Class VectorDBQAChain

Class that represents a VectorDBQAChain. It extends the BaseChain class and implements the VectorDBQAChainInput interface. It performs a similarity search using a vector store and combines the search results using a specified combine documents chain.

Hierarchy

Implements

Constructors

Properties

combineDocumentsChain: BaseChain<ChainValues, ChainValues>
inputKey: string = "query"
k: number = 4
returnSourceDocuments: boolean = false
vectorstore: VectorStore
memory?: BaseMemory

Accessors

  • get inputKeys(): string[]
  • Returns string[]

  • get outputKeys(): string[]
  • Returns string[]

Methods

  • Call the chain on all inputs in the list

    Parameters

    • inputs: ChainValues[]
    • Optional config: (BaseCallbackConfig | Callbacks)[]

    Returns Promise<ChainValues[]>

  • Run the core logic of this chain and add to output if desired.

    Wraps _call and handles memory.

    Parameters

    • values: ChainValues & {
          signal?: AbortSignal;
          timeout?: number;
      }
    • Optional config: BaseCallbackConfig | Callbacks
    • Optional tags: string[]

      Deprecated

    Returns Promise<ChainValues>

  • Invoke the chain with the provided input and returns the output.

    Parameters

    • input: ChainValues

      Input values for the chain run.

    • Optional config: BaseCallbackConfig

      Optional configuration for the Runnable.

    Returns Promise<ChainValues>

    Promise that resolves with the output of the chain run.

  • Parameters

    • inputs: Record<string, unknown>
    • outputs: Record<string, unknown>
    • returnOnlyOutputs: boolean = false

    Returns Promise<Record<string, unknown>>

  • Parameters

    • input: any
    • Optional config: BaseCallbackConfig | Callbacks

    Returns Promise<string>

  • Static method that creates a VectorDBQAChain instance from a BaseLanguageModel and a vector store. It also accepts optional options to customize the chain.

    Parameters

    • llm: BaseLanguageModel<any, BaseLanguageModelCallOptions>

      The BaseLanguageModel instance.

    • vectorstore: VectorStore

      The vector store used for similarity search.

    • Optional options: Partial<Omit<VectorDBQAChainInput, "vectorstore" | "combineDocumentsChain">>

      Optional options to customize the chain.

    Returns VectorDBQAChain

    A new instance of VectorDBQAChain.

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