Update app.py
Browse files
app.py
CHANGED
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@@ -3,22 +3,14 @@ import torch
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from torchvision import transforms
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from PIL import Image
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import joblib
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import base64
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import os
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# Load model and metadata
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try:
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assets = joblib.load("deployment_assets.joblib")
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transform = assets['transform']
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class_names = assets['class_names']
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except FileNotFoundError:
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raise FileNotFoundError("Assets file 'deployment_assets.joblib' not found. Ensure it is in the working directory.")
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# Item names and prices
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items = ['Bisconni Chocolate Chip Cookies 46.8gm', 'Coca Cola Can 250ml', 'Colgate Maximum Cavity Protection 75gm',
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@@ -81,121 +73,113 @@ def classify_and_track(images, budget):
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if total_cost <= budget:
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receipt_lines.append(" β
You're within budget! π")
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receipt_lines.append(" ποΈ Happy Shopping!")
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sound_path = "success.mp3" if os.path.exists("success.mp3") else None
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else:
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receipt_lines.append(" β Over budget! Try removing items π¬")
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receipt_text = "\n".join(receipt_lines)
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#
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try:
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with open("background.jpg", "rb") as img_file:
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b64_string = base64.b64encode(img_file.read()).decode()
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except FileNotFoundError:
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print("Warning: 'background.jpg' not found. Using fallback background color.")
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b64_string = "" # Fallback to a solid color
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# Embed base64 image in CSS or use a fallback
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html_style = f"""
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<style>
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body {{
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{"background-image: url('data:image/jpg;base64," + b64_string + "');" if b64_string else "background-color: #ffe5e5;"}
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background-size: cover;
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background-position: center;
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background-repeat: no-repeat;
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font-family: 'Segoe UI', sans-serif;
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}}
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.glass-card {{
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background: rgba(255, 255, 255, 0.75);
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border-radius: 20px;
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box-shadow: 0 8px 32px rgba(31, 38, 135, 0.37);
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backdrop-filter: blur(10px);
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-webkit-backdrop-filter: blur(10px);
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border: 1px solid rgba(255, 255, 255, 0.2);
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padding: 2rem;
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margin-bottom: 1.5rem;
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}}
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h1 {{
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text-align: center;
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font-size: 2.2em;
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font-weight: 800;
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color: #2c2f8f;
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}}
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p {{
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text-align: center;
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font-size: 1.1em;
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font-weight: 400;
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color: #333;
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max-width: 800px;
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margin: 0 auto;
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}}
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.upload-box {{
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background-color: #1a1a1a !important;
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color: #ffffff !important;
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text-align: center !important;
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padding: 20px !important;
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border-radius: 5px !important;
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width: 100% !important;
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height: 150px !important;
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display: flex !important;
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flex-direction: column !important;
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justify-content: center !important;
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}}
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.budget-box {{
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background-color: #1a1a1a !important;
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color: #ffffff !important;
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text-align: center !important;
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padding: 20px !important;
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border-radius: 5px !important;
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width: 100% !important;
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height: 150px !important;
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display: flex !important;
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flex-direction: column !important;
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justify-content: center !important;
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}}
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.button-row button {{
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background-color: #4a4a4a !important;
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color: #ffffff !important;
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margin: 0 10px !important;
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padding: 10px 20px !important;
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border-radius: 5px !important;
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border: none !important;
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}}
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</style>
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"""
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# Gradio Interface
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with gr.Blocks(
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image_list_state = gr.State([])
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@@ -208,14 +192,13 @@ with gr.Blocks(title="ScanCart", css=html_style) as iface:
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remove_btn.click(
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remove_last_image,
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inputs=image_list_state,
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outputs=[image_list_state, gallery_output
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_js="() => {return [[]]}"
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)
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classify_btn.click(
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classify_and_track,
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inputs=[image_list_state, budget_input],
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outputs=[gallery_output,
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)
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iface.launch()
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from torchvision import transforms
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from PIL import Image
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import joblib
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# Load model and metadata
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model = torch.jit.load("resnet_grocery_model_scripted.pt", map_location=torch.device("cpu"))
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model.eval()
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assets = joblib.load("deployment_assets.joblib")
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transform = assets['transform']
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class_names = assets['class_names']
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# Item names and prices
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items = ['Bisconni Chocolate Chip Cookies 46.8gm', 'Coca Cola Can 250ml', 'Colgate Maximum Cavity Protection 75gm',
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if total_cost <= budget:
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receipt_lines.append(" β
You're within budget! π")
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receipt_lines.append(" ποΈ Happy Shopping!")
