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langchain/langchain/utilities/docker/tool.py

450 lines
16 KiB
Python

# TODO!: using pexpect to with containers
# TODO: add default expect pattern to image template
# TODO: pass max reads parameters for read trials
# NOTE: spawning with tty true or not gives slightly different stdout format
# NOTE: echo=False works when tty is disabled and only stdin is connected
import shlex
import os
import io
import tarfile
import time
import pandas as pd # type: ignore
import docker
import socket
from typing import Any, Dict, Optional, Union, Type
from pydantic import BaseModel, Extra, root_validator, Field
from docker.errors import APIError, ContainerError # type: ignore
from .images import Shell, BaseImage, get_image_template
from . import gvisor_runtime_available
from .socket_io import DockerSocket
import logging
logger = logging.getLogger(__name__)
_default_params = {
# the only required parameter to be able to attach.
'stdin_open': True,
}
def _get_command(query: str, **kwargs: Dict) -> str:
"""Build an escaped command from a query string and keyword arguments."""
cmd = query
if 'default_command' in kwargs:
cmd = shlex.join([*kwargs.get('default_command'), query]) # type: ignore
return cmd
class DockerWrapper(BaseModel, extra=Extra.allow):
"""Executes arbitrary commands or payloads on containers and returns the output.
Args:
image (str | Type[BaseImage]): Docker image to use for execution. The
image can be a string or a subclass of images.BaseImage.
default_command (List[str]): Default command to use when creating the container.
"""
_docker_client: docker.DockerClient = None # type: ignore
_params: Dict = Field(default_factory=Shell().dict(), skip=True)
image: Union[str, Type[BaseImage]] = Field(default_factory=Shell, skip=True)
from_env: Optional[bool] = Field(default=True, skip=True)
# @property
# def image_name(self) -> str:
# """The image name that will be used when creating a container."""
# return self._params.image
#
def __init__(self, **kwargs):
"""Initialize docker client."""
super().__init__(**kwargs)
if self.from_env:
self._docker_client = docker.from_env()
if gvisor_runtime_available(docker.from_env()):
self._params['runtime'] = 'runsc'
# if not isinstance(self.image, str) and issubclass(self.image, BaseImage):
# self._params = {**self._params, **self.image().dict()}
#
# # if the user defined a custom image not pre registerd already we should
# # not use the custom command
# elif isinstance(self.image, str):
# self._params = {**_default_params(), **{'image': self.image}}
@property
def client(self) -> docker.DockerClient: # type: ignore
"""Docker client."""
return self._docker_client
@property
def info(self) -> Any:
"""Prints docker `info`."""
return self._docker_client.info()
# @validator("image", pre=True, always=True)
# def validate_image(cls, value):
# if value is None:
# raise ValueError("image is required")
# if isinstance(value, str) :
# image = get_image(value)
# if isinstance(image, BaseImage):
# return image
# else:
# #set default params to base ones
# if issubclass(value, BaseImage):
# return value
# else:
# raise ValueError("image must be a string or a subclass of images.BaseImage")
@root_validator()
def validate_all(cls, values: Dict) -> Dict:
"""Validate environment."""
image = values.get("image")
if image is None:
raise ValueError("image is required")
if isinstance(image, str):
# try to get image
_image = get_image_template(image)
if isinstance(_image, str):
# user wants a custom image, we should use default params
values["_params"] = {**_default_params, **{'image': image}}
else:
# user wants a pre registered image, we should use the image params
values["_params"] = _image().dict()
# image is a BaseImage class
elif issubclass(image.__class__, BaseImage):
values["_params"] = image.dict()
def field_filter(x):
fields = cls.__fields__
if x[0] == '_params':
return False
field = fields.get(x[0], None)
if not field:
return True
return not field.field_info.extra.get('skip', False)
filtered_fields: Dict[Any, Any] = dict(filter(field_filter, values.items())) # type: ignore
values["_params"] = {**values["_params"],
**filtered_fields}
return values
def _clean_kwargs(self, kwargs: dict) -> dict:
kwargs.pop('default_command', None)
kwargs.pop('stdin_command', None)
return kwargs
#FIX: default shell command should be different in run vs exec mode
def run(self, query: str, **kwargs: Any) -> str:
"""Run arbitrary shell command inside a container.
This method will concatenate the registered default command with the provided
query.
