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    Class that extends VectorStore. It allows to perform similarity search using Voi similarity search engine. The class requires passing Voy Client as an input parameter.

    Hierarchy (View Summary)

    Index

    Constructors

    • Parameters

      • client: VoyClient
      • embeddings: EmbeddingsInterface

      Returns VoyVectorStore

    Properties

    client: VoyClient
    docstore: InternalDoc[] = []
    numDimensions: null | number = null

    Methods

    • Returns string

    • Adds documents to the Voy database. The documents are embedded using embeddings provided while instantiating the class.

      Parameters

      • documents: Document[]

        An array of Document instances associated with the vectors.

      Returns Promise<void>

    • Adds vectors to the Voy database. The vectors are associated with the provided documents.

      Parameters

      • vectors: number[][]

        An array of vectors to be added to the database.

      • documents: Document[]

        An array of Document instances associated with the vectors.

      Returns Promise<void>

    • Method to delete data from the Voy index. It can delete data based on specific IDs or a filter.

      Parameters

      • params: { deleteAll?: boolean }

        Object that includes either an array of IDs or a filter for the data to be deleted.

      Returns Promise<void>

      Promise that resolves when the deletion is complete.

    • Searches for vectors in the Voy database that are similar to the provided query vector.

      Parameters

      • query: number[]

        The query vector.

      • k: number

        The number of similar vectors to return.

      Returns Promise<[Document, number][]>

      A promise that resolves with an array of tuples, each containing a Document instance and a similarity score.

    • Creates a new VoyVectorStore instance from an array of Document instances. The documents are added to the Voy database.

      Parameters

      • docs: Document[]

        An array of Document instances.

      • embeddings: EmbeddingsInterface

        An Embeddings instance used to generate embeddings for the documents.

      • client: VoyClient

        An instance of Voy client to use in the underlying operations.

      Returns Promise<VoyVectorStore>

      A promise that resolves with a new VoyVectorStore instance.

    • Creates a new VoyVectorStore instance from an array of text strings. The text strings are converted to Document instances and added to the Voy database.

      Parameters

      • texts: string[]

        An array of text strings.

      • metadatas: object | object[]

        An array of metadata objects or a single metadata object. If an array is provided, it must have the same length as the texts array.

      • embeddings: EmbeddingsInterface

        An Embeddings instance used to generate embeddings for the documents.

      • client: VoyClient

        An instance of Voy client to use in the underlying operations.

      Returns Promise<VoyVectorStore>

      A promise that resolves with a new VoyVectorStore instance.