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# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | |
# Licensed under the Apache License, Version 2.0 (the "License"); | |
# you may not use this file except in compliance with the License. | |
# You may obtain a copy of the License at | |
# | |
# http://www.apache.org/licenses/LICENSE-2.0 | |
# | |
# Unless required by applicable law or agreed to in writing, software | |
# distributed under the License is distributed on an "AS IS" BASIS, | |
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
# See the License for the specific language governing permissions and | |
# limitations under the License. | |
# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. ========= | |
import io | |
import shlex | |
import tarfile | |
import uuid | |
from pathlib import Path | |
from typing import TYPE_CHECKING, Any, ClassVar, Dict, List, Optional | |
from colorama import Fore | |
from camel.interpreters.base import BaseInterpreter | |
from camel.interpreters.interpreter_error import InterpreterError | |
from camel.logger import get_logger | |
from camel.utils import is_docker_running | |
if TYPE_CHECKING: | |
from docker.models.containers import Container | |
logger = get_logger(__name__) | |
class DockerInterpreter(BaseInterpreter): | |
r"""A class for executing code files or code strings in a docker container. | |
This class handles the execution of code in different scripting languages | |
(currently Python and Bash) within a docker container, capturing their | |
stdout and stderr streams, and allowing user checking before executing code | |
strings. | |
Args: | |
require_confirm (bool, optional): If `True`, prompt user before | |
running code strings for security. Defaults to `True`. | |
print_stdout (bool, optional): If `True`, print the standard | |
output of the executed code. Defaults to `False`. | |
print_stderr (bool, optional): If `True`, print the standard error | |
of the executed code. Defaults to `True`. | |
""" | |
_CODE_EXECUTE_CMD_MAPPING: ClassVar[Dict[str, str]] = { | |
"python": "python {file_name}", | |
"bash": "bash {file_name}", | |
} | |
_CODE_EXTENSION_MAPPING: ClassVar[Dict[str, str]] = { | |
"python": "py", | |
"bash": "sh", | |
} | |
_CODE_TYPE_MAPPING: ClassVar[Dict[str, str]] = { | |
"python": "python", | |
"py3": "python", | |
"python3": "python", | |
"py": "python", | |
"shell": "bash", | |
"bash": "bash", | |
"sh": "bash", | |
} | |
def __init__( | |
self, | |
require_confirm: bool = True, | |
print_stdout: bool = False, | |
print_stderr: bool = True, | |
) -> None: | |
self.require_confirm = require_confirm | |
self.print_stdout = print_stdout | |
self.print_stderr = print_stderr | |
# lazy initialization of container | |
self._container: Optional[Container] = None | |
def __del__(self) -> None: | |
r"""Destructor for the DockerInterpreter class. | |
This method ensures that the Docker container is removed when the | |
interpreter is deleted. | |
""" | |
if self._container is not None: | |
self._container.remove(force=True) | |
def _initialize_if_needed(self) -> None: | |
if self._container is not None: | |
return | |
if not is_docker_running(): | |
raise InterpreterError( | |
"Docker daemon is not running. Please install/start docker " | |
"and try again." | |
) | |
import docker | |
client = docker.from_env() | |
self._container = client.containers.run( | |
"python:3.10", | |
detach=True, | |
name=f"camel-interpreter-{uuid.uuid4()}", | |
command="tail -f /dev/null", | |
) | |
def _create_file_in_container(self, content: str) -> Path: | |
# get a random name for the file | |
filename = str(uuid.uuid4()) | |
# create a tar in memory | |
tar_stream = io.BytesIO() | |
with tarfile.open(fileobj=tar_stream, mode='w') as tar: | |
tarinfo = tarfile.TarInfo(name=filename) | |
tarinfo.size = len(content) | |
