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Update app.py
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app.py
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| 1 |
+
import os
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| 2 |
+
import cv2
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| 3 |
+
import json
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| 4 |
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import base64
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| 5 |
+
import sqlite3
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| 6 |
+
from datetime import datetime, timedelta
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| 7 |
+
import pytz
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| 8 |
+
from flask import Flask, render_template, request, jsonify, Response
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| 9 |
+
from deepface import DeepFace
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| 10 |
+
import numpy as np
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| 11 |
+
import threading
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| 12 |
+
import logging
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| 13 |
+
from werkzeug.utils import secure_filename
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| 14 |
+
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| 15 |
+
# Configure logging
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| 16 |
+
logging.basicConfig(level=logging.INFO)
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| 17 |
+
logger = logging.getLogger(__name__)
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| 18 |
+
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| 19 |
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app = Flask(__name__)
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| 20 |
+
app.config['SECRET_KEY'] = 'your-secret-key-here'
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| 21 |
+
app.config['UPLOAD_FOLDER'] = 'static/known_faces'
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| 22 |
+
app.config['MAX_CONTENT_LENGTH'] = 16 * 1024 * 1024 # 16MB max file size
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| 23 |
+
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| 24 |
+
# Create upload directory if it doesn't exist
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| 25 |
+
os.makedirs(app.config['UPLOAD_FOLDER'], exist_ok=True)
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| 26 |
+
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| 27 |
+
# Indian Standard Time
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| 28 |
+
IST = pytz.timezone('Asia/Kolkata')
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| 29 |
+
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| 30 |
+
class DatabaseManager:
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| 31 |
+
def __init__(self, db_path='attendance.db'):
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| 32 |
+
self.db_path = db_path
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| 33 |
+
self.init_database()
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| 34 |
+
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| 35 |
+
def init_database(self):
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| 36 |
+
"""Initialize the database with required tables"""
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| 37 |
+
conn = sqlite3.connect(self.db_path)
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| 38 |
+
cursor = conn.cursor()
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| 39 |
+
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| 40 |
+
# Users table
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| 41 |
+
cursor.execute('''
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| 42 |
+
CREATE TABLE IF NOT EXISTS users (
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| 43 |
+
id INTEGER PRIMARY KEY AUTOINCREMENT,
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| 44 |
+
name TEXT NOT NULL UNIQUE,
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| 45 |
+
face_encoding_path TEXT,
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| 46 |
+
created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
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| 47 |
+
)
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| 48 |
+
''')
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| 49 |
+
|
| 50 |
+
# Attendance table
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| 51 |
+
cursor.execute('''
|
| 52 |
+
CREATE TABLE IF NOT EXISTS attendance (
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| 53 |
+
id INTEGER PRIMARY KEY AUTOINCREMENT,
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| 54 |
+
user_id INTEGER,
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| 55 |
+
date DATE,
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| 56 |
+
check_in_time TIMESTAMP,
|
| 57 |
+
check_out_time TIMESTAMP,
|
| 58 |
+
status TEXT DEFAULT 'present',
|
| 59 |
+
FOREIGN KEY (user_id) REFERENCES users (id),
|
| 60 |
+
UNIQUE(user_id, date)
|
| 61 |
+
)
|
| 62 |
+
''')
|
| 63 |
+
|
| 64 |
+
conn.commit()
|
| 65 |
+
conn.close()
|
| 66 |
+
|
| 67 |
+
def add_user(self, name, face_image_path):
|
| 68 |
+
"""Add a new user to the database"""
|
| 69 |
+
try:
|
| 70 |
+
conn = sqlite3.connect(self.db_path)
|
| 71 |
+
cursor = conn.cursor()
|
| 72 |
+
cursor.execute('INSERT INTO users (name, face_encoding_path) VALUES (?, ?)',
|
| 73 |
+
(name, face_image_path))
|
| 74 |
+
user_id = cursor.lastrowid
|
| 75 |
+
conn.commit()
|
| 76 |
+
conn.close()
|
| 77 |
+
return user_id
|
| 78 |
+
except sqlite3.IntegrityError:
|
| 79 |
+
return None
|
| 80 |
+
|
| 81 |
+
def get_all_users(self):
|
| 82 |
+
"""Get all users from database"""
|
| 83 |
+
conn = sqlite3.connect(self.db_path)
|
| 84 |
+
cursor = conn.cursor()
|
| 85 |
+
cursor.execute('SELECT id, name, face_encoding_path FROM users')
|
| 86 |
+
users = cursor.fetchall()
|
| 87 |
+
conn.close()
|
| 88 |
+
return users
|
| 89 |
+
|
| 90 |
+
def mark_attendance(self, user_id, attendance_type='check_in'):
|
| 91 |
+
"""Mark attendance for a user"""
|
| 92 |
+
try:
|
| 93 |
+
conn = sqlite3.connect(self.db_path)
|
| 94 |
+
cursor = conn.cursor()
|
| 95 |
+
|
| 96 |
+
# Get current date and time in IST
|
| 97 |
+
now = datetime.now(IST)
|
| 98 |
+
today = now.date()
|
| 99 |
+
current_time = now
|
| 100 |
+
|
| 101 |
+
if attendance_type == 'check_in':
|
| 102 |
+
# Check if user already checked in today
|
| 103 |
+
cursor.execute('''
|
| 104 |
+
SELECT id, check_in_time FROM attendance
|
| 105 |
+
WHERE user_id = ? AND date = ?
