Upload folder using huggingface_hub

README.md

@@ -1,12 +1,16 @@
 ---
-title: Smartrec
-emoji: 🏢
-colorFrom: indigo
-colorTo: yellow
+title: smartrec
+app_file: app.py
 sdk: gradio
 sdk_version: 5.7.0
-app_file: app.py
-pinned: false
 ---
+# smartrec
+
+AI-powered personalized newsletters.
+
+##### Quickstart 
+Tunable settings are defined in the `config.yaml` file. 
+
+- Update `config.yaml` with paths to local folders and OpenAI/Database keys.
+- Run the app with `python app.py`
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

@@ -0,0 +1,241 @@
+import gradio as gr
+from src.utils import LLMHandler, initialize_newsletter, integrate_personalized_text, build_context, build_prompt
+from src.utils_api import get_recommendations 
+import yaml
+import logging
+import argparse
+import os
+import tempfile
+
+
+# logging.basicConfig(filename='logs/app.log', encoding='utf-8', level=logging.info)
+logging.basicConfig(level=logging.INFO)
+
+
+def main():
+
+    # get arguments with argparse
+    parser = argparse.ArgumentParser(description='Newsletter Generator')
+    parser.add_argument('--config-file', type=str, default='./config/config.yaml', help='Path to the configuration file.')
+    args = parser.parse_args()
+
+    logging.info("Starting the Newsletter Generator app...")
+
+    # Load configuration from YAML file
+    logging.info("Loading configuration from config.yaml...")
+    with open(args.config_file, "r") as file:
+        config = yaml.safe_load(file)
+
+        # setup
+        os.environ["RECOMMENDER_URL"] = config['recommender_api']['base_url']
+        os.environ["RECOMMENDER_KEY"] = config['recommender_api']['key']
+        os.environ["OPENAI_KEY"] = config['llm']['api_key']
+
+        llm_settings = config['llm']
+        newsletter_meta_info = config['newsletter']
+        
+        logging.debug(f"Configuration loaded: {config}")
+
+    # Initialize the LLM handler
+    llm_handler = LLMHandler(**llm_settings)
+    logging.info(f"LLM handler initialized with the following settings: {config['llm']}")
+
+
+    # Define the function to generate the newsletter using the OpenAI API
+    def generate_newsletter(
+            customer_id,  
+            model_name,
+            temperature,
+            max_tokens,
+            system_message, 
+            textual_preferences,
+            progress=gr.Progress()
+            ):
+
+
+        # get recommendations
+        progress(0.1, "Fetching Client History...")
+        logging.info("Getting recommendations...")
+        customer_info, recommendations, transactions = get_recommendations(
+            customer_id,
+            max_recs=newsletter_meta_info['max_recommendations'], 
+            max_transactions=newsletter_meta_info['max_recents_items']) 
+        logging.debug(f"Recommendations: {recommendations}")
+        logging.debug(f"Transactions: {transactions}")
+        print("cusomter info", customer_info)
+
+
+        # Load the html template and replace the placeholders for images with the actual content
+        logging.info("Initializing newsletter template...")
+        progress(0.5, "Initializing personalized content...")
+        newsletter_text = initialize_newsletter(newsletter_meta_info, transactions, recommendations)
+
+        # Build context from the user preferences, the recommendations and the transactions
+        context = build_context(
+            recommendations, 
+            transactions, 
+            textual_preferences, 
+            customer_info)
+        logging.info(f"Context: {context}")
+
+        # Build the prompt for the LLM
+        progress(0.7, "Generating personalized content...")
+        prompt = build_prompt(context)
+        logging.info(f"Prompt: {prompt}")
+        
+
+        # Generate the newsletter
+        sections = llm_handler.generate( 
+                        prompt, 
+                        model_name, 
+                        temperature, 
+                        max_tokens, 
+                        system_message)
+        logging.info(f"Sections: {sections}")
+
+
+        # Intergrate personalized text
+        logging.info("Integrating personalized text...")
+        newsletter_text = integrate_personalized_text(newsletter_text, customer_info, sections)
+
+        # Save HTML to a temporary file for download
+        with tempfile.NamedTemporaryFile(delete=False, suffix=".html") as temp_file:
+            temp_file.write(newsletter_text.encode("utf-8"))
+            temp_file_path = temp_file.name
+        progress(1.0)
+        return newsletter_text, temp_file_path
+
+    logging.info("Creating interface...")
+
+    with gr.Blocks() as demo:
+        # Header Section
+        gr.Markdown("## AI-Powered Newsletter for Fashion Brands", elem_id="header")
+        
+        # Input Section
+        with gr.Row():
+            customer_id = gr.Dropdown(
+                label="Customer ID", 
+                #value="04a183a27a6877e560e1025216d0a3b40d88668c68366da17edfb18ed89c574c", 
+                interactive=True,
+                choices=[
+                    ("customer 1", "04a183a27a6877e560e1025216d0a3b40d88668c68366da17edfb18ed89c574c"),
+                    ("customer 2", "1abaca5cd299000720538c70ba2ed246db6731bce924b5b4ca81770a47842656"),
+                    ("customer 3", "1741b0d1b2c29994084b7312001c1b11ab8b112b3fd05ac765f4d232afdc4eaf")
+                ]
+            )
+        
+        with gr.Row():
+            textual_preferences = gr.Textbox(
+                label="Newsletter Preferences", 
+                placeholder="Enter rich newsletter preferences."
+            )
+        
+        # Advanced Settings
+        with gr.Accordion("⚙️ Advanced Settings", open=False):
+            with gr.Row():
+                model_name = gr.Dropdown(
+                    label="LLM Model", 
+                    choices=["gpt-3.5-turbo", "gpt-4o"], 
+                    value=llm_handler.model_name
+                )
+                temperature = gr.Slider(
+                    label="Temperature", 
+                    minimum=0.0, 
+                    maximum=1.0, 
+                    step=0.05, 
+                    value=llm_handler.default_temperature
+                )
+            with gr.Row():
+                max_tokens = gr.Number(
+                    label="Max Tokens", 
+                    value=llm_handler.default_max_tokens, 
+                    precision=0
+                )
+                system_message = gr.Textbox(
+                    label="System Message", 
+                    placeholder="Enter a custom system message (optional).", 
+                    value=llm_handler.default_system_message,
+                    visible=False
+                )
+        
+        # User Context (Hidden by Default)
+        with gr.Accordion("🧑‍💻 User Context", open=False, visible=False):
+            pass  # Placeholder for future user context integration.
+        
+        # Output Section
+        with gr.Row():
+            generate_button = gr.Button("Generate Personalized Newsletter", variant="primary")
+            download = gr.DownloadButton("Download")
+        
+        newsletter_output = gr.HTML(
+            label="Generated Newsletter", 
+            value="<br><br><br><br><br>", 
+            min_height=500
+        )
+        
+        # Event Binding
+        generate_button.click(
+            fn=generate_newsletter, 
+            inputs=[
+                customer_id,
+                model_name,
+                temperature,
+                max_tokens,
+                system_message,
+                textual_preferences
+            ], 
+            outputs=[newsletter_output, download]
+        )
+
+    # Launch App
+    demo.queue().launch(
+        share=config['app']['share'], 
+        server_port=config['app']['server_port']
+    )
+
+
+    # Gradio interface for the app
+"""    logging.info("Creating interface...")
+    with gr.Blocks() as demo:
+        gr.Markdown("### Newsletter Generator")
+        
+        customer_id = gr.Textbox(label="Client ID", value="04a183a27a6877e560e1025216d0a3b40d88668c68366da17edfb18ed89c574c")
+        textual_preferences = gr.Textbox(label="Newsletter preferences", placeholder="The newsletter should be catchy.")
+        
+        # llm_preferences = gr.Textbox(label="LLM Preferences", placeholder="Enter LLM preferences.", visible=False)
+        # create an openable block for the llm preferences
+        with gr.Accordion("LLM Preferences", open=False):
+            model_name = gr.Dropdown(label="Model Name", choices=["gpt-3.5-turbo", "gpt-4o"], value=llm_handler.model_name)
+            temperature = gr.Slider(label="Temperature", minimum=0.0, maximum=1.0, step=0.05, value=llm_handler.default_temperature)
+            max_tokens = gr.Number(label="Max Tokens", value=llm_handler.default_max_tokens)
+            system_message = gr.Textbox(label="System Message", placeholder="Enter the system message or Leave Blank.", value=llm_handler.default_system_message)
+        
+        with gr.Accordion("User Context", open=False, visible=False):
+            # get profiled user context
+            pass
+        
+        generate_button = gr.Button("Generate Newsletter")
+        
+        # create a button to open the  newsletter in a new tab
+        download = gr.DownloadButton(label="Download Newsletter")
+ 
+        newsletter_output = gr.HTML(label="Generated Newsletter", min_height="500", value="<br><br><br><br><br>")
+        
+        generate_button.click(
+            fn=generate_newsletter, 
+            inputs=[
+                customer_id,
+                # llm preferences
+                model_name,
+                temperature,
+                max_tokens,
+                system_message, 
+                # newsletter preferences
+                textual_preferences], 
+            outputs=[newsletter_output, download]
+        )
+    
+    demo.queue().launch(share=config['app']['share'], server_port=config['app']['server_port'])"""
+
+if __name__ == "__main__":
+    main()

config/config.yaml

@@ -0,0 +1,43 @@
+# llm configs 
+llm:
+  api_key: "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"
+  model_name: "gpt-4o"
+  default_temperature: 0.8
+  default_max_tokens: 3000
+  default_system_message: | 
+        You are a marketing assistant generating personalized newsletter content.
+        You will generate multiple sections of text that will be integrated into an HTML newsletter template.
+        You will write in first person.
+        
+        For each section, ensure the content is coherent with the provided context and personalization parameters.
+        Format your response as a JSON-like structure with clear section demarcations.
+        
+        Structure your response exactly as follows:
+        {
+            "greeting": "your greeting text here",
+            "intro": "your intro text here",
+            "recommendations": "your recommendations text here",
+            "closing": "your closing text here"
+        }
+
+
+recommender_api:
+  base_url: "https://urfjxlnyxlehjqlucvuu.functions.supabase.co"
+  key: "CFSekdHEW2EPasoqjWTuPpvVHYQukD3ootXhd3JVUXdpuEea5d"
+
+# app frontend
+app:
+  server_port: 7865
+  share: true
+
+# templates for newsletters and prompts
+newsletter:
+  newsletter_example_path: "./newsletter_examples/1.html"
+  brand_logo: "https://seeklogo.com/images/L/luisa-spagnoli-logo-EF482BEE89-seeklogo.com.png"
+  brand_name: "AI x Fashion"
+  max_recommendations: 2
+  max_recents_items: 2
+
+
+  # logo luisa spagnoli https://seeklogo.com/images/L/luisa-spagnoli-logo-EF482BEE89-seeklogo.com.png
+  # logo h&m https://upload.wikimedia.org/wikipedia/commons/thumb/5/53/H%26M-Logo.svg/709px-H%26M-Logo.svg.png

logs/app.log

@@ -0,0 +1,3 @@
+INFO:root:Starting the Newsletter Generator app...
+INFO:root:Loading configuration from config.yaml...
+INFO:root:Initializing the LLM handler...

