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                    1
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                """Utility functions for Annif CLI commands"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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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 collections  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    6
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                import gzip  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    7
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                import itertools  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    8
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                import os  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    9
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                import re  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    10
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                import sys  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    11
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                from contextlib import nullcontext  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    12
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                from typing import TYPE_CHECKING, Optional, TextIO  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    13
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                    14
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                import click  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    15
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                import click_log  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    16
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                from flask import current_app  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    17
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                    18
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                import annif  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    19
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                from annif.exception import ConfigurationException  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    20
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                from annif.project import Access  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    21
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                    22
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                if TYPE_CHECKING:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    23
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                    import io  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    24
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                    from datetime import datetime  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    25
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                    26
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                    from click.core import Argument, Context, Option  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    27
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                    28
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                    from annif.corpus.document import DocumentCorpus, DocumentList  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    29
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                    from annif.corpus.subject import SubjectIndex  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    30
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                    from annif.project import AnnifProject  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    31
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                    from annif.suggestion import SuggestionResult  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    32
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                    from annif.vocab import AnnifVocabulary  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    33
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                    34
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                logger = annif.logger  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    35
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                    36
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                    37
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                def _set_project_config_file_path(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    38
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                    ctx: Context, param: Option, value: str | None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    39
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                ) -> None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    40
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                    """Override the default path or the path given in env by CLI option"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    41
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                    with ctx.obj.load_app().app_context():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    42
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                        if value:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    43
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                            current_app.config["PROJECTS_CONFIG_PATH"] = value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    44
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                    45
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                    46
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                def common_options(f):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    47
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                    """Decorator to add common options for all CLI commands"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    48
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                    f = click.option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    49
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                        "-p",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    50
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                        "--projects",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    51
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                        help="Set path to project configuration file or directory",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    52
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                        type=click.Path(dir_okay=True, exists=True),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    53
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                        callback=_set_project_config_file_path,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    54
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                        expose_value=False,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    55
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                        is_eager=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    56
                 | 
                                    
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                 | 
                    )(f)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    57
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                    return click_log.simple_verbosity_option(logger)(f)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    58
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                    59
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                    60
                 | 
                                    
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                def project_id(f):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    61
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                    """Decorator to add a project ID parameter to a CLI command"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    62
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                    return click.argument("project_id", shell_complete=complete_param)(f) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    63
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                    64
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                    65
                 | 
                                    
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                def backend_param_option(f):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    66
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                    """Decorator to add an option for CLI commands to override BE parameters"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    67
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                    return click.option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    68
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                        "--backend-param",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    69
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                        "-b",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    70
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                        multiple=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    71
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                        help="Override backend parameter of the config file. "  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    72
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                        + "Syntax: `-b <backend>.<parameter>=<value>`.",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    73
                 | 
                                    
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                    )(f)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    74
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                    75
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                    76
                 | 
                                    
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                def docs_limit_option(f):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    77
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                    """Decorator to add an option for CLI commands to limit the number of documents to  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    78
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                    use"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    79
                 | 
                                    
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                    return click.option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    80
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                        "--docs-limit",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    81
                 | 
                                    
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                        "-d",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    82
                 | 
                                    
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                        default=None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    83
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                        type=click.IntRange(0, None),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    84
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                        help="Maximum number of documents to use",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    85
                 | 
                                    
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                    )(f)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    86
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                    87
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                | 
                    88
                 | 
                                    
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                def get_project(project_id: str) -> AnnifProject:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    89
                 | 
                                    
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                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    90
                 | 
                                    
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                    Helper function to get a project by ID and bail out if it doesn't exist"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    91
                 | 
                                    
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                    try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    92
                 | 
                                    
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                        return annif.registry.get_project(project_id, min_access=Access.private)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    93
                 | 
                                    
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                 | 
                    except ValueError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    94
                 | 
                                    
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                 | 
                        click.echo("No projects found with id '{0}'.".format(project_id), err=True) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    95
                 | 
                                    
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                        sys.exit(1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    96
                 | 
                                    