|
| 106 |
+
''', (user_id, today))
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| 107 |
+
existing = cursor.fetchone()
|
| 108 |
+
|
| 109 |
+
if existing:
|
| 110 |
+
conn.close()
|
| 111 |
+
return {'success': False, 'message': 'Already checked in today'}
|
| 112 |
+
|
| 113 |
+
# Insert new attendance record
|
| 114 |
+
cursor.execute('''
|
| 115 |
+
INSERT INTO attendance (user_id, date, check_in_time, status)
|
| 116 |
+
VALUES (?, ?, ?, 'present')
|
| 117 |
+
''', (user_id, today, current_time))
|
| 118 |
+
|
| 119 |
+
elif attendance_type == 'check_out':
|
| 120 |
+
# Update existing record with check-out time
|
| 121 |
+
cursor.execute('''
|
| 122 |
+
UPDATE attendance
|
| 123 |
+
SET check_out_time = ?
|
| 124 |
+
WHERE user_id = ? AND date = ? AND check_out_time IS NULL
|
| 125 |
+
''', (current_time, user_id, today))
|
| 126 |
+
|
| 127 |
+
if cursor.rowcount == 0:
|
| 128 |
+
conn.close()
|
| 129 |
+
return {'success': False, 'message': 'No check-in record found or already checked out'}
|
| 130 |
+
|
| 131 |
+
conn.commit()
|
| 132 |
+
conn.close()
|
| 133 |
+
return {'success': True, 'message': f'Successfully {attendance_type.replace("_", "-")}'}
|
| 134 |
+
|
| 135 |
+
except Exception as e:
|
| 136 |
+
logger.error(f"Error marking attendance: {e}")
|
| 137 |
+
return {'success': False, 'message': 'Database error'}
|
| 138 |
+
|
| 139 |
+
def get_today_stats(self):
|
| 140 |
+
"""Get today's attendance statistics"""
|
| 141 |
+
conn = sqlite3.connect(self.db_path)
|
| 142 |
+
cursor = conn.cursor()
|
| 143 |
+
|
| 144 |
+
today = datetime.now(IST).date()
|
| 145 |
+
|
| 146 |
+
# Total users
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| 147 |
+
cursor.execute('SELECT COUNT(*) FROM users')
|
| 148 |
+
total_users = cursor.fetchone()[0]
|
| 149 |
+
|
| 150 |
+
# Present today (checked in)
|
| 151 |
+
cursor.execute('''
|
| 152 |
+
SELECT COUNT(*) FROM attendance
|
| 153 |
+
WHERE date = ? AND check_in_time IS NOT NULL
|
| 154 |
+
''', (today,))
|
| 155 |
+
present_today = cursor.fetchone()[0]
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| 156 |
+
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| 157 |
+
# Absent today
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| 158 |
+
absent_today = total_users - present_today
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| 159 |
+
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| 160 |
+
# Get today's attendance records with user names
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| 161 |
+
cursor.execute('''
|
| 162 |
+
SELECT u.name, a.check_in_time, a.check_out_time
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| 163 |
+
FROM attendance a
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| 164 |
+
JOIN users u ON a.user_id = u.id
|
| 165 |
+
WHERE a.date = ?