newsletter_examples/0.html

@@ -0,0 +1,218 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Your Personalized Style Curation</title>
+    <style>
+        /* Elegant, sophisticated color palette with light brown background */
+        body {
+            margin: 0;
+            padding: 0;
+            width: 100%;
+            font-family: 'Palatino Linotype', 'Book Antiqua', Palatino, serif;
+            line-height: 1.6;
+            color: #4A4A4A;
+            background-color: #F0E6D2; /* Light warm brown background */
+        }
+        
+        .backgroundcontainer {
+            max-width: 600px;
+            margin: 0 auto;
+            padding: 30px;
+            background-color: #f5f0e6;
+            box-shadow: 0 2px 10px rgba(0,0,0,0.1);
+            border: 1px solid #E0D3BA; /* Slight border to complement background */
+        }
+        
+        .header {
+            text-align: center;
+            padding: 20px 0;
+            border-bottom: 1px solid #D4AD7A;
+            margin-bottom: 30px;
+        }
+        
+        .header img {
+            max-width: 200px;
+            height: auto;
+        }
+        
+        .section {
+            margin-bottom: 40px;
+        }
+        
+        h1, h2, h3 {
+            font-family: 'Didot', serif;
+            color: #5D4037; /* Deep brown for headings */
+            margin-bottom: 15px;
+        }
+        
+        .bought-item, .product {
+            display: flex;
+            flex-direction: column;
+            align-items: center;
+            width: 45%;
+            margin: 10px;
+            text-align: center;
+            padding: 20px;
+            background-color: #FFF8E7;
+            border-radius: 8px;
+            border: 1px solid #E0D3BA;
+            transition: transform 0.3s ease;
+        }
+
+        /* Add media query for responsive design */
+        @media screen and (max-width: 600px) {
+            .bought-item, .product {
+                width: 100%;
+                margin: 10px 0;
+            }
+        }
+        
+        .bought-item:hover, .product:hover {
+            transform: scale(1.02);
+            box-shadow: 0 4px 6px rgba(0,0,0,0.1);
+        }
+        
+        .deal-box {
+            background-color: #F5E6D3; /* Soft light brown */
+            padding: 20px;
+            margin: 15px 0;
+            border-radius: 8px;
+            text-align: center;
+            border: 1px solid #D4AD7A;
+        }
+        
+    .button {
+        display: inline-block;
+        padding: 12px 25px;
+        background-color: #8B6914; /* Rich brown */
+        color: #FFFFFF !important; /* Explicitly enforce white */
+        text-decoration: none;
+        border-radius: 5px;
+        font-weight: 600;
+        text-transform: uppercase;
+        letter-spacing: 1px;
+        transition: background-color 0.3s ease;
+    }
+
+    .button:link, 
+    .button:visited, 
+    .button:hover, 
+    .button:active {
+        color: #FFFFFF; /* Ensure white for all link states */
+        text-decoration: none;
+    }
+        
+        .button:hover {
+            background-color: #5D4037; /* Darker brown */
+        }
+        
+        .footer {
+            text-align: center;
+            padding: 20px;
+            background-color: #F5E6D3; /* Soft light brown */
+            border-top: 1px solid #D4AD7A;
+            font-size: 0.9em;
+        }
+        
+        .price {
+            font-size: 1.2em;
+            color: #8B6914; /* Rich brown */
+            font-weight: bold;
+        }
+        
+        a {
+            color: #8B6914; /* Rich brown */
+            text-decoration: none;
+        }
+        
+        a:hover {
+            text-decoration: underline;
+        }
+    </style>
+</head>
+<body>
+    <div class="backgroundcontainer">
+        <!-- Header Section -->
+        
+        <div class="header" style="display: flex; justify-content: center; align-items: center;">
+            <img src="${brand_logo}" alt="Brand Logo">
+        </div>
+        
+
+        <!-- Personal Greeting -->
+        <div class="section">
+             <!--  <h1>Hello ${customer_name},</h1> -->
+            <p style="font-size: 18px; font-family: 'Georgia', 'Times New Roman', serif; font-style: italic; color: #333; line-height: 1.5; letter-spacing: 0.5px; text-align: left;">
+${greeting} </p>
+        </div>
+
+        <!-- Previously Bought Items Section -->
+        <div class="section">
+            <p style="font-size: 18px; font-family: 'Georgia', 'Times New Roman', serif; font-style: italic; color: #333; line-height: 1.5; letter-spacing: 0.5px; text-align: left;"> ${intro} </p>
+            <div class="bought-item">
+                <img src= ${transaction_url} alt="Previous Product 1">
+                <h3> ${transaction_name} </h3>
+            </div>
+            <div class="bought-item">
+                <img src= ${transaction_url} alt="Previous Product 2">
+                <h3>${transaction_name}</h3>
+            </div>
+        </div>
+
+        <!-- Recommended Items -->
+        <p style="font-size: 18px; font-family: 'Georgia', 'Times New Roman', serif; font-style: italic; color: #333; line-height: 1.5; letter-spacing: 0.5px; text-align: left;">
+${recommendations} </p>
+        <div class="section">
+            <div class="product">
+                <img src=${recommendation_url} alt="Recommended Product 1">
+                <h3>${recommendation_name}</h3>
+                <a href="#" class="button">Explore</a>
+            </div>
+            <div class="product">
+                <img src=${recommendation_url} alt="Recommended Product 2">
+                <h3>${recommendation_name}</h3>
+                <a href="#" class="button">Explore</a>
+            </div>
+        </div>
+        
+        <!-- Deals Section -->
+        <div class="section">
+            <h2 style="color: #8B6914;">Not Your Style?</h2>
+            <p style="font-size: 18px; font-family: 'Georgia', 'Times New Roman', serif; font-style: italic; color: #333; line-height: 1.5; letter-spacing: 0.5px; text-align: left;">
+Well, I always try my best and recommend what I think would suit you well, but hey, we all make mistakes, right? </p>
+            <p style="font-size: 18px; font-family: 'Georgia', 'Times New Roman', serif; font-style: italic; color: #333; line-height: 1.5; letter-spacing: 0.5px; text-align: left;">
+No worries though, I still have a lot of stuff for you! Take a look at these weekly deals! </p>
+            <div class="deal-box">
+                <h3> 30% OFF ALL DRESSES</h3>
+                <p>Exclusive Code: LSF30</p>
+            </div>
+            <div class="deal-box">
+                <h3> BUY 2 GET 1 FREE</h3>
+                <p>On our curated accessories collection</p>
+            </div>
+            <p style="font-size: 18px; font-family: 'Georgia', 'Times New Roman', serif; font-style: italic; color: #333; line-height: 1.5; letter-spacing: 0.5px; text-align: left;">
+${closing} </p>
+        </div>
+
+        <!-- Call to Action -->
+        <div class="section" style="text-align: center;">
+            <h2>Ready to Refine Your Wardrobe?</h2>
+            <a href="#" class="button">View New Arrivals</a>
+            <a href="#" class="button" style="background-color: #5D4037;">Book Styling Consultation</a>
+        </div>
+
+        <!-- Footer -->
+        <div class="footer">
+            <p style="font-weight: bold;">The ${brand_name} Team</p>
+            <p>
+                <small>
+                    You're receiving this curated selection because you're part of our stylish community.
+                    <a href="#">Unsubscribe</a> | <a href="#">View in Browser</a>
+                </small>
+            </p>
+        </div>
+    </div>
+</body>
+</html>

