Upload utils.py

utils.py

@@ -0,0 +1,815 @@
+   
+import json
+from collections import defaultdict
+# Configure OpenAI KEY
+import os
+
+from dotenv import load_dotenv
+from openai import OpenAI
+
+
+# Load environment variables from .env file
+load_dotenv()
+
+
+api_key = os.getenv("OPENAI_API_KEY") # 'ollama'  
+model = "gpt-4o-mini"  # "gpt-4o-mini"
+base_url = None
+
+
+products_file = 'products.json'
+categories_file = 'categories.json'
+
+
+delimiter = "####"
+
+step_2_system_message_content = f"""
+You will be provided with customer service a conversation. \
+The most recent user 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.
+Only list products and categories that have not already \
+been mentioned and discussed in the earlier parts of \
+the conversation.
+
+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.
+"""
+
+step_2_system_message = {'role':'system', 'content': step_2_system_message_content}    
+
+# sys message for response to user
+step_4_system_message_content = f"""
+    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.
+"""
+
+step_4_system_message = {'role':'system', 'content': step_4_system_message_content}    
+
+# sys message for evaluation
+step_6_system_message_content = f"""
+    You are an assistant that evaluates whether \
+    customer service agent responses sufficiently \
+    answer customer questions, and also validates that \
+    all the facts the assistant cites from the product \
+    information are correct.
+    The conversation history, product information, user and customer \
+    service agent messages will be delimited by \
+    3 backticks, i.e. ```.
+    Respond with a Y or N character, with no punctuation:
+    Y - if the output sufficiently answers the question \
+    AND the response correctly uses product information
+    N - otherwise
+
+    Output a single letter only.
+"""
+
+step_6_system_message = {'role':'system', 'content': step_6_system_message_content}    
+
+
+
+# Set your OpenAI API key from the environment variable
+#api_key = os.getenv("HYPERBOLIC_API_KEY") # 'ollama'  
+#model = "meta-llama/Llama-3.2-90B-Vision-Instruct"  # "gpt-4o-mini"
+#base_url = "https://api.hyperbolic.xyz/v1/" # ollama 'http://localhost:11434/v1/'
+
+
+client = OpenAI(
+    base_url=base_url,
+    api_key=api_key
+)
+
+
+def get_completion_from_messages(messages, 
+                                 model="gpt-4o-mini", 
+                                 temperature=0, 
+                                 max_tokens=500):
+    '''
+    Encapsulate a function to access LLM
+
+    Parameters: 
+    messages: This is a list of messages, each message is a dictionary containing role and content. The role can be 'system', 'user' or 'assistant', and the content is the message of the role.
+    model: The model to be called, default is gpt-4o-mini (ChatGPT) 
+    temperature: This determines the randomness of the model output, default is 0, meaning the output will be very deterministic. Increasing temperature will make the output more random.
+    max_tokens: This determines the maximum number of tokens in the model output.
+    '''
+    response = client.chat.completions.create(
+        messages=messages,
+        model = model, 
+        temperature=temperature, # This determines the randomness of the model's output
+        max_tokens=max_tokens, # This determines the maximum number of tokens in the model's output
+    )
+
+    return response.choices[0].message.content
+
+
+def create_categories():
+    categories_dict = {
+      'Billing': [
+                'Unsubscribe or upgrade',
+                'Add a payment method',
+                'Explanation for charge',
+                'Dispute a charge'],
+      'Technical Support':[
+                'General troubleshooting'
+                'Device compatibility',
+                'Software updates'],
+      'Account Management':[
+                'Password reset'
+                'Update personal information',
+                'Close account',
+                'Account security'],
+      'General Inquiry':[
+                'Product information'
+                'Pricing',
+                'Feedback',
+                'Speak to a human']
+    }
+    
+    with open(categories_file, 'w') as file:
+        json.dump(categories_dict, file)
+        
+    return categories_dict
+
+
+def get_categories():
+    with open(categories_file, 'r') as file:
+            categories = json.load(file)
+    return categories
+
+
+def get_product_list():
+    """
+    具体原理参见第四节课
+    """
+    products = get_products()
+    product_list = []
+    for product in products.keys():
+        product_list.append(product)
+    
+    return product_list
+
+
+def get_products_and_category():
+    """
+    具体原理参见第五节课
+    """
+    products = get_products()
+    products_by_category = defaultdict(list)
+    for product_name, product_info in products.items():
+        category = product_info.get('category')
+        if category:
+            products_by_category[category].append(product_info.get('name'))
+    
+    return dict(products_by_category)
+
+
+def get_products():
+    with open(products_file, 'r') as file:
+        products = json.load(file)
+    return products
+
+# Get cate and products from user 
+def find_category_and_product(user_input, products_and_category):
+    delimiter = "####"
+    system_message = f"""
+    You will be provided with customer service queries. \
+    The customer service query will be delimited with {delimiter} characters.
