Update app.py
Browse files
app.py
CHANGED
@@ -1,10 +1,13 @@
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import gradio as gr
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import base64
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import os
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import tempfile
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import uuid
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from together import Together
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from PIL import Image
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def encode_image_to_base64(image_path):
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"""Convert image to base64 encoding"""
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@@ -67,7 +70,7 @@ def analyze_single_image(client, img_path):
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return f"Error analyzing image: {str(e)}"
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def get_recipe_suggestions(api_key, images, num_recipes=3, dietary_restrictions="None", cuisine_preference="Any"):
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"""Get recipe suggestions based on uploaded images of ingredients"""
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if not api_key:
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return "Please provide your Together API key."
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@@ -129,8 +132,8 @@ def get_recipe_suggestions(api_key, images, num_recipes=3, dietary_restrictions=
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{"role": "system", "content": system_prompt},
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{"role": "user", "content": user_prompt}
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],
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max_tokens=
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temperature=0.
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)
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for img_path in image_paths:
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pass
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return f"Error: {str(e)}"
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# Enhanced Custom CSS
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custom_css = """
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@import url('https://fonts.googleapis.com/css2?family=
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:root {
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--primary-color: #
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--primary-dark: #
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--secondary-color: #
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--accent-color: #
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--background-color: #
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--
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--
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--border-radius:
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--
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--glass-border: rgba(255, 255, 255, 0.2);
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--font-family: 'Inter', sans-serif;
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}
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body {
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font-family: var(--font-family);
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background:
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color: var(--text-color);
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margin: 0;
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padding: 0;
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min-height: 100vh;
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}
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.container {
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max-width:
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margin: 0 auto;
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padding:
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}
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.app-header {
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text-align: center;
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background: var(--glass-background);
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border-radius: var(--border-radius);
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backdrop-filter: blur(10px);
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border: 1px solid var(--glass-border);
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box-shadow: 0 8px 32px rgba(0, 0, 0, 0.2);
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}
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.app-title {
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font-size:
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font-weight: 700;
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margin-bottom: 15px;
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background: linear-gradient(45deg, var(--primary-color), var(--secondary-color));
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-webkit-background-clip: text;
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-webkit-text-fill-color: transparent;
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}
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.app-subtitle {
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font-size: 1.2em;
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opacity: 0.85;
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max-width: 800px;
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margin: 0 auto;
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line-height: 1.6;
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font-weight: 300;
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}
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.input-section, .output-section {
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background: var(--card-background);
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border-radius: var(--border-radius);
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padding:
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border: 1px solid var(--glass-border);
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transition: transform 0.3s ease, box-shadow 0.3s ease;
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}
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.input-section:hover, .output-section:hover {
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transform: translateY(-5px);
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box-shadow: 0 12px 24px rgba(0, 0, 0, 0.3);
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}
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.section-header {
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font-size: 1.8em;
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margin-bottom: 25px;
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font-weight: 600;
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.section-header i {
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margin-right: 12px;
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font-size: 1.3em;
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}
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.image-upload-container {
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border: 2px dashed var(--secondary-color);
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border-radius: var(--border-radius);
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padding: 40px;
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text-align: center;
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background: var(--glass-background);
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transition: all 0.3s ease;
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}
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.image-upload-container:hover {
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border-color: var(--primary-color);
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background: rgba(
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}
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.image-upload-icon {
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font-size: 3.5em;
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color: var(--secondary-color);
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margin-bottom: 15px;
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}
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.image-upload-text {
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color: var(--text-color);
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font-weight: 500;
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opacity: 0.9;
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}
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button.primary-button {
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background:
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color: white;
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border: none;
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padding:
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border-radius:
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font-size: 1.
