc = path.lower() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |         return path_lc.endswith(".csv") or path_lc.endswith(".csv.gz") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  | class DocumentFileJSONL(DocumentCorpus): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |     """A JSON Lines file as a corpus of documents with subjects""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |     def __init__( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |         self, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |         path: str, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |         subject_index: SubjectIndex, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |         language: str, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |         require_subjects=True, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  |     ) -> None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  |         self.path = path | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |         self.subject_index = subject_index | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |         self.language = language | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  |         self.require_subjects = require_subjects | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |     def documents(self) -> Iterator[Document]: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |         if self.path.endswith(".gz"): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |             opener = gzip.open | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |             opener = open | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |         with opener(self.path, mode="rt", encoding="utf-8") as jsonlfile: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |             for line in jsonlfile: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |                 doc = json_to_document( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 228 |  |  |                     self.path, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 229 |  |  |                     line, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 230 |  |  |                     self.subject_index, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 231 |  |  |                     self.language, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 232 |  |  |                     self.require_subjects, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 233 |  |  |                 ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 234 |  |  |                 if doc is not None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 235 |  |  |                     yield doc | 
            
                                                                                                            
                            
            
                                    
            
            
                | 236 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 237 |  |  |     @staticmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 238 |  |  |     def is_jsonl_file(path: str) -> bool: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 239 |  |  |         """return True if the path looks like a JSONL file""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 240 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 241 |  |  |         path_lc = path.lower() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 242 |  |  |         return path_lc.endswith(".jsonl") or path_lc.endswith(".jsonl.gz") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 243 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 244 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 245 |  |  | class DocumentList(DocumentCorpus): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 246 |  |  |     """A document corpus based on a list of other iterable of Document | 
            
                                                                                                            
                            
            
                                    
            
            
                | 247 |  |  |     objects""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 248 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 249 |  |  |     def __init__(self, documents): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 250 |  |  |         self._documents = documents | 
            
                                                                                                            
                            
            
                                    
            
            
                | 251 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 252 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 253 |  |  |     def documents(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 254 |  |  |         yield from self._documents | 
            
                                                                                                            
                            
            
                                    
            
            
                | 255 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 256 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 257 |  |  | class TransformingDocumentCorpus(DocumentCorpus): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 258 |  |  |     """A document corpus that wraps another document corpus but transforms the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 259 |  |  |     documents using a given transform function""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 260 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 261 |  |  |     def __init__(self, corpus, transform_fn): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 262 |  |  |         self._orig_corpus = corpus | 
            
                                                                                                            
                            
            
                                    
            
            
                | 263 |  |  |         self._transform_fn = transform_fn | 
            
                                                                                                            
                            
            
                                    
            
            
                | 264 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 265 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 266 |  |  |     def documents(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 267 |  |  |         for doc in self._orig_corpus.documents: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 268 |  |  |             yield self._transform_fn(doc) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 269 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 270 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 271 |  |  | class LimitingDocumentCorpus(DocumentCorpus): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 272 |  |  |     """A document corpus that wraps another document corpus but limits the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 273 |  |  |     number of documents to a given limit""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 274 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 275 |  |  |     def __init__(self, corpus, docs_limit): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 276 |  |  |         self._orig_corpus = corpus | 
            
                                                                                                            
                            
            
                                    
            
            
                | 277 |  |  |         self.docs_limit = docs_limit | 
            
                                                                                                            
                            
            
                                    
            
            
                | 278 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 279 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 280 |  |  |     def documents(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 281 |  |  |         for doc in islice(self._orig_corpus.documents, self.docs_limit): | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 282 |  |  |             yield doc | 
            
                                                        
            
                                    
            
            
                | 283 |  |  |  |