Update app.py
Browse files
app.py
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@@ -44,7 +44,7 @@ class AttendanceSystem:
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try:
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# Load face embeddings and worker data
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if os.path.exists("data/workers.pkl"):
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with open("data/workers.pkl", "rb
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data = pickle.load(f)
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self.known_face_embeddings = data.get("embeddings", [])
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self.known_face_names = data.get("names", [])
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@@ -71,23 +71,63 @@ class AttendanceSystem:
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worker_data = {
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"embeddings": self.known_face_embeddings,
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"names": self.known_face_names,
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"ids": self.
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self.next_worker_id
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def register_worker_auto(self, face_image):
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"""Automatic worker registration for unrecognized faces"""
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try:
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# Load face embeddings and worker data
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if os.path.exists("data/workers.pkl"):
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with open("data/workers.pkl", "rb") as f:
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data = pickle.load(f)
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self.known_face_embeddings = data.get("embeddings", [])
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self.known_face_names = data.get("names", [])
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worker_data = {
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"embeddings": self.known_face_embeddings,
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"names": self.known_face_names,
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"ids": self.known_face_ids,
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"next_id": self.next_worker_id
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}
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with open("data/workers.pkl", "wb") as f:
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pickle.dump(worker_data, f)
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# Save attendance records
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with open("data/attendance.json", "w") as f:
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json.dump(self.attendance_records, f, indent=2)
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except Exception as e:
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print(f"Error saving data: {e}")
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def register_worker_manual(self, image, name):
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"""Manual worker registration"""
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if image is None or not name.strip():
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return "β Please provide both image and name!", self.get_registered_workers_info()
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# Convert PIL image to RGB array
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if isinstance(image, Image.Image):
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image = np.array(image)
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try:
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# Verify the image contains a face
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face_analysis = DeepFace.analyze(img_path=image, actions=['emotion'], enforce_detection=True, detector_backend='opencv')
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# Get face embedding
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embedding = DeepFace.represent(img_path=image, model_name='Facenet')[0]['embedding']
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# Check if person already exists
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name = name.strip().title()
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if name in self.known_face_names:
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return f"β {name} is already registered!", self.get_registered_workers_info()
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# Generate new worker ID
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worker_id = f"W{self.next_worker_id:04d}"
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# Add the face embedding, name, and ID
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self.known_face_embeddings.append(embedding)
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self.known_face_names.append(name)
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self.known_face_ids.append(worker_id)
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self.next_worker_id += 1
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# Save face image
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face_image = Image.fromarray(image)
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face_image.save(f"data/faces/{worker_id}_{name.replace(' ', '_')}.jpg")
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self.save_data()
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return f"β
{name} has been successfully registered with ID: {worker_id}!", self.get_registered_workers_info()
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except ValueError as e:
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if "Face could not be detected" in str(e):
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return "β No face detected in the image! Please try again with a clear face image.", self.get_registered_workers_info()
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return f"β Error processing image: {str(e)}", self.get_registered_workers_info()
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except Exception as e:
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return f"β Error during registration: {str(e)}", self.get_registered_workers_info()
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def register_worker_auto(self, face_image):
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"""Automatic worker registration for unrecognized faces"""
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