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examples/tools/interpreters/actions.py
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# coding: utf-8
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# Copyright (c) 2025 inclusionAI.
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from examples.tools.tool_action import PythonToolAction
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from aworld.core.tool.action_factory import ActionFactory
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from aworld.core.tool.action import ExecutableAction
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@ActionFactory.register(name=PythonToolAction.EXECUTE.value.name,
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desc=PythonToolAction.EXECUTE.value.desc,
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tool_name="python_execute")
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class ExecuteAction(ExecutableAction):
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"""Only one action, define it, implemented can be omitted."""
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examples/tools/interpreters/python_tool.py
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import sys
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import ast
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import re
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import subprocess
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from typing import Any, Dict, Tuple, List
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from io import StringIO
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from aworld.logs.util import logger
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from aworld.config.conf import ToolConfig
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from examples.tools.tool_action import PythonToolAction
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from aworld.core.common import ActionModel, Observation, ActionResult
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from aworld.core.tool.base import Tool, AgentInput, ToolFactory
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from aworld.utils import import_package
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from aworld.tools.utils import build_observation
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@ToolFactory.register(name="python_execute",
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desc="python interpreter tool",
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supported_action=PythonToolAction,
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conf_file_name=f'python_execute_tool.yaml')
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class PythonTool(Tool):
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def __init__(self,
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conf: ToolConfig,
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**kwargs) -> None:
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"""
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Initialize the PythonExecutor
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Args:
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conf: tool config
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**kwargs: -
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Return:
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None
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"""
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super(PythonTool, self).__init__(conf, **kwargs)
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self.type = "function"
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self.local_namespace = {}
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self.global_namespace = {}
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self.original_stdout = sys.stdout
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self.output_buffer = StringIO()
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self.installed_packages = set()
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import_package('langchain_experimental')
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from langchain_experimental.utilities.python import PythonREPL
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self.python_repl = PythonREPL()
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def extract_imports(self, code: str) -> set:
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"""
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Extract import statements
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Args:
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code: python code
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Returns:
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set: import statements
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"""
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imports = set()
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try:
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tree = ast.parse(code)
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for node in ast.walk(tree):
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if isinstance(node, ast.Import):
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# deal import xxx or import xxx as yyy
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for name in node.names:
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package_name = name.name.split('.')[0]
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imports.add(package_name)
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elif isinstance(node, ast.ImportFrom):
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# deal from xxx import yyy or from xxx.yyy import zzz
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if node.module:
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package_name = node.module.split('.')[0]
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imports.add(package_name)
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except SyntaxError:
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import_pattern = r'^import\s+([\w\s,]+)|from\s+(\w+)'
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for line in code.split('\n'):
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line = line.strip()
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match = re.match(import_pattern, line)
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if match:
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if match.group(1):
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packages = [p.strip() for p in match.group(1).split(',')]
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for package in packages:
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if package:
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package_name = package.split()[0]
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imports.add(package_name)
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elif match.group(2):
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imports.add(match.group(2))
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return imports
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def install_dependencies(self,
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packages: set) -> None:
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"""
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Install dependency packages
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Args:
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packages: python third packages
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Returns:
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None
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"""
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for package in packages:
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try:
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__import__(package)
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except ImportError:
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try:
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subprocess.check_call([sys.executable, "-m", "pip", "install", package])
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self.installed_packages.add(package)
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except subprocess.CalledProcessError as e:
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logger.warning(f"Failed to install {package}: {str(e)}")
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def uninstall_dependencies(self) -> None:
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"""
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Uninstall dependency packages
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Args:
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-
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Returns:
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None
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"""
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try:
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for package in self.installed_packages:
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try:
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subprocess.check_call([sys.executable, "-m", "pip", "uninstall", "-y", package])
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except subprocess.CalledProcessError as e:
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logger.warning(f"Failed to uninstall {package}: {str(e)}")
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self.installed_packages.clear()
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except Exception as e:
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logger.warning(f"Failed to uninstall dependencies: {repr(e)}")
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def reset(self,
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*,
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seed: int | None = None,
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options: Dict[str, str] | None = None) -> Tuple[AgentInput, dict[str, Any]]:
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"""
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Reset the executor
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Args:
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seed: -
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options: -
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Returns:
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AgentInput, dict[str, Any]: -
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"""
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self.close()
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self.local_namespace = {}
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self.global_namespace = {}
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self._finished = False
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self.installed_packages.clear()
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return build_observation(observer=self.name(),
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ability=PythonToolAction.EXECUTE.value.name), {}
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def close(self) -> None:
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"""
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Close the executor
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Returns:
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None
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"""
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try:
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self.uninstall_dependencies()
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sys.stdout = self.original_stdout
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self.output_buffer.close()
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self.local_namespace.clear()
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self.global_namespace.clear()
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except:
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pass
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finally:
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self._finished = True
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def do_step(
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self,
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actions: List[ActionModel],
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**kwargs) -> Tuple[Observation, float, bool, bool, dict[str, Any]]:
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"""
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Step the executor
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Args:
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actions: actions
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**kwargs: -
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Returns:
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Observation, float, bool, bool, dict[str, Any]: -
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"""
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self.step_finished = False
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reward = 0
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fail_error = ""
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observation = build_observation(observer=self.name(),
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ability=PythonToolAction.EXECUTE.value.name)
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try:
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if not actions:
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return (observation, reward,
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kwargs.get("terminated",
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False), kwargs.get("truncated", False), {
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"exception": "actions is empty"
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})
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for action in actions:
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code = action.params.get("code", "")
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if not code:
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logger.warning(f"{action} no code to execute.")
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continue
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try:
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_, output, error = self.execute(code)
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observation.content = output
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except Exception as e:
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error = str(e)
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output = error
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observation.action_result.append(
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ActionResult(is_done=True,
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success=False if error else True,
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content=f"{output}",
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error=f"{error}",
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keep=False))
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reward = 1
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except Exception as e:
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fail_error = str(e)
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finally:
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self._finished = True
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info = {"exception": fail_error}
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info.update(kwargs)
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return (observation, reward, kwargs.get("terminated", False),
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kwargs.get("truncated", False), info)
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def execute(self, code, timeout=300):
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"""
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Execute the code
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Args:
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code: python code
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timeout: timeout seconds
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Returns:
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result, output, error
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"""
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required_packages = self.extract_imports(code)
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self.install_dependencies(required_packages)
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self.python_repl.globals = self.global_namespace
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self.python_repl.locals = self.local_namespace
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error = None
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try:
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output = self.python_repl.run(code, timeout)
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except Exception as e:
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error = f'{repr(e)}'
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finally:
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self.uninstall_dependencies()
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return '', output, error
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def get_execute_result(self):
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"""
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| 241 |
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Get the execute result
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| 242 |
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Returns:
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output, error
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"""
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output = None
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error = ''
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| 247 |
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try:
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output = self.output_buffer.getvalue()
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self.output_buffer.truncate(0)
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self.output_buffer.seek(0)
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sys.stdout = self.original_stdout
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except Exception as e:
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error = f'{repr(e)}'
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logger.warning(f"Failed to get output, {repr(e)}")
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return output, error
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