A retriever that retrieves documents from a vector store and a document store. It uses the vector store to find relevant documents based on a query, and then retrieves the full documents from the document store.

Example

const retriever = new MultiVectorRetriever({
vectorstore: new FaissStore(),
docstore: new InMemoryStore(),
idKey: "doc_id",
childK: 20,
parentK: 5,
});

const retrieverResult = await retriever.getRelevantDocuments("justice breyer");
console.log(retrieverResult[0].pageContent.length);

Hierarchy

Constructors

Properties

docstore: BaseStoreInterface<string, Document<Record<string, any>>>
vectorstore: VectorStore
callbacks?: Callbacks
metadata?: Record<string, unknown>
tags?: string[]
verbose?: boolean
idKey: string
childK?: number
parentK?: number

Methods

  • Default implementation of batch, which calls invoke N times. Subclasses should override this method if they can batch more efficiently.

    Parameters

    • inputs: string[]

      Array of inputs to each batch call.

    • Optional options: Partial<BaseCallbackConfig> | Partial<BaseCallbackConfig>[]

      Either a single call options object to apply to each batch call or an array for each call.

    • Optional batchOptions: RunnableBatchOptions & {
          returnExceptions?: false;
      }

    Returns Promise<DocumentInterface<Record<string, any>>[][]>

    An array of RunOutputs, or mixed RunOutputs and errors if batchOptions.returnExceptions is set

  • Parameters

    Returns Promise<(Error | DocumentInterface<Record<string, any>>[])[]>

  • Parameters

    Returns Promise<(Error | DocumentInterface<Record<string, any>>[])[]>

  • Bind arguments to a Runnable, returning a new Runnable.

    Parameters

    Returns Runnable<string, DocumentInterface<Record<string, any>>[], BaseCallbackConfig>

    A new RunnableBinding that, when invoked, will apply the bound args.

  • Main method used to retrieve relevant documents. It takes a query string and an optional configuration object, and returns a promise that resolves to an array of Document objects. This method handles the retrieval process, including starting and ending callbacks, and error handling.

    Parameters

    • query: string

      The query string to retrieve relevant documents for.

    • Optional config: BaseCallbackConfig | Callbacks

      Optional configuration object for the retrieval process.

    Returns Promise<DocumentInterface<Record<string, any>>[]>

    A promise that resolves to an array of Document objects.

  • Parameters

    Returns Promise<DocumentInterface<Record<string, any>>[]>

  • Return a new Runnable that maps a list of inputs to a list of outputs, by calling invoke() with each input.

    Returns Runnable<string[], DocumentInterface<Record<string, any>>[][], BaseCallbackConfig>

  • Create a new runnable sequence that runs each individual runnable in series, piping the output of one runnable into another runnable or runnable-like.

    Type Parameters

    • NewRunOutput

    Parameters

    • coerceable: RunnableLike<DocumentInterface<Record<string, any>>[], NewRunOutput>

      A runnable, function, or object whose values are functions or runnables.

    Returns RunnableSequence<string, Exclude<NewRunOutput, Error>>

    A new runnable sequence.

  • Stream output in chunks.

    Parameters

    Returns Promise<IterableReadableStream<DocumentInterface<Record<string, any>>[]>>

    A readable stream that is also an iterable.

  • Stream all output from a runnable, as reported to the callback system. This includes all inner runs of LLMs, Retrievers, Tools, etc. Output is streamed as Log objects, which include a list of jsonpatch ops that describe how the state of the run has changed in each step, and the final state of the run. The jsonpatch ops can be applied in order to construct state.

    Parameters

    • input: string
    • Optional options: Partial<BaseCallbackConfig>
    • Optional streamOptions: Omit<LogStreamCallbackHandlerInput, "autoClose">

    Returns AsyncGenerator<RunLogPatch, any, unknown>

  • Default implementation of transform, which buffers input and then calls stream. Subclasses should override this method if they can start producing output while input is still being generated.

    Parameters

    Returns AsyncGenerator<DocumentInterface<Record<string, any>>[], any, unknown>

  • Create a new runnable from the current one that will try invoking other passed fallback runnables if the initial invocation fails.

    Parameters

    Returns RunnableWithFallbacks<string, DocumentInterface<Record<string, any>>[]>

    A new RunnableWithFallbacks.

  • Bind lifecycle listeners to a Runnable, returning a new Runnable. The Run object contains information about the run, including its id, type, input, output, error, startTime, endTime, and any tags or metadata added to the run.

    Parameters

    • params: {
          onEnd?: ((run, config?) => void | Promise<void>);
          onError?: ((run, config?) => void | Promise<void>);
          onStart?: ((run, config?) => void | Promise<void>);
      }

      The object containing the callback functions.

      • Optional onEnd?: ((run, config?) => void | Promise<void>)
          • (run, config?): void | Promise<void>
          • Called after the runnable finishes running, with the Run object.

            Parameters

            Returns void | Promise<void>

      • Optional onError?: ((run, config?) => void | Promise<void>)
          • (run, config?): void | Promise<void>
          • Called if the runnable throws an error, with the Run object.

            Parameters

            Returns void | Promise<void>

      • Optional onStart?: ((run, config?) => void | Promise<void>)
          • (run, config?): void | Promise<void>
          • Called before the runnable starts running, with the Run object.

            Parameters

            Returns void | Promise<void>

    Returns Runnable<string, DocumentInterface<Record<string, any>>[], BaseCallbackConfig>

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