Index

A

abs_threshold() (in module ir.select) abstained (ir.select.Selection attribute) (ir.Selection attribute) abstention_accuracy (ir.eval.DiscoveryReport attribute) (ir.eval.SelectionReport attribute) AbstentionGenerator (in module ir.eval_gen) Artifact (class in ir) (class in ir.base)

artifact_id (ir.Disclosure attribute) (ir.eval.PackageRelevanceCase attribute) (ir.select.Disclosure attribute) as_doc_retriever() (in module ir.eval) as_retriever() (in module ir) (in module ir.retrieve)

B

balanced_accuracy (ir.eval.MinScoreCalibration attribute) baseline (ir.eval.ComparisonReport attribute) best() (ir.eval.SelectionSweep method) best_per_artifact() (in module ir.base) body (ir.Disclosure attribute) (ir.select.Disclosure attribute)

BodyLoader (in module ir.select) build() (in module ir) (in module ir.cli) (in module ir.index) build_corpus() (in module ir) build_eval_set() (in module ir.eval_gen)

C

cache_dir() (in module ir.config) calibrate_min_score() (in module ir.cli) (in module ir.eval) calibration_modes() (ir.CorpusStore method) (ir.store.CorpusStore method) candidates (ir.select.Selection attribute) (ir.Selection attribute) canonical_node_id() (in module ir) (in module ir.graph) change_signal() (ir.CorpusSource method) (ir.sources.CorpusSource method) CHILD (in module ir.graph) Chunked (class in ir) (class in ir.strategy) ClaudeTurn (class in ir) (class in ir.strategy) collapsed_tree_policy() (in module ir) (in module ir.traverse)

compare_indexings() (in module ir.eval) ComparisonReport (class in ir.eval) conditional_commit_rate (ir.eval.SelectionReport attribute) config_dir() (in module ir.config) content_hash_signal() (in module ir.sources) corpora() (in module ir) Corpus (class in ir) (class in ir.index) corpus (ir.eval.DiscoveryCase attribute) corpus_artifact_ids() (in module ir.eval) corpus_dir() (in module ir.config) corpus_signature() (in module ir.eval_gen) CorpusGraph (class in ir) (class in ir.graph) CorpusSource (class in ir) (class in ir.sources) CorpusStore (class in ir) (class in ir.store)

D

data_dir() (in module ir.config) default_edge_extractor() (in module ir) (in module ir.graph) default_policy_for_kind() (in module ir) (in module ir.policy) DEFAULTS_BY_KIND (in module ir.policy) delete_ledger_entry() (ir.CorpusStore method) (ir.store.CorpusStore method) delete_links() (ir.CorpusStore method) (ir.store.CorpusStore method) delete_record() (ir.CorpusStore method) (ir.store.CorpusStore method) deltas (ir.eval.ComparisonReport attribute) derive_named_sets() (in module ir.eval) DFLT_ABSTENTION_FRAC (in module ir.eval_gen) DFLT_ABSTENTION_THEME (in module ir.eval_gen) DFLT_BLEND_ALPHA (in module ir.retrieve) DFLT_BM25_SAT_K (in module ir.retrieve) DFLT_CALIB_SENSITIVITY_WEIGHT (in module ir.eval) DFLT_CURVE_MODE (in module ir.eval) DFLT_DISTRACTOR_SIZES (in module ir.eval) DFLT_FETCH_K (in module ir.select) DFLT_GAP_RATIO (in module ir.select) DFLT_K_VALUES (in module ir.eval) DFLT_LEAF_KINDS (in module ir.traverse) DFLT_MAX_BODY_CHARS (in module ir.select) DFLT_MAX_DEPTH (in module ir.traverse) DFLT_MAX_K (in module ir.select) DFLT_METRICS (in module ir.eval)

DFLT_MIN_DESCRIPTION_CHARS (in module ir.eval_gen) DFLT_MIN_STITCH_OVERLAP (in module ir.expand) DFLT_MODE (in module ir.eval) DFLT_QUERIES_PER_ARTIFACT (in module ir.eval_gen) DFLT_REL_THRESHOLD (in module ir.select) DFLT_RRF_K (in module ir.retrieve) DFLT_SEED_K (in module ir.traverse) DFLT_SESSIONS_SINCE_DAYS (in module ir.sources) DFLT_SUMMARY_KINDS (in module ir.traverse) DFLT_SWEEP_MAX_K (in module ir.eval) DFLT_SWEEP_MIN_SCORE (in module ir.eval) DFLT_SWEEP_OBJECTIVE (in module ir.eval) DFLT_SWEEP_REL (in module ir.eval) DFLT_WINDOW (in module ir.expand) disclose() (in module ir) (in module ir.select) Disclosure (class in ir) (class in ir.select) DISCLOSURE_LEVELS (in module ir.select) discover() (in module ir) (in module ir.cli) (in module ir.select) DiscoveryCase (class in ir.eval) DiscoveryReport (class in ir.eval) DiscoveryResult (class in ir) (class in ir.select) distractor_curve_from_cases() (in module ir.eval) distractor_robustness_curve() (in module ir.eval) distractors (ir.eval.NamedSets attribute) distractors_seen (ir.eval.NamedSetReport attribute)

