索引 _ | A | C | D | E | F | G | H | I | K | L | M | N | O | P | Q | R | S | T | U | V | W _ __call__() (neo4j_graphrag.experimental.pipeline.notification.EventCallbackProtocol 方法) (neo4j_graphrag.experimental.pipeline.types.context.TaskProgressNotifierProtocol 方法) A add_component() (neo4j_graphrag.experimental.pipeline.Pipeline 方法) ainvoke() (neo4j_graphrag.llm.anthropic_llm.AnthropicLLM 方法) (neo4j_graphrag.llm.cohere_llm.CohereLLM 方法) (neo4j_graphrag.llm.LLMInterface 方法) (neo4j_graphrag.llm.mistralai_llm.MistralAILLM 方法) (neo4j_graphrag.llm.ollama_llm.OllamaLLM 方法) (neo4j_graphrag.llm.vertexai_llm.VertexAILLM 方法) ainvoke_with_tools() (neo4j_graphrag.llm.LLMInterface 方法) (neo4j_graphrag.llm.vertexai_llm.VertexAILLM 方法) AnthropicLLM (类，位于 neo4j_graphrag.llm.anthropic_llm) async_upsert_vector() (位于模块 neo4j_graphrag.indexes) async_upsert_vector_on_relationship() (位于模块 neo4j_graphrag.indexes) AzureOpenAIEmbeddings (类，位于 neo4j_graphrag.embeddings.openai) AzureOpenAILLM (类，位于 neo4j_graphrag.llm.openai_llm) C chunks (neo4j_graphrag.experimental.components.types.TextChunks 属性) CohereEmbeddings (类，位于 neo4j_graphrag.embeddings.cohere) CohereLLM (类，位于 neo4j_graphrag.llm.cohere_llm) Component (类，位于 neo4j_graphrag.experimental.pipeline.component) ComponentConfig (类，位于 neo4j_graphrag.experimental.pipeline.config.object_config) ComponentType (类，位于 neo4j_graphrag.experimental.pipeline.config.object_config) connect() (neo4j_graphrag.experimental.pipeline.Pipeline 方法) content (neo4j_graphrag.types.RetrieverResultItem 属性) conversation_prompt() (neo4j_graphrag.generation.graphrag.GraphRAG 方法) create_chunk_node() (neo4j_graphrag.experimental.components.lexical_graph.LexicalGraphBuilder 方法) create_chunk_to_document_rel() (neo4j_graphrag.experimental.components.lexical_graph.LexicalGraphBuilder 方法) create_document_node() (neo4j_graphrag.experimental.components.lexical_graph.LexicalGraphBuilder 方法) create_fulltext_index() (位于模块 neo4j_graphrag.indexes) create_next_chunk_relationship() (neo4j_graphrag.experimental.components.lexical_graph.LexicalGraphBuilder 方法) create_node_to_chunk_rel() (neo4j_graphrag.experimental.components.lexical_graph.LexicalGraphBuilder 方法) create_vector_index() (位于模块 neo4j_graphrag.indexes) D DataLoader (类，位于 neo4j_graphrag.experimental.components.pdf_loader) default_record_formatter() (neo4j_graphrag.retrievers.base.Retriever 方法) DEFAULT_SYSTEM_INSTRUCTIONS (neo4j_graphrag.generation.prompts.PromptTemplate 属性) (neo4j_graphrag.generation.prompts.RagTemplate 属性) DEFAULT_TEMPLATE (neo4j_graphrag.generation.prompts.ERExtractionTemplate 属性) (neo4j_graphrag.generation.prompts.PromptTemplate 属性) (neo4j_graphrag.generation.prompts.RagTemplate 属性) (neo4j_graphrag.generation.prompts.Text2CypherTemplate 属性) DocumentInfo (类，位于 neo4j_graphrag.experimental.components.types) draw() (neo4j_graphrag.experimental.pipeline.Pipeline 方法) drop_index_if_exists() (位于模块 neo4j_graphrag.indexes) E embed_query() (neo4j_graphrag.embeddings.base.Embedder 方法) (neo4j_graphrag.embeddings.cohere.CohereEmbeddings 方法) (neo4j_graphrag.embeddings.mistral.MistralAIEmbeddings 方法) (neo4j_graphrag.embeddings.ollama.OllamaEmbeddings 方法) (neo4j_graphrag.embeddings.sentence_transformers.SentenceTransformerEmbeddings 