Index

Symbols

--backend-param annif-eval command line option annif-index command line option annif-learn command line option annif-optimize command line option annif-suggest command line option annif-train command line option --bash annif-completion command line option --cached annif-train command line option --commit-message annif-upload command line option --docs-limit annif-eval command line option annif-hyperopt command line option annif-learn command line option annif-optimize command line option annif-suggest command line option annif-train command line option --fish annif-completion command line option --force annif-download command line option annif-index command line option annif-load-vocab command line option --gzip annif-index command line option --host annif-run command line option --include-doc annif-index command line option --jobs annif-eval command line option annif-hyperopt command line option annif-optimize command line option annif-train command line option --language annif-index command line option annif-load-vocab command line option annif-suggest command line option --limit annif-eval command line option annif-index command line option annif-suggest command line option --metadata annif-suggest command line option --metric annif-eval command line option annif-hyperopt command line option --metrics-file annif-eval command line option --modelcard annif-upload command line option --no-cached annif-train command line option --no-force annif-index command line option --no-gzip annif-index command line option --no-include-doc annif-index command line option --no-modelcard annif-upload command line option --output annif-index command line option --port annif-run command line option --projects annif-clear command line option annif-download command line option annif-eval command line option annif-hyperopt command line option annif-index command line option annif-learn command line option annif-list-projects command line option annif-list-vocabs command line option annif-load-vocab command line option annif-optimize command line option annif-show-project command line option annif-suggest command line option annif-train command line option annif-upload command line option --results-file annif-eval command line option annif-hyperopt command line option --revision annif-download command line option annif-upload command line option --suffix annif-index command line option --threshold annif-eval command line option annif-index command line option annif-suggest command line option --token annif-download command line option annif-upload command line option --trials annif-hyperopt command line option --trust-repo annif-download command line option --verbosity annif-clear command line option annif-download command line option annif-eval command line option annif-hyperopt command line option annif-index command line option annif-learn command line option annif-list-projects command line option annif-list-vocabs command line option annif-load-vocab command line option annif-optimize command line option annif-run command line option annif-show-project command line option annif-suggest command line option annif-train command line option annif-upload command line option

--zsh annif-completion command line option -b annif-eval command line option annif-index command line option annif-learn command line option annif-optimize command line option annif-suggest command line option annif-train command line option -C annif-train command line option -c annif-train command line option -D annif-suggest command line option -d annif-eval command line option annif-hyperopt command line option annif-learn command line option annif-optimize command line option annif-suggest command line option annif-train command line option -F annif-index command line option -f annif-download command line option annif-index command line option annif-load-vocab command line option -I annif-index command line option -i annif-index command line option -j annif-eval command line option annif-hyperopt command line option annif-optimize command line option annif-train command line option -L annif-index command line option annif-load-vocab command line option annif-suggest command line option -l annif-eval command line option annif-index command line option annif-suggest command line option -M annif-eval command line option -m annif-eval command line option annif-hyperopt command line option -O annif-index command line option -p annif-clear command line option annif-download command line option annif-eval command line option annif-hyperopt command line option annif-index command line option annif-learn command line option annif-list-projects command line option annif-list-vocabs command line option annif-load-vocab command line option annif-optimize command line option annif-show-project command line option annif-suggest command line option annif-train command line option annif-upload command line option -r annif-eval command line option annif-hyperopt command line option -s annif-index command line option -T annif-hyperopt command line option -t annif-eval command line option annif-index command line option annif-suggest command line option -v annif-clear command line option annif-download command line option annif-eval command line option annif-hyperopt command line option annif-index command line option annif-learn command line option annif-list-projects command line option annif-list-vocabs command line option annif-load-vocab command line option annif-optimize command line option annif-run command line option annif-show-project command line option annif-suggest command line option annif-train command line option annif-upload command line option -Z annif-index command line option -z annif-index command line option

