Index (TnsAI RAG 0.18.4 API)

A B C D E F G H I J K L M N O P Q R S T U V W
All Classes and Interfaces|All Packages|Constant Field Values|Serialized Form

A

add(MemoryEntry) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore
add(MemoryEntry) - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore
add(MemoryEntry, float[]) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore
add(MemoryEntry, float[]) - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore
AGE_SECONDS - Static variable in class com.tnsai.intelligence.rag.temporal.TemporalMetadata: Whole seconds between the document timestamp and retrieval time.
apiKey() - Method in record class com.tnsai.intelligence.rag.vector.QdrantTransport.Config: Returns the value of the apiKey record component.
apiKey(String) - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore.Builder

B

Binding construction - Search tag in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Section
body() - Method in record class com.tnsai.intelligence.rag.segment.DocumentSegment: Returns the value of the body record component.
build() - Method in class com.tnsai.intelligence.rag.RAGPipeline.Builder: Builds the pipeline.
build() - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore.Builder
build() - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore.Builder
builder() - Static method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore
builder() - Static method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore
builder(RAGStrategy) - Static method in class com.tnsai.intelligence.rag.RAGPipeline: Creates a new builder for constructing a pipeline.
Builder() - Constructor for class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore.Builder
Builder() - Constructor for class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore.Builder
bundledHashFallback() - Method in class com.tnsai.intelligence.rag.binding.RagDiagnostics: true when retrieval is using the bundled hash embedding, which ranks by token overlap rather than meaning.

C

cancellationToken() - Method in record class com.tnsai.intelligence.rag.QueryExpander.Request: Returns the value of the cancellationToken record component.
cancellationToken() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Request: Returns the value of the cancellationToken record component.
Candidate contract - Search tag in class com.tnsai.intelligence.rag.binding.FileIngestionService: Section
candidateFiles() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionProgress: Returns the value of the candidateFiles record component.
candidateFiles() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionResult: Returns the value of the candidateFiles record component.
candidates() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Request: Returns the value of the candidates record component.
chunkCount() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.SourceSnapshot: Returns the value of the chunkCount record component.
chunks() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionResult: Returns the value of the chunks record component.
clear() - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex
clear() - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore
clear() - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorIndex
clear() - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore
close() - Method in class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Registration: Removes only this registration and is safe to call repeatedly.
closeOwner(String, String, long) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
collection() - Method in record class com.tnsai.intelligence.rag.vector.QdrantTransport.Config: Returns the value of the collection record component.
collection(String) - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore.Builder
COLLECTION_PROPERTY - Static variable in class com.tnsai.intelligence.rag.vector.QdrantVectorIndex: System property for the collection name.
com.tnsai.intelligence.rag - package com.tnsai.intelligence.rag: RAG (Retrieval-Augmented Generation) strategy SPI.
com.tnsai.intelligence.rag.binding - package com.tnsai.intelligence.rag.binding
com.tnsai.intelligence.rag.extract - package com.tnsai.intelligence.rag.extract
com.tnsai.intelligence.rag.graph - package com.tnsai.intelligence.rag.graph: Vendor-neutral graph retrieval data access SPI.
com.tnsai.intelligence.rag.hierarchy - package com.tnsai.intelligence.rag.hierarchy: Hierarchical retrieval metadata and index contracts.
com.tnsai.intelligence.rag.segment - package com.tnsai.intelligence.rag.segment: Sequential, summary-aware document segmentation for long-paper analysis.
com.tnsai.intelligence.rag.temporal - package com.tnsai.intelligence.rag.temporal: Canonical timestamp metadata and validated indexing for temporal RAG.
com.tnsai.intelligence.rag.vector - package com.tnsai.intelligence.rag.vector
complete() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionResult: Returns the value of the complete record component.
COMPLETE - Enum constant in enum class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionStage
Config(String, String, String) - Constructor for record class com.tnsai.intelligence.rag.vector.QdrantTransport.Config: Creates an instance of a Config record class.
Config(String, String, String, String, PgvectorTransport.IndexKind) - Constructor for record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Config: Creates an instance of a Config record class.
configured() - Static method in class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex
configured() - Static method in class com.tnsai.intelligence.rag.vector.QdrantVectorIndex
configured(EmbeddingFunction) - Static method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore
configured(EmbeddingFunction) - Static method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore: Opens Qdrant when a URL is configured.
configured(String) - Static method in class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex: Opens a live JDBC index namespaced to scope.
configured(String) - Static method in class com.tnsai.intelligence.rag.vector.QdrantVectorIndex: Opens a live HTTP index namespaced to scope.
configured(String) - Static method in class com.tnsai.intelligence.rag.vector.VectorBackends: Opens the configured optional backend, or empty for the in-memory store.
configuredManaged(String) - Static method in class com.tnsai.intelligence.rag.vector.VectorBackends: Opens a lifecycle-owned backend for the unified retrieval provider.
considered() - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ReindexStats: Returns the value of the considered record component.
content() - Method in record class com.tnsai.intelligence.rag.binding.SourceLoader.LoadedDocument: Returns the value of the content record component.
content() - Method in record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Document: Returns the value of the content record component.
content() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Node: Returns the value of the content record component.
content() - Method in record class com.tnsai.intelligence.rag.RetrievedDocument: Returns the value of the content record component.
content() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Point: Returns the value of the content record component.
CONTENT_SCORE - Static variable in class com.tnsai.intelligence.rag.temporal.TemporalMetadata: Relevance score produced by the child strategy before time decay.
contentHash() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestedChunk: Returns the value of the contentHash record component.
contentHash() - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ScoredChunk: Returns the value of the contentHash record component.
contentHashes() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionResult: Returns the value of the contentHashes record component.
countByOwner(String) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
countByOwner(String) - Method in interface com.tnsai.intelligence.rag.vector.PgvectorTransport
countLeased(String, String) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
create(List<KnowledgeSourceConfig>) - Method in class com.tnsai.intelligence.rag.binding.DefaultRetrievalEngineProvider
crossRefs() - Method in record class com.tnsai.intelligence.rag.segment.DocumentSegment: Returns the value of the crossRefs record component.
cumulativeSummary() - Method in record class com.tnsai.intelligence.rag.segment.DocumentSegment: Returns the value of the cumulativeSummary record component.
current() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Request: Returns the value of the current record component.
currentFile() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionProgress: Returns the value of the currentFile record component.

D

DATED - Static variable in class com.tnsai.intelligence.rag.temporal.TemporalMetadata: Whether the document supplied a canonical timestamp.
DECAY - Static variable in class com.tnsai.intelligence.rag.temporal.TemporalMetadata: Exponential time-decay value between zero and one.
Decision(boolean, String) - Constructor for record class com.tnsai.intelligence.rag.TreeNavigator.Decision: Creates a validated decision.
declaredFormat() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.SourceSnapshot: Returns the value of the declaredFormat record component.
DEFAULT_COLLECTION - Static variable in class com.tnsai.intelligence.rag.vector.QdrantVectorIndex: Default collection when none is configured.
DEFAULT_DEPTH_DECAY - Static variable in class com.tnsai.intelligence.rag.GraphRAGStrategy: Default relevance decay applied for every traversed edge.
DEFAULT_HALF_LIFE - Static variable in class com.tnsai.intelligence.rag.TemporalRAGStrategy: Default interval after which the freshness component halves.
DEFAULT_MAX_DEPTH - Static variable in class com.tnsai.intelligence.rag.GraphRAGStrategy: Default maximum traversal depth.
DEFAULT_MAX_DEPTH - Static variable in class com.tnsai.intelligence.rag.HierarchicalRAGStrategy: Default maximum number of parent edges expanded from a child hit.
DEFAULT_MAX_DEPTH - Static variable in class com.tnsai.intelligence.rag.ReasoningRAGStrategy: Default ceiling on the depth of any single descent.
DEFAULT_MAX_FUTURE_SKEW - Static variable in class com.tnsai.intelligence.rag.TemporalRAGStrategy: Default tolerated producer/consumer clock skew.
DEFAULT_MAX_NODES_VISITED - Static variable in class com.tnsai.intelligence.rag.ReasoningRAGStrategy: Default ceiling on nodes opened per retrieval, across all roots.
DEFAULT_MAX_RESULTS - Static variable in record class com.tnsai.intelligence.rag.RAGContext: Default maximum results when not specified.
DEFAULT_MAX_VISITED_NODES - Static variable in class com.tnsai.intelligence.rag.GraphRAGStrategy: Default hard bound on expanded graph nodes per retrieval.
DEFAULT_MIN_SCORE - Static variable in record class com.tnsai.intelligence.rag.RAGContext: Default minimum score (no threshold).
DEFAULT_PARENT_SCORE_DECAY - Static variable in class com.tnsai.intelligence.rag.HierarchicalRAGStrategy: Default relevance multiplier applied at every parent level.
DEFAULT_RELEVANCE_FLOOR - Static variable in class com.tnsai.intelligence.rag.TemporalRAGStrategy: Default minimum fraction of content relevance retained.
DEFAULT_TABLE - Static variable in class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex: Default table when none is configured.
DefaultChatKnowledgeResolver - Class in com.tnsai.intelligence.rag.binding: Intelligence-backed adapter from one canonical source declaration to the existing chat-level KnowledgeBase contract.
DefaultChatKnowledgeResolver() - Constructor for class com.tnsai.intelligence.rag.binding.DefaultChatKnowledgeResolver: A resolver that loads through the discovered SourceLoaderRegistry.
defaultContext() - Method in class com.tnsai.intelligence.rag.RAGPipeline: Returns the default context used when none is specified.
defaultContext(RAGContext) - Method in class com.tnsai.intelligence.rag.RAGPipeline.Builder: Sets the default retrieval context.
DefaultRetrievalEngineProvider - Class in com.tnsai.intelligence.rag.binding: Default intelligence implementation of the unified retrieval-engine SPI.
DefaultRetrievalEngineProvider() - Constructor for class com.tnsai.intelligence.rag.binding.DefaultRetrievalEngineProvider: Creates the ServiceLoader-discovered production provider.
DefaultRetrievalSpi - Class in com.tnsai.intelligence.rag.binding: Action enforcement boundary backed by the unified retrieval engine.
DefaultRetrievalSpi() - Constructor for class com.tnsai.intelligence.rag.binding.DefaultRetrievalSpi: Creates the ServiceLoader-discovered production implementation.
defaults() - Static method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.Limits: Framework defaults shared by both entry points.
delete(String) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
delete(String) - Method in interface com.tnsai.intelligence.rag.vector.PgvectorTransport
deleteByOwner(String) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
deleteByOwner(String) - Method in interface com.tnsai.intelligence.rag.vector.PgvectorTransport
deleteExpiredOwners(long, long, long) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
deleteLeased(String, String, String) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
DEPTH - Static variable in class com.tnsai.intelligence.rag.hierarchy.HierarchyMetadata: Number of parent edges between the hit and this result.
descend() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Decision: Returns the value of the descend record component.
descend(String) - Static method in record class com.tnsai.intelligence.rag.TreeNavigator.Decision: Descends into the named child.
detectedFormats() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.SourceSnapshot: Returns the value of the detectedFormats record component.
DISCOVERED - Enum constant in enum class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionStage
document() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestedChunk: Returns the value of the document record component.
Document(String, String, String, String) - Constructor for record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Document: Creates an instance of a Document record class.
documentCount() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.SourceSnapshot: Returns the value of the documentCount record component.
documentCount() - Method in class com.tnsai.intelligence.rag.binding.RoleRagBinding: Number of documents successfully ingested for this Role.
documentCount(String) - Method in class com.tnsai.intelligence.rag.binding.RoleRagBinding: Number of documents the named source contributes to this binding, in the unit RoleRagBinding.documentCount() counts.
documentId() - Method in record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Document: Returns the value of the documentId record component.
documents() - Method in class com.tnsai.intelligence.rag.hierarchy.HierarchyIndex: Returns the source documents in declaration order.
documents() - Method in record class com.tnsai.intelligence.rag.Reranker.Request: Returns the value of the documents record component.
documents() - Method in class com.tnsai.intelligence.rag.temporal.TemporalIndex: Returns the source documents in declaration order.
documents(Class<?>) - Static method in class com.tnsai.intelligence.rag.graph.FileGraphCorpus: Returns the registered corpus, or an empty list when none was stored.
DocumentSegment - Record Class in com.tnsai.intelligence.rag.segment: One heading-bounded section of a long document.
DocumentSegment(int, String, String, String, List<String>, String, List<String>) - Constructor for record class com.tnsai.intelligence.rag.segment.DocumentSegment: Creates an instance of a DocumentSegment record class.

