ChatGPT의 자연스런 대화를 이어가는 - Chaining Prompts for conversational AI

ChatGPT의 자연스런 대화를 이어가는 - Chaining Prompts for conversational AI

 

대화형AI에서 지속적인 대화을 이어가기 위해 이전 대화의 내용을 근간으로 소통이 필요합니다.  Chaining Prompt 를 이용하여 대화를 이어가는 원리를 알아 보고자 합니다.

 

프롬프트 체인 (Chaining Prompts )

 

프롬프트 체인은 보다 동적이고 상황에 맞는 챗봇을 만들기 위해 대화형 AI에 사용되는 기술입니다. 정적인 챗봇을 정의하는 대신 LLM(대형 언어 모델)의 기능을 활용하여 사용자가 말하는 내용을 동적으로 해석하고 그에 따라 응답할 수 있습니다.

"Chaining Prompts"으로 사용자는 이전의 대화 문맥을 유지하면서 새로운 질문이나 지시를 추가할 수 있습니다. 이를 통해 대화의 흐름이 자연스럽게 이어지고 지속될 수 있습니다. 이 기능은 GPT-3.5 기반의 대화 시나리오에서 사용자 경험을 향상시키는 데 활용합니다.

프롬프트 체인  활용

프롬프트 체인을 사용하면  여러 AI 대화 작업을 연결하여 대규모 생성 작업을 더 작고 관리하기 쉬운 조각으로 나누어 복잡한 콘텐츠를 생성할 수 있습니다.

 매우 길고 상세한 프롬프트 대신에  더 작고 간단한 프롬프트를 여러 개 전달하여 복잡한 작업을 수행할 수 있습니다. 때로는 작업의 모든 하위 작업을 단일 프롬프트에 넣는 것보다 더 잘 작동할 수 있습니다.

프롬프트 체인 은  제품 설명 생성, 개인화된 이메일 캠페인 생성, 복잡한 챗봇 응답 생성 등을 할 수 있습니다.

• 제품 이름, 기능, 이점 및 사양에 대해 별도의 AI 작업 카드를 함께 연결하여 전체 제품 설명 생성
• 수신자 이름, 이메일 제목, 본문 텍스트에 대한 AI 작업 카드를 함께 연결하여 개인화된 이메일 캠페인 만들기
• 의도 인식, 엔터티 추출 및 응답 생성을 위해 AI 작업 카드를 함께 연결하여 복잡한 챗봇 응답 생성

 

---

프롬프트 체인 (Chaining Prompts ) 소스 작성

 

1. OpenAI 기본 소스를 작성 합니다.

import openai
openai.api_key = "{YOUR_API_KEY}"

 

def get_completion_from_messages(messages, 
                                 model="gpt-3.5-turbo", 
                                 temperature=0, 
                                 max_tokens=500):
    response = openai.ChatCompletion.create(
        model=model,
        messages=messages,
        temperature=temperature, 
        max_tokens=max_tokens, 
    )
    return response.choices[0].message["content"]

 

 

---

 

2. 복잡한 작업을 수행하려면 다양한 프롬프트 체인을 작성 합니다. 

 

 2.1  다음과 같이 답변을 위한 체인을 정리합니다.

   

고객 서비스 쿼리가 제공됩니다.
고객 서비스 쿼리는 {delimiter} 문자로 구분됩니다.
다음 형식을 갖는 각 객체의 파이썬 리스트를 출력하십시오.
'category': <컴퓨터 및 노트북, 스마트폰 및 액세서리, 텔레비전 및 홈 시어터 시스템, 게임 콘솔 및 액세서리, 오디오 장비, 카메라 및 캠코더 중 하나>,
또는
'products': <아래 허용된 제품 목록에서 찾아야 하는 제품 목록>

카테고리 및 제품은 고객 서비스 쿼리에서 찾아야 합니다.
제품이 언급되면 올바른 카테고리와 연결되어야 합니다. 허용된 제품 목록에 없는 경우 빈 목록을 출력하십시오.