A

Access (class in annif.project) active (annif.vocab.subject_index.SubjectIndexFile property) (annif.vocab.subject_index.SubjectIndexFilter property) (annif.vocab.SubjectIndexFile property) (annif.vocab.SubjectIndexFilter property) active() (annif.vocab.SubjectIndex method) (annif.vocab.types.SubjectIndex method) add() (annif.lexical.tokenset.TokenSetIndex method) add_sample() (annif.backend.nn_ensemble.LMDBDataset method) add_uris() (in module annif.vocab.rules) ambiguity (annif.lexical.mllm.Candidate attribute) (annif.lexical.mllm.Feature attribute) (annif.lexical.mllm.Match attribute) analyzer (annif.project.AnnifProject property) Analyzer (class in annif.analyzer.analyzer) annif module annif-clear command line option --projects --verbosity -p -v PROJECT_ID annif-completion command line option --bash --fish --zsh annif-detect-language command line option LANGUAGES PATHS annif-download command line option --force --projects --revision --token --trust-repo --verbosity -f -p -v PROJECT_IDS_PATTERN REPO_ID annif-eval command line option --backend-param --docs-limit --jobs --limit --metric --metrics-file --projects --results-file --threshold --verbosity -b -d -j -l -m -M -p -r -t -v PATHS PROJECT_ID annif-hyperopt command line option --docs-limit --jobs --metric --projects --results-file --trials --verbosity -d -j -m -p -r -T -v PATHS PROJECT_ID annif-index command line option --backend-param --force --gzip --include-doc --language --limit --no-force --no-gzip --no-include-doc --output --projects --suffix --threshold --verbosity -b -f -F -i -I -l -L -O -p -s -t -v -z -Z PATHS PROJECT_ID annif-learn command line option --backend-param --docs-limit --projects --verbosity -b -d -p -v PATHS PROJECT_ID annif-list-projects command line option --projects --verbosity -p -v annif-list-vocabs command line option --projects --verbosity -p -v annif-load-vocab command line option --force --language --projects --verbosity -f -L -p -v VOCAB_FILE VOCAB_ID annif-optimize command line option --backend-param --docs-limit --jobs --projects --verbosity -b -d -j -p -v PATHS PROJECT_ID annif-run command line option --host --port --verbosity -v annif-show-project command line option --projects --verbosity -p -v PROJECT_ID annif-suggest command line option --backend-param --docs-limit --language --limit --metadata --projects --threshold --verbosity -b -d -D -l -L -p -t -v PATHS PROJECT_ID

annif-train command line option --backend-param --cached --docs-limit --jobs --no-cached --projects --verbosity -b -c -C -d -j -p -v PATHS PROJECT_ID annif-upload command line option --commit-message --modelcard --no-modelcard --projects --revision --token --verbosity -p -v PROJECT_IDS_PATTERN REPO_ID annif.analyzer module annif.analyzer.analyzer module annif.analyzer.estnltk module annif.analyzer.simple module annif.analyzer.simplemma module annif.analyzer.snowball module annif.analyzer.spacy module annif.analyzer.voikko module annif.backend module annif.backend.backend module annif.backend.dummy module annif.backend.ensemble module annif.backend.fasttext module annif.backend.http module annif.backend.hyperopt module annif.backend.mixins module annif.backend.mllm module annif.backend.nn_ensemble module annif.backend.omikuji module annif.backend.pav module annif.backend.stwfsa module annif.backend.svc module annif.backend.tfidf module annif.backend.yake module annif.cli module annif.cli_util module annif.config module annif.corpus module annif.corpus.combine module annif.corpus.document module annif.corpus.json module annif.corpus.types module annif.datadir module annif.default_config module annif.eval module annif.exception module annif.hfh_util module annif.lexical module annif.lexical.mllm module annif.lexical.tokenset module annif.lexical.util module annif.openapi module annif.openapi.validation module annif.parallel module annif.project module annif.registry module annif.rest module annif.simplemma_util module annif.suggestion module annif.transform module annif.transform.inputlimiter module annif.transform.langfilter module annif.transform.select module annif.transform.transform module annif.util module annif.views module annif.vocab module annif.vocab.rules module annif.vocab.skos module annif.vocab.subject_file module annif.vocab.subject_index module annif.vocab.types module annif.vocab.vocab module AnnifBackend (class in annif.backend.backend) AnnifConfigCFG (class in annif.config) AnnifConfigDirectory (class in annif.config) AnnifConfigTOML (class in annif.config) AnnifException AnnifHyperoptBackend (class in annif.backend.hyperopt) AnnifLearningBackend (class in annif.backend.backend) AnnifProject (class in annif.project) AnnifRegistry (class in annif.registry) AnnifVocabulary (class in annif.vocab) (class in annif.vocab.vocab) append() (annif.vocab.subject_index.SubjectIndexFile method) (annif.vocab.SubjectIndexFile method) args (annif.parallel.BaseWorker attribute) as_dict() (annif.corpus.Document method) (annif.corpus.types.Document method) as_graph() (annif.vocab.AnnifVocabulary method) (annif.vocab.vocab.AnnifVocabulary method) as_list() (annif.corpus.SubjectSet method) (annif.corpus.types.SubjectSet method) as_vector() (annif.corpus.SubjectSet method) (annif.corpus.types.SubjectSet method) (annif.suggestion.SuggestionResult method) atomic_save() (in module annif.util)

B

backend (annif.project.AnnifProject property) backend_param_option() (in module annif.cli_util) BaseEnsembleBackend (class in annif.backend.ensemble) BaseTransform (class in annif.transform.transform) BaseWorker (class in annif.parallel) boolean() (in module annif.util) broader (annif.lexical.mllm.Feature attribute) (annif.lexical.mllm.ModelData attribute) BUFFER_SIZE (annif.backend.tfidf.SubjectBuffer attribute) by_label() (annif.vocab.subject_index.SubjectIndexFile method) (annif.vocab.subject_index.SubjectIndexFilter method) (annif.vocab.SubjectIndex method) (annif.vocab.SubjectIndexFile method) (annif.vocab.SubjectIndexFilter method) (annif.vocab.types.SubjectIndex method)

by_uri() (annif.vocab.subject_index.SubjectIndexFile method) (annif.vocab.subject_index.SubjectIndexFilter method) (annif.vocab.SubjectIndex method) (annif.vocab.SubjectIndexFile method) (annif.vocab.SubjectIndexFilter method) (annif.vocab.types.SubjectIndex method)

