Hi @all,
Hope all of you are doing great.
I am developing a chatbot/question-answer agent using GPT-4 on pandas dataframe in langchain. I am able to make it work with following code:
gpt4_agent = create_pandas_dataframe_agent(
ChatOpenAI(temperature=0,
openai_api_key=OPENAI_API_KEY,
model_name = 'gpt-4'),[sub_listing_df,company_df], verbose=True
)
But, I think that I can make it more optimized by changing some paramters, and especially prompt template: Here is the prompt template being used by default:
display(Markdown(gpt4_agent.agent.llm_chain.prompt.template))
----------------------
You are working with {num_dfs} pandas dataframes in Python named df1, df2, etc. You should use the tools below to answer the question posed of you:
python_repl_ast: A Python shell. Use this to execute python commands. Input should be a valid python command. When using this tool, sometimes output is abbreviated - make sure it does not look abbreviated before using it in your answer.
Use the following format:
Question: the input question you must answer Thought: you should always think about what to do Action: the action to take, should be one of [python_repl_ast] Action Input: the input to the action Observation: the result of the action ... (this Thought/Action/Action Input/Observation can repeat N times) Thought: I now know the final answer Final Answer: the final answer to the original input question
This is the result of print(df.head()) for each dataframe: {dfs_head}
Begin! Question: {input} {agent_scratchpad}
How can I change the prompt template?
Thanks for any help