diff --git a/cli_demo.py b/cli_demo.py
index a445e14..b247d4b 100644
--- a/cli_demo.py
+++ b/cli_demo.py
@@ -35,7 +35,7 @@ def main():
         # filepath错误的返回为None, 如果直接用原先的vs_path,_ = local_doc_qa.init_knowledge_vector_store(filepath)
         # 会直接导致TypeError: cannot unpack non-iterable NoneType object而使得程序直接退出
         # 因此需要先加一层判断，保证程序能继续运行
-        temp,loaded_files = local_doc_qa.init_knowledge_vector_store(filepath)
+        temp, loaded_files = local_doc_qa.init_knowledge_vector_store(filepath)
         if temp is not None:
             vs_path = temp
             # 如果loaded_files和len(filepath)不一致，则说明部分文件没有加载成功
diff --git a/vectorstores/MyFAISS.py b/vectorstores/MyFAISS.py
index 0ca29e9..2e575d5 100644
--- a/vectorstores/MyFAISS.py
+++ b/vectorstores/MyFAISS.py
@@ -129,12 +129,12 @@ class MyFAISS(FAISS, VectorStore):
             if len(ids) == 0:
                 return f"docs delete fail"
             else:
+                # 从 self.index 中删除对应id
+                self.index.remove_ids(np.array(ids, dtype=np.int64))
                 for id in ids:
                     index = list(self.index_to_docstore_id.keys())[list(self.index_to_docstore_id.values()).index(id)]
                     self.index_to_docstore_id.pop(index)
                     self.docstore._dict.pop(id)
-                # TODO: 从 self.index 中删除对应id
-                # self.index.reset()
                 self.save_local(vs_path)
                 return f"docs delete success"
         except Exception as e: