Langchain CSV 代理-解网

问：

我有这行来创建 Langchain csv 代理，并将内存或聊天记录添加到 itiwan，以使代理可以访问用户问题和响应并在操作中考虑它们，但代理根本不识别内存这是我的代码>>

memory_x = ConversationBufferMemory(memory_key="chat_history", return_messages=True)
agent = create_csv_agent(OpenAI(temperature=0, openai_api_key=os.environ["OPENAI_API_KEY"]),filepath,agent_type=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True)
`
# and here is the post function in the route that handles the the user input -----
    if request.method == 'POST':
          question = request.form['question']
          response = agent.run(question)  # Use user input from the web page

有人可以帮我做吗

我已经尝试了所有添加内存的方法，但我无法正确做到这一点

内存 openai-api history langchain

        from langchain.agents import create_csv_agent
        from langchain.llms import OpenAI
        from langchain.agents.agent_types import AgentType

        class ChatWithCSVAgent:
            def __init__(self):
                self.memory = []
                self.agent = create_csv_agent(
                    OpenAI(temperature=0),
                    "your csv path",
                    verbose=True,
                    agent_type=AgentType.ZERO_SHOT_REACT_DESCRIPTION,
                )

            def run(self, user_input):
                
                response = self.agent.run(user_input)

                # Update memory
                self.memory.append({"user": user_input, "AI": response})

                for interaction in self.memory:
                    print("User:", interaction["user"])
                    print("AI Assistant:", interaction["AI"])

                return response


        #Run
        conversational_agent = ChatWithCSVAgent()
        response = conversational_agent.run("how many rows are there?")
        print(response)

Langchain CSV 代理

Langchain CSV agent

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