tar.addfile(tarinfo, io.BytesIO(content.encode('utf-8'))) | |
tar_stream.seek(0) | |
# copy the tar into the container | |
if self._container is None: | |
raise InterpreterError( | |
"Container is not initialized. Try running the code again." | |
) | |
self._container.put_archive("/tmp", tar_stream) | |
return Path(f"/tmp/{filename}") | |
def _run_file_in_container( | |
self, | |
file: Path, | |
code_type: str, | |
) -> str: | |
code_type = self._check_code_type(code_type) | |
commands = shlex.split( | |
self._CODE_EXECUTE_CMD_MAPPING[code_type].format( | |
file_name=file.as_posix() | |
) | |
) | |
if self._container is None: | |
raise InterpreterError( | |
"Container is not initialized. Try running the code again." | |
) | |
stdout, stderr = self._container.exec_run( | |
commands, | |
demux=True, | |
).output | |
if self.print_stdout and stdout: | |
print("======stdout======") | |
print(Fore.GREEN + stdout.decode() + Fore.RESET) | |
print("==================") | |
if self.print_stderr and stderr: | |
print("======stderr======") | |
print(Fore.RED + stderr.decode() + Fore.RESET) | |
print("==================") | |
exec_result = f"{stdout.decode()}" if stdout else "" | |
exec_result += f"(stderr: {stderr.decode()})" if stderr else "" | |
return exec_result | |
def run( | |
self, | |
code: str, | |
code_type: str, | |
) -> str: | |
r"""Executes the given code in the conatiner attached to the | |
interpreter, and captures the stdout and stderr streams. | |
Args: | |
code (str): The code string to execute. | |
code_type (str): The type of code to execute (e.g., 'python', | |
'bash'). | |
Returns: | |
str: A string containing the captured stdout and stderr of the | |
executed code. | |
Raises: | |
InterpreterError: If the user declines to run the code, or the | |
code type is unsupported, or there is an error in the docker | |
API/container | |
""" | |
import docker.errors | |
code_type = self._check_code_type(code_type) | |
# Print code for security checking | |
if self.require_confirm: | |
logger.info( | |
f"The following {code_type} code will run on your " | |
"computer: {code}" | |
) | |
while True: | |
choice = input("Running code? [Y/n]:").lower() | |
if choice in ["y", "yes", "ye", ""]: | |
break | |
elif choice not in ["no", "n"]: | |
continue | |
raise InterpreterError( | |
"Execution halted: User opted not to run the code. " | |
"This choice stops the current operation and any " | |
"further code execution." | |
) | |
self._initialize_if_needed() | |
try: | |
temp_file_path = self._create_file_in_container(code) | |
result = self._run_file_in_container(temp_file_path, code_type) | |
except docker.errors.APIError as e: | |
raise InterpreterError( | |
f"Execution halted due to docker API error: {e.explanation}. " | |
"This choice stops the current operation and any " | |
"further code execution." | |
) from e | |
except docker.errors.DockerException as e: | |
raise InterpreterError( | |
f"Execution halted due to docker exceptoin: {e}. " | |
"This choice stops the current operation and any " | |
"further code execution." | |
) from e | |
return result | |
def _check_code_type(self, code_type: str) -> str: | |
if code_type not in self._CODE_TYPE_MAPPING: | |
raise InterpreterError( | |
f"Unsupported code type {code_type}. Currently " | |
f"`{self.__class__.__name__}` only supports " | |
f"{', '.join(self._CODE_EXTENSION_MAPPING.keys())}." | |
) | |
return self._CODE_TYPE_MAPPING[code_type] | |
def supported_code_types(self) -> List[str]: | |
r"""Provides supported code types by the interpreter.""" | |
return list(self._CODE_EXTENSION_MAPPING.keys()) | |
def update_action_space(self, action_space: Dict[str, Any]) -> None: | |
r"""Updates action space for *python* interpreter""" | |
raise RuntimeError( | |
"SubprocessInterpreter doesn't support " "`action_space`." | |
) | |