调试

仅从输出中调试Chain对象可能很困难，因为大多数Chain对象涉及大量的输入提示预处理和LLM输出后处理。

将verbose设置为True将在运行Chain对象时打印出一些内部状态。

conversation = ConversationChain(  
    llm=chat,  
    memory=ConversationBufferMemory(),  
    verbose=True  
)  
conversation.run("What is ChatGPT?")  

    > Entering new ConversationChain chain...
    Prompt after formatting:
    The following is a friendly conversation between a human and an AI. The AI is talkative and provides lots of specific details from its context. If the AI does not know the answer to a question, it truthfully says it does not know.

    Current conversation:

    Human: What is ChatGPT?
    AI:

    > Finished chain.

    'ChatGPT is an AI language model developed by OpenAI. It is based on the GPT-3 architecture and is capable of generating human-like responses to text prompts. ChatGPT has been trained on a massive amount of text data and can understand and respond to a wide range of topics. It is often used for chatbots, virtual assistants, and other conversational AI applications.'