E

edge() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Neighbor: Returns the value of the edge record component.
Edge(String, String, String, String, double, Map<String, String>) - Constructor for record class com.tnsai.intelligence.rag.graph.GraphStore.Edge: Creates an instance of a Edge record class.
edges() - Method in class com.tnsai.intelligence.rag.graph.InMemoryGraphStore: Snapshot of stored edges.
embedded() - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ReindexStats: Returns the value of the embedded record component.
embeddingFunction(EmbeddingFunction) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore.Builder
embeddingFunction(EmbeddingFunction) - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore.Builder
embeddingType() - Method in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Fully-qualified type of the resolved embedding function, after unwrapping the registry's validating decorator.
enforce(ActionMetadata, Role, Map<String, Object>, Map<String, Object>) - Method in class com.tnsai.intelligence.rag.binding.DefaultRetrievalSpi
enforce(ActionMetadata, Object, Map<String, Object>, Map<String, Object>) - Method in class com.tnsai.intelligence.rag.binding.DefaultRetrievalSpi
ensureSchema(int) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
ensureSchema(int) - Method in interface com.tnsai.intelligence.rag.vector.PgvectorTransport
enter(FileGraphCorpus.Key) - Static method in class com.tnsai.intelligence.rag.graph.FileGraphCorpus: Pins the binding identity for provider open on this thread.
entryId() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Point: Returns the value of the entryId record component.
equals(Object) - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestedChunk: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionProgress: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionResult: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.Limits: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.ProviderStatus: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.RetrievalDeclaration: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.SourceSnapshot: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.binding.SourceLoader.LoadedDocument: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Document: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Key: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Edge: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Neighbor: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Node: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Seed: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.graph.GraphStoreProvider.Request: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.QueryExpander.Request: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.RAGContext: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.Reranker.Request: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.RetrievedDocument: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.segment.DocumentSegment: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Decision: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Node: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Request: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Config: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Point: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.ScoredPoint: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.vector.QdrantTransport.Config: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ReindexStats: Indicates whether some other object is "equal to" this one.
equals(Object) - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ScoredChunk: Indicates whether some other object is "equal to" this one.
exchange(String, String, String) - Method in class com.tnsai.intelligence.rag.vector.HttpQdrantTransport
exchange(String, String, String) - Method in interface com.tnsai.intelligence.rag.vector.QdrantTransport: Sends one REST call.
execute(String) - Method in class com.tnsai.intelligence.rag.RAGPipeline: Executes the full RAG pipeline and returns the formatted context string.
execute(String, RAGContext) - Method in class com.tnsai.intelligence.rag.RAGPipeline: Executes the full RAG pipeline with a custom context and returns the formatted context string.
expand(QueryExpander.Request) - Method in interface com.tnsai.intelligence.rag.QueryExpander: Generates query variations for one retrieval request.
extract(DocumentInput, ExtractionContext) - Method in class com.tnsai.intelligence.rag.binding.SourceCodeContentExtractor
extract(DocumentInput, ExtractionContext) - Method in class com.tnsai.intelligence.rag.binding.StructuredTextContentExtractor
extract(DocumentInput, ExtractionContext) - Method in class com.tnsai.intelligence.rag.extract.OfficeDocumentContentExtractor

F

FAILED - Enum constant in enum class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionStage
failedFiles() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionProgress: Returns the value of the failedFiles record component.
failedFiles() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionResult: Returns the value of the failedFiles record component.
figures() - Method in record class com.tnsai.intelligence.rag.segment.DocumentSegment: Returns the value of the figures record component.
FileGraphCorpus - Class in com.tnsai.intelligence.rag.graph: Binding-time FILE chunks available to the in-memory graph provider.
FileGraphCorpus.Document - Record Class in com.tnsai.intelligence.rag.graph: One ingested FILE chunk.
FileGraphCorpus.Key - Record Class in com.tnsai.intelligence.rag.graph: Complete source-configuration and lifecycle identity for one binding.
FileGraphCorpus.Registration - Class in com.tnsai.intelligence.rag.graph: Exact-owner lifecycle handle for one registered corpus.
FileGraphIngestor - Class in com.tnsai.intelligence.rag.graph: Builds graph nodes and edges from ingested FILE chunks.
FileIngestionService - Class in com.tnsai.intelligence.rag.binding: Canonical filesystem ingestion module shared by declarative and Server RAG.
FileIngestionService() - Constructor for class com.tnsai.intelligence.rag.binding.FileIngestionService: Creates a service using the framework's bounded source defaults.
FileIngestionService(FileIngestionService.Limits) - Constructor for class com.tnsai.intelligence.rag.binding.FileIngestionService: Creates a service with an explicit admission-cap policy.
FileIngestionService.IngestedChunk - Record Class in com.tnsai.intelligence.rag.binding: One normalized retrieval chunk emitted by the canonical file pipeline.
FileIngestionService.IngestionProgress - Record Class in com.tnsai.intelligence.rag.binding: Synchronous source-ingestion progress snapshot.
FileIngestionService.IngestionResult - Record Class in com.tnsai.intelligence.rag.binding: Immutable ingestion output and filesystem snapshot completeness.
FileIngestionService.IngestionStage - Enum Class in com.tnsai.intelligence.rag.binding: Lifecycle event emitted while a source is discovered and normalized.
FileIngestionService.Limits - Record Class in com.tnsai.intelligence.rag.binding: One admission-cap policy for declarative and Server file ingestion.
find(String) - Method in class com.tnsai.intelligence.rag.hierarchy.HierarchyIndex: Resolves a document by hierarchy ID.
find(String) - Method in class com.tnsai.intelligence.rag.temporal.TemporalIndex: Resolves an indexed document by entry ID.
findSeeds(String, int) - Method in interface com.tnsai.intelligence.rag.graph.GraphStore: Finds graph nodes that can seed traversal for a query.
findSeeds(String, int) - Method in class com.tnsai.intelligence.rag.graph.InMemoryGraphStore
findSeeds(String, int) - Method in class com.tnsai.intelligence.rag.graph.Neo4jGraphStore
fingerprints() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionResult: Returns the value of the fingerprints record component.
fingerprints() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.SourceSnapshot: Returns the value of the fingerprints record component.
FLAT - Static variable in class com.tnsai.intelligence.rag.hierarchy.HierarchyMetadata: Whether the hit belongs to a flat index with no parent.
forget(FileGraphCorpus.Key) - Static method in class com.tnsai.intelligence.rag.graph.FileGraphCorpus: Drops one exact corpus registration without retiring another binding on the same Role class.
forget(Class<?>) - Static method in class com.tnsai.intelligence.rag.graph.FileGraphCorpus: Drops every corpus for a Role class.
forRole(Class<?>) - Static method in class com.tnsai.intelligence.rag.binding.RoleRagBinding: Returns the (lazily computed) binding for the given Role class.
forRole(Class<?>, List<KnowledgeSourceConfig>) - Static method in class com.tnsai.intelligence.rag.binding.RoleRagBinding: Returns a binding isolated by Role class and builder source template.
forRole(Class<?>, Map<String, Path>) - Static method in class com.tnsai.intelligence.rag.binding.RoleRagBinding: Returns a binding for a Role whose @Knowledge declarations are kept, with the locations of the named ones supplied at run time.
forTarget(Object, SequentialConfig, List<KnowledgeSourceConfig>) - Static method in class com.tnsai.intelligence.rag.binding.SequentialUnitReader: Returns the shared reader using the same builder-source template as an AgentBuilder-backed annotation dispatch.
forTarget(Object, String) - Static method in class com.tnsai.intelligence.rag.binding.SequentialUnitReader: Returns the shared reader for annotation-declared sources on a target.
frameworkDefault() - Method in class com.tnsai.intelligence.rag.binding.StructuredTextContentExtractor
frameworkDefault() - Method in class com.tnsai.intelligence.rag.extract.OfficeDocumentContentExtractor
frameworkDefault() - Method in interface com.tnsai.intelligence.rag.graph.GraphStoreProvider: Framework-bundled fallback adapter.
frameworkDefault() - Method in class com.tnsai.intelligence.rag.graph.InMemoryGraphStoreProvider
frameworkDefault() - Method in class com.tnsai.intelligence.rag.graph.KnowledgeToolsGraphStoreProvider
fromNodeId() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Edge: Returns the value of the fromNodeId record component.
FUSED - Enum constant in enum class com.tnsai.intelligence.rag.HybridGraphStream: Graph hits were ranked independently and RRF-fused with BM25 and vector.
FUSION_SCORE_METADATA - Static variable in class com.tnsai.intelligence.rag.MultiQueryRAGStrategy: Metadata containing the deterministic reciprocal-rank fusion score.
FUTURE_SKEW_SECONDS - Static variable in class com.tnsai.intelligence.rag.temporal.TemporalMetadata: Whole seconds by which a tolerated timestamp was in the future.