方法) (neo4j_graphrag.embeddings.vertexai.VertexAIEmbeddings 方法) Embedder (类，位于 neo4j_graphrag.embeddings.base) EmbedderConfig (类，位于 neo4j_graphrag.experimental.pipeline.config.object_config) EmbedderType (类，位于 neo4j_graphrag.experimental.pipeline.config.object_config) embedding_properties (neo4j_graphrag.experimental.components.types.Neo4jNode 属性) (neo4j_graphrag.experimental.components.types.Neo4jRelationship 属性) EmbeddingRequiredError (类，位于 neo4j_graphrag.exceptions) EmbeddingsGenerationError (类，位于 neo4j_graphrag.exceptions) end_node_id (neo4j_graphrag.experimental.components.types.Neo4jRelationship 属性) EntityRelationExtractor (类，位于 neo4j_graphrag.experimental.components.entity_relation_extractor) ERExtractionTemplate (类，位于 neo4j_graphrag.generation.prompts) EventCallbackProtocol (类，位于 neo4j_graphrag.experimental.pipeline.notification) EXPECTED_INPUTS (neo4j_graphrag.generation.prompts.ERExtractionTemplate 属性) (neo4j_graphrag.generation.prompts.PromptTemplate 属性) (neo4j_graphrag.generation.prompts.RagTemplate 属性) (neo4j_graphrag.generation.prompts.Text2CypherTemplate 属性) F FilterValidationError (类，位于 neo4j_graphrag.exceptions) FixedSizeSplitter (类，位于 neo4j_graphrag.experimental.components.text_splitters.fixed_size_splitter) format() (neo4j_graphrag.generation.prompts.PromptTemplate 方法) format_schema() (位于模块 neo4j_graphrag.schema) FuzzyMatchResolver (类，位于 neo4j_graphrag.experimental.components.resolver) G get_document_metadata() (neo4j_graphrag.experimental.components.pdf_loader.DataLoader 方法) get_messages() (neo4j_graphrag.llm.anthropic_llm.AnthropicLLM 方法) (neo4j_graphrag.llm.cohere_llm.CohereLLM 方法) (neo4j_graphrag.llm.mistralai_llm.MistralAILLM 方法) (neo4j_graphrag.llm.ollama_llm.OllamaLLM 方法) (neo4j_graphrag.llm.vertexai_llm.VertexAILLM 方法) get_result_formatter() (neo4j_graphrag.retrievers.base.Retriever 方法) get_schema() (位于模块 neo4j_graphrag.schema) get_search_results() (neo4j_graphrag.retrievers.base.Retriever 方法) get_structured_schema() (位于模块 neo4j_graphrag.schema) GraphRAG (类，位于 neo4j_graphrag.generation.graphrag) H HybridCypherRetriever (类，位于 neo4j_graphrag.retrievers) HybridRetriever (类，位于 neo4j_graphrag.retrievers) I id (neo4j_graphrag.experimental.components.types.Neo4jNode 属性) index (neo4j_graphrag.experimental.components.types.TextChunk 属性) index_name (neo4j_graphrag.retrievers.base.Retriever 属性) InMemoryMessageHistory (类，位于 neo4j_graphrag.message_history) InvalidHybridSearchRankerError (类，位于 neo4j_graphrag.exceptions) InvalidJSONError (类，位于 neo4j_graphrag.experimental.pipeline.exceptions) InvalidRetrieverResultError (类，位于 neo4j_graphrag.exceptions) invoke() (neo4j_graphrag.llm.anthropic_llm.AnthropicLLM 方法) (neo4j_graphrag.llm.cohere_llm.CohereLLM 方法) (neo4j_graphrag.llm.LLMInterface 方法) (neo4j_graphrag.llm.mistralai_llm.MistralAILLM 方法) (neo4j_graphrag.llm.ollama_llm.OllamaLLM 方法) (neo4j_graphrag.llm.vertexai_llm.VertexAILLM 方法) invoke_with_tools() (neo4j_graphrag.llm.LLMInterface 方法) (neo4j_graphrag.llm.vertexai_llm.VertexAILLM 方法) items (neo4j_graphrag.types.RetrieverResult 属性) K KGWriter (类，位于 neo4j_graphrag.experimental.components.kg_writer) KGWriterModel (类，位于 neo4j_graphrag.experimental.components.kg_writer) L label (neo4j_graphrag.experimental.components.types.Neo4jNode 