Summarize the text delimited by triple single qoute into a single sentence.
'''xxx'''
์ ๋ต 2: Ask for a structured output
๊ตฌ์กฐํ๋ ์์ํ์ ์๊ตฌํด๋ผ.
json/html
Generate a list of three made-up book titles along with their authors and genres.
Provide them in JSON format with the following keys:
book_id, title, author, genre.
์ ๋ต 3: Ask the model to check whether conditions are satisfied
You will be provided with text delimited by triple single quotes.
If it contains a sequence of instructions, re-write those instructions in the following format:
์ธ ๊ฐ์ ์์๋ฐ์ดํ๋ก ๊ตฌ๋ถ๋ ํ ์คํธ๊ฐ ์ ๊ณต๋ฉ๋๋ค.
์ผ๋ จ์ ์ง์นจ์ด ํฌํจ๋ ๊ฒฝ์ฐ ๋ค์ ํ์์ผ๋ก ํด๋น ์ง์นจ์ ๋ค์ ์์ฑํฉ๋๋ค:
Step 1 - ...
Step 2 - โฆ
โฆ
Step N - โฆ
If the text does not contain a sequence of instructions, then simply write "No steps provided."
์ ๋ต 4: "Few-shot" prompting
give successful examples of completing tasks then ask model to perform the task
Your task is to answer in a consistent style.
<child>: Teach me about patience.
<grandparent>: The river that carves the deepest valley flows from a modest spring; the grandest symphony originates from a single note; the most intricate tapestry begins with a solitary thread.
<child>: Teach me about resilience.
๋น์ทํ๊ฒ ๋ต๋ณ์ด ๋์จ๋ค.
Principle 2: Give the model time to โthinkโ
์ ๋ต 1: Specify the steps required to complete a task
Perform the following actions:
1 - Summarize the following text delimited by triple backticks with 1 sentence.
2 - Translate the summary into French.
3 - List each name in the French summary.
4 - Output a json object that contains the following keys: french_summary, num_names.
Separate your answers with line breaks.
Text:
<
In a charming village, siblings Jack and Jill set out on a quest to fetch water from a hilltop well. As they climbed, singing joyfully, misfortune struckโJack tripped on a stone and tumbled down the hill, with Jill following suit. Though slightly battered, the pair returned home to comforting embraces. Despite the mishap, their adventurous spirits remained undimmed, and they continued exploring with delight.
>
Ask for output in a specified format
Your task is to perform the following actions:
1 - Summarize the following text delimited by
<> with 1 sentence.
2 - Translate the summary into French.
3 - List each name in the French summary.
4 - Output a json object that contains the
following keys: french_summary, num_names.
Use the following format:
Text: <text to summarize>
Summary: <summary>
Translation: <summary translation>
Names: <list of names in Italian summary>
Output JSON: <json with summary and num_names>
Text: <{text}>
Determine if the student's solution is correct or not.
Question:
I'm building a solar power installation and I need help working out the financials.
- Land costs $100 / square foot
- I can buy solar panels for $250 / square foot
- I negotiated a contract for maintenance that will cost me a flat $100k per year, and an additional $10 / square foot
What is the total cost for the first year of operations
as a function of the number of square feet.
Student's Solution:
Let x be the size of the installation in square feet.
Costs:
1. Land cost: 100x
2. Solar panel cost: 250x
3. Maintenance cost: 100,000 + 100x
Total cost: 100x + 250x + 100,000 + 100x = 450x + 100,000
Your task is to determine if the student's solution is correct or not.
To solve the problem do the following:
- First, work out your own solution to the problem.
- Then compare your solution to the student's solution and evaluate if the student's solution is correct or not.
Don't decide if the student's solution is correct until
you have done the problem yourself.
Use the following format:
Question:
```
question here
```
Student's solution:
```
student's solution here
```
Actual solution:
```
steps to work out the solution and your solution here
```
Is the student's solution the same as actual solution just calculated:
```
yes or no
```
Student grade:
```
correct or incorrect
```
Question:
```
I'm building a solar power installation and I need help working out the financials.
- Land costs $100 / square foot
- I can buy solar panels for $250 / square foot
- I negotiated a contract for maintenance that will cost me a flat $100k per year, and an additional $10 / square foot
What is the total cost for the first year of operations as a function of the number of square feet.
```
Student's solution:
```
Let x be the size of the installation in square feet.
