Create app.py
Browse files
app.py
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| 1 |
+
import os
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| 2 |
+
import io
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| 3 |
+
import base64
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| 4 |
+
import numpy as np
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| 5 |
+
from flask import Flask, request, jsonify
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| 6 |
+
from flask_cors import CORS
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| 7 |
+
from PIL import Image, ImageEnhance, ImageFilter
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| 8 |
+
import qrcode
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| 9 |
+
from qrcode.constants import ERROR_CORRECT_H
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| 10 |
+
import cv2
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| 11 |
+
from io import BytesIO
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| 12 |
+
import requests
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| 13 |
+
from werkzeug.utils import secure_filename
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| 14 |
+
import logging
|
| 15 |
+
|
| 16 |
+
# Configure logging
|
| 17 |
+
logging.basicConfig(level=logging.INFO)
|
| 18 |
+
logger = logging.getLogger(__name__)
|
| 19 |
+
|
| 20 |
+
app = Flask(__name__)
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| 21 |
+
CORS(app)
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| 22 |
+
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| 23 |
+
# Configuration
|
| 24 |
+
MAX_FILE_SIZE = 10 * 1024 * 1024 # 10MB
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| 25 |
+
ALLOWED_EXTENSIONS = {'png', 'jpg', 'jpeg', 'gif', 'bmp', 'webp'}
|
| 26 |
+
|
| 27 |
+
def allowed_file(filename):
|
| 28 |
+
return '.' in filename and filename.rsplit('.', 1)[1].lower() in ALLOWED_EXTENSIONS
|
| 29 |
+
|
| 30 |
+
def create_base_qr(data, size=300):
|
| 31 |
+
"""Create a base QR code with high error correction"""
|
| 32 |
+
qr = qrcode.QRCode(
|
| 33 |
+
version=1,
|
| 34 |
+
error_correction=ERROR_CORRECT_H, # 30% error correction
|
| 35 |
+
box_size=10,
|
| 36 |
+
border=4,
|
| 37 |
+
)
|
| 38 |
+
qr.add_data(data)
|
| 39 |
+
qr.make(fit=True)
|
| 40 |
+
|
| 41 |
+
# Create QR code image
|
| 42 |
+
qr_img = qr.make_image(fill_color="black", back_color="white")
|
| 43 |
+
|
| 44 |
+
# Resize to specified size
|
| 45 |
+
qr_img = qr_img.resize((size, size), Image.LANCZOS)
|
| 46 |
+
return qr_img, qr
|
| 47 |
+
|
| 48 |
+
def analyze_image_contrast(image):
|
| 49 |
+
"""Analyze image to find optimal areas for QR integration"""
|
| 50 |
+
# Convert to grayscale
|
| 51 |
+
gray = cv2.cvtColor(np.array(image), cv2.COLOR_RGB2GRAY)
|
| 52 |
+
|
| 53 |
+
# Calculate local contrast using Laplacian
|
| 54 |
+
laplacian = cv2.Laplacian(gray, cv2.CV_64F)
|
| 55 |
+
contrast_map = np.abs(laplacian)
|
| 56 |
+
|
| 57 |
+
# Normalize contrast map
|
| 58 |
+
contrast_map = (contrast_map / contrast_map.max() * 255).astype(np.uint8)
|
| 59 |
+
|
| 60 |
+
# Calculate average contrast in different regions
|
