= [\n    Tool(\n        name="Search",\n        func=docstore_explorer.search,\n        description="Search for a term in the docstore.",\n    ),\n    Tool(\n        name="Lookup",\n        func=docstore_explorer.lookup,\n        description="Lookup a term in the docstore.",\n    ),\n]\nagent = ReActDocstoreAgent.from_llm_and_tools(llm, tools)\nreact = ReActChain(agent=agent, tools=tools)\n```\n\nKeep in mind that this is a simplified example and you might need to adapt it to your specific needs.'questions = [    "What is the class hierarchy?",    "What classes are derived from the Chain class?",    "What one improvement do you propose in code in relation to the class hierarchy for the Chain class?",]for question in questions:    result = qa(question)    print(f"-> **Question**: {question} \n")    print(f"**Answer**: {result['answer']} \n")    -> **Question**: What is the class hierarchy?         **Answer**: The class hierarchy in object-oriented programming is the structure that forms when classes are derived from other classes. The derived class is a subclass of the base class also known as the superclass. This hierarchy is formed based on the concept of inheritance in object-oriented programming where a subclass inherits the properties and functionalities of the superclass.         In the given context, we have the following examples of class hierarchies:        1. `BaseCallbackHandler --> <name>CallbackHandler` means `BaseCallbackHandler` is a base class and `<name>CallbackHandler` (like `AimCallbackHandler`, `ArgillaCallbackHandler` etc.) are derived classes that inherit from `BaseCallbackHandler`.        2. `BaseLoader --> <name>Loader` means `BaseLoader` is a base class and `<name>Loader` (like `TextLoader`, `UnstructuredFileLoader` etc.) are derived classes that inherit from `BaseLoader`.        3. `ToolMetaclass --> BaseTool --> <name>Tool` means `ToolMetaclass` is a base class, `BaseTool` is a derived class that inherits from `ToolMetaclass`, and
Open In Collab
Open In Collab ->: = [\n    Tool(\n        name="Search",\n        func=docstore_explorer.search,\n        description="Search for a term in the docstore.",\n    ),\n    Tool(\n        name="Lookup",\n        func=docstore_explorer.lookup,\n        description="Lookup a term in the docstore.",\n    ),\n]\nagent = ReActDocstoreAgent.from_llm_and_tools(llm, tools)\nreact = ReActChain(agent=agent, tools=tools)\n```\n\nKeep in mind that this is a simplified example and you might need to adapt it to your specific needs.'questions = [    "What is the class hierarchy?",    "What classes are derived from the Chain class?",    "What one improvement do you propose in code in relation to the class hierarchy for the Chain class?",]for question in questions:    result = qa(question)    print(f"-> **Question**: {question} \n")    print(f"**Answer**: {result['answer']} \n")    -> **Question**: What is the class hierarchy?         **Answer**: The class hierarchy in object-oriented programming is the structure that forms when classes are derived from other classes. The derived class is a subclass of the base class also known as the superclass. This hierarchy is formed based on the concept of inheritance in object-oriented programming where a subclass inherits the properties and functionalities of the superclass.         In the given context, we have the following examples of class hierarchies:        1. `BaseCallbackHandler --> <name>CallbackHandler` means `BaseCallbackHandler` is a base class and `<name>CallbackHandler` (like `AimCallbackHandler`, `ArgillaCallbackHandler` etc.) are derived classes that inherit from `BaseCallbackHandler`.        2. `BaseLoader --> <name>Loader` means `BaseLoader` is a base class and `<name>Loader` (like `TextLoader`, `UnstructuredFileLoader` etc.) are derived classes that inherit from `BaseLoader`.        3. `ToolMetaclass --> BaseTool --> <name>Tool` means `ToolMetaclass` is a base class, `BaseTool` is a derived class that inherits from `ToolMetaclass`, and