ebd29e0959
- Since the Document object's reference to the `embedding` is deprecated and will be removed, the VectorStore implementations require a way to store the embedding of the corresponding Document objects
- One way to fix this is, to have the EmbeddingModel#embed to return the embeddings in the same order as that of the Documents passed to it.
- Since both the Document and embedding collections use the List object, their iteration operation will make sure to keep them in line with the same order.
- A fix is required to preserve the order when batching strategy is applied.
- Updated the Javadoc for BatchingStrategy
- Fixed the Document List order in TokenCountBatchingStrategy
- Refactored the vector store implementations to update this change
Resolves #GH-1826
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