Create v2.txt
Browse files
v2.txt
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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
|
| 11 |
+
|
| 12 |
+
def encode_image_to_base64(image_path):
|
| 13 |
+
"""Convert image to base64 encoding"""
|
| 14 |
+
with open(image_path, "rb") as image_file:
|
| 15 |
+
return base64.b64encode(image_file.read()).decode('utf-8')
|
| 16 |
+
|
| 17 |
+
def save_uploaded_image(image):
|
| 18 |
+
"""Save uploaded image to a temporary file and return the path"""
|
| 19 |
+
if image is None:
|
| 20 |
+
return None
|
| 21 |
+
|
| 22 |
+
with tempfile.NamedTemporaryFile(delete=False, suffix='.jpg') as temp_file:
|
| 23 |
+
if isinstance(image, dict) and "path" in image:
|
| 24 |
+
with open(image["path"], "rb") as img_file:
|
| 25 |
+
temp_file.write(img_file.read())
|
| 26 |
+
elif isinstance(image, Image.Image):
|
| 27 |
+
image.save(temp_file.name, format="JPEG")
|
| 28 |
+
else:
|
| 29 |
+
try:
|
| 30 |
+
Image.open(image).save(temp_file.name, format="JPEG")
|
| 31 |
+
except Exception:
|
| 32 |
+
return None
|
| 33 |
+
|
| 34 |
+
return temp_file.name
|
| 35 |
+
|
| 36 |
+
def analyze_single_image(client, img_path):
|
| 37 |
+
"""Analyze a single image to identify ingredients"""
|
| 38 |
+
system_prompt = """You are a culinary expert AI assistant that specializes in identifying ingredients in images.
|
| 39 |
+
Your task is to analyze the provided image and list all the food ingredients you can identify.
|
| 40 |
+
Be specific and detailed about what you see. Only list ingredients, don't suggest recipes yet."""
|
| 41 |
+
|
| 42 |
+
user_prompt = "Please identify all the food ingredients visible in this image. List each ingredient on a new line."
|
| 43 |
+
|
| 44 |
+
try:
|
| 45 |
+
with open(img_path, "rb") as image_file:
|
| 46 |
+
base64_image = base64.b64encode(image_file.read()).decode('utf-8')
|
| 47 |
+
|
| 48 |
+
content = [
|
| 49 |
+
{"type": "text", "text": user_prompt},
|
| 50 |
+
{
|
| 51 |
+
"type": "image_url",
|
| 52 |
+
"image_url": {
|
| 53 |
+
"url": f"data:image/jpeg;base64,{base64_image}"
|
| 54 |
+
}
|
| 55 |
+
}
|
| 56 |
+
]
|
| 57 |
+
|
| 58 |
+
response = client.chat.completions.create(
|
| 59 |
+
model="meta-llama/Llama-Vision-Free",
|
| 60 |
+
messages=[
|
| 61 |
+
{"role": "system", "content": system_prompt},
|
| 62 |
+
{"role": "user", "content": content}
|
| 63 |
+
],
|
| 64 |
+
max_tokens=500,
|
| 65 |
+
temperature=0.2
|
| 66 |
+
)
|
| 67 |
+
|
| 68 |
+
return response.choices[0].message.content
|
| 69 |
+
except Exception as e:
|
| 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."
|
| 76 |
+
|
| 77 |
+
if not images or len(images) == 0 or all(img is None for img in images):
|
| 78 |
+
return "Please upload at least one image of ingredients."
|
| 79 |
+
|
| 80 |
+
valid_images = [img for img in images if img is not None]
|
| 81 |
+
|
| 82 |
+
if len(valid_images) == 0:
|
| 83 |
+
return "No valid images were uploaded. Please try again."
|
| 84 |
+
|
| 85 |
+
image_paths = []
|
| 86 |
+
for img in valid_images:
|
| 87 |
+
img_path = save_uploaded_image(img)
|
| 88 |
+
if img_path:
|
| 89 |
+
image_paths.append(img_path)
|
| 90 |
+
|
| 91 |
+
if not image_paths:
|
| 92 |
+
return "Failed to process the uploaded images."
|
| 93 |
+
|
| 94 |
+
try:
|
| 95 |
+
client = Together(api_key=api_key)
|
| 96 |
+
|
| 97 |
+
all_ingredients = []
|
| 98 |
+
for img_path in image_paths:
|
| 99 |
+
ingredients_text = analyze_single_image(client, img_path)
|
| 100 |
+
all_ingredients.append(ingredients_text)
|
| 101 |
+
|
| 102 |
+
combined_ingredients = "\n\n".join([f"Image {i+1} ingredients:\n{ingredients}"
|
| 103 |
+
for i, ingredients in enumerate(all_ingredients)])
|
| 104 |
+
|
| 105 |
+
system_prompt = """You are a culinary expert AI assistant that specializes in creating recipes based on available ingredients.