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                | 
                    97
                 | 
                                    
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                | 
                    98
                 | 
                                    
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                 | 
                def get_vocab(vocab_id: str) -> AnnifVocabulary:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    99
                 | 
                                    
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                 | 
                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    100
                 | 
                                    
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                 | 
                    Helper function to get a vocabulary by ID and bail out if it doesn't  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    101
                 | 
                                    
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                    exist"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    102
                 | 
                                    
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                    try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    103
                 | 
                                    
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                 | 
                        return annif.registry.get_vocab(vocab_id, min_access=Access.private)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    104
                 | 
                                    
                                                     | 
                
                 | 
                    except ValueError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    105
                 | 
                                    
                                                     | 
                
                 | 
                        click.echo(f"No vocabularies found with the id '{vocab_id}'.", err=True) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    106
                 | 
                                    
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                 | 
                        sys.exit(1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    107
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    108
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    109
                 | 
                                    
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                 | 
                def make_list_template(*rows) -> str:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    110
                 | 
                                    
                                                     | 
                
                 | 
                    """Helper function to create a template for a list of entries with fields of  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    111
                 | 
                                    
                                                     | 
                
                 | 
                    variable width. The width of each field is determined by the longest item in the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    112
                 | 
                                    
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                 | 
                    field in the given rows."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    113
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    114
                 | 
                                    
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                 | 
                    max_field_widths = collections.defaultdict(int)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    115
                 | 
                                    
                                                     | 
                
                 | 
                    for row in rows:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    116
                 | 
                                    
                                                     | 
                
                 | 
                        for field_ind, item in enumerate(row):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    117
                 | 
                                    
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                 | 
                            max_field_widths[field_ind] = max(max_field_widths[field_ind], len(item))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    118
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    119
                 | 
                                    
                                                     | 
                
                 | 
                    return "  ".join(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    120
                 | 
                                    
                                                     | 
                
                 | 
                        [  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    121
                 | 
                                    
                                                     | 
                
                 | 
                            f"{{{field_ind}: <{field_width}}}" | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    122
                 | 
                                    
                                                     | 
                
                 | 
                            for field_ind, field_width in max_field_widths.items()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    123
                 | 
                                    
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                 | 
                        ]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    124
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    125
                 | 
                                    
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                | 
                    126
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    127
                 | 
                                    
                                                     | 
                
                 | 
                def format_datetime(dt: datetime | None) -> str:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                    """Helper function to format a datetime object as a string in the local time."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    129
                 | 
                                    
                                                     | 
                
                 | 
                    if dt is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                        return "-"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
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                 | 
                    return dt.astimezone().strftime("%Y-%m-%d %H:%M:%S") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    133
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                def open_doc_path(path, subject_index, vocab_lang, require_subjects=True):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                    """open a single path and return it as a DocumentCorpus"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                    if os.path.isdir(path):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                        return annif.corpus.DocumentDirectory(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                            path, subject_index, vocab_lang, require_subjects  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                    if annif.corpus.DocumentFileCSV.is_csv_file(path):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                        return annif.corpus.DocumentFileCSV(path, subject_index, require_subjects)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                    elif annif.corpus.DocumentFileJSONL.is_jsonl_file(path):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                        return annif.corpus.DocumentFileJSONL(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                            path, subject_index, vocab_lang, require_subjects  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                    else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                        return annif.corpus.DocumentFileTSV(path, subject_index, require_subjects)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                def open_documents(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                    paths: tuple[str, ...],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                    subject_index: SubjectIndex,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                    vocab_lang: str,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                    docs_limit: int | None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                ) -> DocumentCorpus:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                    """Helper function to open a document corpus from a list of pathnames,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                    each of which is either a CSV, TSV or JSONL file or a directory of TXT  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                    or JSON files. For corpora with subjects expressed as labels, the given  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                    vocabulary language will be used to convert subject labels into URIs.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                    The corpus will be returned as an instance of DocumentCorpus or  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                    LimitingDocumentCorpus."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                    if len(paths) == 0:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                        logger.warning("Reading empty file") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                        docs = open_doc_path(os.path.devnull, subject_index, vocab_lang)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                    elif len(paths) == 1:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    167
                 | 
                                    