C

Candidate (class in annif.lexical.mllm) candidates_to_features() (annif.lexical.mllm.MLLMFeatureConverter class method) (in module annif.lexical.mllm) check_config() (in module annif.config) check_is_download_allowed() (in module annif.hfh_util) ChunkingBackend (class in annif.backend.mixins) cleanup_uri() (in module annif.util) collection (annif.lexical.mllm.Feature attribute) (annif.lexical.mllm.ModelData attribute) CombinedCorpus (class in annif.corpus) (class in annif.corpus.combine) common_options() (in module annif.cli_util) complete_param() (in module annif.cli_util) concepts (annif.vocab.skos.VocabFileSKOS property) (annif.vocab.VocabFileSKOS property) Config (class in annif.default_config)

ConfigurationException conflate_matches() (in module annif.lexical.mllm) contains() (annif.lexical.tokenset.TokenSet method) contains_uri() (annif.vocab.subject_index.SubjectIndexFile method) (annif.vocab.subject_index.SubjectIndexFilter method) (annif.vocab.SubjectIndex method) (annif.vocab.SubjectIndexFile method) (annif.vocab.SubjectIndexFilter method) (annif.vocab.types.SubjectIndex method) copy_project_config() (in module annif.hfh_util) create_app() (in module annif) create_classifier() (in module annif.lexical.mllm) create_cx_app() (in module annif) create_flask_app() (in module annif) create_vectorizer() (annif.backend.mixins.TfidfVectorizerMixin method) CustomRequestBodyValidator (class in annif.openapi.validation)

D

datadir (annif.datadir.DatadirMixin property) DATADIR (annif.default_config.Config attribute) (annif.default_config.TestingConfig attribute) DatadirMixin (class in annif.datadir) dcg_score() (in module annif.eval) DEBUG (annif.default_config.Config attribute) (annif.default_config.DevelopmentConfig attribute) debug() (annif.backend.backend.AnnifBackend method) DEFAULT_ACCESS (annif.project.AnnifProject attribute) DEFAULT_PARAMETERS (annif.backend.backend.AnnifBackend attribute) (annif.backend.fasttext.FastTextBackend attribute) (annif.backend.mixins.ChunkingBackend attribute) (annif.backend.mllm.MLLMBackend attribute) (annif.backend.nn_ensemble.NNEnsembleBackend attribute) (annif.backend.omikuji.OmikujiBackend attribute) (annif.backend.pav.PAVBackend attribute) (annif.backend.stwfsa.StwfsaBackend attribute) (annif.backend.svc.SVCBackend attribute) (annif.backend.yake.YakeBackend attribute) default_params() (annif.backend.backend.AnnifBackend method) (annif.backend.fasttext.FastTextBackend method) (annif.backend.mixins.ChunkingBackend method) detect_language() (in module annif.rest) (in module annif.simplemma_util) DevelopmentConfig (class in annif.default_config) DOC_BATCH_SIZE (annif.corpus.types.DocumentCorpus attribute) doc_batches (annif.corpus.types.DocumentCorpus property) doc_freq (annif.lexical.mllm.Feature attribute) (annif.lexical.mllm.ModelData attribute) doc_length (annif.lexical.mllm.Candidate attribute) (annif.lexical.mllm.Feature attribute) docs_limit_option() (in module annif.cli_util) Document (class in annif.corpus) (class in annif.corpus.types)

DocumentCorpus (class in annif.corpus.types) DocumentDirectory (class in annif.corpus) (class in annif.corpus.document) DocumentFileCSV (class in annif.corpus) (class in annif.corpus.document) DocumentFileJSONL (class in annif.corpus) (class in annif.corpus.document) DocumentFileTSV (class in annif.corpus) (class in annif.corpus.document) DocumentList (class in annif.corpus) (class in annif.corpus.document) documents (annif.corpus.combine.CombinedCorpus property) (annif.corpus.CombinedCorpus property) (annif.corpus.document.DocumentDirectory property) (annif.corpus.document.DocumentFileCSV property) (annif.corpus.document.DocumentFileJSONL property) (annif.corpus.document.DocumentFileTSV property) (annif.corpus.document.DocumentList property) (annif.corpus.document.LimitingDocumentCorpus property) (annif.corpus.document.TransformingDocumentCorpus property) (annif.corpus.DocumentDirectory property) (annif.corpus.DocumentFileCSV property) (annif.corpus.DocumentFileJSONL property) (annif.corpus.DocumentFileTSV property) (annif.corpus.DocumentList property) (annif.corpus.LimitingDocumentCorpus property) (annif.corpus.TransformingDocumentCorpus property) (annif.corpus.types.DocumentCorpus property) download_from_hf_hub() (in module annif.hfh_util) DummyBackend (class in annif.backend.dummy) dump() (annif.project.AnnifProject method) (annif.vocab.AnnifVocabulary method) (annif.vocab.vocab.AnnifVocabulary method) DuplicateFilter (class in annif.util)