|
| 106 |
+
You will be provided with lists of ingredients identified from multiple images. Your task is to suggest creative,
|
| 107 |
+
detailed recipes that use as many of the identified ingredients as possible.
|
| 108 |
+
|
| 109 |
+
For each recipe suggestion, include:
|
| 110 |
+
1. Recipe name
|
| 111 |
+
2. Brief description of the dish
|
| 112 |
+
3. Complete ingredients list (including estimated quantities and any additional staple ingredients that might be needed)
|
| 113 |
+
4. Step-by-step cooking instructions
|
| 114 |
+
5. Approximate cooking time
|
| 115 |
+
6. Difficulty level (Easy, Medium, Advanced)
|
| 116 |
+
7. Nutritional highlights
|
| 117 |
+
|
| 118 |
+
Consider any dietary restrictions and cuisine preferences mentioned by the user."""
|
| 119 |
+
|
| 120 |
+
user_prompt = f"""Based on the following ingredients identified from multiple images, suggest {num_recipes} creative and delicious recipes.
|
| 121 |
+
|
| 122 |
+
{combined_ingredients}
|
| 123 |
+
|
| 124 |
+
Dietary restrictions to consider: {dietary_restrictions}
|
| 125 |
+
Cuisine preference: {cuisine_preference}
|
| 126 |
+
|
| 127 |
+
Please be creative with your recipe suggestions and try to use ingredients from multiple images if possible."""
|
| 128 |
+
|
| 129 |
+
response = client.chat.completions.create(
|
| 130 |
+
model="meta-llama/Llama-Vision-Free",
|
| 131 |
+
messages=[
|
| 132 |
+
{"role": "system", "content": system_prompt},
|
| 133 |
+
{"role": "user", "content": user_prompt}
|
| 134 |
+
],
|
| 135 |
+
max_tokens=2048,
|
| 136 |
+
temperature=0.7
|
| 137 |
+
)
|
| 138 |
+
|
| 139 |
+
for img_path in image_paths:
|
| 140 |
+
try:
|
| 141 |
+
os.unlink(img_path)
|
| 142 |
+
except:
|
| 143 |
+
pass
|
| 144 |
+
|
| 145 |
+
result = "## 📋 Ingredients Identified\n\n"
|
| 146 |
+
result += combined_ingredients
|
| 147 |
+
result += "\n\n---\n\n"
|
| 148 |
+
result += "## 🍽️ Recipe Suggestions\n\n"
|
| 149 |
+
result += response.choices[0].message.content
|
| 150 |
+
|
| 151 |
+
return result
|
| 152 |
+
|
| 153 |
+
except Exception as e:
|
| 154 |
+
for img_path in image_paths:
|
| 155 |
+
try:
|
| 156 |
+
os.unlink(img_path)
|
| 157 |
+
except:
|
| 158 |
+
pass
|
| 159 |
+
return f"Error: {str(e)}"
|
| 160 |
+
|
| 161 |
+
custom_css = """
|
| 162 |
+
@import url('https://fonts.googleapis.com/css2?family=Poppins:wght@300;400;500;600;700&display=swap');
|
| 163 |
+
:root {
|
| 164 |
+
--primary-color: #E67E22;
|
| 165 |
+
--primary-dark: #D35400;
|
| 166 |
+
--secondary-color: #2ECC71;
|
| 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;
|
| 173 |
+
}
|
| 174 |
+
body {
|
| 175 |
+
font-family: var(--font-family);
|
| 176 |
+
background-color: var(--background-color);
|
| 177 |
+
color: var(--text-color);
|
| 178 |
+
margin: 0;
|
| 179 |
+
padding: 0;
|
| 180 |
+
}
|
| 181 |
+
.container {
|
| 182 |
+
max-width: 1200px;
|
| 183 |
+
margin: 0 auto;
|
| 184 |
+
padding: 20px;
|
| 185 |
+
}
|
| 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);
|
| 193 |
+
}
|
| 194 |
+
.app-title {
|
| 195 |
+
font-size: 2.5em;
|
| 196 |
+
margin-bottom: 10px;
|
| 197 |
+
font-weight: 700;
|
| 198 |
+
}
|
| 199 |
+
.app-subtitle {
|
| 200 |
+
font-size: 1.2em;
|
| 201 |
+
font-weight: 300;
|
| 202 |
+
max-width: 600px;
|
| 203 |
+
margin: 0 auto;
|
| 204 |
+
}
|
| 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;
|
| 211 |
+
}
|
| 212 |
+
.section-header {
|
| 213 |
+
font-size: 1.5em;
|
| 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;
|
| 219 |
+
}
|
| 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);
|
| 226 |
+
transition: all 0.3s ease;
|
| 227 |
+
}
|
| 228 |
+
.image-upload-container:hover {