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| 166 |
+
ORDER BY a.check_in_time DESC
|
| 167 |
+
''', (today,))
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| 168 |
+
today_attendance = cursor.fetchall()
|
| 169 |
+
|
| 170 |
+
conn.close()
|
| 171 |
+
|
| 172 |
+
return {
|
| 173 |
+
'total_users': total_users,
|
| 174 |
+
'present_today': present_today,
|
| 175 |
+
'absent_today': absent_today,
|
| 176 |
+
'today_attendance': today_attendance
|
| 177 |
+
}
|
| 178 |
+
|
| 179 |
+
class FaceRecognizer:
|
| 180 |
+
def __init__(self, known_faces_dir='static/known_faces'):
|
| 181 |
+
self.known_faces_dir = known_faces_dir
|
| 182 |
+
self.known_faces = {}
|
| 183 |
+
self.load_known_faces()
|
| 184 |
+
|
| 185 |
+
def load_known_faces(self):
|
| 186 |
+
"""Load known faces from the directory"""
|
| 187 |
+
self.known_faces = {}
|
| 188 |
+
if not os.path.exists(self.known_faces_dir):
|
| 189 |
+
os.makedirs(self.known_faces_dir)
|
| 190 |
+
return
|
| 191 |
+
|
| 192 |
+
db_manager = DatabaseManager()
|
| 193 |
+
users = db_manager.get_all_users()
|
| 194 |
+
|
| 195 |
+
for user_id, name, face_path in users:
|
| 196 |
+
full_path = os.path.join(self.known_faces_dir, face_path) if face_path else None
|
| 197 |
+
if full_path and os.path.exists(full_path):
|
| 198 |
+
self.known_faces[name] = {
|
| 199 |
+
'user_id': user_id,
|
| 200 |
+
'image_path': full_path
|
| 201 |
+
}
|
| 202 |
+
|
| 203 |
+
logger.info(f"Loaded {len(self.known_faces)} known faces")
|
| 204 |
+
|
| 205 |
+
def recognize_face(self, frame):
|
| 206 |
+
"""Recognize face in the given frame"""
|
| 207 |
+
try:
|
| 208 |
+
if not self.known_faces:
|
| 209 |
+
return None, 0
|
| 210 |
+
|
| 211 |
+
# Convert frame to RGB for DeepFace
|
| 212 |
+
rgb_frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
|
| 213 |
+
|
| 214 |
+
# Save temporary frame for DeepFace
|
| 215 |
+
temp_path = 'temp_frame.jpg'
|
| 216 |
+
cv2.imwrite(temp_path, frame)
|
| 217 |
+
|
| 218 |
+
best_match = None
|
| 219 |
+
highest_confidence = 0
|
| 220 |
+
|
| 221 |
+
for name, face_data in self.known_faces.items():
|
| 222 |
+
try:
|
| 223 |
+
# Use DeepFace to verify faces
|
| 224 |
+
result = DeepFace.verify(
|
| 225 |
+
img1_path=temp_path,
|
| 226 |
+
img2_path=face_data['image_path'],
|
| 227 |
+
model_name='VGG-Face',
|
| 228 |
+
distance_metric='cosine',
|
| 229 |
+
enforce_detection=False
|
| 230 |
+
)
|
| 231 |
+
|
| 232 |
+
if result['verified']:
|
| 233 |
+
confidence = (1 - result['distance']) * 100
|
| 234 |
+
if confidence > highest_confidence and confidence > 60: # 60% threshold
|
| 235 |
+
highest_confidence = confidence
|
| 236 |
+
best_match = {
|
| 237 |
+
'name': name,
|
| 238 |
+
'user_id': face_data['user_id'],
|
| 239 |
+
'confidence': confidence
|
| 240 |
+
}
|
| 241 |
+
|
| 242 |
+
except Exception as e:
|
| 243 |
+
logger.debug(f"Recognition error for {name}: {e}")
|
| 244 |
+
continue
|
| 245 |
+
|
| 246 |
+
# Clean up temp file
|
| 247 |
+
if os.path.exists(temp_path):
|
| 248 |
+
os.remove(temp_path)
|
| 249 |
+
|
| 250 |
+
