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You are building a machine learning model using Snowpark Python to predict house prices. The dataset contains a feature column named 'location' which contains free-form text descriptions of house locations. You want to leverage a pre-trained Large Language Model (LLM) hosted externally to extract structured location features like city, state, and zip code from the free-form text within Snowpark. You want to minimize the data transferred out of Snowflake. Which approach is most efficient and secure?
Correct Answer: B
Using a Snowflake External Function is the most efficient and secure way to interact with an external LLM API for this task. Here's why: Efficiency: External Functions allow Snowflake to directly call the external service in parallel, leveraging Snowflake's compute resources. This minimizes data transfer between Snowflake and the client environment. Security: External Functions support secure communication with external services using API integration objects, which handle authentication and authorization. Data Governance: Keeps all processing within Snowflake's secure environment, reducing the risk of data leakage. Options A, C, and E involve transferring the data outside of Snowflake, which is less secure and less performant. Option D is not a valid approach for integrating with an external LLM API.