 

 2.2 관련 있는 제품 및 카테고리 이름 추출하여  Product List 추가 합니다.

delimiter = "####"
system_message = f"""
remember that your response to the user must be in korean: 

You will be provided with customer service queries. \
The customer service query will be delimited with \
{delimiter} characters.
Output a python list of objects, where each object has \
the following format:
    'category': <one of Computers and Laptops, \
    Smartphones and Accessories, \
    Televisions and Home Theater Systems, \
    Gaming Consoles and Accessories, 
    Audio Equipment, Cameras and Camcorders>,
OR
    'products': <a list of products that must \
    be found in the allowed products below>

Where the categories and products must be found in \
the customer service query.
If a product is mentioned, it must be associated with \
the correct category in the allowed products list below.
If no products or categories are found, output an \
empty list.

Allowed products: 

Computers and Laptops category:
TechPro Ultrabook
BlueWave Gaming Laptop
PowerLite Convertible
TechPro Desktop
BlueWave Chromebook

Smartphones and Accessories category:
SmartX ProPhone
MobiTech PowerCase
SmartX MiniPhone
MobiTech Wireless Charger
SmartX EarBuds

Televisions and Home Theater Systems category:
CineView 4K TV
SoundMax Home Theater
CineView 8K TV
SoundMax Soundbar
CineView OLED TV

Gaming Consoles and Accessories category:
GameSphere X
ProGamer Controller
GameSphere Y
ProGamer Racing Wheel
GameSphere VR Headset

Audio Equipment category:
AudioPhonic Noise-Canceling Headphones
WaveSound Bluetooth Speaker
AudioPhonic True Wireless Earbuds
WaveSound Soundbar
AudioPhonic Turntable

Cameras and Camcorders category:
FotoSnap DSLR Camera
ActionCam 4K
FotoSnap Mirrorless Camera
ZoomMaster Camcorder
FotoSnap Instant Camera

Only output the list of objects, with nothing else.
"""

 

2.3 사용자가 찾는 내용을 질문하여 확인 합니다.

user_message_1 = f"""
 tell me about the smartx pro phone and \
 the fotosnap camera, the dslr one. \
 Also tell me about your tvs """

messages =  [  
{'role':'system', 
 'content': system_message},    
{'role':'user', 
 'content': f"{delimiter}{user_message_1}{delimiter}"},  
]

category_and_product_response_1 = get_completion_from_messages(messages)
print(category_and_product_response_1)

 

[{'category': 'Smartphones and Accessories', 'products': ['SmartX ProPhone']}, {'category': 'Cameras and Camcorders', 'products': ['FotoSnap DSLR Camera']}, {'category': 'Televisions and Home Theater Systems'}]

 

2.3 관련 없는 내용으로 질문하는 경우 결과가 없는지 확인 합니다.

 - 사용자가 상품이름과 관계 없는 엉뚱한 질문을 하면 응답이 없습니다.

user_message_2 = f"""
my router isn't working"""

messages =  [  
{'role':'system',
 'content': system_message},    
{'role':'user',
 'content': f"{delimiter}{user_message_2}{delimiter}"},  
]

response = get_completion_from_messages(messages)
print(response)

  []   응답 결과기 없습니다. 

 

---

3. 추출된 제품 및 카테고리에 대한 상세 제품 정보를 검색합니다.

  3.1  상품 정보 데이터를 추출하여 Json으로 생성 합니다.

     GPT를 이용하여 관련 상품을 정보를 작성할 수 있습니다. 

[ChatGPT에 다음과 같이 질문을 합니다.]

아래와 같은 JSON 형식으로 smart phone, TV, radio , DSLR 등의 상품 정보를 10 가지 씩 작성 해 주세요

"TechPro Ultrabook": { "name": "TechPro Ultrabook", "category": "Computers and Laptops",
    "brand": "TechPro", "model_number": "TP-UB100", "warranty": "1 year", "color": black, "rating": 4.5, "features": ["13.3-inch display", "8GB RAM", "256GB SSD", "Intel Core i5 processor"], "description": "A sleek and lightweight ultrabook for everyday use.", "price": 799.99 },

 

GPT에 추가 질문을 하면 구체적인 상품 정보가 작성이 됩니다. 이것을 반복하면 많은 량을 만들수 있습니다.

추가로  더 만들어 주세요

 

 

만들어진 상품 정보를 아래와 같은 JSON으로 작성을 합니다.