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cursor: pointer;
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transition: all 0.3s ease;
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box-shadow: 0
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font-weight: 600;
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width: 100%;
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margin-top: 30px;
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}
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button.primary-button:hover {
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box-shadow: 0
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}
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button.primary-button:active {
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transform: translateY(0);
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box-shadow: 0 2px 10px rgba(99, 102, 241, 0.4);
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}
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.gradio-slider.svelte-17l1npl {
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margin-bottom: 30px;
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}
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.recipe-card {
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border-left: 4px solid var(--accent-color);
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padding: 20px;
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background: var(--glass-background);
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margin-bottom: 20px;
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border-radius: 0 var(--border-radius) var(--border-radius) 0;
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transition: all 0.3s ease;
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}
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.recipe-card:hover {
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transform: translateX(5px);
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box-shadow: 0 5px 15px rgba(0, 0, 0, 0.2);
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}
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.recipe-title {
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color: var(--primary-color);
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font-size: 1.6em;
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margin-bottom: 15px;
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font-weight: 600;
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}
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.footer {
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text-align: center;
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margin-top: 80px;
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padding: 40px 0;
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color: var(--text-color);
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font-size: 1em;
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background: var(--card-background);
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border-radius: var(--border-radius);
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border: 1px solid var(--glass-border);
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}
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.footer-content {
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max-width: 800px;
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margin: 0 auto;
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}
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.footer-brand {
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font-weight: 600;
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color: var(--primary-color);
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}
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.footer-links {
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margin-top: 20px;
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}
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.footer-links a {
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color: var(--secondary-color);
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margin: 0 15px;
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text-decoration: none;
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transition: color 0.3s ease;
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}
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.footer-links a:hover {
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color: var(--primary-color);
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}
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.input-group {
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margin-bottom: 30px;
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}
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.input-group label {
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display: block;
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margin-bottom: 12px;
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font-weight: 500;
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color: var(--text-color);
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font-size: 1.1em;
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}
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.gallery-container {
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display: grid;
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grid-template-columns: repeat(auto-fill, minmax(
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gap:
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margin-top: 20px;
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}
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.gallery-item {
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border-radius:
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overflow: hidden;
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box-shadow: 0
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transition: transform 0.3s ease;
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aspect-ratio: 1 / 1;
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}
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.gallery-item:hover {
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transform: scale(1.05);
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}
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.loading-container {
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position: fixed;
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top: 0;
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left: 0;
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width: 100%;
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height: 100%;
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background: rgba(
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display: flex;
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justify-content: center;
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align-items: center;
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z-index: 1000;
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opacity: 0;
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visibility: hidden;
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transition: opacity 0.3s ease, visibility 0.3s ease;
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}
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.loading-container.visible {
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opacity: 1;
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visibility: visible;
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}
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.loading-spinner {
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width: 60px;
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height: 60px;
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border: 6px solid var(--glass-background);
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border-top: 6px solid var(--primary-color);
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border-radius: 50%;
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animation: spin 1s linear infinite;
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}
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.loading-text {
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position: absolute;
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margin-top: 80px;
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color: var(--text-color);
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font-size: 1.2em;
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font-weight: 500;
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}
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@keyframes spin {
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0% { transform: rotate(0deg); }
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100% { transform: rotate(360deg); }
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}
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padding-right: 20px;
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line-height: 1.7;
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}
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.recipe-output::-webkit-scrollbar {
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width: 10px;
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}
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.recipe-output::-webkit-scrollbar-track {
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background: var(--glass-background);
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border-radius: 10px;
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}
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.recipe-output::-webkit-scrollbar-thumb {
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background: var(--primary-color);
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border-radius: 10px;
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}
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.recipe-output h2 {
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color: var(--primary-color);
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border-bottom: 2px solid var(--secondary-color);
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padding-bottom: 12px;
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font-size: 2em;
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margin-top: 40px;
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}
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.recipe-output h3 {
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color: var(--secondary-color);
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font-size: 1.5em;
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margin-top: 30px;
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}
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border-radius: var(--border-radius);
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padding: 14px;
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font-size: 1em;
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width: 100%;
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color: var(--text-color);
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transition: all 0.3s ease;
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}
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input[type="password"]:focus, input[type="text"]:focus {
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border-color: var(--primary-color);
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outline: none;
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box-shadow: 0 0 0 3px rgba(99, 102, 241, 0.2);
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}
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select {
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appearance: none;
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background: var(--glass-background) url("data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' width='24' height='24' viewBox='0 0 24 24' fill='none' stroke='%236366f1' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'%3E%3Cpolyline points='6 9 12 15 18 9'%3E%3C/polyline%3E%3C/svg%3E") no-repeat right 15px center;
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border: 1px solid var(--glass-border);
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border-radius: var(--border-radius);
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padding: 14px 45px 14px 14px;
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font-size: 1em;
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color: var(--text-color);
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transition: all 0.3s ease;
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}
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select:focus {
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border-color: var(--primary-color);
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outline: none;
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box-shadow: 0 0 0 3px rgba(99, 102, 241, 0.2);
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}
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font-size: 2.5em;
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}
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.app-subtitle {
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font-size: 1.1em;
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}
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.input-section, .output-section {
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padding: 25px;
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}
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.section-header {
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font-size: 1.6em;
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}
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button.primary-button {
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padding: 14px 25px;
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font-size: 1.1em;
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}
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}
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font-size: 2em;
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}
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.app-subtitle {
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font-size: 1em;
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}
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.input-section, .output-section {
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padding: 20px;
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}
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.section-header {
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font-size: 1.4em;
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}
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}
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}
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display: none !important;
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}
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"""
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# Custom HTML header
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html_header = """
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<div class="app-header">
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<div class="app-title">🍲 Visual Recipe Assistant</div>
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<div class="app-subtitle">
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</div>
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<div id="loading-overlay" class="loading-container">
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<div class="loading-spinner">
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</div>
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</div>
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<script>
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function showLoading() {
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function hideLoading() {
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document.getElementById('loading-overlay').classList.remove('visible');
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}
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document.addEventListener('DOMContentLoaded', function() {
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const submitBtn = document.querySelector('button.primary-button');
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const output = document.querySelector('.recipe-output');
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if (submitBtn && output) {
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submitBtn.addEventListener('click', function() {
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showLoading();
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const observer = new MutationObserver(function(mutations) {
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if (output.textContent.trim().length > 0) {
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hideLoading();
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observer.disconnect();
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}
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});
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observer.observe(output, { childList: true, characterData: true, subtree: true });
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setTimeout(hideLoading, 30000);
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});
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}
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});
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</script>
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"""
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# Custom HTML footer
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html_footer = """
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<div class="footer">
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<div class="footer-content">
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<p><span class="footer-brand">🍲 Visual Recipe Assistant</span></p>
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<p>Powered by Meta's Llama-Vision-Free Model & Together AI</p>
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<p>
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<div class="footer-links">
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<a href="#" target="_blank">How It Works</a>
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609 |
<a href="#" target="_blank">Privacy Policy</a>
|
@@ -611,25 +375,50 @@ html_footer = """
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|
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</div>
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</div>
|
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</div>
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614 |
"""
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615 |
|
616 |
-
# Create the Gradio interface
|
617 |
with gr.Blocks(css=custom_css) as app:
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618 |
gr.HTML(html_header)
|
619 |
|
620 |
with gr.Row():
|
621 |
with gr.Column(scale=1):
|
622 |
with gr.Group(elem_classes="input-section"):
|
623 |
-
gr.HTML('<h3 class="section-header"
|
624 |
api_key_input = gr.Textbox(
|
625 |
label="Together API Key",
|
626 |
-
placeholder="Enter your Together API key...",
|
627 |
type="password",
|
628 |
-
elem_classes="input-group"
|
629 |
-
info="Your API key is used only for this session and remains private."
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630 |
)
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631 |
|
632 |
-
gr.HTML('<h3 class="section-header"
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633 |
file_upload = gr.File(
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634 |
label="Upload images of ingredients",
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635 |
file_types=["image"],
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@@ -646,7 +435,7 @@ with gr.Blocks(css=custom_css) as app:
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646 |
visible=False
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647 |
)
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648 |
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649 |
-
gr.HTML('<h3 class="section-header"
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650 |
with gr.Row():
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651 |
num_recipes = gr.Slider(
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652 |
minimum=1,
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@@ -678,7 +467,7 @@ with gr.Blocks(css=custom_css) as app:
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678 |
|
679 |
with gr.Column(scale=1):
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680 |
with gr.Group(elem_classes="output-section"):
|
681 |
-
gr.HTML('<h3 class="section-header"
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682 |
output = gr.Markdown(elem_classes="recipe-output")
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683 |
|
684 |
gr.HTML(html_footer)
|
@@ -693,7 +482,6 @@ with gr.Blocks(css=custom_css) as app:
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693 |
def process_recipe_request(api_key, files, num_recipes, dietary_restrictions, cuisine_preference):
|
694 |
if not files:
|
695 |
return "Please upload at least one image of ingredients."
|
696 |
-
|
697 |
images = [file.name for file in files]
|
698 |
return get_recipe_suggestions(api_key, images, num_recipes, dietary_restrictions, cuisine_preference)
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699 |
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|
1 |
import gradio as gr
|
2 |
import base64
|
3 |
+
import requests
|
4 |
+
import io
|
5 |
+
from PIL import Image
|
6 |
+
import json
|
7 |
import os
|
8 |
+
from together import Together
|
9 |
import tempfile
|
10 |
import uuid
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11 |
|
12 |
def encode_image_to_base64(image_path):
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13 |
"""Convert image to base64 encoding"""
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|
70 |
return f"Error analyzing image: {str(e)}"
|
71 |
|
72 |
def get_recipe_suggestions(api_key, images, num_recipes=3, dietary_restrictions="None", cuisine_preference="Any"):
|
73 |
+
"""Get recipe suggestions based on the uploaded images of ingredients"""
|
74 |
if not api_key:
|
75 |
return "Please provide your Together API key."
