Prompt Engineering 简明教程

Prompt Engineering - DEFINE Prompt

DEFINE 提示是一种强大的技术,它允许你从 ChatGPT 中获取特定术语或概念的定义或解释。通过利用 DEFINE 指令,你可以指示 ChatGPT 生成内容丰富且简洁的定义,从而扩展其作为知识资源的能力。

The DEFINE prompt is a powerful technique that allows you to obtain definitions or explanations of specific terms or concepts from ChatGPT. By leveraging the DEFINE directive, you can instruct ChatGPT to generate informative and concise definitions, expanding its capabilities to serve as a knowledge resource.

Understanding the DEFINE Directive

DEFINE 指令使你可以指定一个术语或概念,你希望为其获取定义或解释。通过在提示中加入 DEFINE 指令,你可以提示 ChatGPT 生成一个包含所需定义的响应。

The DEFINE directive enables you to specify a term or concept for which you desire a definition or explanation. By incorporating the DEFINE directive in your prompt, you prompt ChatGPT to generate a response that includes the requested definition.

该指令的基本 syntax 如下所示 −

The basic syntax for the directive is as follows −

User: What is the definition of AI?
ChatGPT: AI, or Artificial Intelligence, refers to the development of computer systems capable of performing tasks that typically require human intelligence. These tasks include learning, reasoning, problem-solving, and natural language processing.

Best Practices for Using the DEFINE Directive

为了充分利用 DEFINE 指令,请考虑以下最佳实践 −

To make the most of the DEFINE directive, consider the following best practices −

  1. Specify the Term or Concept − Clearly state the term or concept for which you desire a definition. Being specific helps ChatGPT to understand the scope of the requested definition accurately.

  2. Provide Additional Context − To help ChatGPT generate a relevant and informative definition, provide additional context or background information about the term or concept. This helps ensure that the generated response aligns with your expectations.

  3. Refine Prompts for Precision − Experiment with different prompt variations to improve the precision and accuracy of the definitions obtained. Iterate on your prompts based on the quality of the responses received.

  4. Handle Ambiguity − Some terms may have multiple definitions or interpretations. Consider specifying the context or domain in which you want the definition to be provided to avoid ambiguity.

Example Application − Python Implementation

我们来看一个与 ChatGPT 交互的 Python 脚本中使用 DEFINE 指令的实际示例。

Let’s explore a practical example of using the DEFINE directive with a Python script that interacts with ChatGPT.

import openai

# Set your API key here
openai.api_key = 'YOUR_API_KEY'

def generate_chat_response(prompt):
   response = openai.Completion.create(
      engine="text-davinci-003",
      prompt=prompt,
      max_tokens=100,
      temperature=0.7,
      n=1,
      stop=None
   )
   return response
user_prompt = "User: What is the definition of AI?\n"
chat_prompt = user_prompt + "ChatGPT: AI, or Artificial Intelligence. [DEFINE: AI]"

response = generate_chat_response(chat_prompt)
print(response)

在这个示例中,我们定义了一个 generate_chat_response() 函数,它接受一个提示并使用 OpenAI API 使用 ChatGPT 生成响应。

In this example, we define a function generate_chat_response() that takes a prompt and uses the OpenAI API to generate a response using ChatGPT.

chat_prompt 变量包含用户的提示和 ChatGPT 响应,包括获取“AI”定义的 DEFINE 指令。

The chat_prompt variable contains the user’s prompt and the ChatGPT response, including the DEFINE directive to obtain the definition of "AI."

Output

当你运行该脚本时,你将收到 ChatGPT 生成的响应,包括 DEFINE 指令中指定术语的定义。

When you run the script, you will receive the generated response from ChatGPT, including the definition of the term specified within the DEFINE directive.

AI is the ability of a computer or machine to think and learn, and to imitate intelligent human behavior. AI is used in a variety of applications, from robotics to medical diagnosis, and it is becoming increasingly important in the modern world.

Conclusion

在本章中,我们探索了 ChatGPT 提示工程中的 DEFINE 指令。通过利用 DEFINE 指令,你可以从 ChatGPT 中获取特定术语或概念的定义或解释。

In this chapter, we explored the DEFINE directive in prompt engineering for ChatGPT. By utilizing the DEFINE directive, you can obtain definitions or explanations of specific terms or concepts from ChatGPT.

我们讨论了 DEFINE 指令的语法,并提供了使用其的最佳实践,包括指定术语或概念、提供附加背景信息、优化提示以及处理歧义。

We discussed the syntax of the DEFINE directive and provided best practices for its usage, including specifying the term or concept, providing additional context, refining prompts, and handling ambiguity.