Args:
query (str): The command to run.
**kwargs: Pass extra parameters to DockerClient.container.run.
"""
kwargs = {**self._params, **kwargs}
args = {
'image': self._params.get('image'),
'command': query,
}
del kwargs['image']
cmd = _get_command(query, **kwargs)
self._clean_kwargs(kwargs)
args['command'] = cmd
# print(f"args: {args}")
# print(f"kwargs: {kwargs}")
# return
logger.debug(f"running command {args['command']}")
logger.debug(f"with params {kwargs}")
try:
result = self._docker_client.containers.run(*(args.values()),
remove=True,
**kwargs)
return result.decode('utf-8').strip()
except ContainerError as e:
return f"STDERR: {e}"
# TODO: handle docker APIError ?
except APIError as e:
logger.debug(f"APIError: {e}")
return "ERROR"
def _flush_prompt(self, _socket):
flush = _socket.recv()
_socket.setblocking(True)
logger.debug(f"flushed output: {flush}")
def _massage_output_streams(self, output):
df = pd.DataFrame(output, columns=['stream_type', 'payload'])
df['payload'] = df['payload'].apply(lambda x: x.decode('utf-8'))
df['stream_type'] = df['stream_type'].apply(
lambda x: 'stdout' if x == 1 else 'stderr')
payload = df.groupby('stream_type')['payload'].apply(''.join).to_dict()
logger.debug(f"payload: {payload}")
return payload
# TODO: document dif between run and exec_run
def exec_run(self, query: str, timeout: int = 5,
delay: float = 0.5,
with_stderr: bool = False,
flush_prompt: bool = False,
**kwargs: Any) -> str:
"""Run a shell command inside an ephemeral container.
This will create a container, run the command, and then remove the
container. the input is sent to the container's stdin through a socket
using Docker API. It effectively simulates a tty session.
Args:
query (str): The command to execute.
timeout (int): The timeout for receiving from the attached stdin.
delay (float): The delay in seconds before running the command.
with_stderr (bool): If True, the stderr will be included in the output
flush_prompt (bool): If True, the prompt will be flushed before running the command.
**kwargs: Pass extra parameters to DockerClient.container.exec_run.
"""
# it is necessary to open stdin to keep the container running after it's started
# the attach_socket will hold the connection open until the container is stopped or
# the socket is closed.
# NOTE: using tty=True to be able to simulate a tty session.
# NOTE: some images like python need to be launched with custom
# parameters to keep stdin open. For example python image needs to be
# started with the command `python3 -i`
# remove local variables from kwargs
for arg in kwargs.keys():
if arg in locals():
del kwargs[arg]
kwargs = {**self._params, **kwargs}
kwargs = self._clean_kwargs(kwargs)
# exec_run requires flags for stdin so we use `stdin_command` as
# a default command for creating the container
if 'stdin_command' in kwargs:
assert isinstance(kwargs['stdin_command'], list)
kwargs['command'] = shlex.join(kwargs['stdin_command'])
del kwargs['stdin_command']
# kwargs.pop('default_command', None)
# kwargs['command'] = cmd
# print(f"kwargs: {kwargs}")
# return
# TODO: handle both output mode for tty=True/False
logger.debug(f"creating container with params {kwargs}")
container = self._docker_client.containers.create(**kwargs)
container.start()
# get underlying socket
# important to set 'stream' or attach API does not work
_socket = container.attach_socket(params={'stdout': 1, 'stderr': 1,
'stdin': 1, 'stream': 1})
# input()
with DockerSocket(_socket, timeout=timeout) as _socket:
# flush the output buffer (if any prompt)
if flush_prompt:
self._flush_prompt(_socket)
# TEST: make sure the container is ready ? use a blocking first call
raw_input = f"{query}\n".encode('utf-8')
_socket.sendall(raw_input)
#NOTE: delay ensures that the command is executed after the input is sent
time.sleep(delay) #this should be available as a parameter
try:
output = _socket.recv()
except socket.timeout:
return "ERROR: timeout"
try:
container.kill()
except APIError:
pass
container.remove(force=True)
if output is None:
logger.warning("no output")
return "ERROR"
# output is stored in a list of tuples (stream_type, payload)
payload = self._massage_output_streams(output)
#NOTE: stderr might contain only the prompt
if 'stdout' in payload and 'stderr' in payload and with_stderr:
return f"STDOUT:\n {payload['stdout'].strip()}\nSTDERR:\n {payload['stderr']}"
elif 'stderr' in payload and not 'stdout' in payload:
return f"STDERR: {payload['stderr']}"
else:
return payload['stdout'].strip()
def exec_attached(self, query: str, container: str,
delay: float = 0.5,
timeout: int = 5,
with_stderr: bool = False,
flush_prompt: bool = False,
**kwargs: Any) -> str:
"""Attach to container and exec query on it.
