def chat(self, task, *, return_code=False, remote=False, **kwargs):
        """
        Sends a new request to the agent in a chat. Will use the previous ones in its history.

        Args:
            task (`str`): The task to perform
            return_code (`bool`, *optional*, defaults to `False`):
                Whether to just return code and not evaluate it.
            remote (`bool`, *optional*, defaults to `False`):
                Whether or not to use remote tools (inference endpoints) instead of local ones.
            kwargs (additional keyword arguments, *optional*):
                Any keyword argument to send to the agent when evaluating the code.

        Example:

        ```py
        from transformers import HfAgent

        agent = HfAgent("https://api-inference.huggingface.co/models/bigcode/starcoder")
        agent.chat("Draw me a picture of rivers and lakes")

        agent.chat("Transform the picture so that there is a rock in there")
        ```
        """
        prompt = self.format_prompt(task, chat_mode=True)
        result = self.generate_one(prompt, stop=["Human:", "====="])
        self.chat_history = prompt + result.strip() + "\n"
        explanation, code = clean_code_for_chat(result)

        self.log(f"==Explanation from the agent==\n{explanation}")

        if code is not None:
            self.log(f"\n\n==Code generated by the agent==\n{code}")
            if not return_code:
                self.log("\n\n==Result==")
                self.cached_tools = resolve_tools(code, self.toolbox, remote=remote, cached_tools=self.cached_tools)
                self.chat_state.update(kwargs)
                return evaluate(code, self.cached_tools, self.chat_state, chat_mode=True)
            else:
                tool_code = get_tool_creation_code(code, self.toolbox, remote=remote)
                return f"{tool_code}\n{code}"

        Sends a new request to the agent in a chat. Will use the previous ones in its history.

        Args:
            task (`str`): The task to perform
            return_code (`bool`, *optional*, defaults to `False`):
                Whether to just return code and not evaluate it.
            remote (`bool`, *optional*, defaults to `False`):
                Whether or not to use remote tools (inference endpoints) instead of local ones.
            kwargs (additional keyword arguments, *optional*):
                Any keyword argument to send to the agent when evaluating the code.

        Example:

        ```py
        from transformers import HfAgent

        agent = HfAgent("https://api-inference.huggingface.co/models/bigcode/starcoder")
        agent.chat("Draw me a picture of rivers and lakes")

        agent.chat("Transform the picture so that there is a rock in there")
        ```
        
dpkd/transformers/src/transformers/tools/agents.py