E

EARLY_STOP_EVAL_ROWS (annif.backend.nn_ensemble.NNEnsembleBackend attribute) EARLY_STOP_SEED (annif.backend.nn_ensemble.NNEnsembleBackend attribute) EARLY_STOPPING_PATIENCE (annif.backend.nn_ensemble.NNEnsembleBackend attribute) EarlyStopping (class in annif.backend.nn_ensemble) EnsembleBackend (class in annif.backend.ensemble)

EnsembleHPObjective (class in annif.backend.ensemble) EnsembleOptimizer (class in annif.backend.ensemble) EstNLTKAnalyzer (class in annif.analyzer.estnltk) evaluate_many() (annif.eval.EvaluationBatch method) EvaluationBatch (class in annif.eval)

F

false_negatives() (in module annif.eval) false_positives() (in module annif.eval) FASTTEXT_PARAMS (annif.backend.fasttext.FastTextBackend attribute) FastTextBackend (class in annif.backend.fasttext) Feature (class in annif.lexical.mllm) filter() (annif.suggestion.SuggestionBatch method) (annif.suggestion.SuggestionResults method) (annif.util.DuplicateFilter method) filter_suggestion() (in module annif.suggestion) find_config() (in module annif.config) first_occ (annif.lexical.mllm.Candidate attribute) (annif.lexical.mllm.Feature attribute)

flush() (annif.backend.tfidf.SubjectBuffer method) format_datetime() (in module annif.cli_util) format_message() (annif.exception.AnnifException method) forward() (annif.backend.nn_ensemble.NNEnsembleModel method) freq (annif.lexical.mllm.Candidate attribute) (annif.lexical.mllm.Feature attribute) from_averaged() (annif.suggestion.SuggestionBatch class method) from_sequence() (annif.suggestion.SuggestionBatch class method) from_string() (annif.corpus.SubjectSet class method) (annif.corpus.types.SubjectSet class method)

G

generate_candidates() (annif.lexical.mllm.MLLMCandidateGenerator class method) (annif.lexical.mllm.MLLMModel method) (in module annif.lexical.mllm) generate_filter_params() (in module annif.cli_util) get_analyzer() (in module annif.analyzer) get_backend() (in module annif.backend) get_concept_labels() (annif.vocab.skos.VocabFileSKOS method) (annif.vocab.VocabFileSKOS method) get_hp_optimizer() (annif.backend.ensemble.EnsembleBackend method) (annif.backend.hyperopt.AnnifHyperoptBackend method) (annif.backend.mllm.MLLMBackend method) get_language_detector() (in module annif.simplemma_util) get_matching_project_ids_from_hf_hub() (in module annif.hfh_util) get_matching_projects() (in module annif.hfh_util)

get_output_stream() (in module annif.cli_util) get_pool() (in module annif.parallel) get_project() (annif.registry.AnnifRegistry method) (in module annif.cli_util) (in module annif.registry) get_projects() (annif.registry.AnnifRegistry method) (in module annif.registry) get_subject_labels() (in module annif.lexical.util) get_subset() (annif.backend.nn_ensemble.LMDBDataset method) get_transform() (in module annif.transform) get_vocab() (annif.registry.AnnifRegistry method) (in module annif.cli_util) (in module annif.registry) get_vocab_id_from_config() (in module annif.hfh_util) get_vocabs() (in module annif.registry)

H

headers (annif.backend.http.HTTPBackend property) hidden (annif.project.Access attribute) home() (in module annif.views) HPObjective (class in annif.backend.hyperopt)

HPRecommendation (class in annif.backend.hyperopt) HTTPBackend (class in annif.backend.http) hyperopt() (annif.project.AnnifProject method) HyperparameterOptimizer (class in annif.backend.hyperopt)

I

identity() (in module annif.util) IdentityTransform (class in annif.transform.transform) idf (annif.lexical.mllm.ModelData attribute) idx_to_key() (in module annif.backend.nn_ensemble) INDEX_FILE (annif.backend.yake.YakeBackend attribute) INDEX_FILENAME_CSV (annif.vocab.AnnifVocabulary attribute) (annif.vocab.vocab.AnnifVocabulary attribute) INDEX_FILENAME_DUMP (annif.vocab.AnnifVocabulary attribute) (annif.vocab.vocab.AnnifVocabulary attribute) INDEX_FILENAME_TTL (annif.vocab.AnnifVocabulary attribute) (annif.vocab.vocab.AnnifVocabulary attribute) info() (annif.backend.backend.AnnifBackend method) init() (annif.parallel.BaseWorker class method) initialize() (annif.backend.backend.AnnifBackend method) (annif.backend.dummy.DummyBackend method) (annif.backend.ensemble.BaseEnsembleBackend method) (annif.backend.fasttext.FastTextBackend method) (annif.backend.mllm.MLLMBackend method) (annif.backend.nn_ensemble.NNEnsembleBackend method) (annif.backend.omikuji.OmikujiBackend method) (annif.backend.pav.PAVBackend method) (annif.backend.stwfsa.StwfsaBackend method) (annif.backend.svc.SVCBackend method) (annif.backend.tfidf.TFIDFBackend method) (annif.backend.yake.YakeBackend method) (annif.project.AnnifProject method) INITIALIZE_PROJECTS (annif.default_config.Config attribute) (annif.default_config.ProductionConfig attribute) (annif.default_config.TestingInitializeConfig attribute)

