迭代/Iterative

在机器学习中，您经常有一个想法，然后实现它。编写代码，获取数据，训练模型，这就给您一个实验结果。然后您可以查看该输出，进行错误分析，找出哪些地方工作或不工作，然后甚至可以改变您要解决的问题或如何处理它的确切想法，并更改实现并运行另一个实验等，一遍又一遍地迭代，以获得有效的机器学习模型。
在写prompt提示词的时候，该过程可能非常相似，您可以有一个关于您想要完成的任务的想法，然后尝试编写第一个提示，希望它清晰具体，并可能在适当的情况下给系统一些时间来思考，然后运行它并查看结果。

• Be clear and specific
• Analyze why result does not give desired output.
• Refine the idea and the prompt
• Repeat

Iterative Process

• Try something
• Analyze where the result does not give what you want
• Clarify instructions, give more time to think 澄清您的指令，或者在某些情况下，考虑给它更多的思考空间，以使其更接近于产生您想要的结果。
• Refine prompts with a batch of examples对多个示例进行提示评估可能是有用的，以查看平均或最差情况的性能如何

环境准备

和上文内容（①指南）一样进行环境的准备，获取openAI秘钥。

import openai
import osfrom dotenv import load_dotenv, find_dotenv
_ = load_dotenv(find_dotenv()) # read local .env fileopenai.api_key  = os.getenv('OPENAI_API_KEY')

def get_completion(prompt, model="gpt-3.5-turbo"):messages = [{"role": "user", "content": prompt}]response = openai.ChatCompletion.create(model=model,messages=messages,temperature=0, # this is the degree of randomness of the model's output)return response.choices[0].message["content"]

案例：生成产品描述

这是一个椅子的事实表，其中描述了它是一个美丽的中世纪灵感家族的一部分，讲述了构造，尺寸，椅子选项，材料等。它来自意大利。所以，假设您想要将这个事实表提供给营销团队，以帮助他们为在线零售网站撰写描述。

fact_sheet_chair = """
OVERVIEW
- Part of a beautiful family of mid-century inspired office furniture, 
including filing cabinets, desks, bookcases, meeting tables, and more.
- Several options of shell color and base finishes.
- Available with plastic back and front upholstery (SWC-100) 
or full upholstery (SWC-110) in 10 fabric and 6 leather options.
- Base finish options are: stainless steel, matte black, 
gloss white, or chrome.
- Chair is available with or without armrests.
- Suitable for home or business settings.
- Qualified for contract use.CONSTRUCTION
- 5-wheel plastic coated aluminum base.
- Pneumatic chair adjust for easy raise/lower action.DIMENSIONS
- WIDTH 53 CM | 20.87”
- DEPTH 51 CM | 20.08”
- HEIGHT 80 CM | 31.50”
- SEAT HEIGHT 44 CM | 17.32”
- SEAT DEPTH 41 CM | 16.14”OPTIONS
- Soft or hard-floor caster options.
- Two choices of seat foam densities: medium (1.8 lb/ft3) or high (2.8 lb/ft3)
- Armless or 8 position PU armrests MATERIALS
SHELL BASE GLIDER
- Cast Aluminum with modified nylon PA6/PA66 coating.
- Shell thickness: 10 mm.
SEAT
- HD36 foamCOUNTRY OF ORIGIN
- Italy
"""

我的提示是：您的任务是帮助营销团队基于技术事实表为零售网站或产品创建描述，编写产品描述等。

Python
prompt = f"""
Your task is to help a marketing team create a 
description for a retail website of a product based 
on a technical fact sheet.Write a product description based on the information 
provided in the technical specifications delimited by 
triple backticks.Technical specifications: ```{fact_sheet_chair}```
"""
response = get_completion(prompt)
print(response)
"""
Introducing our stunning mid-century inspired office chair, the perfect addition to any home or business setting. Part of a beautiful family of office furniture, including filing cabinets, desks, bookcases, meeting tables, and more, this chair is available in several options of shell color and base finishes to suit your style. Choose from plastic back and front upholstery (SWC-100) or full upholstery (SWC-110) in 10 fabric and 6 leather options.The chair is constructed with a 5-wheel plastic coated aluminum base and features a pneumatic chair adjust for easy raise/lower action. It is available with or without armrests and is qualified for contract use. The base finish options are stainless steel, matte black, gloss white, or chrome.Measuring at a width of 53 cm, depth of 51 cm, and height of 80 cm, with a seat height of 44 cm and seat depth of 41 cm, this chair is designed for ultimate comfort. You can also choose between soft or hard-floor caster options and two choices of seat foam densities: medium (1.8 lb/ft3) or high (2.8 lb/ft3). The armrests are available in either an armless or 8 position PU option.The materials used in the construction of this chair are of the highest quality. The shell base glider is made of cast aluminum with modified nylon PA6/PA66 coating and has a shell thickness of 10 mm. The seat is made of HD36 foam, ensuring maximum comfort and durability.This chair is made in Italy and is the perfect combination of style and functionality. Upgrade your workspace with our mid-century inspired office chair today!
"""

1、修改输出字数

修改提示：使用最多50个单词来更好地指导所需长度

prompt = f"""
Your task is to help a marketing team create a 
description for a retail website of a product based 
on a technical fact sheet.Write a product description based on the information 
provided in the technical specifications delimited by 
triple backticks.Use at most 50 words. #修改提示
#Use at most 280 charact 
#Use at most 3 sentences.Technical specifications: ``{fact_sheet_chair}``
"""
response = get_completion(prompt)
print(response)
...
Introducing our mid-century inspired office chair, part of a beautiful furniture family. Available in various shell colors and base finishes, with plastic or full upholstery options in fabric or leather. Suitable for home or business use, with a 5-wheel base and pneumatic chair adjust. Made in Italy.
...

