SingleStore is a high-performance, distributed SQL database designed to excel in bothcloud 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_singlestoreimport(
    SingleStoreChatMessageHistory,
    SingleStoreLoader,
    SingleStoreSemanticCache,
    SingleStoreVectorStore,
)