if best_match:
|
| 251 |
+
return best_match, highest_confidence
|
| 252 |
+
|
| 253 |
+
return None, 0
|
| 254 |
+
|
| 255 |
+
except Exception as e:
|
| 256 |
+
logger.error(f"Face recognition error: {e}")
|
| 257 |
+
return None, 0
|
| 258 |
+
|
| 259 |
+
# Global instances
|
| 260 |
+
db_manager = DatabaseManager()
|
| 261 |
+
face_recognizer = FaceRecognizer()
|
| 262 |
+
|
| 263 |
+
@app.route('/')
|
| 264 |
+
def index():
|
| 265 |
+
"""Main page"""
|
| 266 |
+
stats = db_manager.get_today_stats()
|
| 267 |
+
return render_template('index.html', stats=stats)
|
| 268 |
+
|
| 269 |
+
@app.route('/api/stats')
|
| 270 |
+
def get_stats():
|
| 271 |
+
"""Get current statistics"""
|
| 272 |
+
stats = db_manager.get_today_stats()
|
| 273 |
+
|
| 274 |
+
# Format attendance records for display
|
| 275 |
+
formatted_attendance = []
|
| 276 |
+
for name, check_in, check_out in stats['today_attendance']:
|
| 277 |
+
record = {
|
| 278 |
+
'name': name,
|
| 279 |
+
'check_in': None,
|
| 280 |
+
'check_out': None
|
| 281 |
+
}
|
| 282 |
+
|
| 283 |
+
if check_in:
|
| 284 |
+
check_in_dt = datetime.fromisoformat(check_in.replace('Z', '+00:00'))
|
| 285 |
+
if check_in_dt.tzinfo is None:
|
| 286 |
+
check_in_dt = pytz.utc.localize(check_in_dt)
|
| 287 |
+
check_in_ist = check_in_dt.astimezone(IST)
|
| 288 |
+
record['check_in'] = check_in_ist.strftime('%I:%M %p')
|
| 289 |
+
|
| 290 |
+
if check_out:
|
| 291 |
+
check_out_dt = datetime.fromisoformat(check_out.replace('Z', '+00:00'))
|
| 292 |
+
if check_out_dt.tzinfo is None:
|
| 293 |
+
check_out_dt = pytz.utc.localize(check_out_dt)
|
| 294 |
+
check_out_ist = check_out_dt.astimezone(IST)
|
| 295 |
+
record['check_out'] = check_out_ist.strftime('%I:%M %p')
|
| 296 |
+
|
| 297 |
+
formatted_attendance.append(record)
|
| 298 |
+
|
| 299 |
+
stats['today_attendance'] = formatted_attendance
|
| 300 |
+
return jsonify(stats)
|
| 301 |
+
|
| 302 |
+
@app.route('/api/add_user', methods=['POST'])
|
| 303 |
+
def add_user():
|
| 304 |
+
"""Add a new user with face image"""
|
| 305 |
+
try:
|
| 306 |
+
name = request.form.get('name')
|
| 307 |
+
if not name:
|
| 308 |
+
return jsonify({'success': False, 'message': 'Name is required'})
|
| 309 |
+
|
| 310 |
+
if 'face_image' not in request.files:
|
| 311 |
+
return jsonify({'success': False, 'message': 'Face image is required'})
|
| 312 |
+
|
| 313 |
+
file = request.files['face_image']
|
| 314 |
+
if file.filename == '':
|
| 315 |
+
return jsonify({'success': False, 'message': 'No file selected'})
|
| 316 |
+
|
| 317 |
+
# Save the uploaded file
|
| 318 |
+
filename = secure_filename(f"{name}_{datetime.now().strftime('%Y%m%d_%H%M%S')}.jpg")
|
| 319 |
+
filepath = os.path.join(app.config['UPLOAD_FOLDER'], filename)
|
| 320 |
+
file.save(filepath)
|
| 321 |
+
|
| 322 |
+
# Add user to database
|
| 323 |
+
user_id = db_manager.add_user(name, filename)
|
| 324 |
+
if user_id:
|
| 325 |
+
# Reload known faces
|
| 326 |
+
face_recognizer.load_known_faces()
|
| 327 |
+
return jsonify({'success': True, 'message': f'User {name} added successfully'})