initialize_projects() (in module annif.registry) initialize_vectorizer() (annif.backend.mixins.TfidfVectorizerMixin method) initialized (annif.backend.dummy.DummyBackend attribute) (annif.project.AnnifProject attribute) InputLimiter (class in annif.transform.inputlimiter) is_available() (annif.analyzer.analyzer.Analyzer static method) (annif.analyzer.estnltk.EstNLTKAnalyzer static method) (annif.analyzer.spacy.SpacyAnalyzer static method) (annif.analyzer.voikko.VoikkoAnalyzer static method) is_csv_file() (annif.corpus.document.DocumentFileCSV static method) (annif.corpus.DocumentFileCSV static method) (annif.vocab.subject_file.VocabFileCSV static method) (annif.vocab.VocabFileCSV static method) is_empty() (annif.corpus.types.DocumentCorpus method) is_jsonl_file() (annif.corpus.document.DocumentFileJSONL static method) (annif.corpus.DocumentFileJSONL static method) is_pref (annif.lexical.mllm.Candidate attribute) (annif.lexical.mllm.Feature attribute) (annif.lexical.mllm.Match attribute) (annif.lexical.mllm.Term attribute) is_rdf_file() (annif.vocab.skos.VocabFileSKOS static method) (annif.vocab.VocabFileSKOS static method) is_trained (annif.backend.backend.AnnifBackend property) (annif.backend.dummy.DummyBackend attribute) (annif.backend.ensemble.EnsembleBackend property) (annif.backend.http.HTTPBackend property) (annif.backend.yake.YakeBackend property) (annif.project.AnnifProject property) is_valid_token() (annif.analyzer.analyzer.Analyzer method)

J

json_file_to_document() (in module annif.corpus.json)

json_to_document() (in module annif.corpus.json)

K

key_to_idx() (in module annif.backend.nn_ensemble)

kwargs_to_exclude_uris() (in module annif.vocab) (in module annif.vocab.rules)

L

label (annif.lexical.mllm.Term attribute) label_types (annif.backend.yake.YakeBackend property) labels (annif.vocab.Subject attribute) (annif.vocab.types.Subject attribute) LangFilter (class in annif.transform.langfilter) language_not_supported_error() (in module annif.rest) LANGUAGES annif-detect-language command line option languages (annif.vocab.AnnifVocabulary property) (annif.vocab.skos.VocabFileSKOS property) (annif.vocab.subject_file.VocabFileCSV property) (annif.vocab.subject_file.VocabFileTSV property) (annif.vocab.subject_index.SubjectIndexFile property) (annif.vocab.subject_index.SubjectIndexFilter property) (annif.vocab.SubjectIndex property) (annif.vocab.SubjectIndexFile property) (annif.vocab.SubjectIndexFilter property) (annif.vocab.types.SubjectIndex property) (annif.vocab.types.VocabSource property) (annif.vocab.vocab.AnnifVocabulary property) (annif.vocab.VocabFileCSV property) (annif.vocab.VocabFileSKOS property) (annif.vocab.VocabFileTSV property) (annif.vocab.VocabSource property)

last_occ (annif.lexical.mllm.Candidate attribute) (annif.lexical.mllm.Feature attribute) learn() (annif.backend.backend.AnnifLearningBackend method) (annif.project.AnnifProject method) (in module annif.rest) learning_not_enabled_error() (in module annif.rest) LimitingDocumentCorpus (class in annif.corpus) (class in annif.corpus.document) lines (annif.backend.hyperopt.HPRecommendation attribute) list_projects() (in module annif.rest) list_vocabs() (in module annif.rest) LMDB_FILE (annif.backend.nn_ensemble.NNEnsembleBackend attribute) LMDBDataset (class in annif.backend.nn_ensemble) load() (annif.backend.nn_ensemble.NNEnsembleModel class method) (annif.lexical.mllm.MLLMModel static method) (annif.vocab.subject_index.SubjectIndexFile class method) (annif.vocab.SubjectIndexFile class method) load_subjects() (annif.vocab.subject_index.SubjectIndexFile method) (annif.vocab.SubjectIndexFile method) load_vocabulary() (annif.vocab.AnnifVocabulary method) (annif.vocab.vocab.AnnifVocabulary method)