 >> products = {  {...} ... } 아래 더 보기를 확인해 보세요

# product information
products = {
    "TechPro Ultrabook": {
        "name": "TechPro Ultrabook",
        "category": "Computers and Laptops",
        "brand": "TechPro",
        "model_number": "TP-UB100",
        "warranty": "1 year",
        "rating": 4.5,
        "features": ["13.3-inch display", "8GB RAM", "256GB SSD", "Intel Core i5 processor"],
        "description": "A sleek and lightweight ultrabook for everyday use.",
        "price": 799.99
    },
    "BlueWave Gaming Laptop": {
        "name": "BlueWave Gaming Laptop",
        "category": "Computers and Laptops",
        "brand": "BlueWave",
        "model_number": "BW-GL200",
        "warranty": "2 years",
        "rating": 4.7,
        "features": ["15.6-inch display", "16GB RAM", "512GB SSD", "NVIDIA GeForce RTX 3060"],
        "description": "A high-performance gaming laptop for an immersive experience.",
        "price": 1199.99
    },
    "PowerLite Convertible": {
        "name": "PowerLite Convertible",
        "category": "Computers and Laptops",
        "brand": "PowerLite",
        "model_number": "PL-CV300",
        "warranty": "1 year",
        "rating": 4.3,
        "features": ["14-inch touchscreen", "8GB RAM", "256GB SSD", "360-degree hinge"],
        "description": "A versatile convertible laptop with a responsive touchscreen.",
        "price": 699.99
    },
    "TechPro Desktop": {
        "name": "TechPro Desktop",
        "category": "Computers and Laptops",
        "brand": "TechPro",
        "model_number": "TP-DT500",
        "warranty": "1 year",
        "rating": 4.4,
        "features": ["Intel Core i7 processor", "16GB RAM", "1TB HDD", "NVIDIA GeForce GTX 1660"],
        "description": "A powerful desktop computer for work and play.",
        "price": 999.99
    },
    "BlueWave Chromebook": {
        "name": "BlueWave Chromebook",
        "category": "Computers and Laptops",
        "brand": "BlueWave",
        "model_number": "BW-CB100",
        "warranty": "1 year",
        "rating": 4.1,
        "features": ["11.6-inch display", "4GB RAM", "32GB eMMC", "Chrome OS"],
        "description": "A compact and affordable Chromebook for everyday tasks.",
        "price": 249.99
    },
    "SmartX ProPhone": {
        "name": "SmartX ProPhone",
        "category": "Smartphones and Accessories",
        "brand": "SmartX",
        "model_number": "SX-PP10",
        "warranty": "1 year",
        "rating": 4.6,
        "features": ["6.1-inch display", "128GB storage", "12MP dual camera", "5G"],
        "description": "A powerful smartphone with advanced camera features.",
        "price": 899.99
    },
    "MobiTech PowerCase": {
        "name": "MobiTech PowerCase",
        "category": "Smartphones and Accessories",
        "brand": "MobiTech",
        "model_number": "MT-PC20",
        "warranty": "1 year",
        "rating": 4.3,
        "features": ["5000mAh battery", "Wireless charging", "Compatible with SmartX ProPhone"],
        "description": "A protective case with built-in battery for extended usage.",
        "price": 59.99
    },
    "SmartX MiniPhone": {
        "name": "SmartX MiniPhone",
        "category": "Smartphones and Accessories",
        "brand": "SmartX",
        "model_number": "SX-MP5",
        "warranty": "1 year",
        "rating": 4.2,
        "features": ["4.7-inch display", "64GB storage", "8MP camera", "4G"],
        "description": "A compact and affordable smartphone for basic tasks.",
        "price": 399.99
    },
    "MobiTech Wireless Charger": {
        "name": "MobiTech Wireless Charger",
        "category": "Smartphones and Accessories",
        "brand": "MobiTech",
        "model_number": "MT-WC10",
        "warranty": "1 year",
        "rating": 4.5,
        "features": ["10W fast charging", "Qi-compatible", "LED indicator", "Compact design"],
        "description": "A convenient wireless charger for a clutter-free workspace.",
        "price": 29.99
    },
    "SmartX EarBuds": {
        "name": "SmartX EarBuds",
        "category": "Smartphones and Accessories",
        "brand": "SmartX",
        "model_number": "SX-EB20",
        "warranty": "1 year",
        "rating": 4.4,
        "features": ["True wireless", "Bluetooth 5.0", "Touch controls", "24-hour battery life"],
        "description": "Experience true wireless freedom with these comfortable earbuds.",
        "price": 99.99
    },

