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