2、修改面向用户

这个描述不是直接销售给消费者，而是旨在向家具零售商销售家具，因此应该是技术性的，重点放在材料、产品和构造方面。

prompt = f"""
Your task is to help a marketing team create a 
description for a retail website of a product based 
on a technical fact sheet.Write a product description based on the information 
provided in the technical specifications delimited by 
triple backticks.#以下是添加的描述
The description is intended for furniture retailers, 
so should be technical in nature and focus on the 
materials the product is constructed from.Use at most 50 words.Technical specifications: ``{fact_sheet_chair}``
"""
response = get_completion(prompt)
print(response)
"""
Introducing our mid-century inspired office chair, perfect for both home and business settings. With a range of shell colors and base finishes, including stainless steel and matte black, this chair is available with or without armrests. The 5-wheel plastic coated aluminum base and pneumatic chair adjust make it easy to move and adjust to your desired height. Made with high-quality materials, including a cast aluminum shell and HD36 foam seat, this chair is built to last.
"""

在描述的结尾处，我还想包括产品ID。包括每个7个字符的产品ID。

prompt = f"""
Your task is to help a marketing team create a 
description for a retail website of a product based 
on a technical fact sheet.Write a product description based on the information 
provided in the technical specifications delimited by 
triple backticks.The description is intended for furniture retailers, 
so should be technical in nature and focus on the 
materials the product is constructed from.At the end of the description, include every 7-character 
Product ID in the technical specification.Use at most 50 words.Technical specifications: ``{fact_sheet_chair}``
"""
response = get_completion(prompt)
print(response)
"""
chair, perfect for home or business settings. With a range of shell colors and base finishes, and the option of plastic or full upholstery, this chair is both stylish and comfortable. Constructed with a 5-wheel plastic coated aluminum base and pneumatic chair adjust, it's also practical. Available with or without armrests and suitable for contract use. Product ID: SWC-100, SWC-110.
"""

3、表格输出

给出产品尺寸的表格，然后将所有内容格式化为HTML

prompt = f"""
Your task is to help a marketing team create a 
description for a retail website of a product based 
on a technical fact sheet.Write a product description based on the information 
provided in the technical specifications delimited by 
triple backticks.The description is intended for furniture retailers, 
so should be technical in nature and focus on the 
materials the product is constructed from.#以下是新增的提示词
At the end of the description, include every 7-character 
Product ID in the technical specification.Use at most 50 words.Technical specifications: ``{fact_sheet_chair}``
"""
response = get_completion(prompt)
print(response)
"""
<div>
<h2>Mid-Century Inspired Office Chair</h2>
<p>Introducing our mid-century inspired office chair, part of a beautiful family of office furniture that includes filing cabinets, desks, bookcases, meeting tables, and more. This chair is available in several options of shell color and base finishes, allowing you to customize it to your liking. You can choose between plastic back and front upholstery or full upholstery in 10 fabric and 6 leather options. The base finish options are stainless steel, matte black, gloss white, or chrome. The chair is also available with or without armrests, making it suitable for both home and business settings. Plus, it's qualified for contract use, ensuring its durability and longevity.</p>
<p>The chair's construction features a 5-wheel plastic coated aluminum base and a pneumatic chair adjust for easy raise/lower action. You can also choose between soft or hard-floor caster options and two choices of seat foam densities: medium (1.8 lb/ft3) or high (2.8 lb/ft3). The armrests are also customizable, with the option of armless or 8 position PU armrests.</p>
<p>The materials used in the chair's construction are of the highest quality. The shell base glider is made of cast aluminum with modified nylon PA6/PA66 coating, with a shell thickness of 10 mm. The seat is made of HD36 foam, ensuring maximum comfort and support.</p>
<p>Made in Italy, this mid-century inspired office chair is the perfect addition to any office space. Order yours today!</p>
<h3>Product IDs:</h3>
<ul>
<li>SWC-100</li>
<li>SWC-110</li>
</ul>
</div><table><caption>Product Dimensions</caption><tr><th>Dimension</th><th>Measurement (inches)</th></tr><tr><td>Width</td><td>20.87"</td></tr><tr><td>Depth</td><td>20.08"</td></tr><tr><td>Height</td><td>31.50"</td></tr><tr><td>Seat Height</td><td>17.32"</td></tr><tr><td>Seat Depth</td><td>16.14"</td></tr>
</table>
"""