cp

src/config/config.py

@@ -48,6 +48,12 @@ class Settings(BaseSettings):
     # Rate limiting
     RATE_LIMIT_PER_MINUTE: int = int(os.getenv("RATE_LIMIT_PER_MINUTE", "100"))
 
+    # Qdrant settings
+    QDRANT_HOST: str = os.getenv("QDRANT_HOST", "localhost")
+    QDRANT_PORT: int = int(os.getenv("QDRANT_PORT", "6333"))
+    QDRANT_API_KEY: str = os.getenv("QDRANT_API_KEY", "")
+    QDRANT_COLLECTION: str = os.getenv("QDRANT_COLLECTION", "image_vectors")
+    
     # Logging
     LOG_LEVEL: str = os.getenv("LOG_LEVEL", "INFO")
     

src/services/vector_db.py

@@ -266,17 +266,37 @@ class VectorDatabaseService:
         """
         try:
             collection_info = self.client.get_collection(self.collection_name)
-            return {
-                "name": collection_info.config.params.vectors.size,
-                "vectors_count": collection_info.points_count,
-                "vector_size": collection_info.config.params.vectors.size,
-                "distance": collection_info.config.params.vectors.distance,
-                "status": collection_info.status
+            
+            # Handle different response formats safely
+            result = {
+                "name": self.collection_name,
+                "points_count": getattr(collection_info, 'points_count', 0),
+                "status": getattr(collection_info, 'status', 'unknown')
             }
             
+            # Safely access vector configuration
+            if hasattr(collection_info, 'config') and collection_info.config:
+                config = collection_info.config
+                if hasattr(config, 'params') and config.params:
+                    params = config.params
+                    if hasattr(params, 'vectors') and params.vectors:
+                        vectors_config = params.vectors
+                        if hasattr(vectors_config, 'size'):
+                            result["vector_size"] = vectors_config.size
+                        if hasattr(vectors_config, 'distance'):
+                            result["distance"] = str(vectors_config.distance)
+            
+            return result
+            
         except Exception as e:
             logger.error(f"Error getting collection info: {e}")
-            raise
+            # Return basic info if detailed info fails
+            return {
+                "name": self.collection_name,
+                "points_count": 0,
+                "status": "error",
+                "error": str(e)
+            }
     
     def health_check(self) -> bool:
         """