Costs:
1. Land cost: 100x
2. Solar panel cost: 250x
3. Maintenance cost: 100,000 + 100x
Total cost: 100x + 250x + 100,000 + 100x = 450x + 100,000
```
Actual solution:
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 | 20.87โ
- DEPTH 51 CM | 20.08โ
- HEIGHT 80 CM | 31.50โ
- SEAT HEIGHT 44 CM | 17.32โ
- SEAT DEPTH 41 CM | 16.14โ
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 foam
COUNTRY OF ORIGIN
- Italy
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}'''
Issue 1: The text is too long
Use at most 50 words.
Technical specifications: '''{fact_sheet_chair}'''
์ด๋ฐ์์ผ๋ก ํ๋ฉด ์์ํ์ด ์ ์ด์ง๋ค.
Issue 2. Text focuses on the wrong details
Ask it to focus on the aspects that are relevant to the intended audience.
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}'''
Issue 3. Description needs a table of dimensions
html๋ก ์ธ์
Ask it to extract information and organize it in a table.
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.
After the description, include a table that gives the
product's dimensions. The table should have two columns.
In the first column include the name of the dimension.
In the second column include the measurements in inches only.
Give the table the title 'Product Dimensions'.
Format everything as HTML that can be used in a website.
Place the description in a <div> element.
you will summarize text with a focus on specific topics.
prod_review = """ Got this panda plush toy for my daughter's birthday, who loves it and takes it everywhere. It's soft and super cute, and its face has a friendly look. It's a bit small for what I paid though. I think there might be other options that are bigger for the same price. It arrived a day earlier than expected, so I got to play with it myself before I gave it to her. """
Summarize with a word/sentence/character limit
Your task is to generate a short summary of a product review from an ecommerce site.
Summarize the review below, delimited by triple
backticks, in at most 30 words.
Review: `{prod_review}`
Summarize with a focus on shipping and delivery
Your task is to generate a short summary of a product review from an ecommerce site to give feedback to the Shipping deparmtment.
Summarize the review below, delimited by triple
backticks, in at most 30 words, and focusing on any aspects that mention shipping and delivery of the product.
Review: '''{prod_review}'''
Summarize with a focus on price and value
prompt = f"""
Your task is to generate a short summary of a product review from an ecommerce site to give feedback to the pricing deparmtment, responsible for determining the price of the product.
Summarize the review below, delimited by triple
backticks, in at most 30 words, and focusing on any aspects that are relevant to the price and perceived value.
Review: '''{prod_review}'''
Summaries include topics that are not related to the topic of focus.
Try "extract" instead of "summarize"
Your task is to extract relevant information from a product review from an ecommerce site to give feedback to the Shipping department.
From the review below, delimited by triple quotes extract the information relevant to shipping and delivery. Limit to 30 words.
Review: '''{prod_review}'''
Summarize multiple product reviews
review_1 = prod_review
# review for a standing lamp
review_2 = """
Needed a nice lamp for my bedroom, and this one had additional storage and not too high of a price point. Got it fast - arrived in 2 days. The string to the lamp broke during the transit and the company happily sent over a new one. Came within a few days as well. It was easy to put together. Then I had a missing part, so I contacted their support and they very quickly got me the missing piece! Seems to me to be a great company that cares about their customers and products.
"""
for i in range(len(reviews)):
prompt = f"""
Your task is to generate a short summary of a product review from an ecommerce site.
Summarize the review below, delimited by triple backticks in at most 20 words.
Review: '''{reviews[i]}'''
"""
response = get_completion(prompt)
print(i, response, "")
Inferring(์ถ๋ก )
infer sentiment: ๊ฐ์ ์ถ๋ก
In this lesson, you will infer sentiment and topics from product reviews and news articles.
lamp_review = """
Needed a nice lamp for my bedroom, and this one had additional storage and not too high of a price point. Got it fast. The string to our lamp broke during the transit and the company happily sent over a new one. Came within a few days as well. It was easy to put together. I had a missing part, so I contacted their support and they very quickly got me the missing piece! Lumina seems to me to be a great company that cares about their customers and products!!
"""
Sentiment (positive/negative)
What is the sentiment of the following product review,
which is delimited with triple backticks?
Review text: '''{lamp_review}'''
What is the sentiment of the following product review,
which is delimited with triple backticks?
Give your answer as a single word, either "positive" or "negative".
Review text: '''{lamp_review}'''
Identify types of emotions
Identify a list of emotions that the writer of the following review is expressing. Include no more than five items in the list. Format your answer as a list of lower-case words separated by commas.
