update

examples/rag_pipeline.py

@@ -67,7 +67,9 @@ class RAGExample:
         self._print_query_result(answer)
 
     async def rag_add_docs(self):
-        """This example show how to add docs, before add docs llm anwser I don't know, after add docs llm give the correct answer, will print something like:
+        """This example show how to add docs.
+        before add docs llm anwser I don't know
+        after add docs llm give the correct answer, will print something like:
 
         [Before add docs]
         Retrieve Result:
@@ -95,7 +97,10 @@ class RAGExample:
         await self.rag_pipeline(question=travel_question, print_title=False)
 
     async def rag_add_objs(self, print_title=True):
-        """This example show how to add objs, before add docs engine retrieve nothing, after add objs engine give the correct answer, will print something like:
+        """This example show how to add objs.
+        before add docs engine retrieve nothing.
+        after add objs engine give the correct answer, will print something like:
+
         [Before add objs]
         Retrieve Result:
 

metagpt/rag/vector_stores/chroma/base.py

@@ -3,7 +3,7 @@
 Refs to https://github.com/run-llama/llama_index/blob/v0.10.12/llama-index-integrations/vector_stores/llama-index-vector-stores-chroma/llama_index/vector_stores/chroma/base.py.
 The repo requires onnxruntime = "^1.17.0", which is too new for many OS systems, such as CentOS7.
 """
-import logging
+
 import math
 from typing import Any, Dict, Generator, List, Optional, cast
 
@@ -24,7 +24,7 @@ from llama_index.core.vector_stores.utils import (
     node_to_metadata_dict,
 )
 
-logger = logging.getLogger(__name__)
+from metagpt.logs import logger
 
 
 def _transform_chroma_filter_condition(condition: str) -> str: