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"""Utility functions for Annif CLI commands""" |
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from __future__ import annotations |
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import collections |
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import configparser |
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import io |
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import itertools |
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import os |
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import pathlib |
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import sys |
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import tempfile |
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import zipfile |
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from fnmatch import fnmatch |
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from typing import TYPE_CHECKING |
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import click |
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import click_log |
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from flask import current_app |
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from huggingface_hub import HfApi, hf_hub_download, list_repo_files |
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from huggingface_hub.utils import HfHubHTTPError, HFValidationError |
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import annif |
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from annif.exception import ConfigurationException, OperationFailedException |
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from annif.project import Access |
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if TYPE_CHECKING: |
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from datetime import datetime |
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from io import TextIOWrapper |
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from click.core import Argument, Context, Option |
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from annif.corpus.document import DocumentCorpus, DocumentList |
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from annif.corpus.subject import SubjectIndex |
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from annif.project import AnnifProject |
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from annif.suggestion import SuggestionResult |
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from annif.vocab import AnnifVocabulary |
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logger = annif.logger |
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def _set_project_config_file_path( |
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ctx: Context, param: Option, value: str | None |
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) -> None: |
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"""Override the default path or the path given in env by CLI option""" |
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with ctx.obj.load_app().app_context(): |
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if value: |
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current_app.config["PROJECTS_CONFIG_PATH"] = value |
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def common_options(f): |
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"""Decorator to add common options for all CLI commands""" |
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f = click.option( |
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"-p", |
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"--projects", |
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help="Set path to project configuration file or directory", |
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type=click.Path(dir_okay=True, exists=True), |
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callback=_set_project_config_file_path, |
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expose_value=False, |
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is_eager=True, |
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)(f) |
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return click_log.simple_verbosity_option(logger)(f) |
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def project_id(f): |
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"""Decorator to add a project ID parameter to a CLI command""" |
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return click.argument("project_id", shell_complete=complete_param)(f) |
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def backend_param_option(f): |
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"""Decorator to add an option for CLI commands to override BE parameters""" |
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return click.option( |
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"--backend-param", |
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"-b", |
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multiple=True, |
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help="Override backend parameter of the config file. " |
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+ "Syntax: `-b <backend>.<parameter>=<value>`.", |
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)(f) |
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def docs_limit_option(f): |
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"""Decorator to add an option for CLI commands to limit the number of documents to |
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use""" |
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return click.option( |
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"--docs-limit", |
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"-d", |
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default=None, |
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type=click.IntRange(0, None), |
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help="Maximum number of documents to use", |
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)(f) |
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def get_project(project_id: str) -> AnnifProject: |
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""" |
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Helper function to get a project by ID and bail out if it doesn't exist""" |
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try: |
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return annif.registry.get_project(project_id, min_access=Access.private) |
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except ValueError: |
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click.echo("No projects found with id '{0}'.".format(project_id), err=True) |
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sys.exit(1) |
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def get_vocab(vocab_id: str) -> AnnifVocabulary: |
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""" |
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Helper function to get a vocabulary by ID and bail out if it doesn't |
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exist""" |
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try: |
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return annif.registry.get_vocab(vocab_id, min_access=Access.private) |
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except ValueError: |
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click.echo(f"No vocabularies found with the id '{vocab_id}'.", err=True) |
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sys.exit(1) |
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def make_list_template(*rows) -> str: |
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"""Helper function to create a template for a list of entries with fields of |
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variable width. The width of each field is determined by the longest item in the |
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field in the given rows.""" |
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max_field_widths = collections.defaultdict(int) |
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for row in rows: |
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for field_ind, item in enumerate(row): |
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max_field_widths[field_ind] = max(max_field_widths[field_ind], len(item)) |
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return " ".join( |
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[ |
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f"{{{field_ind}: <{field_width}}}" |
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for field_ind, field_width in max_field_widths.items() |
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] |
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) |
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def format_datetime(dt: datetime | None) -> str: |
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"""Helper function to format a datetime object as a string in the local time.""" |
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if dt is None: |
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return "-" |
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return dt.astimezone().strftime("%Y-%m-%d %H:%M:%S") |
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def open_documents( |
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paths: tuple[str, ...], |
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subject_index: SubjectIndex, |
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vocab_lang: str, |
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docs_limit: int | None, |
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) -> DocumentCorpus: |
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"""Helper function to open a document corpus from a list of pathnames, |
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each of which is either a TSV file or a directory of TXT files. For |
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directories with subjects in TSV files, the given vocabulary language |
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will be used to convert subject labels into URIs. The corpus will be |
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returned as an instance of DocumentCorpus or LimitingDocumentCorpus.""" |
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def open_doc_path(path, subject_index): |
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"""open a single path and return it as a DocumentCorpus""" |
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if os.path.isdir(path): |
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return annif.corpus.DocumentDirectory( |
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path, subject_index, vocab_lang, require_subjects=True |
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) |
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return annif.corpus.DocumentFile(path, subject_index) |
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if len(paths) == 0: |
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logger.warning("Reading empty file") |
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docs = open_doc_path(os.path.devnull, subject_index) |
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elif len(paths) == 1: |
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docs = open_doc_path(paths[0], subject_index) |
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else: |
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corpora = [open_doc_path(path, subject_index) for path in paths] |
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docs = annif.corpus.CombinedCorpus(corpora) |
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if docs_limit is not None: |
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docs = annif.corpus.LimitingDocumentCorpus(docs, docs_limit) |
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return docs |
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def open_text_documents(paths: tuple[str, ...], docs_limit: int | None) -> DocumentList: |