newsletter_examples/1.html

@@ -0,0 +1,231 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Your Personalized Style Curation</title>
+    <style>
+        /* Elegant, sophisticated color palette with light brown background */
+        body {
+            margin: 0;
+            padding: 0;
+            width: 100%;
+            font-family: 'Palatino Linotype', 'Book Antiqua', Palatino, serif;
+            line-height: 1.6;
+            color: #4A4A4A;
+            background-color: #F0E6D2; /* Light warm brown background */
+        }
+        
+        .backgroundcontainer {
+            max-width: 600px;
+            margin: 0 auto;
+            padding: 30px;
+            background-color: #f5f0e6;
+            box-shadow: 0 2px 10px rgba(0,0,0,0.1);
+            border: 1px solid #E0D3BA; /* Slight border to complement background */
+        }
+        
+        .header {
+            text-align: center;
+            padding: 20px 0;
+            border-bottom: 1px solid #D4AD7A;
+            margin-bottom: 30px;
+        }
+        
+        .header img {
+            max-width: 200px;
+            height: auto;
+        }
+        
+        .section {
+            margin-bottom: 40px;
+        }
+        
+        h1, h2, h3 {
+            font-family: 'Didot', serif;
+            color: #5D4037; /* Deep brown for headings */
+            margin-bottom: 15px;
+        }
+        
+        /* New responsive section styles */
+        .section-row {
+            display: flex;
+            flex-wrap: wrap;
+            justify-content: space-between;
+            gap: 20px;
+        }
+        
+        .bought-item, .product {
+            display: flex;
+            flex-direction: column;
+            align-items: center;
+            width: calc(50% - 10px); /* Adjust for gap */
+            margin: 10px 0;
+            text-align: center;
+            padding: 20px;
+            background-color: #FFF8E7;
+            border-radius: 8px;
+            border: 1px solid #E0D3BA;
+            transition: transform 0.3s ease;
+        }
+
+        /* Media query for smaller screens */
+        @media screen and (max-width: 600px) {
+            .section-row {
+                flex-direction: column;
+            }
+            
+            .bought-item, .product {
+                width: 100%;
+                margin: 10px 0;
+            }
+        }
+        
+        .bought-item:hover, .product:hover {
+            transform: scale(1.02);
+            box-shadow: 0 4px 6px rgba(0,0,0,0.1);
+        }
+        
+        .deal-box {
+            background-color: #F5E6D3; /* Soft light brown */
+            padding: 20px;
+            margin: 15px 0;
+            border-radius: 8px;
+            text-align: center;
+            border: 1px solid #D4AD7A;
+        }
+        
+    .button {
+        display: inline-block;
+        padding: 12px 25px;
+        background-color: #8B6914; /* Rich brown */
+        color: #FFFFFF !important; /* Explicitly enforce white */
+        text-decoration: none;
+        border-radius: 5px;
+        font-weight: 600;
+        text-transform: uppercase;
+        letter-spacing: 1px;
+        transition: background-color 0.3s ease;
+    }
+
+    .button:link, 
+    .button:visited, 
+    .button:hover, 
+    .button:active {
+        color: #FFFFFF; /* Ensure white for all link states */
+        text-decoration: none;
+    }
+        
+        .button:hover {
+            background-color: #5D4037; /* Darker brown */
+        }
+        
+        .footer {
+            text-align: center;
+            padding: 20px;
+            background-color: #F5E6D3; /* Soft light brown */
+            border-top: 1px solid #D4AD7A;
+            font-size: 0.9em;
+        }
+        
+        .price {
+            font-size: 1.2em;
+            color: #8B6914; /* Rich brown */
+            font-weight: bold;
+        }
+        
+        a {
+            color: #8B6914; /* Rich brown */
+            text-decoration: none;
+        }
+        
+        a:hover {
+            text-decoration: underline;
+        }
+    </style>
+</head>
+<body>
+    <div class="backgroundcontainer">
+        <!-- Header Section -->
+        <div class="header" style="display: flex; justify-content: center; align-items: center;">
+            <img src="${brand_logo}" alt="Brand Logo">
+        </div>
+
+        <!-- Personal Greeting -->
+        <div class="section">
+            <p style="font-size: 18px; font-family: 'Georgia', 'Times New Roman', serif; font-style: italic; color: #333; line-height: 1.5; letter-spacing: 0.5px; text-align: left;">
+${greeting} </p>
+        </div>
+
+        <!-- Previously Bought Items Section -->
+        <div class="section">
+            <p style="font-size: 18px; font-family: 'Georgia', 'Times New Roman', serif; font-style: italic; color: #333; line-height: 1.5; letter-spacing: 0.5px; text-align: left;"> ${intro} </p>
+            <div class="section-row">
+                <div class="bought-item">
+                    <img src= ${transaction_url} alt="Previous Product 1">
+                    <h3> ${transaction_name} </h3>
+                </div>
+                <div class="bought-item">
+                    <img src= ${transaction_url} alt="Previous Product 2">
+                    <h3>${transaction_name}</h3>
+                </div>
+            </div>
+        </div>
+
+        <!-- Recommended Items -->
+        <p style="font-size: 18px; font-family: 'Georgia', 'Times New Roman', serif; font-style: italic; color: #333; line-height: 1.5; letter-spacing: 0.5px; text-align: left;">
+${recommendations} </p>
+        <div class="section">
+            <div class="section-row">
+                <div class="product">
+                    <img src=${recommendation_url} alt="Recommended Product 1">
+                    <h3>${recommendation_name}</h3>
+                    <a href="#" class="button">Explore</a>
+                </div>
+                <div class="product">
+                    <img src=${recommendation_url} alt="Recommended Product 2">
+                    <h3>${recommendation_name}</h3>
+                    <a href="#" class="button">Explore</a>
+                </div>
+            </div>
+        </div>
+        
+        <!-- Deals Section -->
+        <div class="section">
+            <h2 style="color: #8B6914;">Not Your Style?</h2>
+            <p style="font-size: 18px; font-family: 'Georgia', 'Times New Roman', serif; font-style: italic; color: #333; line-height: 1.5; letter-spacing: 0.5px; text-align: left;">
+Well, I always try my best and recommend what I think would suit you well, but hey, we all make mistakes, right? </p>
+            <p style="font-size: 18px; font-family: 'Georgia', 'Times New Roman', serif; font-style: italic; color: #333; line-height: 1.5; letter-spacing: 0.5px; text-align: left;">
+No worries though, I still have a lot of stuff for you! Take a look at these weekly deals! </p>
+            <div class="deal-box">
+                <h3> 30% OFF ALL DRESSES</h3>
+                <p>Exclusive Code: LSF30</p>
+            </div>
+            <div class="deal-box">
+                <h3> BUY 2 GET 1 FREE</h3>
+                <p>On our curated accessories collection</p>
+            </div>
+            <p style="font-size: 18px; font-family: 'Georgia', 'Times New Roman', serif; font-style: italic; color: #333; line-height: 1.5; letter-spacing: 0.5px; text-align: left;">
+${closing} </p>
+        </div>
+
+        <!-- Call to Action -->
+        <div class="section" style="text-align: center;">
+            <h2>Ready to Refine Your Wardrobe?</h2>
+            <a href="#" class="button">View New Arrivals</a>
+            <a href="#" class="button" style="background-color: #5D4037;">Book Styling Consultation</a>
+        </div>
+
+        <!-- Footer -->
+        <div class="footer">
+            <p style="font-weight: bold;">The ${brand_name} Team</p>
+            <p>
+                <small>
+                    You're receiving this curated selection because you're part of our stylish community.
+                    <a href="#">Unsubscribe</a> | <a href="#">View in Browser</a>
+                </small>
+            </p>
+        </div>
+    </div>
+</body>
+</html>

requirements.txt

@@ -0,0 +1,3 @@
+gradio==5.4.0
+gradio_client==1.4.2
+openai==1.52.2

src/utils.py

@@ -0,0 +1,169 @@
+from typing import Any, Dict
+from openai import OpenAI
+from string import Template 
+import logging
+import json
+
+
+class LLMHandler:
+    def __init__(self, api_key, model_name, default_temperature, default_max_tokens, default_system_message=None):
+
+        self.client = OpenAI(api_key=api_key)
+        self.model_name = model_name
+        self.default_temperature = default_temperature
+        self.default_max_tokens = default_max_tokens
+        self.default_system_message = default_system_message
+  
+    def generate(
+            self, 
+            prompt, 
+            model_name, 
+            temperature=None, 
+            max_tokens=None, 
+            system_message=None):
+        
+        # optional parameters
+        model_name = model_name or self.model_name
+        temperature = temperature or self.default_temperature
+        max_tokens = max_tokens or self.default_max_tokens
+        system_message = system_message or self.default_system_message
+
+        # prepare messages
+        messages = [{"role": "user", "content": prompt}]
+        if system_message:
+            messages.insert(0, {"role": "system", "content": system_message}) 
+
+        # get response
+        logging.info(f"Generating text with model {model_name}, temperature {temperature}, and max tokens {max_tokens}...")
+        response = self.client.chat.completions.create(
+            model=model_name,
+            messages=messages,
+            temperature=temperature,
+            max_tokens=max_tokens,
+            seed=1234,
+            response_format={ "type": "json_object" } 
+        )
+        return response.choices[0].message.content
+
+
+
+def format_personalization(personalization):
+    return '\n'.join([f"- {key}: {value}" for key, value in personalization.items()])
+
+
+def build_prompt(
+        context: Dict[str, Any]) -> str:
+        """
+        Create a detailed prompt incorporating all personalization factors
+        
+        :param section_type: Type of section to generate
+        :param context: Context data including items and customer info
+        :param additional_textual_context: additional context for personalization
+        :return: Formatted prompt string
+        """
+
+        # Create a detailed user prompt with all context and personalization
+        user_prompt = f"""
+        Generate personalized newsletter content based on the following information:
+
+        Customer Purchase Context:
+        - Previously bought items: {context.pop('bought_items', [])}
+        - Recommended items: {context.pop('recommended_items', [])}
+        
+        Personalization Parameters:
+        {format_personalization(context)}
+
+        Required Sections:
+        1. greeting: A warm personalized welcome that considers all personalization parameters. Start with "Hello [customer name]," 
+        2. intro: Acknowledge previous purchases and build connection warmly. Mention the previous purchases. Only acknoweldge previous purchases that are actually present in the context. 
+        3. recommendations: Present recommended items naturally, explaining why they match the customer's preferences and previous purchases.
+        4. closing: Wrap up maintaining the established tone. 
+
+        General reequirements:
+        - Write in first person. 
+        - Don't be too formal, maintain a friendly, warm and engaging tone, avoid stuff like "I hope you are doing well".
+        - The reader should feel like they have a special dedicated fashion assistant, who is also a friend.
+        - When mentioning items, use the item name and avoid mentioning colors that are not present in the image, or using adjectives like "vibrant".
+        - The goal should be to make the reader feel special and excited about the items they are being recommended.
+
+        
+        Please generate all sections in a single, coherent response that maintains consistency in tone and style throughout. Begin each section with the section name in all caps.
+        """
+        return user_prompt
+
+
+def initialize_newsletter(newsletter_meta_info, transactions, recommendations):
+    
+    # get the paths to the template files
+    newsletter_example_path = newsletter_meta_info['newsletter_example_path']
+    
+    # load the template from file
+    with open(newsletter_example_path, "r") as f:
+        newsletter_text = Template(f.read())
+        newsletter_text = newsletter_text.safe_substitute(
+            brand_logo=newsletter_meta_info.get("brand_logo", ""),
+            brand_name=newsletter_meta_info.get("brand_name", ""),
+            )
+    
+    # iterate over the transactions and replace the placeholders with the actual content
+    for i, transaction in enumerate(transactions):
+        newsletter_text = newsletter_text.replace("${transaction_url}", transaction['product_image_url'], 1)
+        newsletter_text = newsletter_text.replace("${transaction_name}", transaction['product_name'], 1)
+
+    # iterate over the recommendations and replace the placeholders with the actual content
+    for i, recommendation in enumerate(recommendations):
+        newsletter_text = newsletter_text.replace("${recommendation_url}", recommendation['product_image_url'], 1)
+        newsletter_text = newsletter_text.replace("${recommendation_name}", recommendation['product_name'], 1)
+    return newsletter_text
+
+
+def integrate_personalized_text(newsletter_text, customer_info, textual_sections):
+    # get dctionary from the textual sections json
+    textual_sections = json.loads(textual_sections)
+
+    logging.info(textual_sections)
+
+    newsletter_text = Template(newsletter_text)
+    newsletter_text = newsletter_text.safe_substitute(
+        **textual_sections
+    )
+
+    # make sure the greeting line is h1, so replace Hello ${customer_name} with <h1>Hello ${customer_name}</h1>
+    customer_name = customer_info.get("customer name")
+    newsletter_text = newsletter_text.replace(f"Hello {customer_name},", f"<h1>Hello {customer_name},</h1>")
+
+    return newsletter_text
+
+
+def build_context(recommendations, transactions, additional_context, customer_info):
+    
+    # clean recommendations and transactions 
+    for rec in recommendations:
+        rec.pop('product_image_url', None)
+        rec.pop('article_id', None)
+        rec.pop('sales_channel_id', None)
+        rec.pop('transaction_date', None)
+    for tr in transactions:
+        tr.pop('product_image_url', None)
+        tr.pop('article_id', None)
+        tr.pop('sales_channel_id', None)
+        tr.pop('transaction_date', None)
+        tr.pop('price', None)    
+
+    context = {
+        'recommended_items': recommendations,
+        'bought_items': transactions,
+        'customer_name': customer_info.get('customer name', 'Unknown'),
+        'customer_age': customer_info.get('customer age', 'Unknown'),
+        'last_visit': customer_info.get('last_visit', 'Unknown'),
+        # 'preferred_categories': customer_info.get('preferred_categories', 'Unknown'),
+        # 'shopping_frequency': customer_info.get('shopping_frequency', 'Unknown'),
+        # 'style_preferences': customer_info.get('style_preferences', 'Unknown'),
+        # 'size_preferences': customer_info.get('size_preferences', 'Unknown'),
+        'preferences': additional_context if len(additional_context) > 1 else 'No additional preferences',
+    }
+
+    return context
+
+
+