    "CineView 4K TV": {
        "name": "CineView 4K TV",
        "category": "Televisions and Home Theater Systems",
        "brand": "CineView",
        "model_number": "CV-4K55",
        "warranty": "2 years",
        "rating": 4.8,
        "features": ["55-inch display", "4K resolution", "HDR", "Smart TV"],
        "description": "A stunning 4K TV with vibrant colors and smart features.",
        "price": 599.99
    },
    "SoundMax Home Theater": {
        "name": "SoundMax Home Theater",
        "category": "Televisions and Home Theater Systems",
        "brand": "SoundMax",
        "model_number": "SM-HT100",
        "warranty": "1 year",
        "rating": 4.4,
        "features": ["5.1 channel", "1000W output", "Wireless subwoofer", "Bluetooth"],
        "description": "A powerful home theater system for an immersive audio experience.",
        "price": 399.99
    },
    "CineView 8K TV": {
        "name": "CineView 8K TV",
        "category": "Televisions and Home Theater Systems",
        "brand": "CineView",
        "model_number": "CV-8K65",
        "warranty": "2 years",
        "rating": 4.9,
        "features": ["65-inch display", "8K resolution", "HDR", "Smart TV"],
        "description": "Experience the future of television with this stunning 8K TV.",
        "price": 2999.99
    },
    "SoundMax Soundbar": {
        "name": "SoundMax Soundbar",
        "category": "Televisions and Home Theater Systems",
        "brand": "SoundMax",
        "model_number": "SM-SB50",
        "warranty": "1 year",
        "rating": 4.3,
        "features": ["2.1 channel", "300W output", "Wireless subwoofer", "Bluetooth"],
        "description": "Upgrade your TV's audio with this sleek and powerful soundbar.",
        "price": 199.99
    },
    "CineView OLED TV": {
        "name": "CineView OLED TV",
        "category": "Televisions and Home Theater Systems",
        "brand": "CineView",
        "model_number": "CV-OLED55",
        "warranty": "2 years",
        "rating": 4.7,
        "features": ["55-inch display", "4K resolution", "HDR", "Smart TV"],
        "description": "Experience true blacks and vibrant colors with this OLED TV.",
        "price": 1499.99
    },

    "GameSphere X": {
        "name": "GameSphere X",
        "category": "Gaming Consoles and Accessories",
        "brand": "GameSphere",
        "model_number": "GS-X",
        "warranty": "1 year",
        "rating": 4.9,
        "features": ["4K gaming", "1TB storage", "Backward compatibility", "Online multiplayer"],
        "description": "A next-generation gaming console for the ultimate gaming experience.",
        "price": 499.99
    },
    "ProGamer Controller": {
        "name": "ProGamer Controller",
        "category": "Gaming Consoles and Accessories",
        "brand": "ProGamer",
        "model_number": "PG-C100",
        "warranty": "1 year",
        "rating": 4.2,
        "features": ["Ergonomic design", "Customizable buttons", "Wireless", "Rechargeable battery"],
        "description": "A high-quality gaming controller for precision and comfort.",
        "price": 59.99
    },
    "GameSphere Y": {
        "name": "GameSphere Y",
        "category": "Gaming Consoles and Accessories",
        "brand": "GameSphere",
        "model_number": "GS-Y",
        "warranty": "1 year",
        "rating": 4.8,
        "features": ["4K gaming", "500GB storage", "Backward compatibility", "Online multiplayer"],
        "description": "A compact gaming console with powerful performance.",
        "price": 399.99
    },
    "ProGamer Racing Wheel": {
        "name": "ProGamer Racing Wheel",
        "category": "Gaming Consoles and Accessories",
        "brand": "ProGamer",
        "model_number": "PG-RW200",
        "warranty": "1 year",
        "rating": 4.5,
        "features": ["Force feedback", "Adjustable pedals", "Paddle shifters", "Compatible with GameSphere X"],
        "description": "Enhance your racing games with this realistic racing wheel.",
        "price": 249.99
    },
    "GameSphere VR Headset": {
        "name": "GameSphere VR Headset",
        "category": "Gaming Consoles and Accessories",
        "brand": "GameSphere",
        "model_number": "GS-VR",
        "warranty": "1 year",
        "rating": 4.6,
        "features": ["Immersive VR experience", "Built-in headphones", "Adjustable headband", "Compatible with GameSphere X"],
        "description": "Step into the world of virtual reality with this comfortable VR headset.",
        "price": 299.99
    },

