class PrismaVectorStoreA specific implementation of the VectorStore class that is designed to work with Prisma. It provides methods for adding models, documents, and vectors, as well as for performing similarity searches.
The embeddings generated for the input texts.
Returns a string representing the type of vector store, which subclasses must implement to identify their specific vector storage type.
Adds an array of documents to the collection. The documents are first
converted to vectors using the embedDocuments method of the
embeddings instance.
Adds documents with their corresponding vectors to the store using INSERT statements. This method ensures documents are created if they don't exist, making it compatible with ParentDocumentRetriever which creates new child documents.
Adds the specified models to the store.
Adds an array of vectors and corresponding documents to the collection. The vectors and documents are batch inserted into the database.
Creates a VectorStoreRetriever instance with flexible configuration options.
Deletes rows from the Cassandra table that match the specified WHERE clause conditions.
Return documents selected using the maximal marginal relevance. Maximal marginal relevance optimizes for similarity to the query AND diversity among selected documents.
Searches for documents similar to a text query by embedding the query and performing a similarity search on the resulting vector.
Performs a similarity search on the vectors in the collection. The search is performed using the given query vector and returns the top k most similar vectors along with their corresponding documents and similarity scores.
Searches for documents similar to a text query by embedding the query, and returns results with similarity scores.
Creates an instance of AnalyticDBVectorStore from an array of texts
and corresponding metadata. The texts are first converted to Document
instances before being added to the collection.
The name of the serializable. Override to provide an alias or to preserve the serialized module name in minified environments.
Implemented as a static method to support loading logic.
Creates a new PrismaVectorStore with the specified model.