| 61 |
+
h, w = gray.shape
|
| 62 |
+
regions = {
|
| 63 |
+
'center': gray[h//4:3*h//4, w//4:3*w//4],
|
| 64 |
+
'corners': [
|
| 65 |
+
gray[0:h//3, 0:w//3], # top-left
|
| 66 |
+
gray[0:h//3, 2*w//3:w], # top-right
|
| 67 |
+
gray[2*h//3:h, 0:w//3], # bottom-left
|
| 68 |
+
gray[2*h//3:h, 2*w//3:w] # bottom-right
|
| 69 |
+
]
|
| 70 |
+
}
|
| 71 |
+
|
| 72 |
+
return contrast_map, regions
|
| 73 |
+
|
| 74 |
+
def create_artistic_qr(image, qr_data, style='logo_center', size=300):
|
| 75 |
+
"""Create artistic QR code using pattern replacement"""
|
| 76 |
+
try:
|
| 77 |
+
# Create base QR code
|
| 78 |
+
qr_img, qr_obj = create_base_qr(qr_data, size)
|
| 79 |
+
|
| 80 |
+
# Resize input image to match QR size
|
| 81 |
+
image = image.resize((size, size), Image.LANCZOS)
|
| 82 |
+
|
| 83 |
+
# Convert to numpy arrays
|
| 84 |
+
qr_array = np.array(qr_img.convert('L'))
|
| 85 |
+
img_array = np.array(image.convert('RGB'))
|
| 86 |
+
|
| 87 |
+
if style == 'logo_center':
|
| 88 |
+
return create_logo_center_qr(qr_img, image, size)
|
| 89 |
+
elif style == 'pattern_replace':
|
| 90 |
+
return create_pattern_replace_qr(qr_array, img_array, qr_obj, size)
|
| 91 |
+
elif style == 'artistic_blend':
|
| 92 |
+
return create_artistic_blend_qr(qr_array, img_array, size)
|
| 93 |
+
else:
|
| 94 |
+
return qr_img
|
| 95 |
+
|
| 96 |
+
except Exception as e:
|
| 97 |
+
logger.error(f"Error creating artistic QR: {str(e)}")
|
| 98 |
+
# Return basic QR as fallback
|
| 99 |
+
return create_base_qr(qr_data, size)[0]
|
| 100 |
+
|
| 101 |
+
def create_logo_center_qr(qr_img, logo_img, size):
|
| 102 |
+
"""Place logo in center of QR code (safest method)"""
|
| 103 |
+
# Calculate logo size (max 20% of QR size for compatibility)
|
| 104 |
+
logo_size = min(size // 5, 60)
|
| 105 |
+
|
| 106 |
+
# Resize logo
|
| 107 |
+
logo_resized = logo_img.resize((logo_size, logo_size), Image.LANCZOS)
|
| 108 |
+
|
| 109 |
+
# Create a copy of QR code
|
| 110 |
+
result = qr_img.convert('RGB').copy()
|
| 111 |
+
|
| 112 |
+
# Calculate center position
|
| 113 |
+
pos = ((size - logo_size) // 2, (size - logo_size) // 2)
|
| 114 |
+
|
| 115 |
+
# Paste logo with white background
|
| 116 |
+
white_bg = Image.new('RGB', (logo_size, logo_size), 'white')
|
| 117 |
+
white_bg.paste(logo_resized, (0, 0))
|
| 118 |
+
result.paste(white_bg, pos)
|
| 119 |
+
|
| 120 |
+
return result
|
| 121 |
+
|
| 122 |
+
def create_pattern_replace_qr(qr_array, img_array, qr_obj, size):
|
| 123 |
+
"""Replace QR patterns with image pixels while maintaining readability"""
|
| 124 |
+
# Get QR modules matrix
|
| 125 |
+
modules = qr_obj.modules
|
| 126 |
+
module_count = len(modules)
|
| 127 |
+
|
| 128 |
+
# Calculate module size
|
| 129 |
+
module_size = size // module_count
|
| 130 |
+
|
| 131 |
+
# Create result image
|
| 132 |
+
result = np.zeros((size, size, 3), dtype=np.uint8)
|
| 133 |
+
|
| 134 |
+
for i in range(module_count):
|
| 135 |
+
for j in range(module_count):
|
| 136 |
+
# Calculate pixel position
|
| 137 |
+
y1, x1 = i * module_size, j * module_size
|
| 138 |
+
y2, x2 = min((i + 1) * module_size, size), min((j + 1) * module_size, size)