G

get(String) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
get(String) - Method in interface com.tnsai.intelligence.rag.vector.PgvectorTransport
GraphCapabilityException - Exception Class in com.tnsai.intelligence.rag.graph: Signals that graph retrieval was requested but no unambiguous graph capability is available for the Role.
GraphCapabilityException(String) - Constructor for exception class com.tnsai.intelligence.rag.graph.GraphCapabilityException: Creates a graph capability error.
GraphCapabilityException(String, Throwable) - Constructor for exception class com.tnsai.intelligence.rag.graph.GraphCapabilityException: Creates a graph capability error with its provider failure.
GraphRAGStrategy - Class in com.tnsai.intelligence.rag: Deterministic, bounded graph traversal retrieval strategy.
GraphRAGStrategy(String, GraphStore, Set<String>, int, double, int) - Constructor for class com.tnsai.intelligence.rag.GraphRAGStrategy: Creates a graph strategy.
graphStore() - Method in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Installed graph-store providers, or empty when none.
GraphStore - Interface in com.tnsai.intelligence.rag.graph: Vendor-neutral graph data access contract used by graph retrieval.
GraphStore.Edge - Record Class in com.tnsai.intelligence.rag.graph: A directed graph edge.
GraphStore.Neighbor - Record Class in com.tnsai.intelligence.rag.graph: An outgoing edge paired with its destination node.
GraphStore.Node - Record Class in com.tnsai.intelligence.rag.graph: A graph node that can become a retrieved document.
GraphStore.Seed - Record Class in com.tnsai.intelligence.rag.graph: A scored query seed.
GraphStoreProvider - Interface in com.tnsai.intelligence.rag.graph: Service-provider contract for graph database and graph corpus adapters.
GraphStoreProvider.Request - Record Class in com.tnsai.intelligence.rag.graph: Graph binding request.
graphStream() - Method in class com.tnsai.intelligence.rag.HybridRAGStrategy: How the optional graph stream was handled for this instance.

H

handles() - Method in class com.tnsai.intelligence.rag.binding.HttpKnowledgeSourceLoader
handles() - Method in class com.tnsai.intelligence.rag.binding.LocalFileSourceLoader
handles() - Method in interface com.tnsai.intelligence.rag.binding.SourceLoader: The Knowledge.Type this loader handles.
hashCode() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestedChunk: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionProgress: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionResult: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.Limits: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.ProviderStatus: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.RetrievalDeclaration: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.SourceSnapshot: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.binding.SourceLoader.LoadedDocument: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Document: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Key: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Edge: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Neighbor: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Node: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Seed: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.graph.GraphStoreProvider.Request: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.QueryExpander.Request: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.RAGContext: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.Reranker.Request: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.RetrievedDocument: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.segment.DocumentSegment: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Decision: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Node: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Request: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Config: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Point: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.ScoredPoint: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.vector.QdrantTransport.Config: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ReindexStats: Returns a hash code value for this object.
hashCode() - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ScoredChunk: Returns a hash code value for this object.
HierarchicalRAGStrategy - Class in com.tnsai.intelligence.rag: Expands ranked child hits through a deterministic parent hierarchy.
HierarchicalRAGStrategy(RAGStrategy, HierarchyIndex, Set<String>, int, double) - Constructor for class com.tnsai.intelligence.rag.HierarchicalRAGStrategy: Creates a hierarchical retrieval strategy.
HierarchyException - Exception Class in com.tnsai.intelligence.rag.hierarchy: Signals malformed or inconsistent hierarchical retrieval data.
HierarchyException(String) - Constructor for exception class com.tnsai.intelligence.rag.hierarchy.HierarchyException: Creates a hierarchy contract error.
HierarchyIndex - Class in com.tnsai.intelligence.rag.hierarchy: Immutable hierarchy document index.
HierarchyIndex(List<RetrievedDocument>) - Constructor for class com.tnsai.intelligence.rag.hierarchy.HierarchyIndex: Creates an index over hierarchy documents.
HierarchyMetadata - Class in com.tnsai.intelligence.rag.hierarchy: Canonical metadata keys for hierarchical retrieval.
HIT_ID - Static variable in class com.tnsai.intelligence.rag.hierarchy.HierarchyMetadata: Original child-hit identifier that caused an expansion.
HNSW - Enum constant in enum class com.tnsai.intelligence.rag.vector.PgvectorTransport.IndexKind
HttpKnowledgeSourceLoader - Class in com.tnsai.intelligence.rag.binding: Loads bounded HTTP/HTTPS documents through the ordinary knowledge-source SPI.
HttpKnowledgeSourceLoader() - Constructor for class com.tnsai.intelligence.rag.binding.HttpKnowledgeSourceLoader
HttpQdrantTransport - Class in com.tnsai.intelligence.rag.vector: JDK HttpClient transport for Qdrant REST.
HttpQdrantTransport(QdrantTransport.Config) - Constructor for class com.tnsai.intelligence.rag.vector.HttpQdrantTransport
HybridGraphStream - Enum Class in com.tnsai.intelligence.rag: Outcome of attaching the optional knowledge-graph stream to HybridRAGStrategy.
HybridRAGStrategy - Class in com.tnsai.intelligence.rag: RAG strategy that fuses BM25, vector similarity, and — when a GraphRAGStrategy is supplied — knowledge-graph hits via Reciprocal Rank Fusion (RRF).
HybridRAGStrategy(BM25Index, VectorMemoryStore) - Constructor for class com.tnsai.intelligence.rag.HybridRAGStrategy: Creates a two-stream hybrid strategy from BM25 and vector stores.
HybridRAGStrategy(BM25Index, VectorMemoryStore, GraphRAGStrategy) - Constructor for class com.tnsai.intelligence.rag.HybridRAGStrategy: Creates a three-stream hybrid strategy that RRF-fuses BM25, vector, and graph rankings.
HybridRAGStrategy(HybridMemoryRetriever) - Constructor for class com.tnsai.intelligence.rag.HybridRAGStrategy: Creates a two-stream hybrid strategy with a pre-configured retriever.

I

id() - Method in record class com.tnsai.intelligence.rag.binding.SourceLoader.LoadedDocument: Returns the value of the id record component.
id() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Edge: Returns the value of the id record component.
id() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Node: Returns the value of the id record component.
id() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Node: Returns the value of the id record component.
ID - Static variable in class com.tnsai.intelligence.rag.hierarchy.HierarchyMetadata: Stable hierarchy document identifier.
identifier(RetrievedDocument) - Method in class com.tnsai.intelligence.rag.hierarchy.HierarchyIndex: Resolves the canonical hierarchy ID for a document.
identifier(RetrievedDocument) - Method in class com.tnsai.intelligence.rag.temporal.TemporalIndex: Resolves the canonical entry ID carried by a child hit.
identityKey(String) - Static method in class com.tnsai.intelligence.rag.graph.InMemoryGraphStore: Collapses surface forms so identity is not exact-string-only.
index() - Method in record class com.tnsai.intelligence.rag.segment.DocumentSegment: Returns the value of the index record component.
index() - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore
index() - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore: The VectorIndex used by VectorMemoryStore.
indexKind() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Config: Returns the value of the indexKind record component.
indexKind(PgvectorTransport.IndexKind) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore.Builder
ingest(InMemoryGraphStore, List<FileGraphCorpus.Document>) - Static method in class com.tnsai.intelligence.rag.graph.FileGraphIngestor: Adds extracted entities and relations to store.
ingest(KnowledgeSourceConfig) - Method in class com.tnsai.intelligence.rag.binding.FileIngestionService: Discovers, validates, extracts, and chunks one FILE knowledge source.
ingest(List<FileGraphCorpus.Document>) - Method in class com.tnsai.intelligence.rag.graph.Neo4jGraphStore: Writes FILE-extracted entities and relations through the Cypher seam.
INGESTED - Enum constant in enum class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionStage
IngestedChunk(SourceLoader.LoadedDocument, Map<String, String>, String) - Constructor for record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestedChunk: Creates an instance of a IngestedChunk record class.
ingestedFiles() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionResult: Returns the value of the ingestedFiles record component.
IngestionProgress(FileIngestionService.IngestionStage, int, int, int, int, int, String) - Constructor for record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionProgress: Creates an instance of a IngestionProgress record class.
IngestionResult(List<FileIngestionService.IngestedChunk>, Set<String>, Set<String>, Map<String, String>, Map<String, String>, int, int, int, boolean) - Constructor for record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionResult: Creates an instance of a IngestionResult record class.
ingestWithProgress(KnowledgeSourceConfig, Consumer<FileIngestionService.IngestionProgress>) - Method in class com.tnsai.intelligence.rag.binding.FileIngestionService: Ingests one FILE source while reporting discovery and processing progress.
InMemoryGraphStore - Class in com.tnsai.intelligence.rag.graph: Zero-config in-process GraphStore for development and FILE ingest.
InMemoryGraphStore() - Constructor for class com.tnsai.intelligence.rag.graph.InMemoryGraphStore
InMemoryGraphStoreProvider - Class in com.tnsai.intelligence.rag.graph: Bundled FILE-corpus graph adapter.
InMemoryGraphStoreProvider() - Constructor for class com.tnsai.intelligence.rag.graph.InMemoryGraphStoreProvider
installed() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.ProviderStatus: true when at least one provider is installed.
invalidate(Class<?>) - Static method in class com.tnsai.intelligence.rag.binding.RoleRagBinding: Drops every cached binding for the given Role class, so the next RoleRagBinding.forRole(java.lang.Class<?>) call re-reads the Role's @Knowledge declarations from scratch.
invalidate(Class<?>, String) - Static method in class com.tnsai.intelligence.rag.binding.RoleRagBinding: Drops cached state whose canonical source set contains sourceName while preserving every sibling binding and sequential cursor that does not depend on that source.
isConfigured() - Static method in class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex
isConfigured() - Static method in class com.tnsai.intelligence.rag.vector.QdrantVectorIndex: Opens a live HTTP index when a URL is configured.
isExhausted() - Method in class com.tnsai.intelligence.rag.binding.SequentialUnitReader: Whether the last SequentialUnitReader.next() returned empty.
IVFFLAT - Enum constant in enum class com.tnsai.intelligence.rag.vector.PgvectorTransport.IndexKind

