mirror of
https://github.com/hwchase17/langchain
synced 2024-11-06 03:20:49 +00:00
5e2d5047af
Add LLMBashChain to experimental
185 lines
5.6 KiB
Python
185 lines
5.6 KiB
Python
"""Wrapper around subprocess to run commands."""
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from __future__ import annotations
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import platform
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import re
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import subprocess
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from typing import TYPE_CHECKING, List, Union
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from uuid import uuid4
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if TYPE_CHECKING:
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import pexpect
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class BashProcess:
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"""
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Wrapper class for starting subprocesses.
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Uses the python built-in subprocesses.run()
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Persistent processes are **not** available
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on Windows systems, as pexpect makes use of
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Unix pseudoterminals (ptys). MacOS and Linux
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are okay.
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Example:
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.. code-block:: python
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from langchain.utilities.bash import BashProcess
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bash = BashProcess(
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strip_newlines = False,
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return_err_output = False,
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persistent = False
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)
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bash.run('echo \'hello world\'')
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"""
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strip_newlines: bool = False
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"""Whether or not to run .strip() on the output"""
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return_err_output: bool = False
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"""Whether or not to return the output of a failed
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command, or just the error message and stacktrace"""
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persistent: bool = False
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"""Whether or not to spawn a persistent session
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NOTE: Unavailable for Windows environments"""
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def __init__(
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self,
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strip_newlines: bool = False,
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return_err_output: bool = False,
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persistent: bool = False,
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):
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"""
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Initializes with default settings
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"""
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self.strip_newlines = strip_newlines
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self.return_err_output = return_err_output
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self.prompt = ""
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self.process = None
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if persistent:
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self.prompt = str(uuid4())
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self.process = self._initialize_persistent_process(self, self.prompt)
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@staticmethod
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def _lazy_import_pexpect() -> pexpect:
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"""Import pexpect only when needed."""
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if platform.system() == "Windows":
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raise ValueError(
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"Persistent bash processes are not yet supported on Windows."
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)
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try:
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import pexpect
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except ImportError:
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raise ImportError(
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"pexpect required for persistent bash processes."
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" To install, run `pip install pexpect`."
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)
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return pexpect
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@staticmethod
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def _initialize_persistent_process(self: BashProcess, prompt: str) -> pexpect.spawn:
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# Start bash in a clean environment
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# Doesn't work on windows
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"""
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Initializes a persistent bash setting in a
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clean environment.
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NOTE: Unavailable on Windows
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Args:
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Prompt(str): the bash command to execute
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""" # noqa: E501
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pexpect = self._lazy_import_pexpect()
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process = pexpect.spawn(
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"env", ["-i", "bash", "--norc", "--noprofile"], encoding="utf-8"
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)
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# Set the custom prompt
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process.sendline("PS1=" + prompt)
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process.expect_exact(prompt, timeout=10)
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return process
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def run(self, commands: Union[str, List[str]]) -> str:
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"""
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Run commands in either an existing persistent
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subprocess or on in a new subprocess environment.
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Args:
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commands(List[str]): a list of commands to
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execute in the session
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""" # noqa: E501
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if isinstance(commands, str):
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commands = [commands]
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commands = ";".join(commands)
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if self.process is not None:
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return self._run_persistent(
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commands,
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)
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else:
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return self._run(commands)
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def _run(self, command: str) -> str:
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"""
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Runs a command in a subprocess and returns
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the output.
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Args:
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command: The command to run
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""" # noqa: E501
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try:
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output = subprocess.run(
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command,
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shell=True,
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check=True,
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stdout=subprocess.PIPE,
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stderr=subprocess.STDOUT,
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).stdout.decode()
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except subprocess.CalledProcessError as error:
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if self.return_err_output:
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return error.stdout.decode()
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return str(error)
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if self.strip_newlines:
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output = output.strip()
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return output
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def process_output(self, output: str, command: str) -> str:
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"""
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Uses regex to remove the command from the output
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Args:
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output: a process' output string
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command: the executed command
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""" # noqa: E501
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pattern = re.escape(command) + r"\s*\n"
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output = re.sub(pattern, "", output, count=1)
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return output.strip()
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def _run_persistent(self, command: str) -> str:
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"""
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Runs commands in a persistent environment
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and returns the output.
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Args:
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command: the command to execute
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""" # noqa: E501
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pexpect = self._lazy_import_pexpect()
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if self.process is None:
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raise ValueError("Process not initialized")
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self.process.sendline(command)
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# Clear the output with an empty string
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self.process.expect(self.prompt, timeout=10)
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self.process.sendline("")
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try:
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self.process.expect([self.prompt, pexpect.EOF], timeout=10)
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except pexpect.TIMEOUT:
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return f"Timeout error while executing command {command}"
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if self.process.after == pexpect.EOF:
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return f"Exited with error status: {self.process.exitstatus}"
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output = self.process.before
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output = self.process_output(output, command)
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if self.strip_newlines:
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return output.strip()
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return output
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