ZepVectorStore

Access the query embedding object if available.

Run more texts through the embeddings and add to the vectorstore.

Run more texts through the embeddings and add to the vectorstore.

Return docs most similar to query using specified search type.

Return docs most similar to query using specified search type.

Return docs most similar to query.

Run similarity search with distance.

Return docs most similar to query.

Return docs most similar to query.

Return docs most similar to embedding vector.

Return docs most similar to embedding vector.

Return docs selected using the maximal marginal relevance.

Maximal marginal relevance optimizes for similarity to query AND diversity among selected documents.

Return docs selected using the maximal marginal relevance.

Return docs selected using the maximal marginal relevance.

Maximal marginal relevance optimizes for similarity to query AND diversity among selected documents.

Return docs selected using the maximal marginal relevance.

Class method that returns a ZepVectorStore instance initialized from texts.

If the collection does not exist, it will be created.

Delete by Zep vector UUIDs.

Parameters

ids : Optional[List[str]] The UUIDs of the vectors to delete.

Raises

ValueError If no UUIDs are provided.