Qdrant (read: quadrant) is a vector similarity search engine. It provides a production-ready service with a convenient API to store, search, and manage points - vectors with an additional payload.
Qdrantis tailored to extended filtering support.
Installation and Setup
Install the Python SDK:
pip install qdrant-client
There exists a wrapper around
Qdrant indexes, allowing you to use it as a vectorstore,
whether for semantic search or example selection.
To import this vectorstore:
from langchain_community.vectorstores import Qdrant
For a more detailed walkthrough of the Qdrant wrapper, see this notebook