属性) LangChainTextSplitterAdapter (类，位于 neo4j_graphrag.experimental.components.text_splitters.langchain) LexicalGraphBuilder (类，位于 neo4j_graphrag.experimental.components.lexical_graph) LexicalGraphConfig (类，位于 neo4j_graphrag.experimental.components.types) LlamaIndexTextSplitterAdapter (类，位于 neo4j_graphrag.experimental.components.text_splitters.llamaindex) LLMConfig (类，位于 neo4j_graphrag.experimental.pipeline.config.object_config) LLMEntityRelationExtractor (类，位于 neo4j_graphrag.experimental.components.entity_relation_extractor) LLMGenerationError (类，位于 neo4j_graphrag.exceptions) LLMInterface (类，位于 neo4j_graphrag.llm) LLMMessage (类，位于 neo4j_graphrag.types) LLMResponse (类，位于 neo4j_graphrag.llm.types) LLMType (类，位于 neo4j_graphrag.experimental.pipeline.config.object_config) load_file() (neo4j_graphrag.experimental.components.pdf_loader.PdfLoader 静态方法) M metadata (neo4j_graphrag.experimental.components.types.DocumentInfo 属性) (neo4j_graphrag.experimental.components.types.TextChunk 属性) (neo4j_graphrag.types.RawSearchResult 属性) (neo4j_graphrag.types.RetrieverResult 属性) (neo4j_graphrag.types.RetrieverResultItem 属性) MistralAIEmbeddings (类，位于 neo4j_graphrag.embeddings.mistral) MistralAILLM (类，位于 neo4j_graphrag.llm.mistralai_llm) N Neo4jChunkReader (类，位于 neo4j_graphrag.experimental.components.neo4j_reader) Neo4jDriverConfig (类，位于 neo4j_graphrag.experimental.pipeline.config.object_config) Neo4jDriverType (类，位于 neo4j_graphrag.experimental.pipeline.config.object_config) Neo4jGraph (类，位于 neo4j_graphrag.experimental.components.types) Neo4jGraphRagError (类，位于 neo4j_graphrag.exceptions) Neo4jIndexError (类，位于 neo4j_graphrag.exceptions) Neo4jInsertionError (类，位于 neo4j_graphrag.exceptions) Neo4jMessageHistory (类，位于 neo4j_graphrag.message_history) Neo4jNode (类，位于 neo4j_graphrag.experimental.components.types) Neo4jRelationship (类，位于 neo4j_graphrag.experimental.components.types) Neo4jVersionError (类，位于 neo4j_graphrag.exceptions) Neo4jWriter (类，位于 neo4j_graphrag.experimental.components.kg_writer) nodes (neo4j_graphrag.experimental.components.types.Neo4jGraph 属性) O OllamaEmbeddings (类，位于 neo4j_graphrag.embeddings.ollama) OllamaLLM (类，位于 neo4j_graphrag.llm.ollama_llm) OpenAIEmbeddings (类，位于 neo4j_graphrag.embeddings.openai) OpenAILLM (类，位于 neo4j_graphrag.llm.openai_llm) P ParamFromEnvConfig (类，位于 neo4j_graphrag.experimental.pipeline.config.param_resolver) path (neo4j_graphrag.experimental.components.types.DocumentInfo 属性) PdfLoader (类，位于 neo4j_graphrag.experimental.components.pdf_loader) PdfLoaderError (类，位于 neo4j_graphrag.exceptions) PineconeNeo4jRetriever (类，位于 neo4j_graphrag.retrievers.external.pinecone.pinecone) Pipeline (类，位于 neo4j_graphrag.experimental.pipeline) PIPELINE_FAILED (neo4j_graphrag.experimental.pipeline.notification.EventType 属性) PIPELINE_FINISHED (neo4j_graphrag.experimental.pipeline.notification.EventType 属性) PIPELINE_STARTED (neo4j_graphrag.experimental.pipeline.notification.EventType 属性) PipelineDefinitionError (类，位于 neo4j_graphrag.experimental.pipeline.exceptions) PipelineEvent (类，位于 neo4j_graphrag.experimental.pipeline.notification) PipelineMissingDependencyError (类，位于 neo4j_graphrag.experimental.pipeline.exceptions) PipelineRunner (类，位于 neo4j_graphrag.experimental.pipeline.config.runner) PipelineStatusUpdateError (类，位于 neo4j_graphrag.experimental.pipeline.exceptions) process_chunk() (neo4j_graphrag.experimental.components.lexical_graph.LexicalGraphBuilder 方法) process_chunk_extracted_entities() (neo4j_graphrag.experimental.components.lexical_graph.LexicalGraphBuilder 方法) PromptMissingInputError (类，位于 neo4j_graphrag.exceptions) PromptMissingPlaceholderError (类，位于 neo4j_graphrag.exceptions) PromptTemplate (类，位于 neo4j_graphrag.generation.prompts) properties (neo4j_graphrag.experimental.components.types.Neo4jNode 属性) (neo4j_graphrag.experimental.components.types.Neo4jRelationship 属性) Q QdrantNeo4jRetriever (类，位于 neo4j_graphrag.retrievers.external.qdrant.qdrant) R RagInitializationError (类，位于 neo4j_graphrag.exceptions) RagResultModel (类，位于 neo4j_graphrag.generation.types) RagTemplate (类，位于 neo4j_graphrag.generation.prompts) RawSearchResult (类，位于 neo4j_graphrag.types) records (neo4j_graphrag.types.RawSearchResult 属性) relationships (neo4j_graphrag.experimental.components.types.Neo4jGraph 属性) retrieve_fulltext_index_info() (位于模块 neo4j_graphrag.indexes) retrieve_vector_index_info() (位于模块 neo4j_graphrag.indexes) Retriever (类，位于 neo4j_graphrag.retrievers.base) RetrieverInitializationError (类，位于 neo4j_graphrag.exceptions) RetrieverResult (类，位于 neo4j_graphrag.types) RetrieverResultItem (类，位于 neo4j_graphrag.types) run() (neo4j_graphrag.experimental.components.embedder.TextChunkEmbedder 方法) (neo4j_graphrag.experimental.components.entity_relation_extractor.EntityRelationExtractor 方法) (neo4j_graphrag.experimental.components.entity_relation_extractor.LLMEntityRelationExtractor 方法) (neo4j_graphrag.experimental.components.kg_writer.KGWriter 方法) (neo4j_graphrag.experimental.components.kg_writer.Neo4jWriter 方法) (neo4j_graphrag.experimental.components.lexical_graph.LexicalGraphBuilder 方法) (neo4j_graphrag.experimental.components.neo4j_reader.Neo4jChunkReader 方法) (neo4j_graphrag.experimental.components.pdf_loader.DataLoader 方法) (neo4j_graphrag.experimental.components.pdf_loader.PdfLoader 方法) (neo4j_graphrag.experimental.components.resolver.FuzzyMatchResolver 方法) (neo4j_graphrag.experimental.components.resolver.SinglePropertyExactMatchResolver 方法) (neo4j_graphrag.experimental.components.resolver.SpaCySemanticMatchResolver 方法) (neo4j_graphrag.experimental.components.schema.SchemaBuilder 方法) (neo4j_graphrag.experimental.components.text_splitters.base.TextSplitter 方法) (neo4j_graphrag.experimental.components.text_splitters.fixed_size_splitter.FixedSizeSplitter 方法) (neo4j_graphrag.experimental.components.text_splitters.langchain.LangChainTextSplitterAdapter 方法) (neo4j_graphrag.experimental.components.text_splitters.llamaindex.LlamaIndexTextSplitterAdapter 方法) (neo4j_graphrag.experimental.pipeline.component.Component 方法) (neo4j_graphrag.experimental.pipeline.Pipeline 方法) run_async() (neo4j_graphrag.experimental.pipeline.kg_builder.SimpleKGPipeline 方法) run_with_context() (neo4j_graphrag.experimental.pipeline.component.Component 方法) RunContext (类，位于 neo4j_graphrag.experimental.pipeline.types.context) S SchemaBuilder (类，位于 neo4j_graphrag.experimental.components.schema) SchemaConfig (类，位于 neo4j_graphrag.experimental.components.schema) SchemaEntity (类，位于 neo4j_graphrag.experimental.components.schema) SchemaFetchError (类，位于 