src/utils_api.py

@@ -0,0 +1,160 @@
+import requests
+import json
+import os
+
+
+def make_api_request(endpoint, ids):
+    """
+    Generic function to make API requests with error handling
+    
+    :param endpoint: The specific API endpoint (e.g. 'get-images-from-id')
+    :param ids: List of IDs to query
+    :return: JSON response or None if error occurs
+    """
+    api_key = os.environ.get("RECOMMENDER_KEY")
+    if not api_key:
+        raise ValueError("API key is not set")
+    headers = {
+        "x-api-key": api_key,
+        "Content-Type": "application/json"
+    }
+    
+    payload = {"ids": ids}
+    
+    try:
+        recommender_url = os.environ.get("RECOMMENDER_URL")
+        if not recommender_url: 
+            raise ValueError("Recommender URL is not set")
+        response = requests.post(f"{recommender_url}/{endpoint}", 
+                                 headers=headers, 
+                                 data=json.dumps(payload))
+        
+        response.raise_for_status()  # Raise an exception for bad status codes
+        return response.json()
+    
+    except requests.exceptions.RequestException as e:
+        print(f"Error occurred while calling {endpoint}: {e}")
+        return None
+
+def get_images_from_id(ids):
+    """Get images for specific product IDs"""
+    return make_api_request("get-images-from-id", ids)
+
+
+def parse_article_data(article_data):
+    """Parse the article data and return a dictionary"""
+    
+    # get the article information
+    article_info = article_data['article']
+    aricle_id = article_info.get('article_id', 'Unknown')
+    article_name = article_info.get('prod_name', 'Unknown')
+    article_type = article_info.get('department_name', 'Unknown')
+    article_color = article_info.get('perceived_colour_master_name', 'Unknown')
+    
+    # get the article images
+    article_images = get_images_from_id([aricle_id])
+    img_url = 'no image'
+    if len(article_images) > 0:
+        img_url = article_images[0].get('url', 'no image')
+    
+    return {
+        "product_name": article_name,
+        "product_type": article_type,
+        "product_color": article_color,
+        "product_image_url": img_url
+    }
+
+
+def parse_transaction_data(transaction_data):
+    """Parse the transaction data and return a dictionary with article information."""
+    
+    # Retrieve general transaction details
+    transaction_date = transaction_data.get('t_dat', 'Unknown')
+    sales_channel_id = transaction_data.get('sales_channel_id', 'Unknown')
+    price = transaction_data.get('price', 'Unknown')
+    
+    # Get the article information
+    article_info = transaction_data.get('article', {})
+    article_id = article_info.get('article_id', 'Unknown')
+    article_name = article_info.get('prod_name', 'Unknown')
+    article_type = article_info.get('department_name', 'Unknown')
+    article_color = article_info.get('perceived_colour_master_name', 'Unknown')
+    article_detail = article_info.get('detail_desc', 'Unknown') 
+
+    # Get the article images
+    article_images = get_images_from_id([article_id])
+    img_url = 'no image'
+    if article_images:
+        img_url = article_images[0].get('url', 'no image')
+    
+    return {
+        "transaction_date": transaction_date,
+        "sales_channel_id": sales_channel_id,
+        "price": price,
+        "product_name": article_name,
+        "product_type": article_type,
+        "product_color": article_color,
+        "product_image_url": img_url,
+        "article_id": article_id
+    }
+
+
+def parse_recommendations(recommendations, max_recs=2, max_transactions=2, only_with_images=True):
+    """Parse the recommendations and return a list of product IDs"""
+    
+    # get the client information
+    customer_info = recommendations[0]['customer'][0]
+    customer_id = customer_info.get('customer_id', 'Unknown')
+    customer_name = customer_info.get('name', customer_id[:8]) # TODO change to real customer name
+    customer_age = customer_info.get('age', 'Unknown')
+
+    customer_info = {
+        "customer name": customer_name,
+        "customer age": customer_age
+    }
+
+    # get the recommendations
+    formatted_recommendations = [parse_article_data(article) for article in recommendations[0]['prediction']]
+
+    formatted_transactions = [parse_transaction_data(transaction) for transaction in recommendations[0]['transactions']]
+
+    print("formatted_recommendations", len(formatted_recommendations))
+    print("formatted_transactions", len(formatted_transactions))
+
+    if only_with_images:
+        formatted_recommendations = [rec for rec in formatted_recommendations if rec['product_image_url'] != 'no image']
+        formatted_transactions = [t for t in formatted_transactions if t['product_image_url'] != 'no image']
+
+    if len(formatted_recommendations) > max_recs:
+        formatted_recommendations = formatted_recommendations[:max_recs]
+    
+    if len(formatted_transactions) > max_transactions:
+        formatted_transactions = formatted_transactions[:max_transactions]
+
+    print("formatted_recommendations", len(formatted_recommendations))
+    print("formatted_transactions", len(formatted_transactions))
+    return customer_info, formatted_recommendations, formatted_transactions
+
+
+def get_recommendations(customer_ids, max_recs=4, max_transactions=2):
+    """Get product recommendations for specific customer IDs"""
+    if isinstance(customer_ids, str):
+        customer_ids = [customer_ids]
+    recommendations = make_api_request("get-recommendations", customer_ids)
+    if recommendations:
+        return parse_recommendations(recommendations, max_recs, max_transactions)
+    return None
+
+
+if __name__ == "__main__":
+    # Example product IDs
+    product_ids = ["0110065002", "0111609001"]
+
+    # Example customer ID
+    customer_id = ["04a183a27a6877e560e1025216d0a3b40d88668c68366da17edfb18ed89c574c"]
+
+    # Demonstrate different API calls
+    print("Images:", get_images_from_id(product_ids))
+    print("Recommendations:", get_recommendations(customer_id))
+
+