J

JdbcPgvectorTransport - Class in com.tnsai.intelligence.rag.vector: JDK JDBC transport for a pgvector table.
JdbcPgvectorTransport(PgvectorTransport.Config) - Constructor for class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
jdbcUrl() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Config: Returns the value of the jdbcUrl record component.
jdbcUrl(String) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore.Builder

K

Key(Class<?>, List<String>) - Constructor for record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Key: Creates an instance of a Key record class.
KeywordRAGStrategy - Class in com.tnsai.intelligence.rag: RAG strategy that uses BM25-style keyword matching.
KeywordRAGStrategy(BM25Index) - Constructor for class com.tnsai.intelligence.rag.KeywordRAGStrategy: Creates a keyword RAG strategy backed by the given BM25 index.
KnowledgePreflight - Class in com.tnsai.intelligence.rag.binding: Setup-time checks that a role's knowledge loads, before the first action runs.
KnowledgeSourceFormatException - Exception Class in com.tnsai.intelligence.rag.binding: Raised when file content contradicts a declared knowledge-source format.
KnowledgeSourceFormatException(String) - Constructor for exception class com.tnsai.intelligence.rag.binding.KnowledgeSourceFormatException
KnowledgeSourceFormatException(String, Throwable) - Constructor for exception class com.tnsai.intelligence.rag.binding.KnowledgeSourceFormatException
KnowledgeToolsGraphStoreProvider - Class in com.tnsai.intelligence.rag.graph: Built-in graph adapter for live KnowledgeTools triples.
KnowledgeToolsGraphStoreProvider() - Constructor for class com.tnsai.intelligence.rag.graph.KnowledgeToolsGraphStoreProvider

L

leave() - Static method in class com.tnsai.intelligence.rag.graph.FileGraphCorpus: Clears the thread-local binding identity.
Limits(int, int, int, int) - Constructor for record class com.tnsai.intelligence.rag.binding.FileIngestionService.Limits: Validates positive limits.
load(KnowledgeSourceConfig) - Method in class com.tnsai.intelligence.rag.binding.HttpKnowledgeSourceLoader
load(KnowledgeSourceConfig) - Method in class com.tnsai.intelligence.rag.binding.LocalFileSourceLoader
load(KnowledgeSourceConfig) - Method in interface com.tnsai.intelligence.rag.binding.SourceLoader: Loads documents from the given source declaration.
loadChunks(KnowledgeSourceConfig) - Method in class com.tnsai.intelligence.rag.binding.HttpKnowledgeSourceLoader
loadChunks(KnowledgeSourceConfig) - Method in class com.tnsai.intelligence.rag.binding.LocalFileSourceLoader
LoadedDocument(String, String, String) - Constructor for record class com.tnsai.intelligence.rag.binding.SourceLoader.LoadedDocument: Creates an instance of a LoadedDocument record class.
loadSource(KnowledgeSourceConfig) - Method in class com.tnsai.intelligence.rag.binding.HttpKnowledgeSourceLoader
loadSource(KnowledgeSourceConfig) - Method in class com.tnsai.intelligence.rag.binding.LocalFileSourceLoader
LocalFileSourceLoader - Class in com.tnsai.intelligence.rag.binding: Declarative FILE-source adapter over the canonical FileIngestionService.
LocalFileSourceLoader() - Constructor for class com.tnsai.intelligence.rag.binding.LocalFileSourceLoader
locateDeclaredSources(Class<?>, Map<String, Path>) - Static method in class com.tnsai.intelligence.rag.binding.RoleRagBinding: Copies the Role's @Knowledge declarations, replacing the path of each named entry.
location() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.RetrievalDeclaration: Returns the value of the location record component.

M

maxDecodedBytes() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.Limits: Returns the value of the maxDecodedBytes record component.
maxDepth() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.Limits: Returns the value of the maxDepth record component.
maxEntries() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.Limits: Returns the value of the maxEntries record component.
maxExpansions() - Method in record class com.tnsai.intelligence.rag.QueryExpander.Request: Returns the value of the maxExpansions record component.
maxFiles() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.Limits: Returns the value of the maxFiles record component.
maxResults() - Method in record class com.tnsai.intelligence.rag.RAGContext: Returns the value of the maxResults record component.
metadata() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestedChunk: Returns the value of the metadata record component.
metadata() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Edge: Returns the value of the metadata record component.
metadata() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Node: Returns the value of the metadata record component.
metadata() - Method in record class com.tnsai.intelligence.rag.RetrievedDocument: Returns the value of the metadata record component.
metadata(KnowledgeSourceConfig, SourceLoader.LoadedDocument) - Method in interface com.tnsai.intelligence.rag.binding.SourceLoader: Returns optional metadata for one loaded document.
METADATA_GRAPH_STREAM - Static variable in class com.tnsai.intelligence.rag.HybridRAGStrategy: Metadata key for HybridGraphStream.metadataValue().
METADATA_STREAMS - Static variable in class com.tnsai.intelligence.rag.HybridRAGStrategy: Metadata key listing the streams that contributed to a hit.
metadataFilters() - Method in record class com.tnsai.intelligence.rag.RAGContext: Returns the value of the metadataFilters record component.
metadataValue() - Method in enum class com.tnsai.intelligence.rag.HybridGraphStream: Value written to HybridRAGStrategy.METADATA_GRAPH_STREAM.
minScore() - Method in record class com.tnsai.intelligence.rag.RAGContext: Returns the value of the minScore record component.
mode() - Method in record class com.tnsai.intelligence.rag.QueryExpander.Request: Returns the value of the mode record component.
model() - Method in record class com.tnsai.intelligence.rag.QueryExpander.Request: Returns the value of the model record component.
model() - Method in record class com.tnsai.intelligence.rag.Reranker.Request: Returns the value of the model record component.
model() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Request: Returns the value of the model record component.
MultiQueryRAGStrategy - Class in com.tnsai.intelligence.rag: Expands one query, retrieves every unique variation through the same source-scoped base strategy, and fuses the results deterministically.
MultiQueryRAGStrategy(RAGStrategy, QueryExpander, Search.QueryExpansion, String, int) - Constructor for class com.tnsai.intelligence.rag.MultiQueryRAGStrategy: Creates a strategy with no external cancellation signal.
MultiQueryRAGStrategy(RAGStrategy, QueryExpander, Search.QueryExpansion, String, int, CancellationToken) - Constructor for class com.tnsai.intelligence.rag.MultiQueryRAGStrategy: Creates a strategy with an explicit cooperative cancellation signal.

