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You have developed a Snowpark Python stored procedure that calculates the average sales per region from a large sales data table. The procedure is currently defined inline within your Snowflake notebook. You want to operationalize this by creating the stored procedure from a local Python file named The file contains the following code: "'python from snowflake.snowpark.session import Session def calculate_avg_sales(session: Session, sales_table_name: str, region_column: str, sales_column: str) -> float: sales df = session.table(sales table name) avg_sales df = sales_df.group_by(region_column).agg({sales_column: 'avg'}) avg_sales = avg_sales_df.collect() return avg_sales[0][1] Which of the following code snippets correctly creates the stored procedure 'AVG SALES PROC in Snowflake, referencing the Python file, and handles potential dependency issues? Assume you have already established a Snowpark session named 'session' and that the stage 'my_stage' already exists.
Correct Answer: D
Option D is the most appropriate because it correctly reads the Python file's content, constructs the CREATE PROCEDURE SQL statement dynamically, and uses the correct HANDLER syntax. It also correctly specifies the imports from the stage. It uses f-strings to create the SQL command in the code and make it dynamic. Option A would attempt to define the stored procedure inline, negating the purpose of creating it from an external file. Option B fails to correctly point to the handler function within the imported file, causing errors when the procedure executes. The entire file contents are being injected in to an SQL command instead of using the module import feature. Option C is incomplete. The handler attribute in the 'CREATE PROCEDURE' command needs to be explicitly defined for stored procedures created from files on a stage. Option C is also unnecessarily complex with dynamic module loading. Snowflake can handle loading from the stage directly using the HANDLER attribute correctly. There is no need to import the module yourself using importlib and then wrapping it in another sproc. Option E attempts to create the stored procedure in the current session but load the code from local. This will cause issues. It has to load code locally or stage.