Update app.py

app.py

@@ -59,30 +59,26 @@ def register_user(image, user_id):
     except Exception as e:
         return f"Error during registration: {str(e)}"
 
-# Recognize user using Cosine Similarity and print all distances
+# Recognize user 
 def recognize_user(image):
     try:
         new_embedding = generate_embedding(image)
-        distances = {}
         closest_user_id = None
         closest_distance = float('inf')
 
         for user_id, embedding in zip(user_ids, user_embeddings):
             distance = cosine(new_embedding, embedding)
-            distances[user_id] = distance
+            print(f"Distance for {user_id}: {distance}")  # Debug: Print distances for each user
             if distance < closest_distance:
                 closest_distance = distance
                 closest_user_id = user_id
 
-        # Print all distances to the logs
-        for user_id, distance in distances.items():
-            print(f"Distance to User {user_id}: {distance}")
+        print(f"Min distance: {closest_distance}")  # Debug: Print minimum distance
 
-        # Return the closest user and all distances
         if closest_distance <= RECOGNITION_THRESHOLD:
-            return f"Recognized User: {closest_user_id}, Distance: {closest_distance}\nAll Distances: {distances}"
+            return f"Recognized User: {closest_user_id}, Distance: {closest_distance}"
         else:
-            return f"User not recognized. Closest Distance: {closest_distance}\nAll Distances: {distances}"
+            return f"User not recognized. Closest Distance: {closest_distance}"
     except Exception as e:
         return f"Error during recognition: {str(e)}"