test/api_calls.ipynb

@@ -0,0 +1,718 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Images: [{'name': '0110065002.jpg', 'url': 'https://urfjxlnyxlehjqlucvuu.supabase.co/storage/v1/object/public/images/011/0110065002.jpg'}, {'name': '0111609001.jpg', 'url': 'https://urfjxlnyxlehjqlucvuu.supabase.co/storage/v1/object/public/images/011/0111609001.jpg'}]\n",
+      "Article Data: [{'article_id': '0110065002', 'product_code': '0110065', 'prod_name': 'OP T-shirt (Idro)', 'product_type_no': '306', 'product_type_name': 'Bra', 'product_group_name': 'Underwear', 'graphical_appearance_no': '1010016', 'graphical_appearance_name': 'Solid', 'colour_group_code': '10', 'colour_group_name': 'White', 'perceived_colour_value_id': '3', 'perceived_colour_value_name': 'Light', 'perceived_colour_master_id': '9', 'perceived_colour_master_name': 'White', 'department_no': '1339', 'department_name': 'Clean Lingerie', 'index_code': 'B', 'index_name': 'Lingeries/Tights', 'index_group_no': '1', 'index_group_name': 'Ladieswear', 'section_no': '61', 'section_name': 'Womens Lingerie', 'garment_group_no': '1017', 'garment_group_name': 'Under-, Nightwear', 'detail_desc': 'Microfibre T-shirt bra with underwired, moulded, lightly padded cups that shape the bust and provide good support. Narrow adjustable shoulder straps and a narrow hook-and-eye fastening at the back. Without visible seams for greater comfort.'}, {'article_id': '0111609001', 'product_code': '0111609', 'prod_name': '200 den 1p Tights', 'product_type_no': '304', 'product_type_name': 'Underwear Tights', 'product_group_name': 'Socks & Tights', 'graphical_appearance_no': '1010016', 'graphical_appearance_name': 'Solid', 'colour_group_code': '09', 'colour_group_name': 'Black', 'perceived_colour_value_id': '4', 'perceived_colour_value_name': 'Dark', 'perceived_colour_master_id': '5', 'perceived_colour_master_name': 'Black', 'department_no': '3608', 'department_name': 'Tights basic', 'index_code': 'B', 'index_name': 'Lingeries/Tights', 'index_group_no': '1', 'index_group_name': 'Ladieswear', 'section_no': '62', 'section_name': 'Womens Nightwear, Socks & Tigh', 'garment_group_no': '1021', 'garment_group_name': 'Socks and Tights', 'detail_desc': 'Opaque matt tights. 200 denier.'}]\n",
+      "Customer Data: [{'customer_id': '00000dbacae5abe5e23885899a1fa44253a17956c6d1c3d25f88aa139fdfc657', 'FN': '', 'Active': '', 'club_member_status': 'ACTIVE', 'fashion_news_frequency': 'NONE', 'age': '49', 'postal_code': '52043ee2162cf5aa7ee79974281641c6f11a68d276429a91f8ca0d4b6efa8100'}]\n",
+      "Recommendations: [{'customer': [{'customer_id': '00000dbacae5abe5e23885899a1fa44253a17956c6d1c3d25f88aa139fdfc657', 'FN': '', 'Active': '', 'club_member_status': 'ACTIVE', 'fashion_news_frequency': 'NONE', 'age': '49', 'postal_code': '52043ee2162cf5aa7ee79974281641c6f11a68d276429a91f8ca0d4b6efa8100'}], 'prediction': [{'article': {'prod_name': 'Jade HW Skinny Denim TRS', 'article_id': '0706016001', 'index_code': 'D', 'index_name': 'Divided', 'section_no': '53', 'detail_desc': 'High-waisted jeans in washed superstretch denim with a zip fly and button, fake front pockets, real back pockets and super-skinny legs.', 'product_code': '0706016', 'section_name': 'Divided Collection', 'department_no': '1747', 'index_group_no': '2', 'department_name': 'Trousers', 'product_type_no': '272', 'garment_group_no': '1009', 'index_group_name': 'Divided', 'colour_group_code': '09', 'colour_group_name': 'Black', 'product_type_name': 'Trousers', 'garment_group_name': 'Trousers', 'product_group_name': 'Garment Lower body', 'graphical_appearance_no': '1010016', 'graphical_appearance_name': 'Solid', 'perceived_colour_value_id': '4', 'perceived_colour_master_id': '5', 'perceived_colour_value_name': 'Dark', 'perceived_colour_master_name': 'Black'}}, {'article': {'prod_name': 'Jade HW Skinny Denim TRS', 'article_id': '0706016002', 'index_code': 'D', 'index_name': 'Divided', 'section_no': '53', 'detail_desc': 'High-waisted jeans in washed superstretch denim with a zip fly and button, fake front pockets, real back pockets and super-skinny legs.', 'product_code': '0706016', 'section_name': 'Divided Collection', 'department_no': '1747', 'index_group_no': '2', 'department_name': 'Trousers', 'product_type_no': '272', 'garment_group_no': '1009', 'index_group_name': 'Divided', 'colour_group_code': '71', 'colour_group_name': 'Light Blue', 'product_type_name': 'Trousers', 'garment_group_name': 'Trousers', 'product_group_name': 'Garment Lower body', 'graphical_appearance_no': '1010016', 'graphical_appearance_name': 'Solid', 'perceived_colour_value_id': '3', 'perceived_colour_master_id': '2', 'perceived_colour_value_name': 'Light', 'perceived_colour_master_name': 'Blue'}}, {'article': {'prod_name': '7p Basic Shaftless', 'article_id': '0372860001', 'index_code': 'B', 'index_name': 'Lingeries/Tights', 'section_no': '62', 'detail_desc': 'Fine-knit trainer socks in a soft cotton blend.', 'product_code': '0372860', 'section_name': 'Womens Nightwear, Socks & Tigh', 'department_no': '3611', 'index_group_no': '1', 'department_name': 'Shopbasket Socks', 'product_type_no': '302', 'garment_group_no': '1021', 'index_group_name': 'Ladieswear', 'colour_group_code': '09', 'colour_group_name': 'Black', 'product_type_name': 'Socks', 'garment_group_name': 'Socks and Tights', 'product_group_name': 'Socks & Tights', 'graphical_appearance_no': '1010016', 'graphical_appearance_name': 'Solid', 'perceived_colour_value_id': '4', 'perceived_colour_master_id': '5', 'perceived_colour_value_name': 'Dark', 'perceived_colour_master_name': 'Black'}}, {'article': {'prod_name': 'Tilly (1)', 'article_id': '0610776002', 'index_code': 'A', 'index_name': 'Ladieswear', 'section_no': '16', 'detail_desc': 'T-shirt in lightweight jersey with a rounded hem. Slightly longer at the back.', 'product_code': '0610776', 'section_name': 'Womens Everyday Basics', 'department_no': '1676', 'index_group_no': '1', 'department_name': 'Jersey Basic', 'product_type_no': '255', 'garment_group_no': '1002', 'index_group_name': 'Ladieswear', 'colour_group_code': '09', 'colour_group_name': 'Black', 'product_type_name': 'T-shirt', 'garment_group_name': 'Jersey Basic', 'product_group_name': 'Garment Upper body', 'graphical_appearance_no': '1010016', 'graphical_appearance_name': 'Solid', 'perceived_colour_value_id': '4', 'perceived_colour_master_id': '5', 'perceived_colour_value_name': 'Dark', 'perceived_colour_master_name': 'Black'}}, {'article': {'prod_name': 'Tilda tank', 'article_id': '0759871002', 'index_code': 'D', 'index_name': 'Divided', 'section_no': '80', 'detail_desc': 'Cropped, fitted top in cotton jersey with narrow shoulder straps.', 'product_code': '0759871', 'section_name': 'Divided Complements Other', 'department_no': '3936', 'index_group_no': '2', 'department_name': 'EQ Divided Basics', 'product_type_no': '253', 'garment_group_no': '1002', 'index_group_name': 'Divided', 'colour_group_code': '09', 'colour_group_name': 'Black', 'product_type_name': 'Vest top', 'garment_group_name': 'Jersey Basic', 'product_group_name': 'Garment Upper body', 'graphical_appearance_no': '1010016', 'graphical_appearance_name': 'Solid', 'perceived_colour_value_id': '4', 'perceived_colour_master_id': '5', 'perceived_colour_value_name': 'Dark', 'perceived_colour_master_name': 'Black'}}, {'article': {'prod_name': 'Greta Thong Mynta Low 3p', 'article_id': '0464297007', 'index_code': 'B', 'index_name': 'Lingeries/Tights', 'section_no': '61', 'detail_desc': 'Thong briefs in cotton jersey with a wide lace trim at the top. Low waist, lined gusset, narrow sides and a string back.', 'product_code': '0464297', 'section_name': 'Womens Lingerie', 'department_no': '1334', 'index_group_no': '1', 'department_name': 'Casual Lingerie', 'product_type_no': '286', 'garment_group_no': '1017', 'index_group_name': 'Ladieswear', 'colour_group_code': '09', 'colour_group_name': 'Black', 'product_type_name': 'Underwear bottom', 'garment_group_name': 'Under-, Nightwear', 'product_group_name': 'Underwear', 'graphical_appearance_no': '1010014', 'graphical_appearance_name': 'Placement print', 'perceived_colour_value_id': '4', 'perceived_colour_master_id': '5', 'perceived_colour_value_name': 'Dark', 'perceived_colour_master_name': 'Black'}}, {'article': {'prod_name': '7p Basic Shaftless', 'article_id': '0372860002', 'index_code': 'B', 'index_name': 'Lingeries/Tights', 'section_no': '62', 'detail_desc': 'Fine-knit trainer socks in a soft cotton blend.', 'product_code': '0372860', 'section_name': 'Womens Nightwear, Socks & Tigh', 'department_no': '3611', 'index_group_no': '1', 'department_name': 'Shopbasket Socks', 'product_type_no': '302', 'garment_group_no': '1021', 'index_group_name': 'Ladieswear', 'colour_group_code': '10', 'colour_group_name': 'White', 'product_type_name': 'Socks', 'garment_group_name': 'Socks and Tights', 'product_group_name': 'Socks & Tights', 'graphical_appearance_no': '1010016', 'graphical_appearance_name': 'Solid', 'perceived_colour_value_id': '3', 'perceived_colour_master_id': '9', 'perceived_colour_value_name': 'Light', 'perceived_colour_master_name': 'White'}}, {'article': {'prod_name': 'Tilly (1)', 'article_id': '0610776001', 'index_code': 'A', 'index_name': 'Ladieswear', 'section_no': '16', 'detail_desc': 'T-shirt in lightweight jersey with a rounded hem. Slightly longer at the back.', 'product_code': '0610776', 'section_name': 'Womens Everyday Basics', 'department_no': '1676', 'index_group_no': '1', 'department_name': 'Jersey Basic', 'product_type_no': '255', 'garment_group_no': '1002', 'index_group_name': 'Ladieswear', 'colour_group_code': '10', 'colour_group_name': 'White', 'product_type_name': 'T-shirt', 'garment_group_name': 'Jersey Basic', 'product_group_name': 'Garment Upper body', 'graphical_appearance_no': '1010016', 'graphical_appearance_name': 'Solid', 'perceived_colour_value_id': '3', 'perceived_colour_master_id': '9', 'perceived_colour_value_name': 'Light', 'perceived_colour_master_name': 'White'}}, {'article': {'prod_name': 'Curvy Jeggings HW Ankle', 'article_id': '0399223001', 'index_code': 'D', 'index_name': 'Divided', 'section_no': '57', 'detail_desc': 'Jeggings in washed, superstretch denim with a high