N

name() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.SourceSnapshot: Returns the value of the name record component.
name() - Method in interface com.tnsai.intelligence.rag.graph.GraphStoreProvider: Stable provider name used in retrieval provenance.
name() - Method in class com.tnsai.intelligence.rag.graph.InMemoryGraphStoreProvider
name() - Method in class com.tnsai.intelligence.rag.graph.KnowledgeToolsGraphStoreProvider
name() - Method in class com.tnsai.intelligence.rag.graph.Neo4jGraphStoreProvider
name() - Method in class com.tnsai.intelligence.rag.GraphRAGStrategy
name() - Method in class com.tnsai.intelligence.rag.HierarchicalRAGStrategy
name() - Method in class com.tnsai.intelligence.rag.HybridRAGStrategy
name() - Method in class com.tnsai.intelligence.rag.KeywordRAGStrategy
name() - Method in class com.tnsai.intelligence.rag.MultiQueryRAGStrategy
name() - Method in interface com.tnsai.intelligence.rag.RAGStrategy: Returns the unique name of this strategy (e.g., "vector", "keyword", "hybrid").
name() - Method in class com.tnsai.intelligence.rag.ReasoningRAGStrategy
name() - Method in class com.tnsai.intelligence.rag.TemporalRAGStrategy
name() - Method in class com.tnsai.intelligence.rag.VectorRAGStrategy
NAME - Static variable in class com.tnsai.intelligence.rag.graph.InMemoryGraphStoreProvider: Provenance name recorded on every graph hit.
NAME - Static variable in class com.tnsai.intelligence.rag.graph.KnowledgeToolsGraphStoreProvider: Provenance name recorded on every graph hit.
NAME - Static variable in class com.tnsai.intelligence.rag.graph.Neo4jGraphStoreProvider: Provenance name recorded on every graph hit.
names() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.ProviderStatus: Returns the value of the names record component.
navigate(TreeNavigator.Request) - Method in interface com.tnsai.intelligence.rag.TreeNavigator: Chooses the next node to open, or stops the descent.
Neighbor(GraphStore.Edge, GraphStore.Node) - Constructor for record class com.tnsai.intelligence.rag.graph.GraphStore.Neighbor: Creates an instance of a Neighbor record class.
neighbors(String) - Method in interface com.tnsai.intelligence.rag.graph.GraphStore: Returns the outgoing edges and destination nodes for a node.
neighbors(String) - Method in class com.tnsai.intelligence.rag.graph.InMemoryGraphStore
neighbors(String) - Method in class com.tnsai.intelligence.rag.graph.Neo4jGraphStore
neighbors(String) - Method in class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex: Neighbor hashes for one content hash (same-source adjacency).
Neo4jGraphStore - Class in com.tnsai.intelligence.rag.graph: GraphStore over a Neo4j property graph.
Neo4jGraphStore(Neo4jGraphStore.CypherSession, String) - Constructor for class com.tnsai.intelligence.rag.graph.Neo4jGraphStore
Neo4jGraphStore.CypherSession - Interface in com.tnsai.intelligence.rag.graph: Minimal Cypher execution seam.
Neo4jGraphStoreProvider - Class in com.tnsai.intelligence.rag.graph: Optional Neo4j GraphStoreProvider.
Neo4jGraphStoreProvider() - Constructor for class com.tnsai.intelligence.rag.graph.Neo4jGraphStoreProvider: Creates the production provider backed by the optional Neo4j driver.
next() - Method in class com.tnsai.intelligence.rag.binding.SequentialUnitReader: Atomically consumes the next unit.
next(CancellationToken) - Method in class com.tnsai.intelligence.rag.binding.SequentialUnitReader: Atomically consumes the next unit unless cancellation is set.
nextNodeId() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Decision: Returns the value of the nextNodeId record component.
node() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Neighbor: Returns the value of the node record component.
node() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Seed: Returns the value of the node record component.
Node(String, String, String) - Constructor for record class com.tnsai.intelligence.rag.TreeNavigator.Node: Creates a validated node.
Node(String, String, String, Map<String, String>) - Constructor for record class com.tnsai.intelligence.rag.graph.GraphStore.Node: Creates an instance of a Node record class.
NODE_SUMMARY_METADATA - Static variable in class com.tnsai.intelligence.rag.ReasoningRAGStrategy: Metadata key holding a node's summary, shown to the navigator.
NODE_TITLE_METADATA - Static variable in class com.tnsai.intelligence.rag.ReasoningRAGStrategy: Metadata key holding a node's heading, shown to the navigator.
nodeCount() - Method in class com.tnsai.intelligence.rag.graph.InMemoryGraphStore: Number of stored nodes.
nodes() - Method in class com.tnsai.intelligence.rag.graph.InMemoryGraphStore: Snapshot of stored nodes.
noOp() - Static method in interface com.tnsai.intelligence.rag.Reranker: Returns the null-object reranker: it advertises no model and returns candidates in the order it received them.
normalizedChunks() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionProgress: Returns the value of the normalizedChunks record component.
notFound() - Method in exception class com.tnsai.intelligence.rag.vector.QdrantRequestException

O

of(RoleRagBinding) - Static method in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Provider lists are a fresh SPI discovery. They report what RerankerRegistry.discover() and friends find on the classpath now — not the registries this binding actually resolved against.
of(Class<?>) - Static method in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Snapshot of the cached binding for roleClass.
of(Class<?>, boolean) - Static method in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Snapshot of the binding for roleClass.
of(Class<?>, List<KnowledgeSourceConfig>, boolean) - Static method in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Snapshot of the binding for roleClass built with builderSources.
OfficeDocumentContentExtractor - Class in com.tnsai.intelligence.rag.extract: Optional binary-document extractor for PDF, Office Open XML and EPUB.
OfficeDocumentContentExtractor() - Constructor for class com.tnsai.intelligence.rag.extract.OfficeDocumentContentExtractor: ServiceLoader constructor.
open(GraphStoreProvider.Request) - Method in interface com.tnsai.intelligence.rag.graph.GraphStoreProvider: Opens a graph store for the requested Role and source fence.
open(GraphStoreProvider.Request) - Method in class com.tnsai.intelligence.rag.graph.InMemoryGraphStoreProvider
open(GraphStoreProvider.Request) - Method in class com.tnsai.intelligence.rag.graph.KnowledgeToolsGraphStoreProvider
open(GraphStoreProvider.Request) - Method in class com.tnsai.intelligence.rag.graph.Neo4jGraphStoreProvider
openOwner(String, String, long) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
origin() - Method in record class com.tnsai.intelligence.rag.binding.SourceLoader.LoadedDocument: Returns the value of the origin record component.
origin() - Method in record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Document: Returns the value of the origin record component.
owner() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Point: Returns the value of the owner record component.

P

PARENT_ID - Static variable in class com.tnsai.intelligence.rag.hierarchy.HierarchyMetadata: Identifier of the immediate parent document.
parentId(String) - Method in class com.tnsai.intelligence.rag.hierarchy.HierarchyIndex: Returns the immediate parent ID for an indexed document.
password() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Config: Returns the value of the password record component.
password(String) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore.Builder
PATH - Static variable in class com.tnsai.intelligence.rag.hierarchy.HierarchyMetadata: Stable child-to-parent identifier path.
Path safety - Search tag in class com.tnsai.intelligence.rag.binding.FileIngestionService: Section
PgvectorRequestException - Exception Class in com.tnsai.intelligence.rag.vector: JDBC failure from JdbcPgvectorTransport.
PgvectorRequestException(String, String, Throwable) - Constructor for exception class com.tnsai.intelligence.rag.vector.PgvectorRequestException
PgvectorTransport - Interface in com.tnsai.intelligence.rag.vector: JDBC seam for a pgvector table.
PgvectorTransport.Config - Record Class in com.tnsai.intelligence.rag.vector: Connection settings for one pgvector table.
PgvectorTransport.IndexKind - Enum Class in com.tnsai.intelligence.rag.vector
PgvectorTransport.Point - Record Class in com.tnsai.intelligence.rag.vector
PgvectorTransport.ScoredPoint - Record Class in com.tnsai.intelligence.rag.vector
PgvectorVectorIndex - Class in com.tnsai.intelligence.rag.vector: pgvector-backed VectorIndex.
PgvectorVectorIndex(PgvectorTransport, PgvectorTransport.Config) - Constructor for class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex
PgvectorVectorMemoryStore - Class in com.tnsai.intelligence.rag.vector: Optional pgvector adapter with the same CRUD surface as VectorMemoryStore.
PgvectorVectorMemoryStore.Builder - Class in com.tnsai.intelligence.rag.vector: Builder for an explicit pgvector connection.
point() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.ScoredPoint: Returns the value of the point record component.
Point(String, String, String, String, String, float[]) - Constructor for record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Point: Creates an instance of a Point record class.
pointId() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Point: Returns the value of the pointId record component.
prepareChatKnowledge(Object, List<KnowledgeEntry>, LLMClient) - Method in class com.tnsai.intelligence.rag.binding.DefaultRetrievalSpi
presentFiles() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionResult: Returns the value of the presentFiles record component.
processedFiles() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionProgress: Returns the value of the processedFiles record component.
ProviderStatus(List<String>) - Constructor for record class com.tnsai.intelligence.rag.binding.RagDiagnostics.ProviderStatus: Creates an instance of a ProviderStatus record class.
putEdge(GraphStore.Edge, GraphStore.Node) - Method in class com.tnsai.intelligence.rag.graph.InMemoryGraphStore: Inserts a directed edge.
putNode(GraphStore.Node) - Method in class com.tnsai.intelligence.rag.graph.InMemoryGraphStore: Inserts or replaces a node under its identity key.

Q

QdrantRequestException - Exception Class in com.tnsai.intelligence.rag.vector: HTTP failure from HttpQdrantTransport.
QdrantRequestException(String, int) - Constructor for exception class com.tnsai.intelligence.rag.vector.QdrantRequestException
QdrantTransport - Interface in com.tnsai.intelligence.rag.vector: HTTP seam for the Qdrant REST API.
QdrantTransport.Config - Record Class in com.tnsai.intelligence.rag.vector: Connection settings for a Qdrant collection.
QdrantVectorIndex - Class in com.tnsai.intelligence.rag.vector: Qdrant-backed VectorIndex.
QdrantVectorIndex(QdrantTransport, QdrantTransport.Config) - Constructor for class com.tnsai.intelligence.rag.vector.QdrantVectorIndex
QdrantVectorMemoryStore - Class in com.tnsai.intelligence.rag.vector: Optional Qdrant adapter with the same CRUD surface as VectorMemoryStore.
QdrantVectorMemoryStore.Builder - Class in com.tnsai.intelligence.rag.vector: Builder for an explicit Qdrant connection.
query() - Method in record class com.tnsai.intelligence.rag.QueryExpander.Request: Returns the value of the query record component.
query() - Method in record class com.tnsai.intelligence.rag.Reranker.Request: Returns the value of the query record component.
query() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Request: Returns the value of the query record component.
QUERY_PROVENANCE_METADATA - Static variable in class com.tnsai.intelligence.rag.MultiQueryRAGStrategy: Metadata containing comma-delimited zero-based query indexes that returned a document.
queryExpander() - Method in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Installed query-expander providers, or empty when none.
QueryExpander - Interface in com.tnsai.intelligence.rag: Service provider interface for model-backed retrieval query expansion.
QueryExpander.Request - Record Class in com.tnsai.intelligence.rag: Immutable input passed to a QueryExpander provider.
queryExpansion() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.RetrievalDeclaration: Returns the value of the queryExpansion record component.
queryExpansionModel() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.RetrievalDeclaration: Returns the value of the queryExpansionModel record component.
queryPreprocessor(UnaryOperator<String>) - Method in class com.tnsai.intelligence.rag.RAGPipeline.Builder: Sets a query preprocessor (e.g., query expansion, reformulation).