|
| 229 |
+
border-color: var(--primary-color);
|
| 230 |
+
background-color: rgba(230, 126, 34, 0.05);
|
| 231 |
+
}
|
| 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);
|
| 242 |
+
width: 100%;
|
| 243 |
+
}
|
| 244 |
+
button.primary-button:hover {
|
| 245 |
+
background-color: var(--primary-dark);
|
| 246 |
+
box-shadow: 0 4px 10px rgba(0,0,0,0.15);
|
| 247 |
+
}
|
| 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 |
+
}
|
| 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);
|
| 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 |
+
}
|
| 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;
|
| 317 |
+
}
|
| 318 |
+
.footer {
|
| 319 |
+
background-color: var(--card-background);
|
| 320 |
+
padding: 40px 20px;
|
| 321 |
+
text-align: center;
|
| 322 |
+
color: var(--text-color);
|
| 323 |
+
font-size: 1em;
|
| 324 |
+
box-shadow: 0 -2px 10px rgba(0,0,0,0.05);
|
| 325 |
+
}
|
| 326 |
+
.footer-content {
|
| 327 |
+
max-width: 800px;
|
| 328 |
+
margin: 0 auto;
|
| 329 |
+
}
|
| 330 |
+
.footer-brand {
|
| 331 |
+
font-weight: 700;
|
| 332 |
+
color: var(--primary-color);
|
| 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() {
|
| 356 |
+
document.getElementById('loading-overlay').classList.add('visible');
|
| 357 |
+
}
|
| 358 |
+
|
| 359 |
+
function hideLoading() {
|
| 360 |
+
document.getElementById('loading-overlay').classList.remove('visible');
|
| 361 |
+
}
|
| 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>
|
| 374 |
+
<a href="#" target="_blank">Contact Us</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"],
|
| 425 |
+
file_count="multiple",
|
| 426 |
+
elem_classes="image-upload-container"
|
| 427 |
+
)
|
| 428 |
+
|
| 429 |
+
image_input = gr.Gallery(
|
| 430 |
+
label="Uploaded Ingredients",
|
| 431 |
+
elem_id="ingredient-gallery",
|
| 432 |
+
columns=3,
|
| 433 |
+
rows=2,
|
| 434 |
+
height="auto",
|
| 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,
|
| 442 |
+
maximum=5,
|
| 443 |
+
value=3,
|
| 444 |
+
step=1,
|
| 445 |
+
label="Number of Recipe Suggestions",
|
| 446 |
+
elem_classes="input-group"
|
| 447 |
+
)
|
| 448 |
+
|
| 449 |
+
with gr.Row():
|
| 450 |
+
with gr.Column():
|
| 451 |
+
dietary_restrictions = gr.Dropdown(
|
| 452 |
+
choices=["None", "Vegetarian", "Vegan", "Gluten-Free", "Dairy-Free", "Low-Carb", "Keto", "Paleo"],
|
| 453 |
+
value="None",
|
| 454 |
+
label="Dietary Restrictions",
|
| 455 |
+
elem_classes="input-group"
|
| 456 |
+
)
|
| 457 |
+
|
| 458 |
+
with gr.Column():
|
| 459 |
+
cuisine_preference = gr.Dropdown(
|
| 460 |
+
choices=["Any", "Italian", "Asian", "Mexican", "Mediterranean", "Indian", "American", "French", "Middle Eastern"],
|
| 461 |
+
value="Any",
|
| 462 |
+
label="Cuisine Preference",
|
| 463 |
+
elem_classes="input-group"
|
| 464 |
+
)
|
| 465 |
+
|
| 466 |
+
submit_button = gr.Button("Get Recipe Suggestions", elem_classes="primary-button")
|
| 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)
|
| 474 |
+
|
| 475 |
+
def update_gallery(files):
|
| 476 |
+
if not files:
|
| 477 |
+
return gr.Gallery.update(visible=False)
|
| 478 |
+
return gr.Gallery.update(value=[file.name for file in files], visible=True)
|
| 479 |
+
|
| 480 |
+
file_upload.change(fn=update_gallery, inputs=file_upload, outputs=image_input)
|
| 481 |
+
|
| 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 |
+
|
| 488 |
+
submit_button.click(
|
| 489 |
+
fn=process_recipe_request,
|
| 490 |
+
inputs=[api_key_input, file_upload, num_recipes, dietary_restrictions, cuisine_preference],
|
| 491 |
+
outputs=output
|
| 492 |
+
)
|
| 493 |
+
|
| 494 |
+
if __name__ == "__main__":
|
| 495 |
+
app.launch()
|