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You are developing a Snowpark application to process customer sentiment from text reviews. You have a Python function, , that utilizes a pre-trained NLP model loaded from a file on a Snowflake stage named This function returns a sentiment score (float) between -1 and 1. You need to register this function as a UDF so that it can be used within Snowpark DataFrames. Which of the following code snippets correctly registers the UDF, ensuring the NLP model is available to the function during execution?
Correct Answer: E
Option E correctly uses the '@udf decorator with the 'imports' parameter to specify the location of the pickled model on the stage. It also uses to correctly construct the path to the imported file within the UDF's execution environment. Replace=True prevents errors if the UDF already exists. Options A, C and D don't correctly handle importing the NLP model. Option B has a security issue of loading file without validating the Path.