M

make_collection_matrix() (in module annif.lexical.util) make_list_template() (in module annif.cli_util) make_relation_matrix() (in module annif.lexical.util) Match (class in annif.lexical.mllm) MATRIX_FILE (annif.backend.tfidf.TFIDFBackend attribute) MAX_FORM_MEMORY_SIZE (annif.default_config.Config attribute) metric_code() (in module annif.util) MLLMBackend (class in annif.backend.mllm) MLLMCandidateGenerator (class in annif.lexical.mllm) MLLMFeatureConverter (class in annif.lexical.mllm) MLLMHPObjective (class in annif.backend.mllm) MLLMModel (class in annif.lexical.mllm) MLLMOptimizer (class in annif.backend.mllm) MODEL_FILE (annif.backend.fasttext.FastTextBackend attribute) (annif.backend.mllm.MLLMBackend attribute) (annif.backend.nn_ensemble.NNEnsembleBackend attribute) (annif.backend.omikuji.OmikujiBackend attribute) (annif.backend.stwfsa.StwfsaBackend attribute) (annif.backend.svc.SVCBackend attribute) MODEL_FILE_PREFIX (annif.backend.pav.PAVBackend attribute) ModelData (class in annif.lexical.mllm) modification_time (annif.backend.backend.AnnifBackend property) (annif.backend.dummy.DummyBackend attribute) (annif.backend.ensemble.EnsembleBackend property) (annif.backend.http.HTTPBackend property) (annif.project.AnnifProject property) module annif annif.analyzer annif.analyzer.analyzer annif.analyzer.estnltk annif.analyzer.simple annif.analyzer.simplemma annif.analyzer.snowball annif.analyzer.spacy annif.analyzer.voikko annif.backend annif.backend.backend annif.backend.dummy annif.backend.ensemble annif.backend.fasttext annif.backend.http annif.backend.hyperopt annif.backend.mixins annif.backend.mllm annif.backend.nn_ensemble annif.backend.omikuji annif.backend.pav annif.backend.stwfsa annif.backend.svc annif.backend.tfidf annif.backend.yake annif.cli annif.cli_util annif.config annif.corpus annif.corpus.combine annif.corpus.document annif.corpus.json annif.corpus.types annif.datadir annif.default_config annif.eval annif.exception annif.hfh_util annif.lexical annif.lexical.mllm annif.lexical.tokenset annif.lexical.util annif.openapi annif.openapi.validation annif.parallel annif.project annif.registry annif.rest annif.simplemma_util annif.suggestion annif.transform annif.transform.inputlimiter annif.transform.langfilter annif.transform.select annif.transform.transform annif.util annif.views annif.vocab annif.vocab.rules annif.vocab.skos annif.vocab.subject_file annif.vocab.subject_index annif.vocab.types annif.vocab.vocab

N

n_tokens (annif.lexical.mllm.Candidate attribute) (annif.lexical.mllm.Feature attribute) (annif.lexical.mllm.Match attribute) name (annif.analyzer.analyzer.Analyzer attribute) (annif.analyzer.estnltk.EstNLTKAnalyzer attribute) (annif.analyzer.simple.SimpleAnalyzer attribute) (annif.analyzer.simplemma.SimplemmaAnalyzer attribute) (annif.analyzer.snowball.SnowballAnalyzer attribute) (annif.analyzer.spacy.SpacyAnalyzer attribute) (annif.analyzer.voikko.VoikkoAnalyzer attribute) (annif.backend.backend.AnnifBackend attribute) (annif.backend.dummy.DummyBackend attribute) (annif.backend.ensemble.EnsembleBackend attribute) (annif.backend.fasttext.FastTextBackend attribute) (annif.backend.http.HTTPBackend attribute) (annif.backend.mllm.MLLMBackend attribute) (annif.backend.nn_ensemble.NNEnsembleBackend attribute) (annif.backend.omikuji.OmikujiBackend attribute) (annif.backend.pav.PAVBackend attribute) (annif.backend.stwfsa.StwfsaBackend attribute) (annif.backend.svc.SVCBackend attribute) (annif.backend.tfidf.TFIDFBackend attribute) (annif.backend.yake.YakeBackend attribute) (annif.transform.inputlimiter.InputLimiter attribute) (annif.transform.langfilter.LangFilter attribute) (annif.transform.select.SelectTransform attribute) (annif.transform.transform.BaseTransform attribute) (annif.transform.transform.IdentityTransform attribute)

narrower (annif.lexical.mllm.Feature attribute) (annif.lexical.mllm.ModelData attribute) ndcg_batch() (in module annif.backend.nn_ensemble) ndcg_score() (in module annif.eval) NNEnsembleBackend (class in annif.backend.nn_ensemble) NNEnsembleModel (class in annif.backend.nn_ensemble) notation (annif.vocab.Subject attribute) (annif.vocab.types.Subject attribute) NotEnabledException NotInitializedException NotSupportedException

O

objective() (annif.backend.ensemble.EnsembleHPObjective class method) (annif.backend.hyperopt.HPObjective class method) (annif.backend.mllm.MLLMHPObjective class method) OLD_INDEX_FILE (annif.backend.tfidf.TFIDFBackend attribute) OmikujiBackend (class in annif.backend.omikuji)

open_doc_path() (in module annif.cli_util) open_documents() (in module annif.cli_util) open_text_documents() (in module annif.cli_util) OperationFailedException optimize() (annif.backend.hyperopt.HyperparameterOptimizer method) output_result_per_subject() (annif.eval.EvaluationBatch method)