E

edge_types() (ir.CorpusGraph method) (ir.graph.CorpusGraph method) EdgeExtractor (in module ir.graph) embeddings_cache_dir() (in module ir.config) eval() (in module ir.cli) eval_gen() (in module ir.cli)

eval_select() (in module ir.cli) evaluate_discovery() (in module ir.eval) evaluate_named_sets() (in module ir.eval) evaluate_selection() (in module ir.eval) evidence (ir.eval.PackageRelevanceCase attribute) expand() (in module ir) (in module ir.expand)

F

failure_classes (ir.eval.DiscoveryReport attribute) FilterFields (in module ir.base) FORMULATION_PROMPT (in module ir.formulate) Formulator (in module ir.formulate) fp_rate (ir.eval.NamedSetReport attribute) fp_rate_on_distractors() (in module ir.eval) from_claude_sessions() (ir.CorpusSource class method) (ir.sources.CorpusSource class method) from_dict() (ir.eval.DiscoveryCase class method) (ir.eval.MinScoreCalibration class method) (ir.eval.NamedSets class method) (ir.eval.PackageRelevanceCase class method) from_files() (ir.CorpusSource class method) (ir.sources.CorpusSource class method)

from_mapping() (ir.CorpusSource class method) (ir.sources.CorpusSource class method) from_md_reports() (ir.CorpusSource class method) (ir.sources.CorpusSource class method) from_packages() (ir.CorpusSource class method) (ir.sources.CorpusSource class method) from_skills() (ir.CorpusSource class method) (ir.sources.CorpusSource class method) frontier() (ir.eval.SelectionSweep method) fuse_hits() (in module ir) (in module ir.retrieve) FUSIONS (in module ir.retrieve)

G

gain() (ir.eval.PackageRelevanceCase method) generate_abstention_cases() (in module ir.eval_gen) generate_cases() (in module ir.eval_gen) get() (in module ir.registry) get_calibration() (ir.CorpusStore method) (ir.store.CorpusStore method) get_config() (ir.CorpusStore method) (ir.store.CorpusStore method) get_ledger_entry() (ir.CorpusStore method) (ir.store.CorpusStore method) get_links() (ir.CorpusStore method) (ir.store.CorpusStore method)

get_maintenance_state() (ir.CorpusStore method) (ir.store.CorpusStore method) get_record() (ir.CorpusStore method) (ir.store.CorpusStore method) GLOBAL_DEFAULT (in module ir.policy) gold (ir.eval.DiscoveryCase attribute) gold_is_none (ir.eval.DiscoveryCase property) GraphStore (class in ir) (class in ir.graph) grid (ir.eval.MinScoreCalibration attribute)

H

hard_positive_recall (ir.eval.NamedSetReport attribute)

hard_positives (ir.eval.NamedSets attribute) hard_positives_missed (ir.eval.NamedSetReport attribute)

I

Identity (in module ir.retrieve) identity_formulator() (in module ir.formulate) ids (ir.DiscoveryResult property) (ir.select.DiscoveryResult property) in_downtime() (in module ir.policy) IndexingStrategy (class in ir) (class in ir.strategy) IndexPlan (class in ir) (class in ir.base) info() (in module ir.cli) ir module ir.__main__ module ir.base module ir.cli module ir.config module ir.embed module ir.eval module ir.eval_gen module ir.expand module ir.formulate module

ir.graph module ir.index module ir.maintenance module ir.policy module ir.registry module ir.retrieve module ir.select module ir.sources module ir.store module ir.strategy module ir.synopsis module ir.tools module ir.traverse module is_distractor (ir.eval.PackageRelevanceCase attribute) is_reindex_due() (in module ir.policy) items() (ir.CorpusSource method) (ir.sources.CorpusSource method)

K

k (ir.eval.ComparisonReport attribute)

L

labels (ir.eval.PackageRelevanceCase attribute) ledger_items() (ir.CorpusStore method) (ir.store.CorpusStore method) ledger_key() (in module ir.base) level (ir.Disclosure attribute) (ir.select.Disclosure attribute) level() (ir.eval.PackageRelevanceCase method) LEVEL_GAINS (in module ir.eval)

level_histogram() (in module ir.eval) link_items() (ir.CorpusStore method) (ir.store.CorpusStore method) load_calibration() (in module ir.eval) load_cases() (in module ir.eval) load_package_cases() (in module ir.eval) local() (ir.CorpusStore class method) (ir.store.CorpusStore class method) ls() (in module ir.cli)