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else:
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receipt_lines.append(" β Over budget! Try removing items π¬")
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receipt_lines.append(" ==============================")
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receipt_lines.append(" THANK YOU FOR SHOPPING WITH US!")
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receipt_lines.append(" Come back for smarter buys! π§Ύ")
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receipt_text = "\n".join(receipt_lines)
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return results, receipt_text
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# Custom Theme
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custom_theme = gr.themes.Base(
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primary_hue="rose",
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secondary_hue="amber",
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neutral_hue="stone",
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font=[gr.themes.GoogleFont("Helvetica")]
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).set(
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body_background_fill="#ffe5e5"
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)
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# Gradio Interface
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with gr.Blocks(
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theme=custom_theme,
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css="""
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.center-column {
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display: flex !important;
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justify-content: center !important;
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align-items: center !important;
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width: 100% !important;
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margin: 0 auto !important;
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}
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#title {
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width: 100% !important;
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margin: 0 auto !important;
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text-align: center !important;
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padding: 20px !important;
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border: 1px solid #ccc !important; /* Remove this line after confirming centering */
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}
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#title h1 {
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font-size: 2.2em !important;
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margin: 0 auto 0.2em !important;
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text-align: center !important;
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}
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#title p {
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font-size: 1.1em !important;
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margin: 0 auto !important;
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text-align: center !important;
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max-width: 800px !important;
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}
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.upload-box {
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background-color: #1a1a1a !important;
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color: #ffffff !important;
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text-align: center !important;
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padding: 20px !important;
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border-radius: 5px !important;
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width: 100% !important;
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height: 150px !important;
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display: flex !important;
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flex-direction: column !important;
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justify-content: center !important;
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}
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.budget-box {
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background-color: #1a1a1a !important;
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color: #ffffff !important;
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text-align: center !important;
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padding: 20px !important;
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border-radius: 5px !important;
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width: 100% !important;
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height: 150px !important;
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display: flex !important;
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flex-direction: column !important;
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justify-content: center !important;
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}
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.button-row button {
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background-color: #4a4a4a !important;
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color: #ffffff !important;
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margin: 0 10px !important;
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padding: 10px 20px !important;
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border-radius: 5px !important;
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border: none !important;
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}
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"""
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) as iface:
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with gr.Row():
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with gr.Column(scale=1, min_width=0, elem_classes="center-column"):
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gr.Markdown(
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"""
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<div style="width: 100%; margin: 0 auto; text-align: center; padding: 20px;">
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<h1 style="font-size: 2.2em; margin: 0 auto 0.2em; text-align: center;">ScanCart π§Ύ</h1>
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<p style="font-size: 1.1em; margin: 0 auto; text-align: center; max-width: 800px;">Upload images of your grocery items, and ScanCart will identify them, calculate the total cost, and check if it fits within your budget. ππΈ</p>
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</div>
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""",
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elem_id="title"
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)
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with gr.Row():
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with gr.Column(scale=1):
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with gr.Row():
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image_input = gr.Image(type="pil", label="Upload Grocery Items π", elem_classes="upload-box", height=150)
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budget_input = gr.Number(label="Budget (β±) π", value=500.0, precision=2, elem_classes="budget-box")
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gallery_output = gr.Gallery(label="Cart Preview", columns=3, height="auto", object_fit="contain")
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with gr.Row(elem_classes="button-row"):
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add_btn = gr.Button("Add Items π")
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remove_btn = gr.Button("Reset π")
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classify_btn = gr.Button("Generate Receipt π§Ύ")
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with gr.Column(scale=2):
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receipt_output = gr.Textbox(label="Receipt", lines=20, interactive=False, show_copy_button=True)
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image_list_state = gr.State([])
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remove_btn.click(
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remove_last_image,
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inputs=image_list_state,
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outputs=[image_list_state, gallery_output]
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)
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classify_btn.click(
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classify_and_track,
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inputs=[image_list_state, budget_input],
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outputs=[gallery_output, receipt_output]
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)
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iface.launch()
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