This page contains reference documentation for Qdrant. See the docs for conceptual guides, tutorials, and examples on using Qdrant modules.
Qdrant related exceptions.
QdrantVectorStore related exceptions.
Modes for retrieving vectors from Qdrant.
Qdrant vector store integration.
Sparse vector structure.
An interface for sparse embedding models to use with Qdrant.
An interface for sparse embedding models to use with Qdrant.
Qdrant vector store.
from qdrant_client import QdrantClient
from langchain_qdrant import Qdrant
client = QdrantClient()
collection_name = "MyCollection"
qdrant = Qdrant(client, collectio
Call the synchronous method if the async method is not implemented.
This decorator should only be used for methods that are defined as async in the class.
Calculate maximal marginal relevance.
Row-wise cosine similarity between two equal-width matrices.