Update app.py

app.py

@@ -316,15 +316,15 @@ def search_similar_items(features, top_k=10):
         results = search_collection.query(
             query_embeddings=[features.tolist()],
             n_results=top_k,
-            include=['metadatas', 'distances']
+            include=['metadatas', 'scores']
         )
         
-        if not results or not results['metadatas'] or not results['distances']:
+        if not results or not results['metadatas'] or not results['scores']:
             logger.warning("No results returned from ChromaDB")
             return []
 
         similar_items = []
-        for metadata, distance in zip(results['metadatas'][0], results['distances'][0]):
+        for metadata, distance in zip(results['metadatas'][0], results['scores'][0]):
             try:
                 similarity_score = distance
                 item_data = metadata.copy()