Moving BatchingStrategy configuration from individual vector store implementations to the base AbstractVectorStoreBuilder to reduce code duplication and provide consistent batching behavior across all vector stores. The default TokenCountBatchingStrategy is now set in the base builder class.
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