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76 |
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132 |
{"role": "system", "content": system_prompt},
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133 |
{"role": "user", "content": user_prompt}
|
134 |
],
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135 |
+
max_tokens=2048,
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136 |
+
temperature=0.7
|
137 |
)
|
138 |
|
139 |
for img_path in image_paths:
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|
158 |
pass
|
159 |
return f"Error: {str(e)}"
|
160 |
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|
161 |
custom_css = """
|
162 |
+
@import url('https://fonts.googleapis.com/css2?family=Poppins:wght@300;400;500;600;700&display=swap');
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163 |
:root {
|
164 |
+
--primary-color: #E67E22;
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165 |
+
--primary-dark: #D35400;
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166 |
+
--secondary-color: #2ECC71;
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167 |
+
--accent-color: #F1C40F;
|
168 |
+
--background-color: #FFFFFF;
|
169 |
+
--text-color: #4A4A4A;
|
170 |
+
--card-background: #F8F9FA;
|
171 |
+
--border-radius: 10px;
|
172 |
+
--font-family: 'Poppins', sans-serif;
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|
173 |
}
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174 |
body {
|
175 |
font-family: var(--font-family);
|
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+
background-color: var(--background-color);
|
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color: var(--text-color);
|
178 |
margin: 0;
|
179 |
padding: 0;
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|
180 |
}
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181 |
.container {
|
182 |
+
max-width: 1200px;
|
183 |
margin: 0 auto;
|
184 |
+
padding: 20px;
|
185 |
}
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|
186 |
.app-header {
|
187 |
+
background-color: var(--primary-color);
|
188 |
+
color: white;
|
189 |
+
padding: 40px 20px;
|
190 |
text-align: center;
|
191 |
+
border-radius: 0 0 20px 20px;
|
192 |
+
box-shadow: 0 4px 10px rgba(0,0,0,0.1);
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|
193 |
}
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|
194 |
.app-title {
|
195 |
+
font-size: 2.5em;
|
196 |
+
margin-bottom: 10px;
|
197 |
font-weight: 700;
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|
198 |
}
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|
199 |
.app-subtitle {
|
200 |
font-size: 1.2em;
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|
201 |
font-weight: 300;
|
202 |
+
max-width: 600px;
|
203 |
+
margin: 0 auto;
|
204 |
}
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|
205 |
.input-section, .output-section {
|
206 |
+
background-color: var(--card-background);
|
207 |
border-radius: var(--border-radius);
|
208 |
+
padding: 30px;
|
209 |
+
box-shadow: 0 4px 15px rgba(0,0,0,0.05);
|
210 |
+
margin-bottom: 30px;
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|
211 |
}
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|
212 |
.section-header {
|
213 |
+
font-size: 1.5em;
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|
214 |
font-weight: 600;
|
215 |
+
color: var(--text-color);
|
216 |
+
margin-bottom: 20px;
|
217 |
+
border-bottom: 2px solid var(--primary-color);
|
218 |
+
padding-bottom: 10px;
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|
219 |
}
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|
220 |
.image-upload-container {
|
221 |
border: 2px dashed var(--secondary-color);
|
222 |
border-radius: var(--border-radius);
|
223 |
padding: 40px;
|
224 |
text-align: center;
|
225 |
+
background-color: rgba(46, 204, 113, 0.05);
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|
226 |
transition: all 0.3s ease;
|
227 |
}
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|
