Tree

Contents:

• Introduction
• User Guide: RAG
  • Quickstart
  • GraphRAG Configuration
    • Using Another LLM Model
      • Using Azure Open AI LLM
      • Using VertexAI LLM
      • Using Anthropic LLM
      • Using MistralAI LLM
      • Using Cohere LLM
      • Using a Local Model via Ollama
      • Using a Model from LangChain
      • Using a Custom Model
    • Configuring the Prompt
  • Retriever Configuration
    • Vector Retriever
      • Search Similar Vector
      • Search Similar Text
      • Embedders
      • Other Vector Retriever Configuration
      • Pre-Filters
    • Vector Cypher Retriever
      • Retrieval Query
      • Format the Results
    • Vector Databases
      • Weaviate Retrievers
      • Pinecone Retrievers
      • Qdrant Retrievers
    • Other Retrievers
      • Hybrid Retrievers
      • Hybrid Cypher Retrievers
      • Text2Cypher Retriever
    • Custom Retriever
  • DB Operations
    • Create a Vector Index
    • Populate a Vector Index
    • Drop a Vector Index
• User Guide: Knowledge Graph Builder
  • Pipeline Structure
  • Knowledge Graph Builder Components
    • Document Parser
    • Document Splitter
    • Chunk Embedder
    • Lexical Graph Builder
    • Neo4j Chunk Reader
      • Configure node labels and relationship types
    • Schema Builder
    • Entity and Relation Extractor
      • Error Behaviour
      • Lexical Graph
      • Customizing the Prompt
      • Subclassing the EntityRelationExtractor
    • Knowledge Graph Writer
    • Entity Resolver
• User Guide: Pipeline
  • Creating Components
  • Connecting Components within a Pipeline
  • Visualising a Pipeline
• API Documentation
  • Components
    • KGWriter
      • KGWriter
        • KGWriter.run()
    • Neo4jWriter
      • Neo4jWriter
        • Neo4jWriter.run()
    • TextSplitter
      • TextSplitter
        • TextSplitter.run()
    • FixedSizeSplitter
      • FixedSizeSplitter
        • FixedSizeSplitter.run()
    • LangChainTextSplitterAdapter
    • LlamaIndexTextSplitterAdapter
    • TextChunkEmbedder
      • TextChunkEmbedder
        • TextChunkEmbedder.run()
    • LexicalGraphBuilder
    • Neo4jChunkReader
      • Neo4jChunkReader
        • Neo4jChunkReader.run()
    • SchemaBuilder
      • SchemaBuilder
        • SchemaBuilder.run()
    • EntityRelationExtractor
    • LLMEntityRelationExtractor
    • SinglePropertyExactMatchResolver
      • SinglePropertyExactMatchResolver
        • SinglePropertyExactMatchResolver.run()
  • Pipelines
    • Pipeline
      • Pipeline
        • Pipeline.draw()
        • Pipeline.add_component()
        • Pipeline.connect()
        • Pipeline.run()
    • SimpleKGPipeline
  • Retrievers
    • RetrieverInterface
      • Retriever
        • Retriever.index_name
        • Retriever.VERIFY_NEO4J_VERSION
        • Retriever.search()
        • Retriever.get_search_results()
        • Retriever.get_result_formatter()
        • Retriever.default_record_formatter()
    • VectorRetriever
      • VectorRetriever
        • VectorRetriever.search()
    • VectorCypherRetriever
      • VectorCypherRetriever
        • VectorCypherRetriever.search()
    • HybridRetriever
      • HybridRetriever
        • HybridRetriever.search()
    • HybridCypherRetriever
      • HybridCypherRetriever
        • HybridCypherRetriever.search()
    • Text2CypherRetriever
      • Text2CypherRetriever
        • Text2CypherRetriever.search()
  • External Retrievers
    • WeaviateNeo4jRetriever
    • PineconeNeo4jRetriever
    • QdrantNeo4jRetriever
  • Embedder
    • Embedder
      • Embedder.embed_query()
    • SentenceTransformerEmbeddings
      • SentenceTransformerEmbeddings
        • SentenceTransformerEmbeddings.embed_query()
    • OpenAIEmbeddings
      • OpenAIEmbeddings
    • AzureOpenAIEmbeddings
      • AzureOpenAIEmbeddings
    • VertexAIEmbeddings
      • VertexAIEmbeddings
        • VertexAIEmbeddings.embed_query()
    • MistralAIEmbeddings
      • MistralAIEmbeddings