R

RagConfigReset - Class in com.tnsai.intelligence.rag.binding: Drops the role corpora, graph corpora and checks built from class configuration files when ClassConfig.useBaseDirectory(java.nio.file.Path) starts a new run, so the next dispatch reads its sources again.
RagConfigReset() - Constructor for class com.tnsai.intelligence.rag.binding.RagConfigReset
RAGContext - Record Class in com.tnsai.intelligence.rag: Configuration context for a RAG retrieval request.
RAGContext() - Constructor for record class com.tnsai.intelligence.rag.RAGContext: Creates a context with defaults (10 results, no score threshold, no filters).
RAGContext(int) - Constructor for record class com.tnsai.intelligence.rag.RAGContext: Creates a context with a specific max results count.
RAGContext(int, double, Map<String, String>) - Constructor for record class com.tnsai.intelligence.rag.RAGContext: Canonical constructor with validation.
RagDiagnostics - Class in com.tnsai.intelligence.rag.binding: Read-only snapshot of what a Role's @Knowledge and @Search declarations resolved to.
RagDiagnostics.ProviderStatus - Record Class in com.tnsai.intelligence.rag.binding: Installed SPI providers for one unbundled seam.
RagDiagnostics.RetrievalDeclaration - Record Class in com.tnsai.intelligence.rag.binding: One @Search declaration on the Role.
RagDiagnostics.SourceSnapshot - Record Class in com.tnsai.intelligence.rag.binding: Ingest snapshot for one declared knowledge source.
RAGPipeline - Class in com.tnsai.intelligence.rag: Orchestrates the full RAG flow: preprocess query, retrieve, rerank, format context.
RAGPipeline.Builder - Class in com.tnsai.intelligence.rag: Builder for RAGPipeline.
RAGStrategy - Interface in com.tnsai.intelligence.rag: Service provider interface for pluggable RAG retrieval strategies.
ReasoningRAGStrategy - Class in com.tnsai.intelligence.rag: Descends a document tree with a model choosing the branch, without scoring.
ReasoningRAGStrategy(HierarchyIndex, TreeNavigator, String) - Constructor for class com.tnsai.intelligence.rag.ReasoningRAGStrategy: Creates a strategy with the default bounds.
ReasoningRAGStrategy(HierarchyIndex, TreeNavigator, String, Set<String>, int, int) - Constructor for class com.tnsai.intelligence.rag.ReasoningRAGStrategy: Creates a vectorless reasoning strategy.
register(FileGraphCorpus.Key, List<FileGraphCorpus.Document>) - Static method in class com.tnsai.intelligence.rag.graph.FileGraphCorpus: Registers the FILE corpus for one binding identity.
register(Class<?>, List<FileGraphCorpus.Document>) - Static method in class com.tnsai.intelligence.rag.graph.FileGraphCorpus: Registers the FILE corpus associated with a Role class.
registerOwned(FileGraphCorpus.Key, List<FileGraphCorpus.Document>) - Static method in class com.tnsai.intelligence.rag.graph.FileGraphCorpus: Registers a corpus and returns its exact-owner lifecycle handle.
registerOwnedSuperseding(FileGraphCorpus.Key, List<FileGraphCorpus.Document>) - Static method in class com.tnsai.intelligence.rag.graph.FileGraphCorpus: Registers a corpus in place of the one registered for the same key, and returns its exact-owner lifecycle handle.
ReindexStats(int, int, int, int) - Constructor for record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ReindexStats: Creates an instance of a ReindexStats record class.
remaining() - Method in class com.tnsai.intelligence.rag.binding.SequentialUnitReader: Units not yet consumed.
remainingVisits() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Request: Returns the value of the remainingVisits record component.
remove(String) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex
remove(String) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore
remove(String) - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorIndex
remove(String) - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore
removed() - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ReindexStats: Returns the value of the removed record component.
renewOwner(String, String, long) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
report() - Method in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Unstable human-readable text.
Request(Class<?>, Set<String>) - Constructor for record class com.tnsai.intelligence.rag.graph.GraphStoreProvider.Request: Creates an instance of a Request record class.
Request(String, Search.QueryExpansion, String, int, CancellationToken) - Constructor for record class com.tnsai.intelligence.rag.QueryExpander.Request: Creates a validated immutable request.
Request(String, String, TreeNavigator.Node, List<TreeNavigator.Node>, int, CancellationToken) - Constructor for record class com.tnsai.intelligence.rag.TreeNavigator.Request: Creates a validated immutable request.
Request(String, List<RetrievedDocument>, String, int) - Constructor for record class com.tnsai.intelligence.rag.Reranker.Request: Creates a validated immutable request.
requireLoaded(Object, Collection<String>) - Static method in class com.tnsai.intelligence.rag.binding.KnowledgePreflight: KnowledgePreflight.requireLoaded(Object, Collection, Map) with no run-time locations: every source is checked at its declared path.
requireLoaded(Object, Collection<String>, Map<String, Object>) - Method in class com.tnsai.intelligence.rag.binding.DefaultRetrievalSpi: KnowledgePreflight.requireLoaded(Object, Collection, Map) under the scope and with the locations a dispatch with this context uses, read from the context exactly as DefaultRetrievalSpi.enforce(com.tnsai.metadata.ActionMetadata, com.tnsai.roles.Role, java.util.Map<java.lang.String, java.lang.Object>, java.util.Map<java.lang.String, java.lang.Object>) reads them.
requireLoaded(Object, Collection<String>, Map<String, Path>) - Static method in class com.tnsai.intelligence.rag.binding.KnowledgePreflight: Loads the named SEARCH sources of target's role as its first dispatch with these run-time locations would, and returns the number of documents each holds.
requireReady(Object, Map<String, Object>) - Method in class com.tnsai.intelligence.rag.binding.DefaultRetrievalSpi: KnowledgePreflight.requireReady(java.lang.Object, java.util.List<com.tnsai.rag.KnowledgeEntry>, java.util.Map<java.lang.String, java.nio.file.Path>, com.tnsai.rag.KnowledgeScope) over the reach a dispatch with this context has, the host's knowledge and the agent's, under the scope and with the locations read from the context exactly as DefaultRetrievalSpi.enforce(com.tnsai.metadata.ActionMetadata, com.tnsai.roles.Role, java.util.Map<java.lang.String, java.lang.Object>, java.util.Map<java.lang.String, java.lang.Object>) reads them.
requireSequential(Object, SequentialConfig, List<KnowledgeSourceConfig>) - Static method in class com.tnsai.intelligence.rag.binding.KnowledgePreflight: Loads the generation the reader SequentialUnitReader.forTarget(Object, SequentialConfig, List) opens with the same arguments, and returns the number of units it reads.
requireSequential(Object, String) - Static method in class com.tnsai.intelligence.rag.binding.KnowledgePreflight: KnowledgePreflight.requireSequential(Object, SequentialConfig, List) for the reader SequentialUnitReader.forTarget(Object, String) opens.
rerank() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.RetrievalDeclaration: Returns the value of the rerank record component.
rerank(Reranker.Request) - Method in interface com.tnsai.intelligence.rag.Reranker: Reranks retrieved candidates for the original user query.
reranker() - Method in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Installed reranker providers, or empty when none.
reranker(UnaryOperator<List<RetrievedDocument>>) - Method in class com.tnsai.intelligence.rag.RAGPipeline.Builder: Sets a reranker that can reorder or filter retrieved documents.
Reranker - Interface in com.tnsai.intelligence.rag: Service provider interface for query-aware document reranking.
Reranker.Request - Record Class in com.tnsai.intelligence.rag: Immutable input passed to a Reranker provider.
rerankerModel() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.RetrievalDeclaration: Returns the value of the rerankerModel record component.
reset() - Method in class com.tnsai.intelligence.rag.binding.RagConfigReset
reset() - Method in class com.tnsai.intelligence.rag.binding.SequentialUnitReader: Resets this target/source cursor to the first ingested unit.
resolve(KnowledgeSourceConfig) - Method in class com.tnsai.intelligence.rag.binding.DefaultChatKnowledgeResolver
retrieval() - Method in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Type-level and method-level @Search declarations on the Role.
RetrievalDeclaration(String, Search.Strategy, List<String>, boolean, String, Search.QueryExpansion, String) - Constructor for record class com.tnsai.intelligence.rag.binding.RagDiagnostics.RetrievalDeclaration: Creates an instance of a RetrievalDeclaration record class.
retrieve(String, RAGContext) - Method in class com.tnsai.intelligence.rag.GraphRAGStrategy
retrieve(String, RAGContext) - Method in class com.tnsai.intelligence.rag.HierarchicalRAGStrategy
retrieve(String, RAGContext) - Method in class com.tnsai.intelligence.rag.HybridRAGStrategy
retrieve(String, RAGContext) - Method in class com.tnsai.intelligence.rag.KeywordRAGStrategy
retrieve(String, RAGContext) - Method in class com.tnsai.intelligence.rag.MultiQueryRAGStrategy
retrieve(String, RAGContext) - Method in interface com.tnsai.intelligence.rag.RAGStrategy: Retrieves documents relevant to the given query.
retrieve(String, RAGContext) - Method in class com.tnsai.intelligence.rag.ReasoningRAGStrategy
retrieve(String, RAGContext) - Method in class com.tnsai.intelligence.rag.TemporalRAGStrategy
retrieve(String, RAGContext) - Method in class com.tnsai.intelligence.rag.VectorRAGStrategy
RetrievedDocument - Record Class in com.tnsai.intelligence.rag: A document retrieved by a RAGStrategy.
RetrievedDocument(String, String, double) - Constructor for record class com.tnsai.intelligence.rag.RetrievedDocument: Convenience constructor without metadata.
RetrievedDocument(String, String, double, Map<String, String>) - Constructor for record class com.tnsai.intelligence.rag.RetrievedDocument: Canonical constructor with validation.
retrieveDocuments(String, RAGContext) - Method in class com.tnsai.intelligence.rag.RAGPipeline: Executes the pipeline and returns the raw retrieved documents (after reranking).
reused() - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ReindexStats: Returns the value of the reused record component.
roleClass() - Method in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Role this snapshot describes.
roleClass() - Method in class com.tnsai.intelligence.rag.binding.RoleRagBinding: The Role class this binding was built for.
roleClass() - Method in record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Key: Returns the value of the roleClass record component.
roleClass() - Method in record class com.tnsai.intelligence.rag.graph.GraphStoreProvider.Request: Returns the value of the roleClass record component.
RoleRagBinding - Class in com.tnsai.intelligence.rag.binding: Per-Role RAG state, lazily initialized on first RoleRagBinding.forRole(java.lang.Class<?>) call and cached for the lifetime of the JVM.
run(String, Map<String, Object>) - Method in interface com.tnsai.intelligence.rag.graph.Neo4jGraphStore.CypherSession: Runs one parameterized Cypher statement.