|
| 139 |
+
|
| 140 |
+
if modules[i][j]: # Black module
|
| 141 |
+
# Check if this is a critical area (finder patterns, timing, etc.)
|
| 142 |
+
if is_critical_module(i, j, module_count):
|
| 143 |
+
# Keep original black for critical modules
|
| 144 |
+
result[y1:y2, x1:x2] = [0, 0, 0]
|
| 145 |
+
else:
|
| 146 |
+
# Use image pixel but ensure it's dark enough
|
| 147 |
+
img_region = img_array[y1:y2, x1:x2]
|
| 148 |
+
avg_brightness = np.mean(img_region)
|
| 149 |
+
|
| 150 |
+
if avg_brightness > 128: # Too bright, make it darker
|
| 151 |
+
result[y1:y2, x1:x2] = img_region * 0.3
|
| 152 |
+
else:
|
| 153 |
+
result[y1:y2, x1:x2] = img_region
|
| 154 |
+
else: # White module
|
| 155 |
+
# Use image pixel but ensure it's light enough
|
| 156 |
+
img_region = img_array[y1:y2, x1:x2]
|
| 157 |
+
avg_brightness = np.mean(img_region)
|
| 158 |
+
|
| 159 |
+
if avg_brightness < 128: # Too dark, make it lighter
|
| 160 |
+
result[y1:y2, x1:x2] = 255 - ((255 - img_region) * 0.3)
|
| 161 |
+
else:
|
| 162 |
+
result[y1:y2, x1:x2] = img_region
|
| 163 |
+
|
| 164 |
+
return Image.fromarray(result.astype(np.uint8))
|
| 165 |
+
|
| 166 |
+
def create_artistic_blend_qr(qr_array, img_array, size):
|
| 167 |
+
"""Blend QR with image using advanced techniques"""
|
| 168 |
+
# Create high contrast QR
|
| 169 |
+
qr_contrast = np.where(qr_array < 128, 0, 255)
|
| 170 |
+
|
| 171 |
+
# Apply adaptive blending
|
| 172 |
+
result = np.zeros_like(img_array)
|
| 173 |
+
|
| 174 |
+
for i in range(3): # RGB channels
|
| 175 |
+
channel = img_array[:, :, i]
|
| 176 |
+
|
| 177 |
+
# Where QR is black, darken the image
|
| 178 |
+
black_mask = qr_contrast == 0
|
| 179 |
+
result[:, :, i] = np.where(black_mask, channel * 0.2, channel * 1.2)
|
| 180 |
+
|
| 181 |
+
# Ensure values are in valid range
|
| 182 |
+
result[:, :, i] = np.clip(result[:, :, i], 0, 255)
|
| 183 |
+
|
| 184 |
+
return Image.fromarray(result.astype(np.uint8))
|
| 185 |
+
|
| 186 |
+
def is_critical_module(row, col, module_count):
|
| 187 |
+
"""Identify critical QR modules that shouldn't be modified"""
|
| 188 |
+
# Finder patterns (corners)
|
| 189 |
+
if (row < 9 and col < 9) or \
|
| 190 |
+
(row < 9 and col >= module_count - 8) or \
|
| 191 |
+
(row >= module_count - 8 and col < 9):
|
| 192 |
+
return True
|
| 193 |
+
|
| 194 |
+
# Timing patterns
|
| 195 |
+
if row == 6 or col == 6:
|
| 196 |
+
return True
|
| 197 |
+
|
| 198 |
+
# Dark module
|
| 199 |
+
if row == 4 * module_count // 7 + 1 and col == 4 * module_count // 7 + 1:
|
| 200 |
+
return True
|
| 201 |
+
|
| 202 |
+
return False
|
| 203 |
+
|
| 204 |
+
def calculate_compatibility_score(qr_image):
|
| 205 |
+
"""Calculate QR code compatibility score"""
|
| 206 |
+
try:
|
| 207 |
+
# Convert to grayscale
|
| 208 |
+
gray = cv2.cvtColor(np.array(qr_image), cv2.COLOR_RGB2GRAY)
|
| 209 |
+
|
| 210 |
+
# Calculate contrast ratio
|
| 211 |
+
min_val, max_val = np.min(gray), np.max(gray)
|
| 212 |
+
contrast_ratio = max_val / max(min_val, 1)
|
| 213 |
+
|
| 214 |
+
# Calculate edge sharpness
|
| 215 |
+
edges = cv2.Canny(gray, 50, 150)
|
| 216 |
+