228 |
.image-upload-container:hover {
|
229 |
border-color: var(--primary-color);
|
230 |
+
background-color: rgba(230, 126, 34, 0.05);
|
231 |
}
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|
232 |
button.primary-button {
|
233 |
+
background-color: var(--primary-color);
|
234 |
color: white;
|
235 |
border: none;
|
236 |
+
padding: 15px 30px;
|
237 |
+
border-radius: 5px;
|
238 |
+
font-size: 1.1em;
|
239 |
cursor: pointer;
|
240 |
transition: all 0.3s ease;
|
241 |
+
box-shadow: 0 2px 5px rgba(0,0,0,0.1);
|
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|
242 |
width: 100%;
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|
243 |
}
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|
244 |
button.primary-button:hover {
|
245 |
+
background-color: var(--primary-dark);
|
246 |
+
box-shadow: 0 4px 10px rgba(0,0,0,0.15);
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|
247 |
}
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|
248 |
.gallery-container {
|
249 |
display: grid;
|
250 |
+
grid-template-columns: repeat(auto-fill, minmax(150px, 1fr));
|
251 |
+
gap: 15px;
|
252 |
margin-top: 20px;
|
253 |
}
|
|
|
254 |
.gallery-item {
|
255 |
+
border-radius: 8px;
|
256 |
overflow: hidden;
|
257 |
+
box-shadow: 0 2px 5px rgba(0,0,0,0.1);
|
258 |
transition: transform 0.3s ease;
|
|
|
259 |
}
|
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|
260 |
.gallery-item:hover {
|
261 |
transform: scale(1.05);
|
262 |
}
|
263 |
+
.recipe-output {
|
264 |
+
font-size: 1.1em;
|
265 |
+
line-height: 1.6;
|
266 |
+
color: var(--text-color);
|
267 |
+
max-height: 600px;
|
268 |
+
overflow-y: auto;
|
269 |
+
padding-right: 10px;
|
270 |
+
}
|
271 |
+
.recipe-output h2 {
|
272 |
+
color: var(--primary-color);
|
273 |
+
margin-top: 30px;
|
274 |
+
font-size: 1.8em;
|
275 |
+
}
|
276 |
+
.recipe-output h3 {
|
277 |
+
color: var(--secondary-color);
|
278 |
+
font-size: 1.4em;
|
279 |
+
margin-top: 20px;
|
280 |
+
}
|
281 |
.loading-container {
|
282 |
+
display: flex;
|
283 |
+
flex-direction: column;
|
284 |
+
justify-content: center;
|
285 |
+
align-items: center;
|
286 |
position: fixed;
|
287 |
top: 0;
|
288 |
left: 0;
|
289 |
width: 100%;
|
290 |
height: 100%;
|
291 |
+
background-color: rgba(0, 0, 0, 0.5);
|
|
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|
|
|
|
292 |
z-index: 1000;
|
293 |
opacity: 0;
|
294 |
visibility: hidden;
|
295 |
transition: opacity 0.3s ease, visibility 0.3s ease;
|
296 |
}
|
|
|
297 |
.loading-container.visible {
|
298 |
opacity: 1;
|
299 |
visibility: visible;
|
300 |
}
|
|
|
301 |
.loading-spinner {
|
302 |
+
border: 8px solid #f3f3f3;
|
303 |
+
border-top: 8px solid var(--primary-color);
|
304 |
+
border-radius: 50%;
|
305 |
width: 60px;
|
306 |
height: 60px;
|
|
|
|
|
|
|
307 |
animation: spin 1s linear infinite;
|
308 |
}
|
|
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|
309 |
@keyframes spin {
|
310 |
0% { transform: rotate(0deg); }
|
311 |
100% { transform: rotate(360deg); }
|
312 |
}
|
313 |
+
.loading-text {
|
314 |
+
color: white;
|
315 |
+
font-size: 1.2em;
|
316 |
+
margin-top: 20px;
|
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|
317 |
}
|
318 |
+
.footer {
|
319 |
+
background-color: var(--card-background);
|
320 |
+
padding: 40px 20px;
|
321 |
+
text-align: center;
|
|
|
|
|
|
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|
322 |
color: var(--text-color);
|
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|
323 |
font-size: 1em;
|
324 |
+
box-shadow: 0 -2px 10px rgba(0,0,0,0.05);
|
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|
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|
325 |
}
|
326 |
+
.footer-content {
|
327 |
+
max-width: 800px;
|
328 |
+
margin: 0 auto;
|
|
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|
329 |
}
|
330 |
+
.footer-brand {
|
331 |
+
font-weight: 700;
|
332 |
+
color: var(--primary-color);
|
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|
333 |
}
|
334 |
+