Review text: '''{lamp_review}'''
Identify anger
Is the writer of the following review expressing anger?The review is delimited with triple backticks. Give your answer as either yes or no.
Review text: '''{lamp_review}'''
Extract product and company name from customer reviews
Identify the following items from the review text:
- Item purchased by reviewer
- Company that made the item
The review is delimited with triple backticks. Format your response as a JSON object with "Item" and "Brand" as the keys.
If the information isn't present, use "unknown" as the value.
Make your response as short as possible.
Review text: '''{lamp_review}'''
Identify the following items from the review text:
- Item purchased by reviewer
- Company that made the item
The review is delimited with triple backticks. Format your response as a JSON object with "Item" and "Brand" as the keys.
If the information isn't present, use "unknown" as the value.
Make your response as short as possible.
Review text: '''{lamp_review}'''
Doing multiple tasks at once
Identify the following items from the review text:
- Sentiment (positive or negative)
- Is the reviewer expressing anger? (true or false)
- Item purchased by reviewer
- Company that made the item
The review is delimited with triple backticks. Format your response as a JSON object with "Sentiment", "Anger", "Item" and "Brand" as the keys.
If the information isn't present, use "unknown" as the value.
Make your response as short as possible.
Format the Anger value as a boolean.
Review text: '''{lamp_review}'''
Inferring topics
story = """
In a recent survey conducted by the government,
public sector employees were asked to rate their level
of satisfaction with the department they work at.
The results revealed that NASA was the most popular
department with a satisfaction rating of 95%.
One NASA employee, John Smith, commented on the findings,
stating, "I'm not surprised that NASA came out on top.
It's a great place to work with amazing people and
incredible opportunities. I'm proud to be a part of
such an innovative organization."
The results were also welcomed by NASA's management team,
with Director Tom Johnson stating, "We are thrilled to
hear that our employees are satisfied with their work at NASA.
We have a talented and dedicated team who work tirelessly
to achieve our goals, and it's fantastic to see that their
hard work is paying off."
The survey also revealed that the
Social Security Administration had the lowest satisfaction
rating, with only 45% of employees indicating they were
satisfied with their job. The government has pledged to
address the concerns raised by employees in the survey and
work towards improving job satisfaction across all departments.
"""
Infer 5 topics
Determine five topics that are being discussed in the following text, which is delimited by triple backticks.
Make each item one or two words long.
Format your response as a list of items separated by commas.
Text sample: '''{story}'''
Make a news alert for certain topics
Determine whether each item in the following list of topics is a topic in the text below, which
is delimited with triple backticks.
Give your answer as list with 0 or 1 for each topic.
List of topics: {", ".join(topic_list)}
Text sample: '''{story}'''
Imagine you are in charge of IT at a large multinational e-commerce company. Users are messaging you with IT issues in all their native languages. Your staff is from all over the world and speaks only their native languages. You need a universal translator!
user_messages = [
"La performance du systรจme est plus lente que d'habitude.", # System performance is slower than normal
"Mi monitor tiene pรญxeles que no se iluminan.", # My monitor has pixels that are not lighting
"Il mio mouse non funziona", # My mouse is not working
"Mรณj klawisz Ctrl jest zepsuty", # My keyboard has a broken control key
"ๆ็ๅฑๅนๅจ้ช็" # My screen is flashing
]
Translate the following text to English and Korean: '''{issue}'''
Tone Transformation
Writing can vary based on the intended audience. ChatGPT can produce different tones. ๊ธ์ฐ๊ธฐ๋ ๋์์ ๋ฐ๋ผ ๋ฌ๋ผ์ง ์ ์์ต๋๋ค. ChatGPT๋ ๋ค์ํ ํค์ ์์ฑํ ์ ์์ต๋๋ค.
Translate the following from slang to a business letter:
'Dude, This is Joe, check out this spec on this standing lamp.'
Format Conversion
ChatGPT can translate between formats. The prompt should describe the input and output formats.
data_json = { "resturant employees" :[
{"name":"Shyam", "email":"shyamjaiswal@gmail.com"},
{"name":"Bob", "email":"bob32@gmail.com"},
{"name":"Jai", "email":"jai87@gmail.com"}
]}
prompt = f"""
Translate the following python dictionary from JSON to an HTML table with column headers and title: {data_json}
"""
Spellcheck/Grammar check
text = [
"The girl with the black and white puppies have a ball.", # The girl has a ball.