edge_ratio = np.sum(edges > 0) / edges.size
|
| 217 |
+
|
| 218 |
+
# Calculate noise level
|
| 219 |
+
blur = cv2.GaussianBlur(gray, (5, 5), 0)
|
| 220 |
+
noise = np.std(gray - blur)
|
| 221 |
+
|
| 222 |
+
# Combine metrics into score (0-100)
|
| 223 |
+
contrast_score = min(contrast_ratio / 10, 1) * 40
|
| 224 |
+
edge_score = min(edge_ratio * 100, 1) * 30
|
| 225 |
+
noise_score = max(0, 1 - noise / 50) * 30
|
| 226 |
+
|
| 227 |
+
total_score = int(contrast_score + edge_score + noise_score)
|
| 228 |
+
|
| 229 |
+
return {
|
| 230 |
+
'overall': total_score,
|
| 231 |
+
'contrast': int(contrast_score),
|
| 232 |
+
'sharpness': int(edge_score),
|
| 233 |
+
'noise_level': int(noise_score),
|
| 234 |
+
'recommendations': get_recommendations(total_score)
|
| 235 |
+
}
|
| 236 |
+
except Exception as e:
|
| 237 |
+
logger.error(f"Error calculating compatibility: {str(e)}")
|
| 238 |
+
return {'overall': 50, 'contrast': 50, 'sharpness': 50, 'noise_level': 50, 'recommendations': []}
|
| 239 |
+
|
| 240 |
+
def get_recommendations(score):
|
| 241 |
+
"""Get improvement recommendations based on score"""
|
| 242 |
+
recommendations = []
|
| 243 |
+
|
| 244 |
+
if score < 70:
|
| 245 |
+
recommendations.append("Consider using higher contrast between foreground and background")
|
| 246 |
+
if score < 60:
|
| 247 |
+
recommendations.append("Try the 'Logo Center' style for better compatibility")
|
| 248 |
+
if score < 50:
|
| 249 |
+
recommendations.append("Your image might be too complex - consider simplifying")
|
| 250 |
+
|
| 251 |
+
return recommendations
|
| 252 |
+
|
| 253 |
+
def image_to_base64(image):
|
| 254 |
+
"""Convert PIL image to base64 string"""
|
| 255 |
+
buffer = BytesIO()
|
| 256 |
+
image.save(buffer, format='PNG', optimize=True)
|
| 257 |
+
img_str = base64.b64encode(buffer.getvalue()).decode()
|
| 258 |
+
return f"data:image/png;base64,{img_str}"
|
| 259 |
+
|
| 260 |
+
@app.route('/health', methods=['GET'])
|
| 261 |
+
def health_check():
|
| 262 |
+
return jsonify({'status': 'healthy', 'message': 'QR AI Service is running'})
|
| 263 |
+
|
| 264 |
+
@app.route('/api/generate-artistic-qr', methods=['POST'])
|
| 265 |
+
def generate_artistic_qr():
|
| 266 |
+
try:
|
| 267 |
+
# Validate request
|
| 268 |
+
if 'image' not in request.files or 'url' not in request.form:
|
| 269 |
+
return jsonify({'error': 'Missing image or URL'}), 400
|
| 270 |
+
|
| 271 |
+
file = request.files['image']
|
| 272 |
+
url = request.form['url']
|
| 273 |
+
style = request.form.get('style', 'logo_center')
|
| 274 |
+
size = int(request.form.get('size', 300))
|
| 275 |
+
|
| 276 |
+
# Validate file
|
| 277 |
+
if file.filename == '':
|
| 278 |
+
return jsonify({'error': 'No file selected'}), 400
|
| 279 |
+
|
| 280 |
+
if not allowed_file(file.filename):
|
| 281 |
+
return jsonify({'error': 'Invalid file type'}), 400
|
| 282 |
+
|
| 283 |
+
# Validate URL
|
| 284 |
+
if not url or len(url) < 1:
|
| 285 |
+
return jsonify({'error': 'Invalid URL'}), 400
|
| 286 |
+
|
| 287 |
+
# Process image
|
| 288 |
+
try:
|
| 289 |
+
image = Image.open(file.stream).convert('RGB')
|
| 290 |