|
| 328 |
+
else:
|
| 329 |
+
# Remove the uploaded file if database insertion failed
|
| 330 |
+
if os.path.exists(filepath):
|
| 331 |
+
os.remove(filepath)
|
| 332 |
+
return jsonify({'success': False, 'message': 'User already exists'})
|
| 333 |
+
|
| 334 |
+
except Exception as e:
|
| 335 |
+
logger.error(f"Error adding user: {e}")
|
| 336 |
+
return jsonify({'success': False, 'message': 'Server error'})
|
| 337 |
+
|
| 338 |
+
@app.route('/api/recognize', methods=['POST'])
|
| 339 |
+
def recognize_and_mark():
|
| 340 |
+
"""Recognize face and mark attendance"""
|
| 341 |
+
try:
|
| 342 |
+
data = request.get_json()
|
| 343 |
+
image_data = data.get('image')
|
| 344 |
+
attendance_type = data.get('type', 'check_in') # 'check_in' or 'check_out'
|
| 345 |
+
|
| 346 |
+
if not image_data:
|
| 347 |
+
return jsonify({'success': False, 'message': 'No image data provided'})
|
| 348 |
+
|
| 349 |
+
# Decode base64 image
|
| 350 |
+
image_data = image_data.split(',')[1] # Remove data:image/jpeg;base64,
|
| 351 |
+
image_bytes = base64.b64decode(image_data)
|
| 352 |
+
|
| 353 |
+
# Convert to numpy array
|
| 354 |
+
nparr = np.frombuffer(image_bytes, np.uint8)
|
| 355 |
+
frame = cv2.imdecode(nparr, cv2.IMREAD_COLOR)
|
| 356 |
+
|
| 357 |
+
# Recognize face
|
| 358 |
+
result, confidence = face_recognizer.recognize_face(frame)
|
| 359 |
+
|
| 360 |
+
if result and confidence > 70: # Higher threshold for attendance marking
|
| 361 |
+
# Mark attendance
|
| 362 |
+
attendance_result = db_manager.mark_attendance(result['user_id'], attendance_type)
|
| 363 |
+
|
| 364 |
+
if attendance_result['success']:
|
| 365 |
+
current_time = datetime.now(IST).strftime('%I:%M %p')
|
| 366 |
+
return jsonify({
|
| 367 |
+
'success': True,
|
| 368 |
+
'name': result['name'],
|
| 369 |
+
'confidence': round(confidence, 2),
|
| 370 |
+
'time': current_time,
|
| 371 |
+
'type': attendance_type,
|
| 372 |
+
'message': attendance_result['message']
|
| 373 |
+
})
|
| 374 |
+
else:
|
| 375 |
+
return jsonify({
|
| 376 |
+
'success': False,
|
| 377 |
+
'name': result['name'],
|
| 378 |
+
'confidence': round(confidence, 2),
|
| 379 |
+
'message': attendance_result['message']
|
| 380 |
+
})
|
| 381 |
+
else:
|
| 382 |
+
return jsonify({'success': False, 'message': 'Face not recognized or confidence too low'})
|
| 383 |
+
|
| 384 |
+
except Exception as e:
|
| 385 |
+
logger.error(f"Recognition error: {e}")
|
| 386 |
+
return jsonify({'success': False, 'message': 'Recognition failed'})
|
| 387 |
+
|
| 388 |
+
@app.route('/api/reload_faces')
|
| 389 |
+
def reload_faces():
|
| 390 |
+
"""Reload known faces"""
|
| 391 |
+
try:
|
| 392 |
+
face_recognizer.load_known_faces()
|
| 393 |
+
return jsonify({'success': True, 'message': 'Faces reloaded successfully'})
|
| 394 |
+
except Exception as e:
|
| 395 |
+
logger.error(f"Error reloading faces: {e}")
|
| 396 |
+
return jsonify({'success': False, 'message': 'Failed to reload faces'})
|
| 397 |
+
|
| 398 |
+
if __name__ == '__main__':
|
| 399 |
+
app.run(debug=True, host='0.0.0.0', port=7860)
|