"Yolanda has her notebook.", # ok
"Its going to be a long day. Does the car need itโs oil changed?", # Homonyms
"Their goes my freedom. There going to bring theyโre suitcases.", # Homonyms
"Your going to need youโre notebook.", # Homonyms
"That medicine effects my ability to sleep. Have you heard of the butterfly affect?", # Homonyms
"This phrase is to cherck chatGPT for speling abilitty" # spelling
]
for t in text:
prompt = f"""Proofread and correct the following text
and rewrite the corrected version. If you don't find
and errors, just say "No errors found". Don't use
any punctuation around the text:
'''{t}'''"""
response = get_completion(prompt)
print(response)
prompt = f"proofread and correct this review: '''{text}'''"
response = get_completion(prompt)
print(response)
from redlines import Redlines
diff = Redlines(text,response)
display(Markdown(diff.output_markdown))
prompt = f"""
proofread and correct this review. Make it more compelling.
Ensure it follows APA style guide and targets an advanced reader.
Output in markdown format.
Text: '''{text}'''
"""
response = get_completion(prompt)
display(Markdown(response))
expanding
In this lesson, you will generate customer service emails that are tailored to each customer's review.
Customize the automated reply to a customer emailยถ
# given the sentiment from the lesson on "inferring",
# and the original customer message, customize the email
sentiment = "negative"
# review for a blender
review = f"""
So, they still had the 17 piece system on seasonal sale for around $49 in the month of November, about half off, but for some reason (call it price gouging) around the second week of December the prices all went up to about anywhere from between $70-$89 for the same system. And the 11 piece system went up around $10 or so in price also from the earlier sale price of $29. So it looks okay, but if you look at the base, the part where the blade locks into place doesnโt look as good as in previous editions from a few years ago, but I plan to be very gentle with it (example, I crush very hard items like beans, ice, rice, etc. in the blender first then pulverize them in the serving size I want in the blender then switch to the whipping blade for a finer flour, and use the cross cutting blade first when making smoothies, then use the flat blade if I need them finer/less pulpy). Special tip when making smoothies, finely cut and freeze the fruits and vegetables (if using spinach-lightly stew soften the spinach then freeze until ready for use-and if making sorbet, use a small to medium sized food processor) that you plan to use that way you can avoid adding so much ice if at all-when making your smoothie. After about a year, the motor was making a funny noise. I called customer service but the warranty expired already, so I had to buy another one. FYI: The overall quality has gone done in these types of products, so they are kind of counting on brand recognition and consumer loyalty to maintain sales. Got it in about two days.
"""
prompt = f"""
You are a customer service AI assistant.
Your task is to send an email reply to a valued customer.
Given the customer email delimited by ''', Generate a reply to thank the customer for their review.
If the sentiment is positive or neutral, thank them for their review.
If the sentiment is negative, apologize and suggest that they can reach out to customer service.
Make sure to use specific details from the review.
Write in a concise and professional tone.
Sign the email as `AI customer agent`.
Customer review: '''{review}'''
Review sentiment: {sentiment}
"""
Dear Valued Customer,
Thank you for taking the time to leave a review about our product. We are sorry to hear that you experienced an increase in price and that the quality of the product did not meet your expectations. We apologize for any inconvenience this may have caused you.
We would like to assure you that we take all feedback seriously and we will be sure to pass your comments along to our team. If you have any further concerns, please do not hesitate to reach out to our customer service team for assistance.
Thank you again for your review and for choosing our product. We hope to have the opportunity to serve you better in the future.
Best regards,
AI customer agent
Remind the model to use details from the customer's email
You are a customer service AI assistant.
Your task is to send an email reply to a valued customer.
Given the customer email delimited by ''', Generate a reply to thank the customer for their review.
If the sentiment is positive or neutral, thank them for their review.
If the sentiment is negative, apologize and suggest that they can reach out to customer service.
Make sure to use specific details from the review.
Write in a concise and professional tone.
Sign the email as `AI customer agent`.
Customer review: '''{review}'''
Review sentiment: {sentiment}
In this notebook, you will explore how you can utilize the chat format to have extended conversations with chatbots personalized or specialized for specific tasks or behaviors.
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"]
def get_completion_from_messages(messages, model="gpt-3.5-turbo", temperature=0):
response = openai.ChatCompletion.create(
model=model,
messages=messages,
temperature=temperature, # this is the degree of randomness of the model's output
)
# print(str(response.choices[0].message))
return response.choices[0].message["content"]