+
except Exception as e:
|
| 291 |
+
return jsonify({'error': 'Invalid image file'}), 400
|
| 292 |
+
|
| 293 |
+
# Generate artistic QR code
|
| 294 |
+
artistic_qr = create_artistic_qr(image, url, style, size)
|
| 295 |
+
|
| 296 |
+
# Calculate compatibility score
|
| 297 |
+
compatibility = calculate_compatibility_score(artistic_qr)
|
| 298 |
+
|
| 299 |
+
# Convert to base64
|
| 300 |
+
qr_base64 = image_to_base64(artistic_qr)
|
| 301 |
+
|
| 302 |
+
# Also generate standard QR for comparison
|
| 303 |
+
standard_qr = create_base_qr(url, size)[0]
|
| 304 |
+
standard_base64 = image_to_base64(standard_qr)
|
| 305 |
+
|
| 306 |
+
return jsonify({
|
| 307 |
+
'success': True,
|
| 308 |
+
'artistic_qr': qr_base64,
|
| 309 |
+
'standard_qr': standard_base64,
|
| 310 |
+
'compatibility': compatibility,
|
| 311 |
+
'style_used': style,
|
| 312 |
+
'size': size
|
| 313 |
+
})
|
| 314 |
+
|
| 315 |
+
except Exception as e:
|
| 316 |
+
logger.error(f"Error in generate_artistic_qr: {str(e)}")
|
| 317 |
+
return jsonify({'error': 'Internal server error'}), 500
|
| 318 |
+
|
| 319 |
+
@app.route('/api/test-compatibility', methods=['POST'])
|
| 320 |
+
def test_compatibility():
|
| 321 |
+
try:
|
| 322 |
+
data = request.get_json()
|
| 323 |
+
|
| 324 |
+
if 'qr_image' not in data:
|
| 325 |
+
return jsonify({'error': 'Missing QR image data'}), 400
|
| 326 |
+
|
| 327 |
+
# Decode base64 image
|
| 328 |
+
image_data = data['qr_image'].split(',')[1] # Remove data:image/png;base64,
|
| 329 |
+
image_bytes = base64.b64decode(image_data)
|
| 330 |
+
image = Image.open(BytesIO(image_bytes))
|
| 331 |
+
|
| 332 |
+
# Calculate compatibility
|
| 333 |
+
compatibility = calculate_compatibility_score(image)
|
| 334 |
+
|
| 335 |
+
return jsonify({
|
| 336 |
+
'success': True,
|
| 337 |
+
'compatibility': compatibility
|
| 338 |
+
})
|
| 339 |
+
|
| 340 |
+
except Exception as e:
|
| 341 |
+
logger.error(f"Error in test_compatibility: {str(e)}")
|
| 342 |
+
return jsonify({'error': 'Internal server error'}), 500
|
| 343 |
+
|
| 344 |
+
@app.route('/api/styles', methods=['GET'])
|
| 345 |
+
def get_available_styles():
|
| 346 |
+
"""Get available QR code styles"""
|
| 347 |
+
styles = {
|
| 348 |
+
'logo_center': {
|
| 349 |
+
'name': 'Logo Center',
|
| 350 |
+
'description': 'Places your image as a logo in the center (highest compatibility)',
|
| 351 |
+
'compatibility': 95
|
| 352 |
+
},
|
| 353 |
+
'pattern_replace': {
|
| 354 |
+
'name': 'Artistic Pattern',
|
| 355 |
+
'description': 'Replaces QR patterns with your image (moderate compatibility)',
|
| 356 |
+
'compatibility': 75
|
| 357 |
+
},
|
| 358 |
+
'artistic_blend': {
|
| 359 |
+
'name': 'Artistic Blend',
|
| 360 |
+
'description': 'Blends your image with QR code (lower compatibility)',
|
| 361 |
+
'compatibility': 60
|
| 362 |
+
}
|
| 363 |
+
}
|
| 364 |
+
|
| 365 |
+
return jsonify({
|
| 366 |
+
'success': True,
|
| 367 |
+
'styles': styles
|
| 368 |
+
})
|
| 369 |
+
|
| 370 |
+
if __name__ == '__main__':
|
| 371 |
+
port = int(os.environ.get('PORT', 7860))
|
| 372 |
+
app.run(host='0.0.0.0', port=port, debug=False)
|