                                                     | 
                
                 | 
                        docs = open_doc_path(paths[0], subject_index, vocab_lang)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                    else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    169
                 | 
                                    
                                                     | 
                
                 | 
                        corpora = [open_doc_path(path, subject_index, vocab_lang) for path in paths]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                        docs = annif.corpus.CombinedCorpus(corpora)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                    if docs_limit is not None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                        docs = annif.corpus.LimitingDocumentCorpus(docs, docs_limit)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                    return docs  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    175
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    176
                 | 
                                    
                                                     | 
                
                 | 
                def open_text_documents(paths: tuple[str, ...], docs_limit: int | None) -> DocumentList:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    177
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    178
                 | 
                                    
                                                     | 
                
                 | 
                    Helper function to read text documents from the given file paths. Returns a  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    179
                 | 
                                    
                                                     | 
                
                 | 
                    DocumentList object with Documents having no subjects. If a path is "-", the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    180
                 | 
                                    
                                                     | 
                
                 | 
                    document text is read from standard input. The maximum number of documents to read  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    181
                 | 
                                    
                                                     | 
                
                 | 
                    is set by docs_limit parameter.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    182
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    183
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    184
                 | 
                                    
                                                     | 
                
                 | 
                    def _docs(paths):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    185
                 | 
                                    
                                                     | 
                
                 | 
                        for path in paths:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    186
                 | 
                                    
                                                     | 
                
                 | 
                            if path == "-":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    187
                 | 
                                    
                                                     | 
                
                 | 
                                doc = annif.corpus.Document(text=sys.stdin.read(), subject_set=None)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    188
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    189
                 | 
                                    
                                                     | 
                
                 | 
                                with open(path, errors="replace", encoding="utf-8-sig") as docfile:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    190
                 | 
                                    
                                                     | 
                
                 | 
                                    doc = annif.corpus.Document(text=docfile.read(), subject_set=None)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    191
                 | 
                                    
                                                     | 
                
                 | 
                            yield doc  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    192
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    193
                 | 
                                    
                                                     | 
                
                 | 
                    return annif.corpus.DocumentList(_docs(paths[:docs_limit]))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    194
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    195
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    196
                 | 
                                    
                                                     | 
                
                 | 
                def get_output_stream(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    197
                 | 
                                    
                                                     | 
                
                 | 
                    path: str, suffix: str, output: Optional[str], use_gzip: bool, force: bool  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    198
                 | 
                                    
                                                     | 
                
                 | 
                ) -> Optional[TextIO]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    199
                 | 
                                    
                                                     | 
                
                 | 
                    """Return a writable output stream based on the output option."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    200
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    201
                 | 
                                    
                                                     | 
                
                 | 
                    if output == "-":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    202
                 | 
                                    
                                                     | 
                
                 | 
                        return nullcontext(sys.stdout)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    203
                 | 
                                    
                                                     | 
                
                 | 
                    elif output:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    204
                 | 
                                    
                                                     | 
                
                 | 
                        outfilename = output + (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    205
                 | 
                                    
                                                     | 
                
                 | 
                            ".gz" if use_gzip and not output.endswith(".gz") else "" | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    206
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    207
                 | 
                                    
                                                     | 
                
                 | 
                    else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    208
                 | 
                                    
                                                     | 
                
                 | 
                        outfilename = re.sub(r"(\.[^.]+)?(\.gz)?$", "", path) + suffix  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    209
                 | 
                                    
                                                     | 
                
                 | 
                        if use_gzip and not outfilename.endswith(".gz"): | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    210
                 | 
                                    
                                                     | 
                
                 | 
                            outfilename += ".gz"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    211
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    212
                 | 
                                    
                                                     | 
                
                 | 
                    if not force and os.path.exists(outfilename):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    213
                 | 
                                    
