Update app.py

app.py

@@ -101,6 +101,15 @@ 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'])
+
+    for idx, vector_id in enumerate(vector_data['ids']):
+        st.write(f"ID: {vector_id}, Embedding: {vector_data['embeddings'][idx]}")
     if len(all_data) == 0:
         st.error("No metadatas found in the collection.")
         return []