fix

app.py

@@ -242,7 +242,6 @@ def process_image(image, selected_checkpoint_path):
         img_pil_annotated = image.copy()
         draw = ImageDraw.Draw(img_pil_annotated)
 
-        # ---  Detect faces ---
         faces = detector.detect(img_cv, pad_rect=True)
 
         if faces is None or len(faces) == 0:
@@ -295,7 +294,7 @@ def process_image(image, selected_checkpoint_path):
             # --- Draw Bounding Box ---
             draw.rectangle([(x, y), (x + w, y + h)], outline="lime", width=2)
             
-            # --- Prepare Text Lines (Top-1 Only) ---
+            # --- Prepare Text Lines ---
             lines_to_draw = []
             
             # Age
@@ -603,7 +602,6 @@ def process_image(image, selected_checkpoint_path):
 def create_interface(checkpoint_list, default_checkpoint, initial_status):
     """Create and configure the Gradio interface."""
 
-    # Custom CSS for better styling
     custom_css = """
     .gradio-container {
         font-family: 'Arial', sans-serif;
@@ -890,13 +888,13 @@ def create_interface(checkpoint_list, default_checkpoint, initial_status):
 
     return demo
 
-# === Main Application Startup ===
+#  Application Startup 
 
 print("="*60)
 print("VLM SOFT BIOMETRICS - GRADIO INTERFACE")
 print("="*60)
 
-# --- NEW: Download models BEFORE scanning ---
+# --- Model download from HF Repo ---
 print(f"Downloading model weights from {MODEL_REPO_ID} to {CHECKPOINTS_DIR}...")
 os.makedirs(CHECKPOINTS_DIR, exist_ok=True)
 try:
@@ -912,7 +910,6 @@ except Exception as e:
     traceback.print_exc()
 
 
-# This will now find the files you just downloaded
 checkpoint_list, default_checkpoint = scan_checkpoints(CHECKPOINTS_DIR)
 
 if not checkpoint_list:
@@ -930,10 +927,10 @@ if default_checkpoint:
     initial_status_msg = load_model_and_update_status(default_checkpoint)
     print(initial_status_msg)
 else:
-    print("⚠ Warning: No default model to load.")
+    print("Warning: No default model to load.")
 
 
-# ---  Create interface FIRST (so it shows even if model fails) ---
+# ---  Create interface ---
 print("Creating Gradio interface...")
 demo = create_interface(checkpoint_list, default_checkpoint, initial_status_msg)
 print("✓ Interface created successfully!")