neo4j_graphrag.exceptions) SchemaProperty (类，位于 neo4j_graphrag.experimental.components.schema) SchemaRelation (类，位于 neo4j_graphrag.experimental.components.schema) SchemaValidationError (类，位于 neo4j_graphrag.exceptions) search() (neo4j_graphrag.generation.graphrag.GraphRAG 方法) (neo4j_graphrag.retrievers.base.Retriever 方法) (neo4j_graphrag.retrievers.external.pinecone.pinecone.PineconeNeo4jRetriever 方法) (neo4j_graphrag.retrievers.external.qdrant.qdrant.QdrantNeo4jRetriever 方法) (neo4j_graphrag.retrievers.external.weaviate.weaviate.WeaviateNeo4jRetriever 方法) (neo4j_graphrag.retrievers.HybridCypherRetriever 方法) (neo4j_graphrag.retrievers.HybridRetriever 方法) (neo4j_graphrag.retrievers.Text2CypherRetriever 方法) (neo4j_graphrag.retrievers.VectorCypherRetriever 方法) (neo4j_graphrag.retrievers.VectorRetriever 方法) SearchQueryParseError (类，位于 neo4j_graphrag.exceptions) SearchValidationError (类，位于 neo4j_graphrag.exceptions) SentenceTransformerEmbeddings (类，位于 neo4j_graphrag.embeddings.sentence_transformers) SimpleKGPipeline (类，位于 neo4j_graphrag.experimental.pipeline.kg_builder) SimpleKGPipelineConfig (类，位于 neo4j_graphrag.experimental.pipeline.config.template_pipeline.simple_kg_builder) SinglePropertyExactMatchResolver (类，位于 neo4j_graphrag.experimental.components.resolver) SpaCySemanticMatchResolver (类，位于 neo4j_graphrag.experimental.components.resolver) start_node_id (neo4j_graphrag.experimental.components.types.Neo4jRelationship 属性) status (neo4j_graphrag.experimental.components.kg_writer.KGWriterModel 属性) T TASK_FINISHED (neo4j_graphrag.experimental.pipeline.notification.EventType 属性) TASK_PROGRESS (neo4j_graphrag.experimental.pipeline.notification.EventType 属性) TASK_STARTED (neo4j_graphrag.experimental.pipeline.notification.EventType 属性) TaskEvent (类，位于 neo4j_graphrag.experimental.pipeline.notification) TaskProgressNotifierProtocol (类，位于 neo4j_graphrag.experimental.pipeline.types.context) text (neo4j_graphrag.experimental.components.types.TextChunk 属性) Text2CypherRetrievalError (类，位于 neo4j_graphrag.exceptions) Text2CypherRetriever (类，位于 neo4j_graphrag.retrievers) Text2CypherTemplate (类，位于 neo4j_graphrag.generation.prompts) TextChunk (类，位于 neo4j_graphrag.experimental.components.types) TextChunkEmbedder (类，位于 neo4j_graphrag.experimental.components.embedder) TextChunks (类，位于 neo4j_graphrag.experimental.components.types) TextSplitter (类，位于 neo4j_graphrag.experimental.components.text_splitters.base) type (neo4j_graphrag.experimental.components.types.Neo4jRelationship 属性) U uid (neo4j_graphrag.experimental.components.types.DocumentInfo 属性) (neo4j_graphrag.experimental.components.types.TextChunk 属性) update_ids() (neo4j_graphrag.experimental.components.entity_relation_extractor.EntityRelationExtractor 方法) upsert_vector() (位于模块 neo4j_graphrag.indexes) upsert_vector_on_relationship() (位于模块 neo4j_graphrag.indexes) upsert_vectors() (位于模块 neo4j_graphrag.indexes) V VectorCypherRetriever (类，位于 neo4j_graphrag.retrievers) VectorRetriever (类，位于 neo4j_graphrag.retrievers) VERIFY_NEO4J_VERSION (neo4j_graphrag.retrievers.base.Retriever 属性) VertexAIEmbeddings (类，位于 neo4j_graphrag.embeddings.vertexai) VertexAILLM (类，位于 neo4j_graphrag.llm.vertexai_llm) W WeaviateNeo4jRetriever (类，位于 neo4j_graphrag.retrievers.external.weaviate.weaviate)