waist, fake front pockets, real back pockets and skinny legs.', 'product_code': '0399223', 'section_name': 'Ladies Denim', 'department_no': '1772', 'index_group_no': '2', 'department_name': 'Denim Trousers', 'product_type_no': '272', 'garment_group_no': '1016', 'index_group_name': 'Divided', 'colour_group_code': '09', 'colour_group_name': 'Black', 'product_type_name': 'Trousers', 'garment_group_name': 'Trousers Denim', 'product_group_name': 'Garment Lower body', 'graphical_appearance_no': '1010016', 'graphical_appearance_name': 'Solid', 'perceived_colour_value_id': '4', 'perceived_colour_master_id': '5', 'perceived_colour_value_name': 'Dark', 'perceived_colour_master_name': 'Black'}}, {'article': {'prod_name': 'Jade HW Skinny Denim TRS', 'article_id': '0706016003', 'index_code': 'D', 'index_name': 'Divided', 'section_no': '53', 'detail_desc': 'High-waisted jeans in washed superstretch denim with a zip fly and button, fake front pockets, real back pockets and super-skinny legs.', 'product_code': '0706016', 'section_name': 'Divided Collection', 'department_no': '1747', 'index_group_no': '2', 'department_name': 'Trousers', 'product_type_no': '272', 'garment_group_no': '1009', 'index_group_name': 'Divided', 'colour_group_code': '73', 'colour_group_name': 'Dark Blue', 'product_type_name': 'Trousers', 'garment_group_name': 'Trousers', 'product_group_name': 'Garment Lower body', 'graphical_appearance_no': '1010016', 'graphical_appearance_name': 'Solid', 'perceived_colour_value_id': '2', 'perceived_colour_master_id': '2', 'perceived_colour_value_name': 'Medium Dusty', 'perceived_colour_master_name': 'Blue'}}, {'article': {'prod_name': 'SUPREME RW tights', 'article_id': '0720125001', 'index_code': 'S', 'index_name': 'Sport', 'section_no': '5', 'detail_desc': 'Sports tights in fast-drying functional fabric with a wide waistband to hold in and shape the waist. Regular waist with a concealed key pocket in the waistband.', 'product_code': '0720125', 'section_name': 'Ladies H&M Sport', 'department_no': '8310', 'index_group_no': '26', 'department_name': 'Ladies Sport Bottoms', 'product_type_no': '273', 'garment_group_no': '1005', 'index_group_name': 'Sport', 'colour_group_code': '09', 'colour_group_name': 'Black', 'product_type_name': 'Leggings/Tights', 'garment_group_name': 'Jersey Fancy', 'product_group_name': 'Garment Lower body', 'graphical_appearance_no': '1010016', 'graphical_appearance_name': 'Solid', 'perceived_colour_value_id': '4', 'perceived_colour_master_id': '5', 'perceived_colour_value_name': 'Dark', 'perceived_colour_master_name': 'Black'}}, {'article': {'prod_name': 'Box 4p Tights', 'article_id': '0156231001', 'index_code': 'B', 'index_name': 'Lingeries/Tights', 'section_no': '62', 'detail_desc': 'Matt tights with an elasticated waist. 20 denier.', 'product_code': '0156231', 'section_name': 'Womens Nightwear, Socks & Tigh', 'department_no': '3608', 'index_group_no': '1', 'department_name': 'Tights basic', 'product_type_no': '304', 'garment_group_no': '1021', 'index_group_name': 'Ladieswear', 'colour_group_code': '09', 'colour_group_name': 'Black', 'product_type_name': 'Underwear Tights', 'garment_group_name': 'Socks and Tights', 'product_group_name': 'Socks & Tights', 'graphical_appearance_no': '1010016', 'graphical_appearance_name': 'Solid', 'perceived_colour_value_id': '4', 'perceived_colour_master_id': '5', 'perceived_colour_value_name': 'Dark', 'perceived_colour_master_name': 'Black'}}]}]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import requests\n",
+    "import json\n",
+    "import os \n",
+    "\n",
+    "# API Configuration\n",
+    "BASE_URL = \"https://urfjxlnyxlehjqlucvuu.functions.supabase.co\"\n",
+    "API_KEY = \"CFSekdHEW2EPasoqjWTuPpvVHYQukD3ootXhd3JVUXdpuEea5d\"\n",
+    "\n",
+    "def make_api_request(endpoint, ids):\n",
+    "    \"\"\"\n",
+    "    Generic function to make API requests with error handling\n",
+    "    \n",
+    "    :param endpoint: The specific API endpoint (e.g. 'get-images-from-id')\n",
+    "    :param ids: List of IDs to query\n",
+    "    :return: JSON response or None if error occurs\n",
+    "    \"\"\"\n",
+    "    api_key = os.environ.get(\"RECOMMENDER_KEY\")\n",
+    "    headers = {\n",
+    "        \"x-api-key\": api_key,\n",
+    "        \"Content-Type\": \"application/json\"\n",
+    "    }\n",
+    "    \n",
+    "    payload = {\"ids\": ids}\n",
+    "    \n",
+    "    try:\n",
+    "        recommender_url = os.environ.get(\"RECOMMENDER_URL\")\n",
+    "        response = requests.post(f\"{recommender_url}/{endpoint}\", \n",
+    "                                 headers=headers, \n",
+    "                                 data=json.dumps(payload))\n",
+    "        \n",
+    "        response.raise_for_status()  # Raise an exception for bad status codes\n",
+    "        return response.json()\n",
+    "    \n",
+    "    except requests.exceptions.RequestException as e:\n",
+    "        print(f\"Error occurred while calling {endpoint}: {e}\")\n",
+    "        return None\n",
+    "\n",
+    "def get_images_from_id(ids):\n",
+    "    \"\"\"Get images for specific product IDs\"\"\"\n",
+    "    return make_api_request(\"get-images-from-id\", ids)\n",
+    "\n",
+    "def get_article_data(ids):\n",
+    "    \"\"\"Get article data for specific product IDs\"\"\"\n",
+    "    return make_api_request(\"get-articles-data\", ids)\n",
+    "\n",
+    "def get_customer_data(customer_ids):\n",
+    "    \"\"\"Get customer data for specific customer IDs\"\"\"\n",
+    "    return make_api_request(\"get-customer-data\", customer_ids)\n",
+    "\n",
+    "def get_recommendations(customer_ids):\n",
+    "    \"\"\"Get product recommendations for specific customer IDs\"\"\"\n",
+    "    return make_api_request(\"get-recommendations\", customer_ids)\n",
+    "\n",
+    "\n",
+    "# Example product IDs\n",
+    "product_ids = [\"0110065002\", \"0111609001\"]\n",
+    "\n",
+    "# Example customer ID\n",
+    "customer_id = [\"00000dbacae5abe5e23885899a1fa44253a17956c6d1c3d25f88aa139fdfc657\"]\n",
+    "\n",
+    "# Demonstrate different API calls\n",
+    "print(\"Images:\", get_images_from_id(product_ids))\n",
+    "print(\"Article Data:\", get_article_data(product_ids))\n",
+    "print(\"Customer Data:\", get_customer_data(customer_id))\n",
+    "print(\"Recommendations:\", get_recommendations(customer_id))\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a = get_recommendations([\"00000dbacae5abe5e23885899a1fa44253a17956c6d1c3d25f88aa139fdfc657\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "a[0]['prediction'][0]['article']['article_id']\n",
+    "img = get_images_from_id([str(a[0]['prediction'][0]['article']['article_id'])])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "img = get_images_from_id([str(a[0]['prediction'][0]['article']['article_id'])])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "product_ids = [\"0110065002\", \"0111609001\"]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "None\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "l = os.environ.get(\"RECOMMENDER_KEY\")\n",
+    "print(l)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "im =  get_images_from_id([product_ids[0]])\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'name': '0110065002.jpg',\n",
+       " 'url': 'https://urfjxlnyxlehjqlucvuu.supabase.co/storage/v1/object/public/images/011/0110065002.jpg'}"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "im[0]['url']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'name': '0110065002.jpg',\n",
+       "  'url': 'https://urfjxlnyxlehjqlucvuu.supabase.co/storage/v1/object/public/images/011/0110065002.jpg'}]"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "im"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def parse_article_data(article_data):\n",
+    "    \"\"\"Parse the article data and return a dictionary\"\"\"\n",
+    "    \n",
+    "    # get the article information\n",
+    "    article_info = article_data['article']\n",
+    "    aricle_id = article_info.get('article_id', 'Unknown')\n",
+    "    article_name = article_info.get('prod_name', 'Unknown')\n",
+    "    article_type = article_info.get('department_name', 'Unknown')\n",
+    "    article_color = article_info.get('perceived_colour_master_name', 'Unknown')\n",
+    "    \n",
+    "    # get the article images\n",
+    "    article_images = get_images_from_id([aricle_id])\n",
+    "    img_url = 'no image'\n",
+    "    if len(article_images) > 0:\n",
+    "        img_url = article_images[0].get('url', 'no image')\n",
+    "    \n",
+    "    return {\n",
+    "        \"product_name\": article_name,\n",
+    "        \"product_type\": article_type,\n",
+    "        \"product_color\": article_color,\n",
+    "        \"product_image_url\": img_url\n",
+    "    }\n",
+    "\n",
+    "\n",
+    "\n",
+    "def parse_recommendations(recommendations):\n",
+    "    \"\"\"Parse the recommendations and return a list of product IDs\"\"\"\n",
+    "    \n",
+    "    # get the client information\n",
+    "    customer_info = recommendations[0]['customer'][0]\n",
+    "    customer_name = customer_info.get('name', 'Unknown')\n",
+    "    customer_age = customer_info.get('age', 'Unknown')\n",
+    "\n",
+    "    print(customer_name)\n",
+    "    print(customer_age)\n",
+    "    \n",
+    "\n",
+    "    # get the recommendations\n",
+    "    formatted_recommendations = [parse_article_data(article) for article in recommendations[0]['prediction']]\n",
+    "\n",
+    "    return {\n",
+    "        \"customer_name\": customer_name,\n",
+    "        \"customer_age\": customer_age,\n",
+    "        \"recommendations\": formatted_recommendations\n",
+    "    }\n",
+    "    "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Unknown\n",
+      "49\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "{'customer_name': 'Unknown',\n",
+       " 'customer_age': '49',\n",
+       " 'recommendations': [{'name': 'Jade HW Skinny Denim TRS',\n",
+       "   'type': 'Trousers',\n",
+       "   'color': 'Black',\n",
+       "   'image_url': 'no image'},\n",
+       "  {'name': 'Jade HW Skinny Denim TRS',\n",
