15fdd05fac
Apply batching when adding Documents to the following vector stores: - Chroma - ElasticSearch - Neo4j - Qdrant - Redis - Typesense - Weaviate This improves efficiency by processing multiple Documents at once instead of individually, reducing the overhead for each operation. Related to #1261
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