diff --git a/docs/pages/app/index/file.md b/docs/pages/app/index/file.md
index 0268012..2d479c5 100644
--- a/docs/pages/app/index/file.md
+++ b/docs/pages/app/index/file.md
@@ -107,9 +107,9 @@ string rather than a string.
## Software infrastructure
-| Infra | Access | Schema | Ref |
-| ---------------- | ------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------- |
-| SQL table Source | self.\_Source | - id (int): id of the source (auto)
- name (str): the name of the file
- path (str): the path of the file
- size (int): the file size in bytes
- text_length (int): the number of characters in the file (default 0)
- date_created (datetime): the time the file is created (auto) | This is SQLALchemy ORM class. Can consult |
-| SQL table Index | self.\_Index | - id (int): id of the index entry (auto)
- source_id (int): the id of a file in the Source table
- target_id: the id of the segment in docstore or vector store
- relation_type (str): if the link is "document" or "vector" | This is SQLAlchemy ORM class |
+| Infra | Access | Schema | Ref |
+| ---------------- | ------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------- |
+| SQL table Source | self.\_Source | - id (int): id of the source (auto)
- name (str): the name of the file
- path (str): the path of the file
- size (int): the file size in bytes
- text_length (int): the number of characters in the file (default 0)
- date_created (datetime): the time the file is created (auto) | This is SQLALchemy ORM class. Can consult |
+| SQL table Index | self.\_Index | - id (int): id of the index entry (auto)
- source_id (int): the id of a file in the Source table
- target_id: the id of the segment in docstore or vector store
- relation_type (str): if the link is "document" or "vector" | This is SQLAlchemy ORM class |
| Vector store | self.\_VS | - self.\_VS.add: add the list of embeddings to the vector store (optionally associate metadata and ids)
- self.\_VS.delete: delete vector entries based on ids
- self.\_VS.query: get embeddings based on embeddings. | kotaemon > storages > vectorstores > BaseVectorStore |
| Doc store | self.\_DS | - self.\_DS.add: add the segments to document stores
- self.\_DS.get: get the segments based on id
- self.\_DS.get_all: get all segments
- self.\_DS.delete: delete segments based on id | kotaemon > storages > docstores > base > BaseDocumentStore |
diff --git a/libs/kotaemon/tests/test_llms_chat_models.py b/libs/kotaemon/tests/test_llms_chat_models.py
index ef5340f..a6a2a24 100644
--- a/libs/kotaemon/tests/test_llms_chat_models.py
+++ b/libs/kotaemon/tests/test_llms_chat_models.py
@@ -3,12 +3,7 @@ from unittest.mock import patch
import pytest
-from kotaemon.base.schema import (
- AIMessage,
- HumanMessage,
- LLMInterface,
- SystemMessage,
-)
+from kotaemon.base.schema import AIMessage, HumanMessage, LLMInterface, SystemMessage
from kotaemon.llms import AzureChatOpenAI, LlamaCppChat
try: