SingleStore is a high-performance, distributed SQL database designed to excel in both cloud and on-premises environments. It offers a versatile feature set, seamless deployment options, and exceptional performance. This integration provides the following components to leverage SingleStore’s capabilities:
  • SingleStoreLoader: Load documents directly from a SingleStore database table.
  • SingleStoreSemanticCache: Use SingleStore as a semantic cache for efficient storage and retrieval of embeddings.
  • SingleStoreChatMessageHistory: Store and retrieve chat message history in SingleStore.
  • SingleStoreVectorStore: Store document embeddings and perform fast vector and full-text searches.
These components enable efficient document storage, embedding management, and advanced search capabilities, combining full-text and vector-based search for fast and accurate queries. 
from langchain_singlestore import (
    SingleStoreChatMessageHistory,
    SingleStoreLoader,
    SingleStoreSemanticCache,
    SingleStoreVectorStore,
)