        • MistralAIEmbeddings.embed_query()
    • CohereEmbeddings
      • CohereEmbeddings
        • CohereEmbeddings.embed_query()
  • Generation
    • LLM
      • LLMInterface
        • LLMInterface
          • LLMInterface.invoke()
          • LLMInterface.ainvoke()
      • OpenAILLM
        • OpenAILLM
      • AzureOpenAILLM
        • AzureOpenAILLM
      • VertexAILLM
        • VertexAILLM
          • VertexAILLM.invoke()
          • VertexAILLM.ainvoke()
      • AnthropicLLM
        • AnthropicLLM
          • AnthropicLLM.invoke()
          • AnthropicLLM.ainvoke()
      • CohereLLM
        • CohereLLM
          • CohereLLM.invoke()
          • CohereLLM.ainvoke()
      • MistralAILLM
        • MistralAILLM
          • MistralAILLM.get_messages()
          • MistralAILLM.invoke()
          • MistralAILLM.ainvoke()
    • PromptTemplate
      • PromptTemplate
        • PromptTemplate.DEFAULT_TEMPLATE
        • PromptTemplate.EXPECTED_INPUTS
        • PromptTemplate.format()
      • RagTemplate
        • RagTemplate
          • RagTemplate.DEFAULT_TEMPLATE
          • RagTemplate.EXPECTED_INPUTS
          • RagTemplate.format()
      • ERExtractionTemplate
        • ERExtractionTemplate
          • ERExtractionTemplate.DEFAULT_TEMPLATE
          • ERExtractionTemplate.EXPECTED_INPUTS
          • ERExtractionTemplate.format()
  • RAG
    • GraphRAG
      • GraphRAG
        • GraphRAG.search()
  • Database Interaction
    • create_vector_index()
    • create_fulltext_index()
    • drop_index_if_exists()
    • upsert_vector()
    • upsert_vector_on_relationship()
    • async_upsert_vector()
    • async_upsert_vector_on_relationship()
  • Errors
    • Neo4jGraphRagError
      • Neo4jGraphRagError
    • RetrieverInitializationError
      • RetrieverInitializationError
    • SearchValidationError
      • SearchValidationError
    • FilterValidationError
      • FilterValidationError
    • EmbeddingRequiredError
      • EmbeddingRequiredError
    • InvalidRetrieverResultError
      • InvalidRetrieverResultError
    • Neo4jIndexError
      • Neo4jIndexError
    • Neo4jInsertionError
      • Neo4jInsertionError
    • Neo4jVersionError
      • Neo4jVersionError
    • Text2CypherRetrievalError
      • Text2CypherRetrievalError
    • SchemaFetchError
      • SchemaFetchError
    • RagInitializationError
      • RagInitializationError
    • PromptMissingInputError
      • PromptMissingInputError
    • LLMGenerationError
      • LLMGenerationError
    • PipelineDefinitionError
      • PipelineDefinitionError
    • PipelineMissingDependencyError
      • PipelineMissingDependencyError
    • PipelineStatusUpdateError
      • PipelineStatusUpdateError
• Types
  • RawSearchResult
    • RawSearchResult
      • RawSearchResult.records
      • RawSearchResult.metadata
  • RetrieverResult
    • RetrieverResult
      • RetrieverResult.items
      • RetrieverResult.metadata
  • RetrieverResultItem
    • RetrieverResultItem
      • RetrieverResultItem.content
      • RetrieverResultItem.metadata
  • LLMResponse
    • LLMResponse
  • RagResultModel
    • RagResultModel
  • TextChunk
    • TextChunk
      • TextChunk.text
      • TextChunk.index
      • TextChunk.metadata
  • TextChunks
    • TextChunks
      • TextChunks.chunks
  • Neo4jNode
    • Neo4jNode
      • Neo4jNode.id
      • Neo4jNode.label
      • Neo4jNode.properties
      • Neo4jNode.embedding_properties
  • Neo4jRelationship
    • Neo4jRelationship
      • Neo4jRelationship.start_node_id
      • Neo4jRelationship.end_node_id
      • Neo4jRelationship.type
      • Neo4jRelationship.properties
      • Neo4jRelationship.embedding_properties
  • Neo4jGraph
    • Neo4jGraph
      • Neo4jGraph.nodes
      • Neo4jGraph.relationships
  • KGWriterModel
    • KGWriterModel
      • KGWriterModel.status
  • SchemaProperty
    • SchemaProperty
  • SchemaEntity
    • SchemaEntity
  • SchemaRelation
    • SchemaRelation
  • SchemaConfig
    • SchemaConfig