M

main() (in module ir.__main__) maintain() (in module ir) (in module ir.cli) (in module ir.maintenance) maintain_corpus() (in module ir) (in module ir.maintenance) MaintenancePolicy (class in ir) (class in ir.policy) MaintenanceResult (class in ir) (class in ir.maintenance) make_default_abstention_generator() (in module ir.eval_gen) make_default_query_generator() (in module ir.eval_gen) make_embedder() (in module ir.embed) make_id() (ir.base.Record static method) (ir.Record static method) make_llm_formulator() (in module ir) (in module ir.formulate) make_llm_selector() (in module ir.select) make_llm_synthesizer() (in module ir) (in module ir.synopsis) make_search() (in module ir) (in module ir.tools) mask_name() (in module ir.eval_gen) matrix() (ir.CorpusStore method) (ir.store.CorpusStore method) mean_selected_size (ir.eval.SelectionReport attribute) memory() (ir.CorpusStore class method) (ir.store.CorpusStore class method) merged() (ir.MaintenancePolicy method) (ir.policy.MaintenancePolicy method) metadata (ir.Disclosure attribute) (ir.eval.DiscoveryCase attribute) (ir.eval.PackageRelevanceCase attribute) (ir.select.Disclosure attribute)

metas() (ir.CorpusStore method) (ir.store.CorpusStore method) metrics (ir.eval.ComparisonReport attribute) min_score (ir.eval.MinScoreCalibration attribute) MinScoreCalibration (class in ir.eval) mode (ir.eval.DiscoveryReport attribute) MODES (in module ir.retrieve) module ir ir.__main__ ir.base ir.cli ir.config ir.embed ir.eval ir.eval_gen ir.expand ir.formulate ir.graph ir.index ir.maintenance ir.policy ir.registry ir.retrieve ir.select ir.sources ir.store ir.strategy ir.synopsis ir.tools ir.traverse

N

n_abstention (ir.eval.MinScoreCalibration attribute) n_gold_retrieved (ir.eval.SelectionReport attribute) n_positive (ir.eval.MinScoreCalibration attribute) n_retrieval_miss (ir.eval.MinScoreCalibration attribute) name (ir.Disclosure attribute) (ir.select.Disclosure attribute) NAME_PLACEHOLDER (in module ir.eval_gen)

NamedSetReport (class in ir.eval) NamedSets (class in ir.eval) NeighborhoodPolicy (in module ir.expand) neighbors() (ir.CorpusGraph method) (ir.graph.CorpusGraph method) NEXT (in module ir.graph) NodeId (in module ir.graph) NoLedgerEntry

O

objective (ir.eval.SelectionSweep attribute) observed (ir.eval.PackageRelevanceCase attribute)

open_corpus() (in module ir) (in module ir.index)

P

Package (class in ir) (class in ir.strategy) PackageRelevanceCase (class in ir.eval) params (ir.eval.SelectionGridPoint property) PARENT (in module ir.graph) parent_policy() (in module ir) (in module ir.expand) Passage (class in ir) (class in ir.expand) passage (ir.Disclosure attribute) (ir.select.Disclosure attribute) pointer (ir.base.SearchHit property) (ir.Disclosure attribute) (ir.SearchHit property) (ir.select.Disclosure attribute)

POINTER_KEYS (in module ir.base) points (ir.eval.SelectionSweep attribute) policy_for() (in module ir) (in module ir.registry) PREV (in module ir.graph) primary (ir.eval.DiscoveryReport property) primary_k (ir.eval.DiscoveryReport attribute) put_record() (ir.CorpusStore method) (ir.store.CorpusStore method)

Q

query (ir.eval.DiscoveryCase attribute)

QueryGenerator (in module ir.eval_gen)

R

read_package_meta() (in module ir.eval) reason (ir.eval.MinScoreCalibration attribute) (ir.select.Selection attribute) (ir.Selection attribute) recall_on_hard_positives() (in module ir.eval) Record (class in ir) (class in ir.base) record_ids() (ir.CorpusStore method) (ir.store.CorpusStore method) records_for_artifact() (in module ir) (in module ir.retrieve) REF (in module ir.graph) register() (in module ir) (in module ir.cli) (in module ir.registry) registered() (in module ir.registry) registry_path() (in module ir.config) regressions() (ir.eval.ComparisonReport method)

REINDEX_TRIGGERS (in module ir.policy) ReindexPolicy (class in ir) (class in ir.policy) rel_threshold() (in module ir.select) RELEVANCE_LEVELS (in module ir.eval) report (ir.eval.SelectionGridPoint attribute) resolve_policy() (in module ir) (in module ir.policy) resolve_storage() (in module ir.policy) ResourceStore (in module ir.select) retrieval (ir.eval.DiscoveryReport attribute) retrieval_report() (in module ir.eval) Retriever (in module ir.retrieve) retriever_for() (in module ir) (in module ir.registry) retrievers() (in module ir) (in module ir.registry) rm() (in module ir.cli)