This method is very similary to exec_run. It only differs in that it attaches to
an already specifed container instead of creating a new one for each query.
Args:
query (str): The command to execute.
container (str): The container to attach to.
timeout (int): The timeout for receiving from the attached stdin.
delay (float): The delay in seconds before running the command.
with_stderr (bool): If True, the stderr will be included in the output
flush_prompt (bool): If True, the prompt will be flushed before running the command.
**kwargs: Pass extra parameters to DockerClient.container.exec_run.
"""
# remove local variables from kwargs
for arg in kwargs.keys():
if arg in locals():
del kwargs[arg]
kwargs = {**self._params, **kwargs}
kwargs = self._clean_kwargs(kwargs)
logger.debug(f"attaching to container {container} with params {kwargs}")
try:
_container = self._docker_client.containers.get(container)
except Exception as e:
logger.error(f"container {container}: {e}")
return "ERROR"
_socket = _container.attach_socket(params={'stdout': 1, 'stderr': 1,
'stdin': 1, 'stream': 1})
with DockerSocket(_socket, timeout=timeout) as _socket:
# flush the output buffer (if any prompt)
if flush_prompt:
self._flush_prompt(_socket)
raw_input = f"{query}\n".encode('utf-8')
_socket.sendall(raw_input)
#NOTE: delay ensures that the command is executed after the input is sent
time.sleep(delay) #this should be available as a parameter
try:
output = _socket.recv()
except socket.timeout:
return "ERROR: timeout"
if output is None:
logger.warning("no output")
return "ERROR"
payload = self._massage_output_streams(output)
print(payload)
#NOTE: stderr might contain only the prompt
if 'stdout' in payload and 'stderr' in payload and with_stderr:
return f"STDOUT:\n {payload['stdout'].strip()}\nSTDERR:\n {payload['stderr']}"
elif 'stderr' in payload and not 'stdout' in payload:
return f"STDERR: {payload['stderr']}"
else:
return payload['stdout'].strip()
#WIP method that will copy the given payload to the container filesystem then
# invoke the command on the file and return the output
def run_file(self, payload: bytes, filename: Optional[str] = None,
**kwargs: Any) -> str:
"""Run arbitrary shell command inside an ephemeral container on the
specified input payload."""
for arg in kwargs.keys():
if arg in locals():
del kwargs[arg]
kwargs = {**self._params, **kwargs}
self._clean_kwargs(kwargs)
kwargs['command'] = '/bin/sh'
k_file_location = '/tmp/payload'
if filename is not None:
# store at /tmp/file_name
# strip all leading path components
file_loc = os.path.basename(filename)
k_file_location = f'/tmp/{file_loc}'
# print(kwargs)
# return
# create a container with the given payload
# container = self._docker_client.containers.create(**kwargs)
# container.start()
container = self._docker_client.containers.list()[0]
print(container.short_id)
# copy the payload to the container
try:
# put the data in tar archive at the path specified by k_file_location
archive = io.BytesIO()
with tarfile.TarFile(fileobj=archive, mode='w') as tar:
tarinfo = tarfile.TarInfo(name='test-archive')
tarinfo.size = len(payload)
tarinfo.mtime = int(time.time())
tar.addfile(tarinfo, io.BytesIO(payload))
archive.seek(0)
# store archive on local host at /tmp/test
# with open('/tmp/test', 'wb') as f:
# f.write(archive.read())
container.put_archive(path='/', data=archive)
except APIError as e:
logger.error(f"Error: {e}")
return "ERROR"
#execute the command
exit_code, out = container.exec_run(['sh', k_file_location])
print(f"exit_code: {exit_code}")
print(f"out: {out}")
# try:
# container.kill()
# except APIError:
# pass
# container.remove(force=True)
return ""