+    Output a python list of json 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.
+
+    The allowed products are provided in JSON format.
+    The keys of each item represent the category.
+    The values of each item is a list of products that are within that category.
+    Allowed products: {products_and_category}
+    
+    """
+    messages =  [  
+    {'role':'system', 'content': system_message},    
+    {'role':'user', 'content': f"{delimiter}{user_input}{delimiter}"},  
+    ] 
+    return get_completion_from_messages(messages)
+
+# Add allowed products
+def find_category_and_product_only(user_input,products_and_category):
+    delimiter = "####"
+    system_message = f"""
+    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, nothing else.
+    """
+    messages =  [  
+    {'role':'system', 'content': system_message},    
+    {'role':'user', 'content': f"{delimiter}{user_input}{delimiter}"},  
+    ] 
+    return get_completion_from_messages(messages)
+
+# Get product from user query
+def get_products_from_query(user_msg):
+
+    products_and_category = get_products_and_category()
+    delimiter = "####"
+    system_message = f"""
+    You will be provided with customer service queries. \
+    The customer service query will be delimited with {delimiter} characters.
+    Output a python list of json 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.
+
+    The allowed products are provided in JSON format.
+    The keys of each item represent the category.
+    The values of each item is a list of products that are within that category.
+    Allowed products: {products_and_category}
+
+    """
+    
+    messages =  [  
+    {'role':'system', 'content': system_message},    
+    {'role':'user', 'content': f"{delimiter}{user_msg}{delimiter}"},  
+    ] 
+    category_and_product_response = get_completion_from_messages(messages)
+    
+    return category_and_product_response
+
+
+
+def get_product_by_name(name):
+    products = get_products()
+    return products.get(name, None)
+
+def get_products_by_category(category):
+    products = get_products()
+    return [product for product in products.values() if product["category"] == category]
+
+def get_mentioned_product_info(data_list):
+    """
+    具体原理参见第五、六节课
+    """
+    product_info_l = []
+
+    if data_list is None:
+        return product_info_l
+
+    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:
+                        product_info_l.append(product)
+                    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:
+                    product_info_l.append(product)
+            else:
+                print("Error: Invalid object format")
+        except Exception as e:
+            print(f"Error: {e}")
+
+    return product_info_l
+
+
+
+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
+
+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
+
+# Example usage:
+#product_information_for_user_message_1 = generate_output_string(category_and_product_list)
+#print(product_information_for_user_message_1)
+# Answer questions from customers
+def answer_user_msg(user_msg,product_info):
+    """
+    代码参见第五节课
+    """
+    delimiter = "####"
+    system_message = f"""
+    You are a customer service assistant for a large electronic store. \
+    Respond in a friendly and helpful tone, with concise answers. \
+    Make sure to ask the user relevant follow up questions.
+    """
+    # user_msg = f"""
+    # tell me about the smartx pro phone and the fotosnap camera, the dslr one. Also what tell me about your tvs"""
+    messages =  [  
+    {'role':'system', 'content': system_message},   
+    {'role':'user', 'content': f"{delimiter}{user_msg}{delimiter}"},  
+    {'role':'assistant', 'content': f"Relevant product information:\n{product_info}"},   
+    ] 
+    response = get_completion_from_messages(messages)
+    return response
+
+# 创建并存入商品数据
+def create_products():
+    """
+        Create products dictionary and save it to a file named products.json
+    """
+    # product information
+    # fun fact: all these products are fake and were generated by a language model
+    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
+        }
+    }
+
+    products_file = 'products.json'
+    with open(products_file, 'w') as file:
+        json.dump(products, file)
+        
+    return products