S

scopedCollection(String, String) - Static method in class com.tnsai.intelligence.rag.vector.QdrantVectorIndex: Collection name for a binding scope.
scopedTable(String, String) - Static method in class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex
score() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Seed: Returns the value of the score record component.
score() - Method in record class com.tnsai.intelligence.rag.RetrievedDocument: Returns the value of the score record component.
score() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.ScoredPoint: Returns the value of the score record component.
score() - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ScoredChunk: Returns the value of the score record component.
SCORE_FACTOR - Static variable in class com.tnsai.intelligence.rag.temporal.TemporalMetadata: Bounded multiplier applied to the content score.
ScoredChunk(String, String, String, double) - Constructor for record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ScoredChunk: Creates an instance of a ScoredChunk record class.
ScoredPoint(PgvectorTransport.Point, double) - Constructor for record class com.tnsai.intelligence.rag.vector.PgvectorTransport.ScoredPoint: Creates an instance of a ScoredPoint record class.
Scores - Search tag in class com.tnsai.intelligence.rag.ReasoningRAGStrategy: Section
search(float[], int, String) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
search(float[], int, String) - Method in interface com.tnsai.intelligence.rag.vector.PgvectorTransport
search(String, int) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore
search(String, int) - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore
search(String, int) - Method in class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex: Cosine search over unique stored embeddings.
searchByVector(float[], int) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex
searchByVector(float[], int) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore
searchByVector(float[], int) - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorIndex
searchByVector(float[], int) - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore
searchLeased(float[], int, String, String) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
sectionId() - Method in record class com.tnsai.intelligence.rag.segment.DocumentSegment: Returns the value of the sectionId record component.
sectionTitle() - Method in record class com.tnsai.intelligence.rag.segment.DocumentSegment: Returns the value of the sectionTitle record component.
Seed(GraphStore.Node, double) - Constructor for record class com.tnsai.intelligence.rag.graph.GraphStore.Seed: Creates an instance of a Seed record class.
segment(String) - Method in class com.tnsai.intelligence.rag.segment.SmartDocumentSegmenter: Segments already-extracted text (Markdown or plain extracted prose).
segment(Path) - Method in class com.tnsai.intelligence.rag.segment.SmartDocumentSegmenter: Reads a file and segments it.
SELECTED_SCORE - Static variable in class com.tnsai.intelligence.rag.ReasoningRAGStrategy: Score carried by every node the descent lands on.
SelectiveReembedIndex - Class in com.tnsai.intelligence.rag.vector: Local vector index that re-embeds only chunks whose content hash changed.
SelectiveReembedIndex(EmbeddingFunction) - Constructor for class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex
SelectiveReembedIndex.ReindexStats - Record Class in com.tnsai.intelligence.rag.vector: Counts from one SelectiveReembedIndex.syncSource(String, List) call.
SelectiveReembedIndex.ScoredChunk - Record Class in com.tnsai.intelligence.rag.vector: One search hit.
SequentialUnitReader - Class in com.tnsai.intelligence.rag.binding: Thread-safe cursor over one source's ingested units in exact ingest order.
size() - Method in class com.tnsai.intelligence.rag.binding.SequentialUnitReader: Number of ingested units in this snapshot.
size() - Method in class com.tnsai.intelligence.rag.hierarchy.HierarchyIndex: Returns the validated index size.
size() - Method in class com.tnsai.intelligence.rag.temporal.TemporalIndex: Returns the validated number of unique documents.
size() - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex
size() - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore
size() - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorIndex
size() - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore
size() - Method in class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex: Unique stored embeddings.
SKIPPED - Enum constant in enum class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionStage
SKIPPED_NO_GRAPH_STORE - Enum constant in enum class com.tnsai.intelligence.rag.HybridGraphStream: No GraphStore was available for this Role.
skippedFiles() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionProgress: Returns the value of the skippedFiles record component.
skippedFiles() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionResult: Returns the value of the skippedFiles record component.
SmartDocumentSegmenter - Class in com.tnsai.intelligence.rag.segment: Heading-aware splitter for long-document analysis.
SmartDocumentSegmenter() - Constructor for class com.tnsai.intelligence.rag.segment.SmartDocumentSegmenter: Uses the discovered extractor registry.
source() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Node: Returns the value of the source record component.
source() - Method in record class com.tnsai.intelligence.rag.RetrievedDocument: Returns the value of the source record component.
SOURCE - Static variable in class com.tnsai.intelligence.rag.graph.KnowledgeToolsGraphStoreProvider: Source identifier stamped on every node produced from tool triples.
SOURCE - Static variable in class com.tnsai.intelligence.rag.hierarchy.HierarchyMetadata: Source group used by annotation-level source fencing.
SOURCE - Static variable in class com.tnsai.intelligence.rag.temporal.TemporalMetadata: Source group used by annotation-level source fencing.
SourceCodeContentExtractor - Class in com.tnsai.intelligence.rag.binding: Built-in bounded SOURCE_CODE extractor.
SourceCodeContentExtractor() - Constructor for class com.tnsai.intelligence.rag.binding.SourceCodeContentExtractor: Creates the built-in bounded source-code extractor.
sourceFingerprint() - Method in record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Key: Returns the value of the sourceFingerprint record component.
sourceGroup(RetrievedDocument) - Method in class com.tnsai.intelligence.rag.hierarchy.HierarchyIndex: Resolves the canonical source group used for source fencing.
sourceGroup(RetrievedDocument) - Method in class com.tnsai.intelligence.rag.temporal.TemporalIndex: Resolves the source group used for source fencing.
sourceId() - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ScoredChunk: Returns the value of the sourceId record component.
SourceLoader - Interface in com.tnsai.intelligence.rag.binding: Loads documents for a single KnowledgeSourceConfig declaration into the per-Role RAG memory store at binding-init time.
SourceLoader.LoadedDocument - Record Class in com.tnsai.intelligence.rag.binding: One document loaded by a SourceLoader — the unit ingested into the vector store.
sourceName() - Method in record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Document: Returns the value of the sourceName record component.
sourceNames() - Method in record class com.tnsai.intelligence.rag.graph.GraphStoreProvider.Request: Returns the value of the sourceNames record component.
sources() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.RetrievalDeclaration: Returns the value of the sources record component.
sources() - Method in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Per-source ingest snapshot, in declaration order.
SourceSnapshot(String, Knowledge.Type, String, List<String>, int, int, List<String>) - Constructor for record class com.tnsai.intelligence.rag.binding.RagDiagnostics.SourceSnapshot: Creates an instance of a SourceSnapshot record class.
sqlState() - Method in exception class com.tnsai.intelligence.rag.vector.PgvectorRequestException
Stable typed accessors - Search tag in class com.tnsai.intelligence.rag.binding.RagDiagnostics: Section
stage() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionProgress: Returns the value of the stage record component.
STATUS - Static variable in class com.tnsai.intelligence.rag.temporal.TemporalMetadata: Temporal classification: DATED, UNDATED, or FUTURE_CLAMPED.
STATUS_DATED - Static variable in class com.tnsai.intelligence.rag.temporal.TemporalMetadata: Status for a timestamp at or before the retrieval clock.
STATUS_FUTURE_CLAMPED - Static variable in class com.tnsai.intelligence.rag.temporal.TemporalMetadata: Status for a small tolerated future-clock skew.
STATUS_UNDATED - Static variable in class com.tnsai.intelligence.rag.temporal.TemporalMetadata: Status for a document without timestamp metadata.
statusCode() - Method in exception class com.tnsai.intelligence.rag.vector.QdrantRequestException
stop() - Static method in record class com.tnsai.intelligence.rag.TreeNavigator.Decision: Ends the descent at the current node.
STOP_REASON - Static variable in class com.tnsai.intelligence.rag.hierarchy.HierarchyMetadata: Reason expansion stopped before reaching the hierarchy root.
strategy() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.RetrievalDeclaration: Returns the value of the strategy record component.
strategy() - Method in class com.tnsai.intelligence.rag.RAGPipeline: Returns the strategy used by this pipeline.
strategyFor(Search.Strategy) - Method in class com.tnsai.intelligence.rag.binding.RoleRagBinding: Builds the RAGStrategy matching the requested @Search.strategy.
strategyFor(Search.Strategy, String) - Method in class com.tnsai.intelligence.rag.binding.RoleRagBinding: Builds the requested strategy, supplying the tree-navigation model Search.Strategy.REASONING needs.
STREAM_BM25 - Static variable in class com.tnsai.intelligence.rag.HybridRAGStrategy: Provenance token for the BM25 stream.
STREAM_GRAPH - Static variable in class com.tnsai.intelligence.rag.HybridRAGStrategy: Provenance token for the graph stream.
STREAM_VECTOR - Static variable in class com.tnsai.intelligence.rag.HybridRAGStrategy: Provenance token for the vector stream.
StructuredTextContentExtractor - Class in com.tnsai.intelligence.rag.binding: Built-in bounded extraction for UTF-8 textual knowledge-source formats.
StructuredTextContentExtractor() - Constructor for class com.tnsai.intelligence.rag.binding.StructuredTextContentExtractor
summary() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Node: Returns the value of the summary record component.
supportedFormats() - Method in class com.tnsai.intelligence.rag.binding.SourceCodeContentExtractor
supportedFormats() - Method in class com.tnsai.intelligence.rag.binding.StructuredTextContentExtractor
supportedFormats() - Method in class com.tnsai.intelligence.rag.extract.OfficeDocumentContentExtractor
supports(Search.QueryExpansion, String) - Method in interface com.tnsai.intelligence.rag.QueryExpander: Returns whether this provider supports the exact mode/model pair.
supports(String) - Method in interface com.tnsai.intelligence.rag.Reranker: Returns whether this provider supports the exact model identifier.
supports(String) - Method in interface com.tnsai.intelligence.rag.TreeNavigator: Returns whether this provider serves the given model identifier.
syncSource(String, List<String>) - Method in class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex: Replaces one source's chunks.

