Create v2.txt
Browse files
v2.txt
ADDED
@@ -0,0 +1,495 @@
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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()
|