import copy import io import signal from contextlib import redirect_stdout from typing import Any, Optional from lagent.actions.base_action import BaseAction from lagent.schema import ActionReturn, ActionStatusCode class TimeoutError(Exception): pass def handler(signum, frame): raise TimeoutError() class GenericRuntime: GLOBAL_DICT = {} LOCAL_DICT = None HEADERS = [] def __init__(self): self._global_vars = copy.copy(self.GLOBAL_DICT) self._local_vars = copy.copy( self.LOCAL_DICT) if self.LOCAL_DICT else None for c in self.HEADERS: self.exec_code(c) def exec_code(self, code_piece: str) -> None: exec(code_piece, self._global_vars) def eval_code(self, expr: str) -> Any: return eval(expr, self._global_vars) DEFAULT_DESCRIPTION = """用来执行Python代码。代码必须是一个函数, 函数名必须得是 'solution',代码对应你的思考过程。代码实例格式如下: ```python # import 依赖包 import xxx def solution(): # 初始化一些变量 variable_names_with_real_meaning = xxx # 步骤一 mid_variable = func(variable_names_with_real_meaning) # 步骤 x mid_variable = func(mid_variable) # 最后结果 final_answer = func(mid_variable) return final_answer ```""" class PythonInterpreter(BaseAction): """A Python executor that can execute Python scripts. Args: description (str): The description of the action. Defaults to DEFAULT_DESCRIPTION. answer_symbol (str, Optional): the answer symbol from LLM answer_expr (str, Optional): the answer function name of the Python script. Default to 'solution()'. answer_from_stdout (boolean): whether the execution results is from stdout. name (str, optional): The name of the action. If None, the name will be class nameDefaults to None. enable (bool, optional): Whether the action is enabled. Defaults to True. disable_description (str, optional): The description of the action when it is disabled. Defaults to None. timeout (int): Upper bound of waiting time for Python script execution. """ def __init__(self, description: str = DEFAULT_DESCRIPTION, answer_symbol: Optional[str] = None, answer_expr: Optional[str] = 'solution()', answer_from_stdout: bool = False, name: Optional[str] = None, enable: bool = True, disable_description: Optional[str] = None, timeout: int = 20) -> None: super().__init__(description, name, enable, disable_description) self.answer_symbol = answer_symbol self.answer_expr = answer_expr self.answer_from_stdout = answer_from_stdout self.timeout = timeout def __call__(self, command: str) -> ActionReturn: self.runtime = GenericRuntime() signal.signal(signal.SIGALRM, handler) signal.alarm(self.timeout) try: tool_return = self._call(command) except TimeoutError as e: tool_return = ActionReturn(url=None, args=None, type=self.name) tool_return.errmsg = repr(e) tool_return.state = ActionStatusCode.API_ERROR finally: signal.alarm(0) return tool_return def _call(self, command: str) -> ActionReturn: tool_return = ActionReturn(url=None, args=None, type=self.name) try: if '```python' in command: command = command.split('```python')[1].split('```')[0] elif '```' in command: command = command.split('```')[1].split('```')[0] tool_return.args = dict(text='```python\n' + command + '\n```') command = command.split('\n') if self.answer_from_stdout: program_io = io.StringIO() with redirect_stdout(program_io): self.runtime.exec_code('\n'.join(command)) program_io.seek(0) res = program_io.readlines()[-1] elif self.answer_symbol: self.runtime.exec_code('\n'.join(command)) res = self.runtime._global_vars[self.answer_symbol] elif self.answer_expr: self.runtime.exec_code('\n'.join(command)) res = self.runtime.eval_code(self.answer_expr) else: self.runtime.exec_code('\n'.join(command[:-1])) res = True except Exception as e: tool_return.errmsg = repr(e) tool_return.type = self.name tool_return.state = ActionStatusCode.API_ERROR return tool_return try: tool_return.result = dict(text=str(res)) tool_return.state = ActionStatusCode.SUCCESS except Exception as e: tool_return.errmsg = repr(e) tool_return.type = self.name tool_return.state = ActionStatusCode.API_ERROR return tool_return