संरचित आउटपुट और कंडीशनल प्रॉम्प्ट्स

OpenAI API के साथ Prompt Engineering

Fouad Trad

Machine Learning Engineer

संरचित आउटपुट

LLMs केवल स्पष्ट निर्देश मिलने पर संरचित आउटपुट जनरेट करते हैं
आउटपुट संरचनाएँ:
- टेबल
- सूची
- संरचित पैराग्राफ
- कस्टम फॉर्मैट

विजुअल डायग्राम दिखा रहा है कि जब हम ChatGPT से संरचित आउटपुट माँगते हैं, तो अनुरोधित संरचना वाला आउटपुट मिलता है; और जब संरचना नहीं बताते, तो जवाब रैंडम या बिना संरचना का होता है.

टेबल्स

अपेक्षित कॉलम स्पष्ट लिखें

prompt = "Generate a table containing 5 movies I should watch if I am an action 
lover, with columns for Title and Rating."
print(get_response(prompt))

| Title                           | Rating |
|---------------------------------|--------|
| Mad Max: Fury Road              | 8.1    |
| John Wick                       | 7.4    |
| The Dark Knight                 | 9.0    |
| Die Hard                        | 8.2    |
| Gladiator                       | 8.5    |

सूचियाँ

एनुमरेशन के लिए उपयोगी

prompt = "Generate a list containing the names of the top 5 cities to visit."
print(get_response(prompt))

1. Tokyo, Japan
2. Paris, France
3. Rome, Italy
4. New York City, United States
5. Sydney, Australia

सूचियाँ

नंबरिंग की शर्तें प्रॉम्प्ट में ज़रूर बताएँ

prompt = "Generate an unordered list containing the names of the top 5 cities to visit."
print(get_response(prompt))

- Paris, France
- Tokyo, Japan
- Rome, Italy
- New York City, United States
- Sydney, Australia

संरचित पैराग्राफ

प्रॉम्प्ट में संरचना संबंधी आवश्यकताएँ लिखें

prompt = "Provide a structured paragraph with clear headings and subheadings 
about the benefits of regular exercise on overall health and well-being."
print(get_response(prompt))

संरचित पैराग्राफ

I. Introduction
Regular exercise is essential for maintaining good health and overall well-being. [...]

II. Physical Health Benefits
a. Weight Management: Regular exercise is [...]
b. Reduced Risk of Chronic Diseases: Exercise has been linked to [...]
c. Increased Strength and Flexibility: Regular exercise improves muscle strength and [...]

III. Mental Health Benefits
a. Reduced Stress and Anxiety: Exercise has a profound impact on [...]
b. Improved Sleep Quality: Regular exercise is associated with improved sleep patterns [...]
c. Boosted Brain Function: Studies show that exercise enhances cognitive function [...]

कस्टम आउटपुट फॉर्मैट

text = "Once upon a time in a quaint little village, there lived a curious young boy named 
David. David was [...]"

instructions = "You will be provided with a text delimited by triple backticks. Generate a 
suitable title for it. "


output_format = """Use the following format for the output:
         - Text: <text we want to title>
         - Title: <the generated title>"""


prompt = instructions + output_format + f"```{text}```"
print(get_response(prompt))

- Text: Once upon a time in a quaint little village, there lived a curious young boy [...]
- Title: The Extraordinary Adventure of David and the Mysterious Book

कंडीशनल प्रॉम्प्ट्स

लॉजिक या शर्तें शामिल करें
कंडीशनल प्रॉम्प्ट्स if-else स्टाइल फॉलो करते हैं

विजुअल डायग्राम एक टेस्ट कंडीशन दिखा रहा है. यदि यह सही है तो X किया जाए, और गलत होने पर Y किया जाए.

कंडीशनल प्रॉम्प्ट्स

text = "Le printemps est ma saison préférée. Quand les premières fleurs commencent 
à éclore, et que les arbres se parent de feuilles vertes et tendres, je me sens 
revivre [...] "

prompt = f"""You will be provided with a text delimited by triple backticks. 
         If the text is written in English, suggest a suitable title for it.
         Otherwise, write 'I only understand English'.
         ```{text}```"""

print(get_response(prompt))

I only understand English

कंडीशनल प्रॉम्प्ट्स

कई शर्तें शामिल कर सकते हैं

text = "In the heart of the forest, sunlight filters through the lush green canopy, 
creating a tranquil atmosphere [...] "

prompt = f"""You will be provided with a text delimited by triple backticks. 
         If the text is written in English, check if it contains the keyword 'technology'. 


         ```{text}```"""
print(get_response(prompt))

कंडीशनल प्रॉम्प्ट्स

कई शर्तें शामिल कर सकते हैं

text = "In the heart of the forest, sunlight filters through the lush green canopy, 
creating a tranquil atmosphere [...] "

prompt = f"""You will be provided with a text delimited by triple backticks. 
         If the text is written in English, check if it contains the keyword 'technology'. 
         If it does, suggest a suitable title for it, otherwise, write 'Keyword not found'.

         ```{text}```"""
print(get_response(prompt))

कंडीशनल प्रॉम्प्ट्स

कई शर्तें शामिल कर सकते हैं

text = "In the heart of the forest, sunlight filters through the lush green canopy, 
creating a tranquil atmosphere [...] "

prompt = f"""You will be provided with a text delimited by triple backticks. 
         If the text is written in English, check if it contains the keyword 'technology'. 
         If it does, suggest a suitable title for it, otherwise, write 'Keyword not found'.
         If the text is not written in English, reply with 'I only understand English'.
         ```{text}```"""
print(get_response(prompt))

Keyword not found

अभ्यास करते हैं!

OpenAI API के साथ Prompt Engineering