.footer-links a {
|
335 |
+
color: var(--secondary-color);
|
336 |
+
text-decoration: none;
|
337 |
+
margin: 0 15px;
|
338 |
+
transition: color 0.3s ease;
|
339 |
}
|
340 |
+
.footer-links a:hover {
|
341 |
+
color: var(--primary-color);
|
|
|
342 |
}
|
343 |
"""
|
344 |
|
|
|
345 |
html_header = """
|
346 |
<div class="app-header">
|
347 |
<div class="app-title">🍲 Visual Recipe Assistant</div>
|
348 |
+
<div class="app-subtitle">Upload images of ingredients you have on hand and get personalized recipe suggestions powered by AI</div>
|
349 |
</div>
|
350 |
<div id="loading-overlay" class="loading-container">
|
351 |
+
<div class="loading-spinner"></div>
|
352 |
+
<div class="loading-text">Generating your recipes...</div>
|
|
|
353 |
</div>
|
354 |
<script>
|
355 |
function showLoading() {
|
|
|
359 |
function hideLoading() {
|
360 |
document.getElementById('loading-overlay').classList.remove('visible');
|
361 |
}
|
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|
|
|
362 |
</script>
|
363 |
"""
|
364 |
|
|
|
365 |
html_footer = """
|
366 |
<div class="footer">
|
367 |
<div class="footer-content">
|
368 |
<p><span class="footer-brand">🍲 Visual Recipe Assistant</span></p>
|
369 |
<p>Powered by Meta's Llama-Vision-Free Model & Together AI</p>
|
370 |
+
<p>Upload multiple ingredient images for more creative recipe combinations</p>
|
371 |
<div class="footer-links">
|
372 |
<a href="#" target="_blank">How It Works</a>
|
373 |
<a href="#" target="_blank">Privacy Policy</a>
|
|
|
375 |
</div>
|
376 |
</div>
|
377 |
</div>
|
378 |
+
<script>
|
379 |
+
document.addEventListener('DOMContentLoaded', function() {
|
380 |
+
const submitBtn = document.querySelector('button.primary-button');
|
381 |
+
if (submitBtn) {
|
382 |
+
submitBtn.addEventListener('click', function() {
|
383 |
+
showLoading();
|
384 |
+
setTimeout(function() {
|
385 |
+
const output = document.querySelector('.recipe-output');
|
386 |
+
if (output && output.textContent.trim().length > 0) {
|
387 |
+
hideLoading();
|
388 |
+
} else {
|
389 |
+
const checkInterval = setInterval(function() {
|
390 |
+
if (output && output.textContent.trim().length > 0) {
|
391 |
+
hideLoading();
|
392 |
+
clearInterval(checkInterval);
|
393 |
+
}
|
394 |
+
}, 1000);
|
395 |
+
setTimeout(function() {
|
396 |
+
hideLoading();
|
397 |
+
clearInterval(checkInterval);
|
398 |
+
}, 30000);
|
399 |
+
}
|
400 |
+
}, 3000);
|
401 |
+
});
|
402 |
+
}
|
403 |
+
});
|
404 |
+
</script>
|
405 |
"""
|
406 |
|
|
|
407 |
with gr.Blocks(css=custom_css) as app:
|
408 |
gr.HTML(html_header)
|
409 |
|
410 |
with gr.Row():
|
411 |
with gr.Column(scale=1):
|
412 |
with gr.Group(elem_classes="input-section"):
|
413 |
+
gr.HTML('<h3 class="section-header">API Configuration</h3>')
|
414 |
api_key_input = gr.Textbox(
|
415 |
label="Together API Key",
|
416 |
+
placeholder="Enter your Together API key here...",
|
417 |
type="password",
|
418 |
+
elem_classes="input-group"
|
|
|
419 |
)
|
420 |
|
421 |
+
gr.HTML('<h3 class="section-header">Upload Ingredients</h3>')
|
422 |
file_upload = gr.File(
|
423 |
label="Upload images of ingredients",
|
424 |
file_types=["image"],
|
|
|
435 |
visible=False
|
436 |
)
|
437 |
|
438 |
+
gr.HTML('<h3 class="section-header">Recipe Preferences</h3>')
|
439 |
with gr.Row():
|
440 |
num_recipes = gr.Slider(
|
441 |
minimum=1,
|
|
|
467 |
|
468 |
with gr.Column(scale=1):
|
469 |
with gr.Group(elem_classes="output-section"):
|
470 |
+
gr.HTML('<h3 class="section-header">Your Personalized Recipes</h3>')
|
471 |
output = gr.Markdown(elem_classes="recipe-output")
|
472 |
|
473 |
gr.HTML(html_footer)
|
|
|
482 |
def process_recipe_request(api_key, files, num_recipes, dietary_restrictions, cuisine_preference):
|
483 |
if not files:
|
484 |
return "Please upload at least one image of ingredients."
|
|
|
485 |
images = [file.name for file in files]
|
486 |
return get_recipe_suggestions(api_key, images, num_recipes, dietary_restrictions, cuisine_preference)
|
487 |
|