Configure Qdrant Cloud connection for deployment

embeddings_qdrant.py

@@ -236,7 +236,13 @@ class QdrantManager:
         """
         self.url = url
         self.collection_name = collection_name
-        self.client = QdrantClient(url=url)
+        
+        # Initialize Qdrant client with API key if available
+        if hasattr(settings, 'QDRANT_API_KEY') and settings.QDRANT_API_KEY:
+            self.client = QdrantClient(url=url, api_key=settings.QDRANT_API_KEY)
+        else:
+            self.client = QdrantClient(url=url)
+            
         self.logger = logging.getLogger("chunking_system.qdrant_manager")
         
         self.logger.info(f"Conectando a Qdrant en {url}")

settings.py

@@ -48,8 +48,9 @@ EMBEDDING_DIMENSION = 3072
 # CONFIGURACIÓN DE QDRANT
 # =============================================================================
 
-# URL de conexión a Qdrant local
-QDRANT_URL = "http://localhost:6333"
+# URL de conexión a Qdrant Cloud (for deployment)
+QDRANT_URL = "https://4f31fdeb-269a-4aaf-bb34-f93214bf332f.europe-west3-0.gcp.cloud.qdrant.io:6333"
+QDRANT_API_KEY = "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJhY2Nlc3MiOiJtIn0.E5XdnXbENZYRKHwhgVXYvZE3VtbWQc91Jbdr85aNenc"
 
 # Nombre de la colección donde se almacenan los vectores
 QDRANT_COLLECTION_NAME = "chunks_collection"