    "AudioPhonic Noise-Canceling Headphones": {
        "name": "AudioPhonic Noise-Canceling Headphones",
        "category": "Audio Equipment",
        "brand": "AudioPhonic",
        "model_number": "AP-NC100",
        "warranty": "1 year",
        "rating": 4.6,
        "features": ["Active noise-canceling", "Bluetooth", "20-hour battery life", "Comfortable fit"],
        "description": "Experience immersive sound with these noise-canceling headphones.",
        "price": 199.99
    },
    "WaveSound Bluetooth Speaker": {
        "name": "WaveSound Bluetooth Speaker",
        "category": "Audio Equipment",
        "brand": "WaveSound",
        "model_number": "WS-BS50",
        "warranty": "1 year",
        "rating": 4.5,
        "features": ["Portable", "10-hour battery life", "Water-resistant", "Built-in microphone"],
        "description": "A compact and versatile Bluetooth speaker for music on the go.",
        "price": 49.99
    },
    "AudioPhonic True Wireless Earbuds": {
        "name": "AudioPhonic True Wireless Earbuds",
        "category": "Audio Equipment",
        "brand": "AudioPhonic",
        "model_number": "AP-TW20",
        "warranty": "1 year",
        "rating": 4.4,
        "features": ["True wireless", "Bluetooth 5.0", "Touch controls", "18-hour battery life"],
        "description": "Enjoy music without wires with these comfortable true wireless earbuds.",
        "price": 79.99
    },
    "WaveSound Soundbar": {
        "name": "WaveSound Soundbar",
        "category": "Audio Equipment",
        "brand": "WaveSound",
        "model_number": "WS-SB40",
        "warranty": "1 year",
        "rating": 4.3,
        "features": ["2.0 channel", "80W output", "Bluetooth", "Wall-mountable"],
        "description": "Upgrade your TV's audio with this slim and powerful soundbar.",
        "price": 99.99
    },
    "AudioPhonic Turntable": {
        "name": "AudioPhonic Turntable",
        "category": "Audio Equipment",
        "brand": "AudioPhonic",
        "model_number": "AP-TT10",
        "warranty": "1 year",
        "rating": 4.2,
        "features": ["3-speed", "Built-in speakers", "Bluetooth", "USB recording"],
        "description": "Rediscover your vinyl collection with this modern turntable.",
        "price": 149.99
    },

    "FotoSnap DSLR Camera": {
        "name": "FotoSnap DSLR Camera",
        "category": "Cameras and Camcorders",
        "brand": "FotoSnap",
        "model_number": "FS-DSLR200",
        "warranty": "1 year",
        "rating": 4.7,
        "features": ["24.2MP sensor", "1080p video", "3-inch LCD", "Interchangeable lenses"],
        "description": "Capture stunning photos and videos with this versatile DSLR camera.",
        "price": 599.99
    },
    "ActionCam 4K": {
        "name": "ActionCam 4K",
        "category": "Cameras and Camcorders",
        "brand": "ActionCam",
        "model_number": "AC-4K",
        "warranty": "1 year",
        "rating": 4.4,
        "features": ["4K video", "Waterproof", "Image stabilization", "Wi-Fi"],
        "description": "Record your adventures with this rugged and compact 4K action camera.",
        "price": 299.99
    },
    "FotoSnap Mirrorless Camera": {
        "name": "FotoSnap Mirrorless Camera",
        "category": "Cameras and Camcorders",
        "brand": "FotoSnap",
        "model_number": "FS-ML100",
        "warranty": "1 year",
        "rating": 4.6,
        "features": ["20.1MP sensor", "4K video", "3-inch touchscreen", "Interchangeable lenses"],
        "description": "A compact and lightweight mirrorless camera with advanced features.",
        "price": 799.99
    },
    "ZoomMaster Camcorder": {
        "name": "ZoomMaster Camcorder",
        "category": "Cameras and Camcorders",
        "brand": "ZoomMaster",
        "model_number": "ZM-CM50",
        "warranty": "1 year",
        "rating": 4.3,
        "features": ["1080p video", "30x optical zoom", "3-inch LCD", "Image stabilization"],
        "description": "Capture life's moments with this easy-to-use camcorder.",
        "price": 249.99
    },
    "FotoSnap Instant Camera": {
        "name": "FotoSnap Instant Camera",
        "category": "Cameras and Camcorders",
        "brand": "FotoSnap",
        "model_number": "FS-IC10",
        "warranty": "1 year",
        "rating": 4.1,
        "features": ["Instant prints", "Built-in flash", "Selfie mirror", "Battery-powered"],
        "description": "Create instant memories with this fun and portable instant camera.",
        "price": 69.99
    }
}