T

table() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Config: Returns the value of the table record component.
table(String) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore.Builder
TABLE_PROPERTY - Static variable in class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex: System property for the table name.
TemporalException - Exception Class in com.tnsai.intelligence.rag.temporal: Signals invalid temporal metadata or an inconsistent temporal index.
TemporalException(String) - Constructor for exception class com.tnsai.intelligence.rag.temporal.TemporalException: Creates a temporal retrieval failure.
TemporalException(String, Throwable) - Constructor for exception class com.tnsai.intelligence.rag.temporal.TemporalException: Creates a temporal retrieval failure with its parsing cause.
TemporalIndex - Class in com.tnsai.intelligence.rag.temporal: Immutable temporal document index.
TemporalIndex(List<RetrievedDocument>) - Constructor for class com.tnsai.intelligence.rag.temporal.TemporalIndex: Creates an index over documents carrying temporal metadata.
TemporalMetadata - Class in com.tnsai.intelligence.rag.temporal: Canonical input and provenance metadata keys for temporal retrieval.
TemporalRAGStrategy - Class in com.tnsai.intelligence.rag: Re-ranks content-relevant child hits with bounded time decay.
TemporalRAGStrategy(RAGStrategy, TemporalIndex, Set<String>, Clock, Duration, double, Duration) - Constructor for class com.tnsai.intelligence.rag.TemporalRAGStrategy: Creates a temporal retrieval strategy.
text() - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ScoredChunk: Returns the value of the text record component.
Thread safety - Search tag in interface com.tnsai.intelligence.rag.Reranker: Section
tier() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Point: Returns the value of the tier record component.
timestamp(String) - Method in class com.tnsai.intelligence.rag.temporal.TemporalIndex: Parses the canonical timestamp for one resolved entry.
TIMESTAMP - Static variable in class com.tnsai.intelligence.rag.temporal.TemporalMetadata: Canonical document timestamp, parsed with Instant.parse.
title() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Node: Returns the value of the title record component.
toNodeId() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Edge: Returns the value of the toNodeId record component.
topN() - Method in record class com.tnsai.intelligence.rag.Reranker.Request: Returns the value of the topN record component.
toString() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestedChunk: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionProgress: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionResult: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.binding.FileIngestionService.Limits: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.ProviderStatus: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.RetrievalDeclaration: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.SourceSnapshot: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.binding.SourceLoader.LoadedDocument: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Document: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.graph.FileGraphCorpus.Key: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Edge: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Neighbor: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Node: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Seed: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.graph.GraphStoreProvider.Request: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.QueryExpander.Request: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.RAGContext: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.Reranker.Request: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.RetrievedDocument: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.segment.DocumentSegment: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Decision: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Node: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.TreeNavigator.Request: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Config: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Point: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.ScoredPoint: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.vector.QdrantTransport.Config: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ReindexStats: Returns a string representation of this record class.
toString() - Method in record class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex.ScoredChunk: Returns a string representation of this record class.
TreeNavigator - Interface in com.tnsai.intelligence.rag: Service provider interface for model-driven traversal of a document tree.
TreeNavigator.Decision - Record Class in com.tnsai.intelligence.rag: What the navigator decided to do at one node.
TreeNavigator.Node - Record Class in com.tnsai.intelligence.rag: One node as the navigator sees it.
TreeNavigator.Request - Record Class in com.tnsai.intelligence.rag: Immutable input passed to a TreeNavigator provider.
TreeNavigatorException - Exception Class in com.tnsai.intelligence.rag: Signals that vectorless reasoning retrieval was requested but no unambiguous TreeNavigator is available for the declared model.
TreeNavigatorException(String) - Constructor for exception class com.tnsai.intelligence.rag.TreeNavigatorException: Creates a tree-navigation capability error.
TRUNCATED - Static variable in class com.tnsai.intelligence.rag.hierarchy.HierarchyMetadata: Whether expansion stopped before reaching the hierarchy root.
tryLoad() - Static method in class com.tnsai.intelligence.rag.extract.OfficeDocumentContentExtractor: Returns an extractor for every binary backend present on this classpath.
type() - Method in record class com.tnsai.intelligence.rag.binding.RagDiagnostics.SourceSnapshot: Returns the value of the type record component.
type() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Edge: Returns the value of the type record component.

U

undefinedTable() - Method in exception class com.tnsai.intelligence.rag.vector.PgvectorRequestException
uniqueEmbeddingRatio() - Method in class com.tnsai.intelligence.rag.vector.SelectiveReembedIndex: Unique embeddings divided by the naive per-chunk count.
upsert(PgvectorTransport.Point) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
upsert(PgvectorTransport.Point) - Method in interface com.tnsai.intelligence.rag.vector.PgvectorTransport
upsert(String, MemoryEntry, float[]) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex
upsert(String, MemoryEntry, float[]) - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorIndex
upsertLeased(PgvectorTransport.Point, String, long) - Method in class com.tnsai.intelligence.rag.vector.JdbcPgvectorTransport
URI_ENV - Static variable in class com.tnsai.intelligence.rag.graph.Neo4jGraphStoreProvider: Environment variable that enables the adapter.
URI_PROPERTY - Static variable in class com.tnsai.intelligence.rag.graph.Neo4jGraphStoreProvider: System property that enables the adapter.
url() - Method in record class com.tnsai.intelligence.rag.vector.QdrantTransport.Config: Returns the value of the url record component.
url(String) - Method in class com.tnsai.intelligence.rag.vector.QdrantVectorMemoryStore.Builder
URL_ENV - Static variable in class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex: Environment variable that enables the adapter.
URL_ENV - Static variable in class com.tnsai.intelligence.rag.vector.QdrantVectorIndex: Environment variable that enables the adapter.
URL_PROPERTY - Static variable in class com.tnsai.intelligence.rag.vector.PgvectorVectorIndex: System property that enables the adapter.
URL_PROPERTY - Static variable in class com.tnsai.intelligence.rag.vector.QdrantVectorIndex: System property that enables the adapter.
user() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Config: Returns the value of the user record component.
user(String) - Method in class com.tnsai.intelligence.rag.vector.PgvectorVectorMemoryStore.Builder

V

validate() - Method in class com.tnsai.intelligence.rag.hierarchy.HierarchyIndex: Checks every structural invariant this index can decide from its own documents: canonical identity, duplicate hierarchy and entry IDs, blank parents, unresolvable parent references, and parent cycles.
validate() - Method in class com.tnsai.intelligence.rag.temporal.TemporalIndex: Checks every structural invariant this index can decide from its own documents: canonical identity, duplicate entry IDs, and the presence and ISO-8601 syntax of every declared TemporalMetadata.TIMESTAMP.
validateConfiguration(Class<?>) - Method in class com.tnsai.intelligence.rag.binding.DefaultRetrievalSpi
validateConfiguration(Class<?>, List<KnowledgeEntry>, LLMClient) - Method in class com.tnsai.intelligence.rag.binding.DefaultRetrievalSpi
validateConfiguration(Class<?>, List<KnowledgeEntry>, LLMClient, boolean) - Method in class com.tnsai.intelligence.rag.binding.DefaultRetrievalSpi
validateConfiguration(Class<?>, List<KnowledgeEntry>, LLMClient, Map<String, List<String>>) - Method in class com.tnsai.intelligence.rag.binding.DefaultRetrievalSpi
valueOf(String) - Static method in enum class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionStage: Returns the enum constant of this class with the specified name.
valueOf(String) - Static method in enum class com.tnsai.intelligence.rag.HybridGraphStream: Returns the enum constant of this class with the specified name.
valueOf(String) - Static method in enum class com.tnsai.intelligence.rag.vector.PgvectorTransport.IndexKind: Returns the enum constant of this class with the specified name.
values() - Static method in enum class com.tnsai.intelligence.rag.binding.FileIngestionService.IngestionStage: Returns an array containing the constants of this enum class, in the order they are declared.
values() - Static method in enum class com.tnsai.intelligence.rag.HybridGraphStream: Returns an array containing the constants of this enum class, in the order they are declared.
values() - Static method in enum class com.tnsai.intelligence.rag.vector.PgvectorTransport.IndexKind: Returns an array containing the constants of this enum class, in the order they are declared.
vector() - Method in record class com.tnsai.intelligence.rag.vector.PgvectorTransport.Point: Returns the value of the vector record component.
VectorBackends - Class in com.tnsai.intelligence.rag.vector: Picks at most one optional vector backend for Role bindings.
VectorRAGStrategy - Class in com.tnsai.intelligence.rag: RAG strategy that uses embedding-based semantic similarity search.
VectorRAGStrategy(VectorMemoryStore) - Constructor for class com.tnsai.intelligence.rag.VectorRAGStrategy: Creates a vector RAG strategy backed by the given store.
version() - Method in class com.tnsai.intelligence.rag.binding.SourceCodeContentExtractor
version() - Method in class com.tnsai.intelligence.rag.binding.StructuredTextContentExtractor
version() - Method in class com.tnsai.intelligence.rag.extract.OfficeDocumentContentExtractor

W

weight() - Method in record class com.tnsai.intelligence.rag.graph.GraphStore.Edge: Returns the value of the weight record component.
What this strategy keeps for itself - Search tag in class com.tnsai.intelligence.rag.ReasoningRAGStrategy: Section
withMaxResults(int) - Method in record class com.tnsai.intelligence.rag.RAGContext: Returns a new context with an updated max results value.
withMetadataFilters(Map<String, String>) - Method in record class com.tnsai.intelligence.rag.RAGContext: Returns a new context with the given metadata filters.
withMinScore(double) - Method in record class com.tnsai.intelligence.rag.RAGContext: Returns a new context with an updated minimum score threshold.

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