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Nappai Documentation

Qdrant

Qdrant is a component in the Nappai automation system designed to store and retrieve vectors efficiently. It is particularly useful for applications that need to perform semantic searches or retrieve information based on vector similarity.

Relationship with Qdrant Technology

Qdrant acts as a bridge between your application and a Qdrant server. It uses the Qdrant API to connect, store, and search vectors, allowing you to leverage advanced search capabilities in your workflows.

Inputs

  • Host: The server address where Qdrant is hosted. This is where the component will connect to perform its operations.
  • Port: The port number on which the Qdrant server is listening. This is necessary to establish a proper connection.
  • API Key: A secure key used for authenticating with the Qdrant server, ensuring that only authorized users can access the data.
  • Collection Name: The name of the collection within Qdrant where vectors are stored. This helps organize and manage your data efficiently.

Outputs

The component produces search results, which are lists of vectors that match the search criteria based on similarity. These results can be used in workflows to find relevant data or insights.

Usage Example

Imagine you have a database of product images, and you want to find similar products based on an image a customer uploads. By using Qdrant, you can store the image vectors and quickly retrieve similar images, enhancing the customer experience.

Templates

Currently, there are no specific templates where this component is used. However, it can be integrated into any workflow that requires vector storage and retrieval.

  • Vector Search Component: Works alongside Qdrant to enhance search capabilities.
  • Data Management Component: Helps organize and manage data inputs and outputs efficiently.

Tips and Best Practices

  • Ensure your API Key is kept secure and not shared publicly.
  • Regularly update the collection name to reflect the data it contains for better organization.
  • Monitor the server’s performance to ensure efficient vector storage and retrieval.

Security Considerations

  • Always use secure connections (e.g., HTTPS) when connecting to the Qdrant server.
  • Regularly rotate your API Key to maintain security and prevent unauthorized access.