S

safe_name() (in module ir.config) save() (ir.eval.MinScoreCalibration method) save_cases() (in module ir.eval) save_package_cases() (in module ir.eval) score (ir.Disclosure attribute) (ir.select.Disclosure attribute) score_gap() (in module ir.select) search() (in module ir) (in module ir.cli) (in module ir.retrieve) (in module ir.tools) (ir.Corpus method) (ir.index.Corpus method) search_tool() (in module ir) SearchHit (class in ir) (class in ir.base) SeedNotFound select() (in module ir) (in module ir.select) selected (ir.select.Selection attribute) (ir.Selection attribute) selected_ids (ir.select.Selection property) (ir.Selection property) Selection (class in ir) (class in ir.select) selection_f1 (ir.eval.SelectionReport attribute) selection_precision (ir.eval.SelectionReport attribute) selection_recall (ir.eval.SelectionReport attribute) SelectionGridPoint (class in ir.eval) SelectionReport (class in ir.eval) SelectionSweep (class in ir.eval) Selector (in module ir.select) sensitivity (ir.eval.MinScoreCalibration attribute) sensitivity_weight (ir.eval.MinScoreCalibration attribute) sentence_window_policy() (in module ir) (in module ir.expand) separable (ir.eval.MinScoreCalibration attribute) set_calibration() (ir.CorpusStore method) (ir.store.CorpusStore method)

set_config() (ir.CorpusStore method) (ir.store.CorpusStore method) set_ledger_entry() (ir.CorpusStore method) (ir.store.CorpusStore method) set_links() (ir.CorpusStore method) (ir.store.CorpusStore method) set_maintenance_state() (ir.CorpusStore method) (ir.store.CorpusStore method) signals (ir.select.Selection attribute) (ir.Selection attribute) Skill (class in ir) (class in ir.strategy) source (ir.CorpusGraph attribute) (ir.Disclosure attribute) (ir.graph.CorpusGraph attribute) (ir.select.Disclosure attribute) source_for() (in module ir.registry) source_from_entry() (in module ir.registry) source_id (ir.eval.DiscoveryCase attribute) specificity (ir.eval.MinScoreCalibration attribute) STORAGE_BACKENDS (in module ir.policy) storage_key() (in module ir.base) strategy_from_spec() (in module ir.strategy) STRATEGY_REGISTRY (in module ir.strategy) strategy_to_spec() (in module ir.strategy) sufficient (ir.select.Selection property) (ir.Selection property) summary (ir.Disclosure attribute) (ir.select.Disclosure attribute) Surface (class in ir) (class in ir.base) SWEEP_METRICS (in module ir.eval) sweep_select() (in module ir.cli) sweep_selector() (in module ir.eval) SYNOPSIS_KIND (in module ir.synopsis) SYNOPSIS_PROMPT (in module ir.synopsis) SynopsisPolicy (class in ir) (class in ir.policy) Synthesizer (in module ir.synopsis)

T

table() (ir.eval.SelectionSweep method) tag_source() (in module ir) (in module ir.base) text_of() (in module ir.strategy) theme (ir.eval.NamedSets attribute) thin_description (ir.eval.PackageRelevanceCase attribute) to_dict() (ir.base.SearchHit method) (ir.Disclosure method) (ir.DiscoveryResult method) (ir.eval.ComparisonReport method) (ir.eval.DiscoveryCase method) (ir.eval.MinScoreCalibration method) (ir.eval.NamedSetReport method) (ir.eval.NamedSets method) (ir.eval.PackageRelevanceCase method) (ir.eval.SelectionGridPoint method) (ir.eval.SelectionReport method) (ir.eval.SelectionSweep method) (ir.expand.Passage method) (ir.Passage method) (ir.SearchHit method) (ir.select.Disclosure method) (ir.select.DiscoveryResult method) (ir.select.Selection method) (ir.Selection method)

to_graded_qrels() (in module ir.eval) to_qrels() (in module ir.eval) top_k() (in module ir.select) traverse() (in module ir) (in module ir.traverse)

U

unregister() (in module ir.registry)

V

validate_cases() (in module ir.eval)

vd_degraded (ir.eval.DiscoveryReport attribute) (ir.eval.MinScoreCalibration attribute)

W

WalkPolicy (class in ir) (class in ir.traverse) WalkState (class in ir) (class in ir.traverse)

WholeText (class in ir) (class in ir.strategy) with_synopsis() (in module ir) (in module ir.synopsis)

Y

youden_j (ir.eval.MinScoreCalibration attribute)