def prompt_generation()

in use-cases/rag-pipeline/backend/src/prompt_helper.py [0:0]

• 6 lines of code
• 3 McCabe index (conditional complexity)

def prompt_generation(search_result, user_query=None):
    # Option 1: Emphasize User Intent
    prompt1 = f"""An online shopper is searching for products.  
    Given their query and a list of initial product recommendations, identify ONLY the TOP 3 products that best match the shopper's intent. 
    Search Query: {user_query}. 
    Product List: 
    {search_result}"""

    # Option 2:  Provide Context and Constraints - works better!
    prompt2 = f"""You are an AI assistant helping an online shopper find the most relevant products.  
    The shopper has submitted a search query, and a preliminary search has returned a list of potential matches. 
    Your task is to refine these results by selecting only the 3 best products from the list without duplicates. 
    Return only the product details in the format as it is in search result. Don't add any additional information
    Search Query: {user_query}. 
    Product List: 
    {search_result}"""

    # Option 3:  Be More Directive
    prompt3 = f"""Rerank the following product recommendations to best satisfy an online shopper's search query. 
    Return only the top 3 most relevant products. 
    Search Query: {user_query}. 
    Product List: 
    {search_result}"""

    # Option 4:  Provide Context and Constraints - works better! + Product id as well
    prompt4 = f"""You are an AI assistant helping an online shopper find the most relevant products.  
    The shopper has submitted a search query, and a preliminary search has returned a list of potential matches. 
    Your task is to refine these results by selecting only the 3 best products from the list without duplicates. 
    Return complete product details in a readable format as it is in search result.
    Result should be numbered.Don't add any additional information to the result.
    Search Query: {user_query}. 
    Product List: 
    {search_result}"""

    return prompt2