文本转换

使用 OpenAI API 的 Prompt Engineering

Fouad Trad

Machine Learning Engineer

文本转换

将给定文本转换为新文本
用途广泛
- 语言翻译
- 语气调整
- 写作改进

展示如何从原始文本转化为表示相近的新文本的图片。

语言翻译

在提示中指定输入和输出语言

text = "XYZ Scooter is a cutting-edge electric scooter designed for urban 
adventurers. Its sleek design, long-lasting battery, and smart connectivity offer 
a seamless and eco-friendly way to navigate city streets."

prompt = f"""Translate the English text delimited by triple backticks to French:
           ```{text}```"""
print(get_response(prompt))

XYZ Scooter est une trottinette électrique de pointe conçue pour les aventuriers 
urbains. Avec son design élégant, sa batterie longue durée et sa connectivité 
intelligente, elle offre un moyen fluide et respectueux de l'environnement de se 
déplacer dans les rues de la ville.

当未知文本语言时…

text = "Das Produkt ist wirklich schön, und der Preis ist fair."

要求模型识别文本语言

prompt = f"""Tell me which language is the text delimited by triple backticks:
           ```{text}```"""

print(get_response(prompt))

The text delimited by triple backticks (```) is in the German language.

多语种翻译

同时翻译为多种语言

text = "The product combines top quality with a fair price."
prompt =  f"""Translate the English text delimited by triple backticks to French, 
Spanish, and German:
```{text}```"""

French: Le produit allie une qualité supérieure à un prix équitable.
Spanish: El producto combina una calidad superior con un precio justo.
German: Das Produkt vereint Spitzenqualität mit einem fairen Preis.

注意：如涉及客户，需人工审核模型翻译

语气调整

以不同语气重写文本

text = "Hey there! Check out our awesome summer deals! They're super cool, and you 
won't want to miss them. Grab 'em now!"


prompt = f"""Write the text delimited by triple backticks using a formal and 
persuasive tone:
```{text}```"""

print(get_response(prompt))

语气调整

Dear [Recipient's Name],

We cordially invite you to explore our exceptional summer offers! These exclusive 
deals are truly extraordinary and should not be missed. Time is limited, so we 
encourage you to seize these incredible opportunities promptly.

[...]

Don't miss out on this chance! Take swift action to secure these remarkable summer 
deals before they expire. You won't find a more enticing selection of offers 
elsewhere.

[...]

语气调整：指定受众

text = "Our cutting-edge widget employs state-of-the-art microprocessors and 
advanced algorithms, delivering unparalleled efficiency and performance for a wide 
range of applications."


prompt = f"""Write the text delimited by triple backticks to be suitable for
a non-technical audience:
```{text}```"""

print(get_response(prompt))

Our advanced widget uses the latest technology to provide exceptional efficiency 
and performance for a variety of uses.

语法与写作改进

在不改变其他方面的前提下，纠正拼写、语法和标点错误

text = "Dear sir, I wanted too discus a potentiel opportunity for colabration. 
Pls let me know wen you're avaliable."

prompt = f"""Proofread the text delimited by triple backticks while keeping the 
original text structure intact:
           ```{text}```"""
print(get_response(prompt))

Dear sir, I wanted to discuss a potential opportunity for collaboration. Please 
let me know when you are available.

语法与写作改进

通过调整结构提高清晰度

text = "Dear sir, I wanted too discus a potentiel opportunity for colabration. 
Pls let me know wen you're avaliable."

prompt = f"""Proofread and restructure the text delimited by triple backticks for 
enhanced readability, flow, and coherence:
           ```{text}```"""
print(get_response(prompt))

Dear sir,

I wanted to discuss with you a potential opportunity for collaboration. 
Please let me know your availability.

Thank you.

多重转换

一次请求多种转换 -> 多步提示

text = "omg, I cant believe how awesome this product is! Its like the best thing ever! You guys gotta 
try it out!"

prompt = f"""Transform the text delimited by triple backticks with the following two steps:
             Step 1 - Proofread it without changing its structure
             Step 2 - Change the tone to be professional
           ```{text}```"""
response = get_response(prompt)

Step 1 - OMG, I can't believe how awesome this product is! It's like the best thing ever! You guys 
gotta try it out!
Step 2 - I am astounded by the exceptional qualities of this product. It represents a remarkable 
solution that surpasses expectations. I highly recommend trying it out, as its benefits are truly 
impressive.

Ayo berlatih!

使用 OpenAI API 的 Prompt Engineering