# Install Google Generative AI library
!pip install google-generativeai
# Import the library
import google.generativeai as genai
# Initialize the Google Gemini model
genai.configure(api_key="YOUR API KEY ")  # Set your API key here

model = genai.GenerativeModel("gemini-1.5-flash")

# Now let's retrieve and combine the context (similar to your earlier steps)
retrieved_text = "\n".join([doc.page_content for doc in retrieved_docs])

# Create a question prompt using the context and your query
prompt = f"Based on the following information, please provide the answer to: {query}\n\n{retrieved_text}"

# Generate an answer using the model (use the generate_content method)
response = model.generate_content(prompt)

# Output the response generated by Google Gemini
print("LLM Response:", response.text)

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