                                                     | 
                
                 | 
                        click.echo(f"Not overwriting {outfilename} (use --force to override)") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    214
                 | 
                                    
                                                     | 
                
                 | 
                        return None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    215
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    216
                 | 
                                    
                                                     | 
                
                 | 
                    opener = gzip.open if use_gzip else open  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    217
                 | 
                                    
                                                     | 
                
                 | 
                    return opener(outfilename, "wt", encoding="utf-8")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    218
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    219
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    220
                 | 
                                    
                                                     | 
                
                 | 
                def show_hits(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    221
                 | 
                                    
                                                     | 
                
                 | 
                    hits: SuggestionResult,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    222
                 | 
                                    
                                                     | 
                
                 | 
                    project: AnnifProject,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    223
                 | 
                                    
                                                     | 
                
                 | 
                    lang: str,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    224
                 | 
                                    
                                                     | 
                
                 | 
                    file: io.TextIOWrapper | None = None,  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    225
                 | 
                                    
                                                     | 
                
                 | 
                ) -> None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    226
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    227
                 | 
                                    
                                                     | 
                
                 | 
                    Print subject suggestions to the console or a file. The suggestions are displayed as  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    228
                 | 
                                    
                                                     | 
                
                 | 
                    a table, with one row per hit. Each row contains the URI, label, possible notation,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    229
                 | 
                                    
                                                     | 
                
                 | 
                    and score of the suggestion. The label is given in the specified language.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    230
                 | 
                                    
                                                     | 
                
                 | 
                    """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    231
                 | 
                                    
                                                     | 
                
                 | 
                    template = "<{}>\t{}\t{:.04f}" | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    232
                 | 
                                    
                                                     | 
                
                 | 
                    for hit in hits:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    233
                 | 
                                    
                                                     | 
                
                 | 
                        subj = project.subjects[hit.subject_id]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    234
                 | 
                                    
                                                     | 
                
                 | 
                        line = template.format(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    235
                 | 
                                    
                                                     | 
                
                 | 
                            subj.uri,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    236
                 | 
                                    
                                                     | 
                
                 | 
                            "\t".join(filter(None, (subj.labels[lang], subj.notation))),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    237
                 | 
                                    
                                                     | 
                
                 | 
                            hit.score,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    238
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    239
                 | 
                                    
                                                     | 
                
                 | 
                        click.echo(line, file=file)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    240
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    241
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    242
                 | 
                                    
                                                     | 
                
                 | 
                def parse_backend_params(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    243
                 | 
                                    
                                                     | 
                
                 | 
                    backend_param: tuple[str, ...] | tuple[()], project: AnnifProject  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    244
                 | 
                                    
                                                     | 
                
                 | 
                ) -> collections.defaultdict[str, dict[str, str]]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    245
                 | 
                                    
                                                     | 
                
                 | 
                    """Parse a list of backend parameters given with the --backend-param  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    246
                 | 
                                    
                                                     | 
                
                 | 
                    option into a nested dict structure"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    247
                 | 
                                    
                                                     | 
                
                 | 
                    backend_params = collections.defaultdict(dict)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    248
                 | 
                                    
                                                     | 
                
                 | 
                    for beparam in backend_param:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    249
                 | 
                                    
                                                     | 
                
                 | 
                        backend, param = beparam.split(".", 1) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    250
                 | 
                                    
                                                     | 
                
                 | 
                        key, val = param.split("=", 1) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    251
                 | 
                                    
                                                     | 
                
                 | 
                        _validate_backend_params(backend, beparam, project)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    252
                 | 
                                    
                                                     | 
                
                 | 
                        backend_params[backend][key] = val  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    253
                 | 
                                    
                                                     | 
                
                 | 
                    return backend_params  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    254
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    255
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    256
                 | 
                                    
                                                     | 
                
                 | 
                def _validate_backend_params(backend: str, beparam: str, project: AnnifProject) -> None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    257
                 | 
                                    
                                                     | 
                
                 | 
                    if backend != project.config["backend"]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    258
                 | 
                                    