 

3.2 해당 상품을 조회하는 함수를 작성합니다.

def get_product_by_name(name):
    return products.get(name, None)

def get_products_by_category(category):
    return [product for product in products.values() if product["category"] == category]

 

 

작성된 상품을 조회 테스트 합니다.

print(get_product_by_name("TechPro Ultrabook"))

{'name': 'TechPro Ultrabook', 'category': 'Computers and Laptops', 'brand': 'TechPro', 'model_number': 'TP-UB100', 'warranty': '1 year', 'rating': 4.5, 'features': ['13.3-inch display', '8GB RAM', '256GB SSD', 'Intel Core i5 processor'], 'description': 'A sleek and lightweight ultrabook for everyday use.', 'price': 799.99}

 

두종류의 상품을 조회를 테스트 합니다.

print(get_products_by_category("Computers and Laptops"))

 

[{'name': 'TechPro Ultrabook', 'category': 'Computers and Laptops', 'brand': 'TechPro', 'model_number': 'TP-UB100', 'warranty': '1 year', 'rating': 4.5, 'features': ['13.3-inch display', '8GB RAM', '256GB SSD', 'Intel Core i5 processor'], 'description': 'A sleek and lightweight ultrabook for everyday use.', 'price': 799.99}, {'name': 'BlueWave Gaming Laptop', 'category': 'Computers and Laptops', 'brand': 'BlueWave', 'model_number': 'BW-GL200', 'warranty': '2 years', 'rating': 4.7, 'features': ['15.6-inch display', '16GB RAM', '512GB SSD', 'NVIDIA GeForce RTX 3060'], 'description': 'A high-performance gaming laptop for an immersive experience.', 'price': 1199.99},.... 생략

 

 

print(user_message_1)

print(category_and_product_response_1)

 

[1]
tell me about the smartx pro phone and the fotosnap camera, the dslr one. Also tell me about your tvs

[2]
[{'category': 'Smartphones and Accessories', 'products': ['SmartX ProPhone']}, {'category': 'Cameras and Camcorders', 'products': ['FotoSnap DSLR Camera']}, {'category': 'Televisions and Home Theater Systems'}]

 

 

---

4.1 Python 문자열을 Python 딕셔너리의 리스트로 읽습니다.

 

import json 

def read_string_to_list(input_string):
    if input_string is None:
        return None

    try:
        input_string = input_string.replace("'", "\"")  # Replace single quotes with double quotes for valid JSON
        data = json.loads(input_string)
        return data
    except json.JSONDecodeError:
        print("Error: Invalid JSON string")
        return None

 

category_and_product_list = read_string_to_list(category_and_product_response_1)
print(category_and_product_list)

 

[{'category': 'Smartphones and Accessories', 'products': ['SmartX ProPhone']}, {'category': 'Cameras and Camcorders', 'products': ['FotoSnap DSLR Camera']}, {'category': 'Televisions and Home Theater Systems'}]

 

 

---

 

4.2  관련 있는 제품 및 카테고리에 대한 상세 제품 정보를 검색합니다.

