Add observability support to: - Cassandra - Chroma - Elasticsearch - Milvus - Neo4j - OpenSearch - Qdrant - Redis - Typesense - Weaviate - Pinecone - Oracle - Gemifire - MongoDB - HanaDB Add autoconfiguration obsrvability for the above vector stores. Add integration tests for all vector stores.
Qdrant Vector Store
Run locally
Accessing the Web UI
First, run the Docker container:
docker run -p 6333:6333 -p 6334:6334 \
-v $(pwd)/qdrant_storage:/qdrant/storage:z \
qdrant/qdrant
Security: Adding API Key to Qdrant Container
To enhance security, you can add an API key to your Qdrant container using the environment variable.
-e QDRANT__SERVICE__API_KEY=<your_generated_api_key_here>
This ensures that only authorized users with the correct API key can access the Qdrant service.
The GUI is available at http://localhost:6333/dashboard