+       "   'type': 'Trousers',\n",
+       "   'color': 'Blue',\n",
+       "   'image_url': 'no image'},\n",
+       "  {'name': '7p Basic Shaftless',\n",
+       "   'type': 'Shopbasket Socks',\n",
+       "   'color': 'Black',\n",
+       "   'image_url': 'https://urfjxlnyxlehjqlucvuu.supabase.co/storage/v1/object/public/images/037/0372860001.jpg'},\n",
+       "  {'name': 'Tilly (1)',\n",
+       "   'type': 'Jersey Basic',\n",
+       "   'color': 'Black',\n",
+       "   'image_url': 'no image'},\n",
+       "  {'name': 'Tilda tank',\n",
+       "   'type': 'EQ Divided Basics',\n",
+       "   'color': 'Black',\n",
+       "   'image_url': 'no image'},\n",
+       "  {'name': 'Greta Thong Mynta Low 3p',\n",
+       "   'type': 'Casual Lingerie',\n",
+       "   'color': 'Black',\n",
+       "   'image_url': 'https://urfjxlnyxlehjqlucvuu.supabase.co/storage/v1/object/public/images/046/0464297007.jpg'},\n",
+       "  {'name': '7p Basic Shaftless',\n",
+       "   'type': 'Shopbasket Socks',\n",
+       "   'color': 'White',\n",
+       "   'image_url': 'https://urfjxlnyxlehjqlucvuu.supabase.co/storage/v1/object/public/images/037/0372860002.jpg'},\n",
+       "  {'name': 'Tilly (1)',\n",
+       "   'type': 'Jersey Basic',\n",
+       "   'color': 'White',\n",
+       "   'image_url': 'no image'},\n",
+       "  {'name': 'Curvy Jeggings HW Ankle',\n",
+       "   'type': 'Denim Trousers',\n",
+       "   'color': 'Black',\n",
+       "   'image_url': 'no image'},\n",
+       "  {'name': 'Jade HW Skinny Denim TRS',\n",
+       "   'type': 'Trousers',\n",
+       "   'color': 'Blue',\n",
+       "   'image_url': 'no image'},\n",
+       "  {'name': 'SUPREME RW tights',\n",
+       "   'type': 'Ladies Sport Bottoms',\n",
+       "   'color': 'Black',\n",
+       "   'image_url': 'no image'},\n",
+       "  {'name': 'Box 4p Tights',\n",
+       "   'type': 'Tights basic',\n",
+       "   'color': 'Black',\n",
+       "   'image_url': 'https://urfjxlnyxlehjqlucvuu.supabase.co/storage/v1/object/public/images/015/0156231001.jpg'}]}"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "parse_recommendations(a)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'prod_name': 'Jade HW Skinny Denim TRS',\n",
+       " 'article_id': '0706016001',\n",
+       " 'index_code': 'D',\n",
+       " 'index_name': 'Divided',\n",
+       " 'section_no': '53',\n",
+       " 'detail_desc': 'High-waisted jeans in washed superstretch denim with a zip fly and button, fake front pockets, real back pockets and super-skinny legs.',\n",
+       " 'product_code': '0706016',\n",
+       " 'section_name': 'Divided Collection',\n",
+       " 'department_no': '1747',\n",
+       " 'index_group_no': '2',\n",
+       " 'department_name': 'Trousers',\n",
+       " 'product_type_no': '272',\n",
+       " 'garment_group_no': '1009',\n",
+       " 'index_group_name': 'Divided',\n",
+       " 'colour_group_code': '09',\n",
+       " 'colour_group_name': 'Black',\n",
+       " 'product_type_name': 'Trousers',\n",
+       " 'garment_group_name': 'Trousers',\n",
+       " 'product_group_name': 'Garment Lower body',\n",
+       " 'graphical_appearance_no': '1010016',\n",
+       " 'graphical_appearance_name': 'Solid',\n",
+       " 'perceived_colour_value_id': '4',\n",
+       " 'perceived_colour_master_id': '5',\n",
+       " 'perceived_colour_value_name': 'Dark',\n",
+       " 'perceived_colour_master_name': 'Black'}"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a[0]['prediction'][0]['article']\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[{'customer': [{'customer_id': '00000dbacae5abe5e23885899a1fa44253a17956c6d1c3d25f88aa139fdfc657',\n",
+       "    'FN': '',\n",
+       "    'Active': '',\n",
+       "    'club_member_status': 'ACTIVE',\n",
+       "    'fashion_news_frequency': 'NONE',\n",
+       "    'age': '49',\n",
+       "    'postal_code': '52043ee2162cf5aa7ee79974281641c6f11a68d276429a91f8ca0d4b6efa8100'}],\n",
+       "  'prediction': [{'article': {'prod_name': 'Jade HW Skinny Denim TRS',\n",
+       "     'article_id': '0706016001',\n",
+       "     'index_code': 'D',\n",
+       "     'index_name': 'Divided',\n",
+       "     'section_no': '53',\n",
+       "     'detail_desc': 'High-waisted jeans in washed superstretch denim with a zip fly and button, fake front pockets, real back pockets and super-skinny legs.',\n",
+       "     'product_code': '0706016',\n",
+       "     'section_name': 'Divided Collection',\n",
+       "     'department_no': '1747',\n",
+       "     'index_group_no': '2',\n",
+       "     'department_name': 'Trousers',\n",
+       "     'product_type_no': '272',\n",
+       "     'garment_group_no': '1009',\n",
+       "     'index_group_name': 'Divided',\n",
+       "     'colour_group_code': '09',\n",
+       "     'colour_group_name': 'Black',\n",
+       "     'product_type_name': 'Trousers',\n",
+       "     'garment_group_name': 'Trousers',\n",
+       "     'product_group_name': 'Garment Lower body',\n",
+       "     'graphical_appearance_no': '1010016',\n",
+       "     'graphical_appearance_name': 'Solid',\n",
+       "     'perceived_colour_value_id': '4',\n",
+       "     'perceived_colour_master_id': '5',\n",
+       "     'perceived_colour_value_name': 'Dark',\n",
+       "     'perceived_colour_master_name': 'Black'}},\n",
+       "   {'article': {'prod_name': 'Jade HW Skinny Denim TRS',\n",
+       "     'article_id': '0706016002',\n",
+       "     'index_code': 'D',\n",
+       "     'index_name': 'Divided',\n",
+       "     'section_no': '53',\n",
+       "     'detail_desc': 'High-waisted jeans in washed superstretch denim with a zip fly and button, fake front pockets, real back pockets and super-skinny legs.',\n",
+       "     'product_code': '0706016',\n",
+       "     'section_name': 'Divided Collection',\n",
+       "     'department_no': '1747',\n",
+       "     'index_group_no': '2',\n",
+       "     'department_name': 'Trousers',\n",
+       "     'product_type_no': '272',\n",
+       "     'garment_group_no': '1009',\n",
+       "     'index_group_name': 'Divided',\n",
+       "     'colour_group_code': '71',\n",
+       "     'colour_group_name': 'Light Blue',\n",
+       "     'product_type_name': 'Trousers',\n",
+       "     'garment_group_name': 'Trousers',\n",
+       "     'product_group_name': 'Garment Lower body',\n",
+       "     'graphical_appearance_no': '1010016',\n",
+       "     'graphical_appearance_name': 'Solid',\n",
+       "     'perceived_colour_value_id': '3',\n",
+       "     'perceived_colour_master_id': '2',\n",
+       "     'perceived_colour_value_name': 'Light',\n",
+       "     'perceived_colour_master_name': 'Blue'}},\n",
+       "   {'article': {'prod_name': '7p Basic Shaftless',\n",
+       "     'article_id': '0372860001',\n",
+       "     'index_code': 'B',\n",
+       "     'index_name': 'Lingeries/Tights',\n",
+       "     'section_no': '62',\n",
+       "     'detail_desc': 'Fine-knit trainer socks in a soft cotton blend.',\n",
+       "     'product_code': '0372860',\n",
+       "     'section_name': 'Womens Nightwear, Socks & Tigh',\n",
+       "     'department_no': '3611',\n",
+       "     'index_group_no': '1',\n",
+       "     'department_name': 'Shopbasket Socks',\n",
+       "     'product_type_no': '302',\n",
+       "     'garment_group_no': '1021',\n",
+       "     'index_group_name': 'Ladieswear',\n",
+       "     'colour_group_code': '09',\n",
+       "     'colour_group_name': 'Black',\n",
+       "     'product_type_name': 'Socks',\n",
+       "     'garment_group_name': 'Socks and Tights',\n",
+       "     'product_group_name': 'Socks & Tights',\n",
+       "     'graphical_appearance_no': '1010016',\n",
+       "     'graphical_appearance_name': 'Solid',\n",
+       "     'perceived_colour_value_id': '4',\n",
+       "     'perceived_colour_master_id': '5',\n",
+       "     'perceived_colour_value_name': 'Dark',\n",
+       "     'perceived_colour_master_name': 'Black'}},\n",
+       "   {'article': {'prod_name': 'Tilly (1)',\n",
+       "     'article_id': '0610776002',\n",
+       "     'index_code': 'A',\n",
+       "     'index_name': 'Ladieswear',\n",
+       "     'section_no': '16',\n",
+       "     'detail_desc': 'T-shirt in lightweight jersey with a rounded hem. Slightly longer at the back.',\n",
+       "     'product_code': '0610776',\n",
+       "     'section_name': 'Womens Everyday Basics',\n",
+       "     'department_no': '1676',\n",
+       "     'index_group_no': '1',\n",
+       "     'department_name': 'Jersey Basic',\n",
+       "     'product_type_no': '255',\n",
+       "     'garment_group_no': '1002',\n",
+       "     'index_group_name': 'Ladieswear',\n",
+       "     'colour_group_code': '09',\n",
+       "     'colour_group_name': 'Black',\n",
+       "     'product_type_name': 'T-shirt',\n",
+       "     'garment_group_name': 'Jersey Basic',\n",
+       "     'product_group_name': 'Garment Upper body',\n",
+       "     'graphical_appearance_no': '1010016',\n",
+       "     'graphical_appearance_name': 'Solid',\n",
+       "     'perceived_colour_value_id': '4',\n",
+       "     'perceived_colour_master_id': '5',\n",
+       "     'perceived_colour_value_name': 'Dark',\n",
+       "     'perceived_colour_master_name': 'Black'}},\n",
+       "   {'article': {'prod_name': 'Tilda tank',\n",
+       "     'article_id': '0759871002',\n",
+       "     'index_code': 'D',\n",
+       "     'index_name': 'Divided',\n",
+       "     'section_no': '80',\n",
+       "     'detail_desc': 'Cropped, fitted top in cotton jersey with narrow shoulder straps.',\n",
+       "     'product_code': '0759871',\n",
+       "     'section_name': 'Divided Complements Other',\n",
+       "     'department_no': '3936',\n",
+       "     'index_group_no': '2',\n",
+       "     'department_name': 'EQ Divided Basics',\n",
+       "     'product_type_no': '253',\n",
+       "     'garment_group_no': '1002',\n",
+       "     'index_group_name': 'Divided',\n",
+       "     'colour_group_code': '09',\n",
+       "     'colour_group_name': 'Black',\n",
+       "     'product_type_name': 'Vest top',\n",