P

params (annif.backend.backend.AnnifBackend property) parse_args() (in module annif.util) parse_backend_params() (in module annif.cli_util) parse_config() (in module annif.config) parse_metadata() (in module annif.cli_util) parse_sources() (in module annif.util) parse_specs() (in module annif.transform) PATHS annif-detect-language command line option annif-eval command line option annif-hyperopt command line option annif-index command line option annif-learn command line option annif-optimize command line option annif-suggest command line option annif-train command line option PAVBackend (class in annif.backend.pav) pos (annif.lexical.mllm.Match attribute) PRED_SCALE (annif.backend.nn_ensemble.NNEnsembleBackend attribute) predict() (annif.lexical.mllm.MLLMModel method) prediction_to_list() (in module annif.lexical.mllm) prediction_to_result() (in module annif.backend.mllm) PREF_LABEL_PROPERTIES (annif.vocab.skos.VocabFileSKOS attribute) (annif.vocab.VocabFileSKOS attribute) prefix (annif.exception.AnnifException attribute) (annif.exception.ConfigurationException attribute) (annif.exception.NotEnabledException attribute) (annif.exception.NotInitializedException attribute) (annif.exception.NotSupportedException attribute) (annif.exception.OperationFailedException attribute)

prepare_commits() (in module annif.hfh_util) prepare_train() (annif.lexical.mllm.MLLMModel method) private (annif.project.Access attribute) ProductionConfig (class in annif.default_config) PROJECT_ID annif-clear command line option annif-eval command line option annif-hyperopt command line option annif-index command line option annif-learn command line option annif-optimize command line option annif-show-project command line option annif-suggest command line option annif-train command line option project_id() (in module annif.cli_util) project_ids (annif.config.AnnifConfigCFG property) (annif.config.AnnifConfigDirectory property) (annif.config.AnnifConfigTOML property) PROJECT_IDS_PATTERN annif-download command line option annif-upload command line option project_not_found_error() (in module annif.rest) PROJECTS_CONFIG_PATH (annif.default_config.Config attribute) (annif.default_config.TestingConfig attribute) (annif.default_config.TestingDirectoryConfig attribute) (annif.default_config.TestingInvalid2ProjectsConfig attribute) (annif.default_config.TestingInvalidProjectsConfig attribute) (annif.default_config.TestingNoProjectsConfig attribute) (annif.default_config.TestingTOMLConfig attribute) ProjectSuggestMap (class in annif.parallel) public (annif.project.Access attribute)

R

read() (annif.backend.tfidf.SubjectBuffer method) register_analyzer() (in module annif.analyzer) related (annif.lexical.mllm.Feature attribute) (annif.lexical.mllm.ModelData attribute) remove_model_data() (annif.project.AnnifProject method) remove_uris() (in module annif.vocab.rules)

REPO_ID annif-download command line option annif-upload command line option resolve_uri_or_curie() (in module annif.vocab.rules) results() (annif.eval.EvaluationBatch method) run_trial() (annif.backend.hyperopt.HPObjective class method)

S

save() (annif.backend.nn_ensemble.NNEnsembleModel method) (annif.lexical.mllm.MLLMModel method) (annif.vocab.subject_index.SubjectIndexFile method) (annif.vocab.SubjectIndexFile method) save_skos() (annif.vocab.skos.VocabFileSKOS method) (annif.vocab.subject_file.VocabFileCSV method) (annif.vocab.subject_file.VocabFileTSV method) (annif.vocab.types.VocabSource method) (annif.vocab.VocabFileCSV method) (annif.vocab.VocabFileSKOS method) (annif.vocab.VocabFileTSV method) (annif.vocab.VocabSource method) score (annif.backend.hyperopt.HPRecommendation attribute) (annif.suggestion.SubjectSuggestion attribute) search() (annif.lexical.tokenset.TokenSetIndex method) SelectTransform (class in annif.transform.select) serialize_subjects_to_skos() (in module annif.vocab.skos) server_error() (in module annif.rest) show_hits() (in module annif.cli_util) show_info() (in module annif.rest) show_project() (in module annif.rest) SimpleAnalyzer (class in annif.analyzer.simple) SimplemmaAnalyzer (class in annif.analyzer.simplemma) skos (annif.vocab.AnnifVocabulary property) (annif.vocab.vocab.AnnifVocabulary property) SnowballAnalyzer (class in annif.analyzer.snowball) SpacyAnalyzer (class in annif.analyzer.spacy) spread (annif.lexical.mllm.Candidate attribute) (annif.lexical.mllm.Feature attribute) STWFSA_PARAMETERS (annif.backend.stwfsa.StwfsaBackend attribute) StwfsaBackend (class in annif.backend.stwfsa) subj_freq (annif.lexical.mllm.Feature attribute) (annif.lexical.mllm.ModelData attribute) Subject (class in annif.vocab) (class in annif.vocab.types) subject_id (annif.backend.dummy.DummyBackend attribute) (annif.lexical.mllm.Candidate attribute) (annif.lexical.mllm.Match attribute) (annif.lexical.mllm.Term attribute) (annif.suggestion.SubjectSuggestion attribute)

