metadata v6

app.py

@@ -48,21 +48,21 @@ def build_database():
         for j, item in enumerate(batch):
             try:
                 img_data = item["image"]
-
-                # 📥 Descargar imagen si es una URL
-                if isinstance(img_data, str) and img_data.startswith("http"):
+                
+                # Convertir a PIL Image si es necesario
+                if isinstance(img_data, dict) and "bytes" in img_data:
+                    img = Image.open(BytesIO(img_data["bytes"]))
+                elif isinstance(img_data, str) and img_data.startswith("http"):
                     response = requests.get(img_data, timeout=10)
                     response.raise_for_status()
-                    img = Image.open(BytesIO(response.content)).convert("RGB")
-
-                # Usar imagen si ya viene decodificada
+                    img = Image.open(BytesIO(response.content))
                 elif isinstance(img_data, Image.Image):
                     img = img_data
-
                 else:
                     print(f"❌ Formato desconocido en imagen {i+j}: {type(img_data)}")
                     continue
 
+                img = img.convert("RGB")
                 img_processed = preprocess_image(img)
                 embedding = DeepFace.represent(
                     img_path=img_processed,