+       "     'garment_group_name': 'Jersey Basic',\n",
+       "     'product_group_name': 'Garment Upper body',\n",
+       "     'graphical_appearance_no': '1010016',\n",
+       "     'graphical_appearance_name': 'Solid',\n",
+       "     'perceived_colour_value_id': '4',\n",
+       "     'perceived_colour_master_id': '5',\n",
+       "     'perceived_colour_value_name': 'Dark',\n",
+       "     'perceived_colour_master_name': 'Black'}},\n",
+       "   {'article': {'prod_name': 'Greta Thong Mynta Low 3p',\n",
+       "     'article_id': '0464297007',\n",
+       "     'index_code': 'B',\n",
+       "     'index_name': 'Lingeries/Tights',\n",
+       "     'section_no': '61',\n",
+       "     'detail_desc': 'Thong briefs in cotton jersey with a wide lace trim at the top. Low waist, lined gusset, narrow sides and a string back.',\n",
+       "     'product_code': '0464297',\n",
+       "     'section_name': 'Womens Lingerie',\n",
+       "     'department_no': '1334',\n",
+       "     'index_group_no': '1',\n",
+       "     'department_name': 'Casual Lingerie',\n",
+       "     'product_type_no': '286',\n",
+       "     'garment_group_no': '1017',\n",
+       "     'index_group_name': 'Ladieswear',\n",
+       "     'colour_group_code': '09',\n",
+       "     'colour_group_name': 'Black',\n",
+       "     'product_type_name': 'Underwear bottom',\n",
+       "     'garment_group_name': 'Under-, Nightwear',\n",
+       "     'product_group_name': 'Underwear',\n",
+       "     'graphical_appearance_no': '1010014',\n",
+       "     'graphical_appearance_name': 'Placement print',\n",
+       "     'perceived_colour_value_id': '4',\n",
+       "     'perceived_colour_master_id': '5',\n",
+       "     'perceived_colour_value_name': 'Dark',\n",
+       "     'perceived_colour_master_name': 'Black'}},\n",
+       "   {'article': {'prod_name': '7p Basic Shaftless',\n",
+       "     'article_id': '0372860002',\n",
+       "     'index_code': 'B',\n",
+       "     'index_name': 'Lingeries/Tights',\n",
+       "     'section_no': '62',\n",
+       "     'detail_desc': 'Fine-knit trainer socks in a soft cotton blend.',\n",
+       "     'product_code': '0372860',\n",
+       "     'section_name': 'Womens Nightwear, Socks & Tigh',\n",
+       "     'department_no': '3611',\n",
+       "     'index_group_no': '1',\n",
+       "     'department_name': 'Shopbasket Socks',\n",
+       "     'product_type_no': '302',\n",
+       "     'garment_group_no': '1021',\n",
+       "     'index_group_name': 'Ladieswear',\n",
+       "     'colour_group_code': '10',\n",
+       "     'colour_group_name': 'White',\n",
+       "     'product_type_name': 'Socks',\n",
+       "     'garment_group_name': 'Socks and Tights',\n",
+       "     'product_group_name': 'Socks & Tights',\n",
+       "     'graphical_appearance_no': '1010016',\n",
+       "     'graphical_appearance_name': 'Solid',\n",
+       "     'perceived_colour_value_id': '3',\n",
+       "     'perceived_colour_master_id': '9',\n",
+       "     'perceived_colour_value_name': 'Light',\n",
+       "     'perceived_colour_master_name': 'White'}},\n",
+       "   {'article': {'prod_name': 'Tilly (1)',\n",
+       "     'article_id': '0610776001',\n",
+       "     'index_code': 'A',\n",
+       "     'index_name': 'Ladieswear',\n",
+       "     'section_no': '16',\n",
+       "     'detail_desc': 'T-shirt in lightweight jersey with a rounded hem. Slightly longer at the back.',\n",
+       "     'product_code': '0610776',\n",
+       "     'section_name': 'Womens Everyday Basics',\n",
+       "     'department_no': '1676',\n",
+       "     'index_group_no': '1',\n",
+       "     'department_name': 'Jersey Basic',\n",
+       "     'product_type_no': '255',\n",
+       "     'garment_group_no': '1002',\n",
+       "     'index_group_name': 'Ladieswear',\n",
+       "     'colour_group_code': '10',\n",
+       "     'colour_group_name': 'White',\n",
+       "     'product_type_name': 'T-shirt',\n",
+       "     'garment_group_name': 'Jersey Basic',\n",
+       "     'product_group_name': 'Garment Upper body',\n",
+       "     'graphical_appearance_no': '1010016',\n",
+       "     'graphical_appearance_name': 'Solid',\n",
+       "     'perceived_colour_value_id': '3',\n",
+       "     'perceived_colour_master_id': '9',\n",
+       "     'perceived_colour_value_name': 'Light',\n",
+       "     'perceived_colour_master_name': 'White'}},\n",
+       "   {'article': {'prod_name': 'Curvy Jeggings HW Ankle',\n",
+       "     'article_id': '0399223001',\n",
+       "     'index_code': 'D',\n",
+       "     'index_name': 'Divided',\n",
+       "     'section_no': '57',\n",
+       "     'detail_desc': 'Jeggings in washed, superstretch denim with a high waist, fake front pockets, real back pockets and skinny legs.',\n",
+       "     'product_code': '0399223',\n",
+       "     'section_name': 'Ladies Denim',\n",
+       "     'department_no': '1772',\n",
+       "     'index_group_no': '2',\n",
+       "     'department_name': 'Denim Trousers',\n",
+       "     'product_type_no': '272',\n",
+       "     'garment_group_no': '1016',\n",
+       "     'index_group_name': 'Divided',\n",
+       "     'colour_group_code': '09',\n",
+       "     'colour_group_name': 'Black',\n",
+       "     'product_type_name': 'Trousers',\n",
+       "     'garment_group_name': 'Trousers Denim',\n",
+       "     'product_group_name': 'Garment Lower body',\n",
+       "     'graphical_appearance_no': '1010016',\n",
+       "     'graphical_appearance_name': 'Solid',\n",
+       "     'perceived_colour_value_id': '4',\n",
+       "     'perceived_colour_master_id': '5',\n",
+       "     'perceived_colour_value_name': 'Dark',\n",
+       "     'perceived_colour_master_name': 'Black'}},\n",
+       "   {'article': {'prod_name': 'Jade HW Skinny Denim TRS',\n",
+       "     'article_id': '0706016003',\n",
+       "     'index_code': 'D',\n",
+       "     'index_name': 'Divided',\n",
+       "     'section_no': '53',\n",
+       "     'detail_desc': 'High-waisted jeans in washed superstretch denim with a zip fly and button, fake front pockets, real back pockets and super-skinny legs.',\n",
+       "     'product_code': '0706016',\n",
+       "     'section_name': 'Divided Collection',\n",
+       "     'department_no': '1747',\n",
+       "     'index_group_no': '2',\n",
+       "     'department_name': 'Trousers',\n",
+       "     'product_type_no': '272',\n",
+       "     'garment_group_no': '1009',\n",
+       "     'index_group_name': 'Divided',\n",
+       "     'colour_group_code': '73',\n",
+       "     'colour_group_name': 'Dark Blue',\n",
+       "     'product_type_name': 'Trousers',\n",
+       "     'garment_group_name': 'Trousers',\n",
+       "     'product_group_name': 'Garment Lower body',\n",
+       "     'graphical_appearance_no': '1010016',\n",
+       "     'graphical_appearance_name': 'Solid',\n",
+       "     'perceived_colour_value_id': '2',\n",
+       "     'perceived_colour_master_id': '2',\n",
+       "     'perceived_colour_value_name': 'Medium Dusty',\n",
+       "     'perceived_colour_master_name': 'Blue'}},\n",
+       "   {'article': {'prod_name': 'SUPREME RW tights',\n",
+       "     'article_id': '0720125001',\n",
+       "     'index_code': 'S',\n",
+       "     'index_name': 'Sport',\n",
+       "     'section_no': '5',\n",
+       "     'detail_desc': 'Sports tights in fast-drying functional fabric with a wide waistband to hold in and shape the waist. Regular waist with a concealed key pocket in the waistband.',\n",
+       "     'product_code': '0720125',\n",
+       "     'section_name': 'Ladies H&M Sport',\n",
+       "     'department_no': '8310',\n",
+       "     'index_group_no': '26',\n",
+       "     'department_name': 'Ladies Sport Bottoms',\n",
+       "     'product_type_no': '273',\n",
+       "     'garment_group_no': '1005',\n",
+       "     'index_group_name': 'Sport',\n",
+       "     'colour_group_code': '09',\n",
+       "     'colour_group_name': 'Black',\n",
+       "     'product_type_name': 'Leggings/Tights',\n",
+       "     'garment_group_name': 'Jersey Fancy',\n",
+       "     'product_group_name': 'Garment Lower body',\n",
+       "     'graphical_appearance_no': '1010016',\n",
+       "     'graphical_appearance_name': 'Solid',\n",
+       "     'perceived_colour_value_id': '4',\n",
+       "     'perceived_colour_master_id': '5',\n",
+       "     'perceived_colour_value_name': 'Dark',\n",
+       "     'perceived_colour_master_name': 'Black'}},\n",
+       "   {'article': {'prod_name': 'Box 4p Tights',\n",
+       "     'article_id': '0156231001',\n",
+       "     'index_code': 'B',\n",
+       "     'index_name': 'Lingeries/Tights',\n",
+       "     'section_no': '62',\n",
+       "     'detail_desc': 'Matt tights with an elasticated waist. 20 denier.',\n",
+       "     'product_code': '0156231',\n",
+       "     'section_name': 'Womens Nightwear, Socks & Tigh',\n",
+       "     'department_no': '3608',\n",
+       "     'index_group_no': '1',\n",
+       "     'department_name': 'Tights basic',\n",
+       "     'product_type_no': '304',\n",
+       "     'garment_group_no': '1021',\n",
+       "     'index_group_name': 'Ladieswear',\n",
+       "     'colour_group_code': '09',\n",
+       "     'colour_group_name': 'Black',\n",
+       "     'product_type_name': 'Underwear Tights',\n",
+       "     'garment_group_name': 'Socks and Tights',\n",
+       "     'product_group_name': 'Socks & Tights',\n",
+       "     'graphical_appearance_no': '1010016',\n",
+       "     'graphical_appearance_name': 'Solid',\n",
+       "     'perceived_colour_value_id': '4',\n",
+       "     'perceived_colour_master_id': '5',\n",
+       "     'perceived_colour_value_name': 'Dark',\n",
+       "     'perceived_colour_master_name': 'Black'}}]}]"
+      ]
+     },
+     "execution_count": 72,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "a"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "apis",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.11.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}