） DELETE(RAG) ）“等如ReActLangChain ReActLLM (CoT)CoT（ToT）ReAct3個(gè)表示模型可以選擇的已知工具 次）（Flights Google 3APIAPI API 5API >“”Google =區(qū)域=從vertexai.preview.extensions導(dǎo)入extension_code_interpreterExtension.from_hub(code_interpreter)CODE_QUERY extension_code_interpreter.execute（operation_id“generate_and_execute”，operation_params={“query”：print(生成的代碼：)pprint.pprint({response[generated_code]})definit(self,val=0,left=None,right=None):self.val=self.leftself.right= definvert_binary_tree（根#遞歸地交換左右子樹root.left,root.right=invert_binary_tree(root.right),root=TreeNode(4)root.left=TreeNode(2)root.right=TreeNode(7)root.left.left=TreeNode(1)root.left.right=TreeNode(3)root.right.left=TreeNode(6)root.right.right=#反轉(zhuǎn)二叉樹inverted_root= （Examplefunction_afunction_b API ）JSON5。 “display_cities”{cities:[CrestedButte Whistler Zermatt”“JSONGoogle flash?001display_cities函數(shù)定義為一個(gè)簡(jiǎn)單的Python ]=

模型=n=（=[display_cities_function]）==print(f函數(shù)名稱：{res.candidates[0].content.parts[0].function_})打?。╢“{res.candidates[0].content.parts[0].function_call.args}”）函數(shù)參數(shù){preferences:skiing,cities:[Aspen,Vail,帕克城]}”

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os.environ[SERPAPI_API_KEY]=XXXXXos.environ[GPLACES_API_KEY]=XXXXXdefsearch（使用SerpAPI運(yùn)行Google搜索。 search=SerpAPIWrapper()returndefplaces（使用GooglePlacesAPI運(yùn)行GooglePlaces查詢 places=GooglePlacesTool()returnChatVertexAI(model=gemini?1.5?flash?001)查詢==（=息”：[（“類”查messages[messages][?1ifisinstance(message,tuple):print(message)else:message.pretty_print()

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