def generate_output_string(data_list):
    output_string = ""

    if data_list is None:
        return output_string

    for data in data_list:
        try:
            if "products" in data:
                products_list = data["products"]
                for product_name in products_list:
                    product = get_product_by_name(product_name)
                    if product:
                        output_string += json.dumps(product, indent=4) + "\n"
                    else:
                        print(f"Error: Product '{product_name}' not found")
            elif "category" in data:
                category_name = data["category"]
                category_products = get_products_by_category(category_name)
                for product in category_products:
                    output_string += json.dumps(product, indent=4) + "\n"
            else:
                print("Error: Invalid object format")
        except Exception as e:
            print(f"Error: {e}")

    return output_string

 

product_information_for_user_message_1 = generate_output_string(category_and_product_list)
print(product_information_for_user_message_1)

 

{ "name": "SmartX ProPhone", "category": "Smartphones and Accessories", "brand": "SmartX", "model_number": "SX-PP10", "warranty": "1 year", "rating": 4.6, "features": [ "6.1-inch display", "128GB storage", "12MP dual camera", "5G" ], "description": "A powerful smartphone with advanced camera features.", "price": 899.99 }

{ "name": "FotoSnap DSLR Camera", "category": "Cameras and Camcorders", "brand": "FotoSnap", "model_number": "FS-DSLR200", "warranty": "1 year", "rating": 4.7, "features": [ "24.2MP sensor", "1080p video", "3-inch LCD", "Interchangeable lenses" ], "description": "Capture stunning photos and videos with this versatile DSLR camera.", "price": 599.99 }

 

 

5. 상세 제품 정보를 기반으로 사용자 질문에 대한 답변을 생성합니다.

 

* "remember that your response to the user must be in korean: " 를 상단에 추가하면 한글로 답변을 합니다.

system_message = f"""

remember that your response to the user must be in korean:

You are a customer service assistant for a \
large electronic store. \
Respond in a friendly and helpful tone, \
with very concise answers. \
Make sure to ask the user relevant follow up questions.
"""

user_message_1 = f"""
tell me about the smartx pro phone and \
the fotosnap camera, the dslr one. \
Also tell me about your tvs"""

messages =  [  
{'role':'system',
 'content': system_message},   
{'role':'user',
 'content': user_message_1},  
{'role':'assistant',
 'content': f"""Relevant product information:\n\
 {product_information_for_user_message_1}"""},   
]

final_response = get_completion_from_messages(messages)
print(final_response)

 

The SmartX ProPhone is a powerful smartphone with a 6.1-inch display, 128GB storage, a 12MP dual camera, and 5G capability. It is priced at $899.99 and comes with a 1-year warranty.

The FotoSnap DSLR Camera is a versatile camera with a 24.2MP sensor, 1080p video recording, a 3-inch LCD screen, and interchangeable lenses. It is priced at $599.99 and also comes with a 1-year warranty.

As for our TVs, we have a range of options. The CineView 4K TV is a 55-inch TV with 4K resolution, HDR, and smart TV features. It is priced at $599.99 and comes with a 2-year warranty.

We also have the CineView 8K TV, which is a 65-inch TV with 8K resolution, HDR, and smart TV features. It is priced at $2999.99 and also comes with a 2-year warranty.

Lastly, we have the CineView OLED TV, which is a 55-inch TV with 4K resolution, HDR, and smart TV features. It is priced at $1499.99 and comes with a 2-year warranty.

Is there anything specific you would like to know about these products?

 

한국어로 결과를 출력하도록 설정 하였을 경우 한글로 출력이 됩니다.

스마트X 프로폰은 강력한 스마트폰으로 6.1인치 디스플레이, 128GB 저장 용량, 12MP 듀얼 카메라, 5G 등의 기능을 제공합니다. 가격은 899.99달러입니다.

포토스냅 DSLR 카메라는 24.2MP 센서, 1080p 비디오, 3인치 LCD, 교환 가능한 렌즈 등의 기능을 제공합니다. 가격은 599.99달러입니다.
TV 제품 중에는 CineView 4K TV, CineView 8K TV, CineView OLED TV 등이 있습니다.
각각의 제품은 고화질 디스플레이와 스마트 기능을 제공합니다. 가격은 제품에 따라 다르며, CineView 4K TV는 599.99달러, CineView 8K TV는 2999.99달러, CineView OLED TV는 1499.99달러입니다.

어떤 제품에 대해 더 자세한 정보를 알고 싶으신가요?

 

[참고]

https://learn.deeplearning.ai/chatgpt-building-system

https://cobusgreyling.medium.com/chaining-large-language-model-prompts-81091daccaad