调试链 (Debugging chains)
从输出中仅仅通过Chain
对象来调试可能很困难,因为大多数Chain
对象涉及到大量的输入提示预处理和LLM输出后处理。
将 verbose
设置为 True
将在运行过程中打印出 Chain
对象的一些内部状态。
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.'