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""" |
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Helper function to read text documents from the given file paths. Returns a |
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DocumentList object with Documents having no subjects. If a path is "-", the |
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document text is read from standard input. The maximum number of documents to read |
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is set by docs_limit parameter. |
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""" |
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def _docs(paths): |
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for path in paths: |
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if path == "-": |
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doc = annif.corpus.Document(text=sys.stdin.read(), subject_set=None) |
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else: |
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with open(path, errors="replace", encoding="utf-8-sig") as docfile: |
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doc = annif.corpus.Document(text=docfile.read(), subject_set=None) |
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yield doc |
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return annif.corpus.DocumentList(_docs(paths[:docs_limit])) |
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def show_hits( |
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hits: SuggestionResult, |
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project: AnnifProject, |
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lang: str, |
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file: TextIOWrapper | None = None, |
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) -> None: |
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""" |
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Print subject suggestions to the console or a file. The suggestions are displayed as |
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a table, with one row per hit. Each row contains the URI, label, possible notation, |
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and score of the suggestion. The label is given in the specified language. |
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""" |
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template = "<{}>\t{}\t{:.04f}" |
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for hit in hits: |
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subj = project.subjects[hit.subject_id] |
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line = template.format( |
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subj.uri, |
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"\t".join(filter(None, (subj.labels[lang], subj.notation))), |
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hit.score, |
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) |
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click.echo(line, file=file) |
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def parse_backend_params( |
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backend_param: tuple[str, ...] | tuple[()], project: AnnifProject |
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) -> collections.defaultdict[str, dict[str, str]]: |
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"""Parse a list of backend parameters given with the --backend-param |
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option into a nested dict structure""" |
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backend_params = collections.defaultdict(dict) |
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for beparam in backend_param: |
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backend, param = beparam.split(".", 1) |
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key, val = param.split("=", 1) |
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_validate_backend_params(backend, beparam, project) |
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backend_params[backend][key] = val |
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return backend_params |
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def _validate_backend_params(backend: str, beparam: str, project: AnnifProject) -> None: |
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if backend != project.config["backend"]: |
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raise ConfigurationException( |
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'The backend {} in CLI option "-b {}" not matching the project' |
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" backend {}.".format(backend, beparam, project.config["backend"]) |
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) |
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def generate_filter_params(filter_batch_max_limit: int) -> list[tuple[int, float]]: |
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limits = range(1, filter_batch_max_limit + 1) |
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thresholds = [i * 0.05 for i in range(20)] |
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return list(itertools.product(limits, thresholds)) |
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def _is_train_file(fname): |
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train_file_patterns = ("-train", "tmp-") |
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for pat in train_file_patterns: |
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if pat in fname: |
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return True |
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return False |
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def archive_dir(data_dir): |
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fp = tempfile.TemporaryFile() |
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path = pathlib.Path(data_dir) |
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fpaths = [fpath for fpath in path.glob("**/*") if not _is_train_file(fpath.name)] |
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with zipfile.ZipFile(fp, mode="w") as zfile: |
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for fpath in fpaths: |
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logger.debug(f"Adding {fpath}") |
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zfile.write(fpath) |
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fp.seek(0) |
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return fp |
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def write_config(project): |
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fp = tempfile.TemporaryFile(mode="w+t") |
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config = configparser.ConfigParser() |
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config[project.project_id] = project.config |
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config.write(fp) # This needs tempfile in text mode |
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fp.seek(0) |
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# But for upload fobj needs to be in binary mode |
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return io.BytesIO(fp.read().encode("utf8")) |
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def upload_to_hf_hub(fileobj, filename, repo_id, token, commit_message): |
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api = HfApi() |
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try: |
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api.upload_file( |
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path_or_fileobj=fileobj, |
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path_in_repo=filename, |
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repo_id=repo_id, |
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token=token, |
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commit_message=commit_message, |
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) |
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except (HfHubHTTPError, HFValidationError) as err: |
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raise OperationFailedException(str(err)) |
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def get_selected_project_ids_from_hf_hub(project_ids_pattern, repo_id, token, revision): |
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all_repo_file_paths = _list_files_in_hf_hub(repo_id, token, revision) |
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return [ |
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path.rsplit(".zip")[0].split("projects/")[1] # TODO Try-catch this |
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for path in all_repo_file_paths |
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if fnmatch(path, f"projects/{project_ids_pattern}.zip") |
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] |
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def _list_files_in_hf_hub(repo_id, token, revision): |
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return [ |
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repofile |
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for repofile in list_repo_files(repo_id=repo_id, token=token, revision=revision) |
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] |
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def download_from_hf_hub(filename, repo_id, token, revision): |
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try: |
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return hf_hub_download( |
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repo_id=repo_id, |
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filename=filename, |
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token=token, |
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revision=revision, |
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) |
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except (HfHubHTTPError, HFValidationError) as err: |
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raise OperationFailedException(str(err)) |
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def unzip(source_path): |
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with zipfile.ZipFile(source_path, "r") as zfile: |
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zfile.extractall() # TODO Disallow overwrite |
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def get_vocab_id(config_path): |
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config = configparser.ConfigParser() |
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config.read(config_path) |
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section = config.sections()[0] |
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return config[section]["vocab"] |
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def _get_completion_choices( |
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param: Argument, |
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) -> dict[str, AnnifVocabulary] | dict[str, AnnifProject] | list: |
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if param.name == "project_id": |
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return annif.registry.get_projects() |
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elif param.name == "vocab_id": |
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return annif.registry.get_vocabs() |
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else: |
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return [] |
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def complete_param(ctx: Context, param: Argument, incomplete: str) -> list[str]: |
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with ctx.obj.load_app().app_context(): |
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return [ |
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choice |
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for choice in _get_completion_choices(param) |
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if choice.startswith(incomplete) |
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] |
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