SubjectBuffer (class in annif.backend.tfidf) SubjectIndex (class in annif.vocab) (class in annif.vocab.types) SubjectIndexFile (class in annif.vocab) (class in annif.vocab.subject_index) SubjectIndexFilter (class in annif.vocab) (class in annif.vocab.subject_index) subjects (annif.project.AnnifProject property) (annif.vocab.AnnifVocabulary property) (annif.vocab.skos.VocabFileSKOS property) (annif.vocab.subject_file.VocabFileCSV property) (annif.vocab.subject_file.VocabFileTSV property) (annif.vocab.types.VocabSource property) (annif.vocab.vocab.AnnifVocabulary property) (annif.vocab.VocabFileCSV property) (annif.vocab.VocabFileSKOS property) (annif.vocab.VocabFileTSV property) (annif.vocab.VocabSource property) SubjectSet (class in annif.corpus) (class in annif.corpus.types) SubjectSuggestion (class in annif.suggestion) suggest() (annif.backend.backend.AnnifBackend method) (annif.parallel.ProjectSuggestMap method) (annif.project.AnnifProject method) (in module annif.rest) suggest_batch() (annif.parallel.ProjectSuggestMap method) (in module annif.rest) suggest_corpus() (annif.project.AnnifProject method) suggestion_results_to_list() (in module annif.util) suggestion_to_dict() (in module annif.util) SuggestionBatch (class in annif.suggestion) SuggestionResult (class in annif.suggestion) SuggestionResults (class in annif.suggestion) SVCBackend (class in annif.backend.svc)

T

Term (class in annif.lexical.mllm) TESTING (annif.default_config.Config attribute) (annif.default_config.TestingConfig attribute) TestingConfig (class in annif.default_config) TestingDirectoryConfig (class in annif.default_config) TestingInitializeConfig (class in annif.default_config) TestingInvalid2ProjectsConfig (class in annif.default_config) TestingInvalidProjectsConfig (class in annif.default_config) TestingNoProjectsConfig (class in annif.default_config) TestingTOMLConfig (class in annif.default_config) tfidf (annif.lexical.mllm.Feature attribute) TFIDFBackend (class in annif.backend.tfidf) TfidfVectorizerMixin (class in annif.backend.mixins) token_min_length (annif.analyzer.analyzer.Analyzer attribute) tokenize_sentences() (annif.analyzer.analyzer.Analyzer method) tokenize_words() (annif.analyzer.analyzer.Analyzer method) (annif.analyzer.estnltk.EstNLTKAnalyzer method) (annif.analyzer.spacy.SpacyAnalyzer method) tokens (annif.lexical.tokenset.TokenSet property) TokenSet (class in annif.lexical.tokenset)

TokenSetIndex (class in annif.lexical.tokenset) train() (annif.backend.backend.AnnifBackend method) (annif.lexical.mllm.MLLMModel method) (annif.project.AnnifProject method) TRAIN_FILE (annif.backend.fasttext.FastTextBackend attribute) (annif.backend.mllm.MLLMBackend attribute) (annif.backend.omikuji.OmikujiBackend attribute) transform (annif.project.AnnifProject property) transform_corpus() (annif.transform.transform.TransformChain method) transform_doc() (annif.transform.select.SelectTransform method) (annif.transform.transform.BaseTransform method) (annif.transform.transform.TransformChain method) transform_text() (annif.transform.inputlimiter.InputLimiter method) (annif.transform.langfilter.LangFilter method) (annif.transform.transform.BaseTransform method) (annif.transform.transform.IdentityTransform method) TransformChain (class in annif.transform.transform) TransformingDocumentCorpus (class in annif.corpus) (class in annif.corpus.document) TrialWriter (class in annif.backend.hyperopt) true_positives() (in module annif.eval)

U

unzip_archive() (in module annif.hfh_util) upsert_modelcard() (in module annif.hfh_util) uri (annif.vocab.Subject attribute) (annif.vocab.types.Subject attribute)

uris_by_collection() (in module annif.vocab.rules) uris_by_scheme() (in module annif.vocab.rules) uris_by_type() (in module annif.vocab.rules)

V

vector_to_suggestions() (in module annif.suggestion) vectorizer (annif.backend.mixins.TfidfVectorizerMixin attribute) VECTORIZER_FILE (annif.backend.mixins.TfidfVectorizerMixin attribute) vocab (annif.project.AnnifProject property) VOCAB_FILE annif-load-vocab command line option VOCAB_ID annif-load-vocab command line option vocab_lang (annif.project.AnnifProject property)

VocabFileCSV (class in annif.vocab) (class in annif.vocab.subject_file) VocabFileSKOS (class in annif.vocab) (class in annif.vocab.skos) VocabFileTSV (class in annif.vocab) (class in annif.vocab.subject_file) VocabSource (class in annif.vocab) (class in annif.vocab.types) VoikkoAnalyzer (class in annif.analyzer.voikko)

W

warning() (annif.backend.backend.AnnifBackend method)

write() (annif.backend.hyperopt.TrialWriter method) (annif.backend.tfidf.SubjectBuffer method)

Y

YakeBackend (class in annif.backend.yake)