吴恩达 prompt 课程笔记

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text = f""" You should express what you want a model to do by \ providing instructions that are as clear and \ specific as you can possibly make them. \ This will guide the model towards the desired output, \ and reduce the chances of receiving irrelevant \ or incorrect responses. Don't confuse writing a \ clear prompt with writing a short prompt. \ In many cases, longer prompts provide more clarity \ and context for the model, which can lead to \ more detailed and relevant outputs. """ prompt = f""" Summarize the text delimited by triple backticks \ into a single sentence. ```{text}``` """ response = get_completion(prompt) print(response)

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prompt = f""" 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. """ response = get_completion(prompt) print(response)

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text_1 = f""" Making a cup of tea is easy! First, you need to get some \ water boiling. While that's happening, \ grab a cup and put a tea bag in it. Once the water is \ hot enough, just pour it over the tea bag. \ Let it sit for a bit so the tea can steep. After a \ few minutes, take out the tea bag. If you \ like, you can add some sugar or milk to taste. \ And that's it! You've got yourself a delicious \ cup of tea to enjoy. """ prompt = f""" You will be provided with text delimited by triple quotes. If it contains a sequence of instructions, \ re-write those instructions in the following format: Step 1 - ... Step 2 - … … Step N - … If the text does not contain a sequence of instructions, \ then simply write \"No steps provided.\" \"\"\"{text_1}\"\"\" """ response = get_completion(prompt) print("Completion for Text 1:") print(response)

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text_2 = f""" The sun is shining brightly today, and the birds are \ singing. It's a beautiful day to go for a \ walk in the park. The flowers are blooming, and the \ trees are swaying gently in the breeze. People \ are out and about, enjoying the lovely weather. \ Some are having picnics, while others are playing \ games or simply relaxing on the grass. It's a \ perfect day to spend time outdoors and appreciate the \ beauty of nature. """ prompt = f""" You will be provided with text delimited by triple quotes. If it contains a sequence of instructions, \ re-write those instructions in the following format: Step 1 - ... Step 2 - … … Step N - … If the text does not contain a sequence of instructions, \ then simply write \"No steps provided.\" \"\"\"{text_2}\"\"\" """ response = get_completion(prompt) print("Completion for Text 2:") print(response)

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prompt = f""" 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. """ response = get_completion(prompt) print(response)

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text = f""" 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 \ struck—Jack 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. """ # example 1 prompt_1 = f""" 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: ```{text}``` """ response = get_completion(prompt_1) print("Completion for prompt 1:") print(response)

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prompt_2 = f""" 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}> """ response = get_completion(prompt_2) print("\nCompletion for prompt 2:") print(response)

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prompt = f""" 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 """ response = get_completion(prompt) print(response)

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prompt = f""" 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: """ response = get_completion(prompt) print(response)

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prompt = f""" Tell me about AeroGlide UltraSlim Smart Toothbrush by Boie """ response = get_completion(prompt) print(response)

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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 foam COUNTRY OF ORIGIN - Italy """

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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)

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Use at most 50 words. Use at most 3 sentences.

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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.

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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.

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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. """ 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 30 words. Review: ```{prod_review}``` """ response = get_completion(prompt) print(response)

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to give feedback to the Shipping deparmtment.

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to give feedback to the pricing deparmtment, responsible for determining the price of the product.

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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!! """ prompt = f""" 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}''' """ response = get_completion(prompt) print(response)

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prompt = f""" 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}''' """ response = get_completion(prompt) print(response)

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prompt = f""" 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}''' """ response = get_completion(prompt) print(response)

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prompt = f""" 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}''' """ response = get_completion(prompt) print(response)

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prompt = f""" 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}''' """ response = get_completion(prompt) print(response)

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prompt = f""" 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}''' """ response = get_completion(prompt) print(response)

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topic_list = [ "nasa", "local government", "engineering", "employee satisfaction", "federal government" ] prompt = f""" 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}''' """ response = get_completion(prompt) print(response)

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prompt = f""" Translate the following from slang to a business letter: 'Dude, This is Joe, check out this spec on this standing lamp.' """ response = get_completion(prompt) print(response)

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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} """ response = get_completion(prompt) print(response)

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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 it’s oil changed?", # Homonyms "Their goes my freedom. There going to bring they’re suitcases.", # Homonyms "Your going to need you’re 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)

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text = f""" Got this for my daughter for her birthday cuz she keeps taking \ mine from my room. Yes, adults also like pandas too. She takes \ it everywhere with her, and it's super soft and cute. One of the \ ears is a bit lower than the other, and I don't think that was \ designed to be asymmetrical. It's a bit small for what I paid for it \ 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 my daughter. """ prompt = f"proofread and correct this review: ```{text}```" response = get_completion(prompt) print(response)

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from redlines import Redlines diff = Redlines(text,response) display(Markdown(diff.output_markdown))

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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))

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# 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 doesn’t 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. """

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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} """ response = get_completion(prompt) print(response)

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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} """ response = get_completion(prompt, temperature=0.7) print(response)