                                                     | 
                
                 | 
                        raise ConfigurationException(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    259
                 | 
                                    
                                                     | 
                
                 | 
                            'The backend {} in CLI option "-b {}" not matching the project' | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    260
                 | 
                                    
                                                     | 
                
                 | 
                            " backend {}.".format(backend, beparam, project.config["backend"]) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    261
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    262
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    263
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    264
                 | 
                                    
                                                     | 
                
                 | 
                def parse_metadata(metadata: tuple[str, ...] | tuple[()]) -> dict[str, str]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    265
                 | 
                                    
                                                     | 
                
                 | 
                    """Parse a list of metadata parameters given with the --metadata  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    266
                 | 
                                    
                                                     | 
                
                 | 
                    option into a dictionary"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    267
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    268
                 | 
                                    
                                                     | 
                
                 | 
                    metadata_dict = {} | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    269
                 | 
                                    
                                                     | 
                
                 | 
                    for item in metadata:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    270
                 | 
                                    
                                                     | 
                
                 | 
                        if "=" not in item:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    271
                 | 
                                    
                                                     | 
                
                 | 
                            raise click.BadParameter(f"--metadata '{item}'. Expected <key>=<value>.") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    272
                 | 
                                    
                                                     | 
                
                 | 
                        key, value = item.split("=", 1) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    273
                 | 
                                    
                                                     | 
                
                 | 
                        metadata_dict[key] = value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    274
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    275
                 | 
                                    
                                                     | 
                
                 | 
                    return metadata_dict  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    276
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    277
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    278
                 | 
                                    
                                                     | 
                
                 | 
                def generate_filter_params(filter_batch_max_limit: int) -> list[tuple[int, float]]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    279
                 | 
                                    
                                                     | 
                
                 | 
                    limits = range(1, filter_batch_max_limit + 1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    280
                 | 
                                    
                                                     | 
                
                 | 
                    thresholds = [i * 0.05 for i in range(20)]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    281
                 | 
                                    
                                                     | 
                
                 | 
                    return list(itertools.product(limits, thresholds))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    282
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    283
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    284
                 | 
                                    
                                                     | 
                
                 | 
                def _get_completion_choices(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    285
                 | 
                                    
                                                     | 
                
                 | 
                    param: Argument,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    286
                 | 
                                    
                                                     | 
                
                 | 
                ) -> dict[str, AnnifVocabulary] | dict[str, AnnifProject] | list:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    287
                 | 
                                    
                                                     | 
                
                 | 
                    if param.name in ("project_id", "project_ids_pattern"): | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    288
                 | 
                                    
                                                     | 
                
                 | 
                        return annif.registry.get_projects()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    289
                 | 
                                    
                                                     | 
                
                 | 
                    elif param.name == "vocab_id":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    290
                 | 
                                    
                                                     | 
                
                 | 
                        return annif.registry.get_vocabs()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    291
                 | 
                                    
                                                     | 
                
                 | 
                    else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    292
                 | 
                                    
                                                     | 
                
                 | 
                        return []  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    293
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    294
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    295
                 | 
                                    
                                                     | 
                
                 | 
                def complete_param(ctx: Context, param: Argument, incomplete: str) -> list[str]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    296
                 | 
                                    
                                                     | 
                
                 | 
                    with ctx.obj.load_app().app_context():  | 
            
            
                                                        
            
                                    
            
            
                | 
                    297
                 | 
                                    
                                                     | 
                
                 | 
                        return [  | 
            
            
                                                        
            
                                    
            
            
                | 
                    298
                 | 
                                    
                                                     | 
                
                 | 
                            choice  | 
            
            
                                                        
            
                                    
            
            
                | 
                    299
                 | 
                                    
                                                     | 
                
                 | 
                            for choice in _get_completion_choices(param)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    300
                 | 
                                    
                                                     | 
                
                 | 
                            if choice.startswith(incomplete)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    301
                 | 
                                    
                                                     | 
                
                 | 
                        ]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    302
                 | 
                                    
                                                     | 
                
                 | 
                 |