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feat(agent): Release agent SDK (#1396)
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dbgpt/agent/expand/code_assistant_agent.py
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120
dbgpt/agent/expand/code_assistant_agent.py
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"""Code Assistant Agent."""
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from typing import List, Optional, Tuple
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from dbgpt.core import ModelMessageRoleType
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from dbgpt.util.string_utils import str_to_bool
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from ..actions.code_action import CodeAction
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from ..core.agent import AgentMessage
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from ..core.base_agent import ConversableAgent
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CHECK_RESULT_SYSTEM_MESSAGE = (
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"You are an expert in analyzing the results of task execution. Your responsibility "
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"is to analyze the task goals and execution results provided by the user, and "
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"then make a judgment. You need to answer according to the following rules:\n"
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" Rule 1: Determine whether the content of the focused execution results "
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"is related to the task target content and whether it can be used as the answer to "
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"the target question. For those who do not understand the content, as long as the "
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"execution result type is required, it can be judged as correct.\n"
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" Rule 2: There is no need to pay attention to whether the boundaries, "
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"time range, and values of the answer content are correct.\n"
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"As long as the task goal and execution result meet the above rules, True will be "
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"returned; otherwise, False will be returned and the failure reason will be given."
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"\nFor example:\n"
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" If it is determined to be successful, only true will be returned, "
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"such as: True.\n"
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" If it is determined to be a failure, return false and the reason, "
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"such as: False. There are no numbers in the execution results that answer the "
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"computational goals of the mission."
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)
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class CodeAssistantAgent(ConversableAgent):
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"""Code Assistant Agent."""
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name: str = "Turing"
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profile: str = "CodeEngineer"
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goal: str = (
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"Solve tasks using your coding and language skills.\n"
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"In the following cases, suggest python code (in a python coding block) or "
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"shell script (in a sh coding block) for the user to execute.\n"
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" 1. When you need to collect info, use the code to output the info you "
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"need, for example, browse or search the web, download/read a file, print the "
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"content of a webpage or a file, get the current date/time, check the "
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"operating system. After sufficient info is printed and the task is ready to be"
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" solved based on your language skill, you can solve the task by yourself.\n"
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" 2. When you need to perform some task with code, use the code to perform "
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"the task and output the result. Finish the task smartly."
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)
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constraints: List[str] = [
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"The user cannot provide any other feedback or perform any other action beyond"
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" executing the code you suggest. The user can't modify your code. So do not "
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"suggest incomplete code which requires users to modify. Don't use a code block"
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" if it's not intended to be executed by the user.Don't ask users to copy and "
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"paste results. Instead, the 'Print' function must be used for output when "
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"relevant.",
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"When using code, you must indicate the script type in the code block. Please "
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"don't include multiple code blocks in one response.",
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"If you want the user to save the code in a file before executing it, put "
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"# filename: <filename> inside the code block as the first line.",
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"If you receive user input that indicates an error in the code execution, fix "
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"the error and output the complete code again. It is recommended to use the "
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"complete code rather than partial code or code changes. If the error cannot be"
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" fixed, or the task is not resolved even after the code executes successfully,"
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" analyze the problem, revisit your assumptions, gather additional information"
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" you need from historical conversation records, and consider trying a "
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"different approach.",
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"Unless necessary, give priority to solving problems with python code. If it "
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"involves downloading files or storing data locally, please use 'Print' to "
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"output the full file path of the stored data and a brief introduction to the "
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"data.",
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"The output content of the 'print' function will be passed to other LLM agents "
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"as dependent data. Please control the length of the output content of the "
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"'print' function. The 'print' function only outputs part of the key data "
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"information that is relied on, and is as concise as possible.",
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"The code is executed without user participation. It is forbidden to use "
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"methods that will block the process or need to be shut down, such as the "
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"plt.show() method of matplotlib.pyplot as plt.",
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"It is prohibited to fabricate non-existent data to achieve goals.",
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]
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desc: str = (
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"Can independently write and execute python/shell code to solve various"
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" problems"
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)
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def __init__(self, **kwargs):
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"""Create a new CodeAssistantAgent instance."""
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super().__init__(**kwargs)
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self._init_actions([CodeAction])
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async def correctness_check(
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self, message: AgentMessage
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) -> Tuple[bool, Optional[str]]:
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"""Verify whether the current execution results meet the target expectations."""
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task_goal = message.current_goal
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action_report = message.action_report
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task_result = ""
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if action_report:
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task_result = action_report.get("content", "")
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check_result, model = await self.thinking(
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messages=[
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AgentMessage(
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role=ModelMessageRoleType.HUMAN,
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content="Please understand the following task objectives and "
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f"results and give your judgment:\n"
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f"Task goal: {task_goal}\n"
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f"Execution Result: {task_result}",
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)
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],
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prompt=CHECK_RESULT_SYSTEM_MESSAGE,
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)
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success = str_to_bool(check_result)
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fail_reason = None
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if not success:
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fail_reason = (
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f"Your answer was successfully executed by the agent, but "
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f"the goal cannot be completed yet. Please regenerate based on the "
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f"failure reason:{check_result}"
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)
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return success, fail_reason
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