Update app.py

app.py

@@ -97,12 +97,6 @@ def find_similar_images(query_embedding, collection, top_k=5):
     
     # 메타데이터 가져옴
     all_data = collection.get(include=['metadatas'])['metadatas']
-    st.write(f"Embeddings found: {len(all_data['embeddings'])}")
-    st.write(f"Metadatas found: {len(all_data['metadatas'])}")
-    st.write(f"Documents found: {len(all_data['documents'])}")
-
-    # 벡터 ID를 함께 가져와서 확인
-    vector_data = collection.get(include=['embeddings', 'metadatas', 'ids'])
 
     top_metadatas = [all_data[idx] for idx in top_indices]