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docker_utils.py
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docker_utils.py
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"""Initialize docker containers on a remote node."""
import dataclasses
import shlex
import time
from typing import Any, Dict, List
from sky import sky_logging
from sky.skylet import constants
from sky.utils import command_runner
from sky.utils import subprocess_utils
logger = sky_logging.init_logger(__name__)
# Configure environment variables. A docker image can have environment variables
# set in the Dockerfile with `ENV``. We need to export these variables to the
# shell environment, so that our ssh session can access them.
SETUP_ENV_VARS_CMD = (
'prefix_cmd() '
'{ if [ $(id -u) -ne 0 ]; then echo "sudo"; else echo ""; fi; } && '
'printenv | while IFS=\'=\' read -r key value; do echo "export $key=\\\"$value\\\""; done > ' # pylint: disable=line-too-long
'~/container_env_var.sh && '
'$(prefix_cmd) mv ~/container_env_var.sh /etc/profile.d/container_env_var.sh'
)
# Docker daemon may not be ready when the machine is firstly started. The error
# message starts with the following string. We should wait for a while and retry
# the command.
DOCKER_PERMISSION_DENIED_STR = ('permission denied while trying to connect to '
'the Docker daemon socket')
_DOCKER_SOCKET_WAIT_TIMEOUT_SECONDS = 30
@dataclasses.dataclass
class DockerLoginConfig:
"""Config for docker login. Used for pulling from private registries."""
username: str
password: str
server: str
@classmethod
def from_env_vars(cls, d: Dict[str, str]) -> 'DockerLoginConfig':
return cls(
username=d[constants.DOCKER_USERNAME_ENV_VAR],
password=d[constants.DOCKER_PASSWORD_ENV_VAR],
server=d[constants.DOCKER_SERVER_ENV_VAR],
)
# Copied from ray.autoscaler._private.ray_constants
# The default maximum number of bytes to allocate to the object store unless
# overridden by the user.
DEFAULT_OBJECT_STORE_MAX_MEMORY_BYTES = 200 * 10**9
# The default proportion of available memory allocated to the object store
DEFAULT_OBJECT_STORE_MEMORY_PROPORTION = 0.3
def _check_helper(cname, template, docker_cmd):
return ' '.join([
docker_cmd, 'inspect', '-f', '"{{' + template + '}}"', cname, '||',
'true'
])
def check_docker_running_cmd(cname, docker_cmd):
return _check_helper(cname, '.State.Running', docker_cmd)
def check_bind_mounts_cmd(cname, docker_cmd):
return _check_helper(cname, 'json .Mounts', docker_cmd)
def check_docker_image(cname, docker_cmd):
return _check_helper(cname, '.Config.Image', docker_cmd)
def docker_start_cmds(
image,
container_name,
user_options,
docker_cmd,
):
"""Generating docker start command.
The code is borrowed from `ray.autoscaler._private.command_runner`.
We made the following two changes:
1. Remove `--rm` to keep the container after `ray stop` is executed.
2. Remove mount options, as all the file mounts will be handled after
the container is started, through `rsync` command.
"""
# for click, used in ray cli
env_vars = {'LC_ALL': 'C.UTF-8', 'LANG': 'C.UTF-8'}
env_flags = ' '.join(
['-e {name}={val}'.format(name=k, val=v) for k, v in env_vars.items()])
user_options_str = ' '.join(user_options)
docker_run = [
docker_cmd,
'run',
# SkyPilot: Remove --rm flag to keep the container after `ray stop`
# is executed.
'--name {}'.format(container_name),
'-d',
'-it',
env_flags,
user_options_str,
'--net=host',
# SkyPilot: Add following options to enable fuse.
'--cap-add=SYS_ADMIN',
'--device=/dev/fuse',
'--security-opt=apparmor:unconfined',
'--entrypoint=/bin/bash',
image,
]
return ' '.join(docker_run)
def _with_interactive(cmd):
force_interactive = (
f'source ~/.bashrc; '
f'export OMP_NUM_THREADS=1 PYTHONWARNINGS=ignore && ({cmd})')
return ['bash', '--login', '-c', '-i', shlex.quote(force_interactive)]
# SkyPilot: New class to initialize docker containers on a remote node.
# Adopted from ray.autoscaler._private.command_runner.DockerCommandRunner.
class DockerInitializer:
"""Initializer for docker containers on a remote node."""
def __init__(self, docker_config: Dict[str, Any],
runner: 'command_runner.CommandRunner', log_path: str):
self.docker_config = docker_config
self.container_name = docker_config['container_name']
self.runner = runner
self.home_dir = None
self.initialized = False
# podman is not fully tested yet.
use_podman = docker_config.get('use_podman', False)
self.docker_cmd = 'podman' if use_podman else 'docker'
self.log_path = log_path
def _run(self,
cmd,
run_env='host',
wait_for_docker_daemon: bool = False,
separate_stderr: bool = False,
log_err_when_fail: bool = True) -> str:
if run_env == 'docker':
cmd = self._docker_expand_user(cmd, any_char=True)
cmd = ' '.join(_with_interactive(cmd))
# SkyPilot: We do not include `-it` flag here, as that will cause
# an error: `the input device is not a TTY`, and it works without
# `-it` flag.
# TODO(zhwu): ray use the `-it` flag, we need to check why.
cmd = (f'{self.docker_cmd} exec {self.container_name} /bin/bash -c'
f' {shlex.quote(cmd)} ')
logger.debug(f'+ {cmd}')
start = time.time()
while True:
rc, stdout, stderr = self.runner.run(
cmd,
require_outputs=True,
stream_logs=False,
separate_stderr=separate_stderr,
log_path=self.log_path)
if (DOCKER_PERMISSION_DENIED_STR in stdout + stderr and
wait_for_docker_daemon):
if time.time() - start > _DOCKER_SOCKET_WAIT_TIMEOUT_SECONDS:
if rc == 0:
# Set returncode to 1 if failed to connect to docker
# daemon after timeout.
rc = 1
break
# Close the cached connection to make the permission update of
# ssh user take effect, e.g. usermod -aG docker $USER, called
# by cloud-init of Azure.
self.runner.close_cached_connection()
logger.info('Failed to connect to docker daemon. It might be '
'initializing, retrying in 5 seconds...')
time.sleep(5)
continue
break
subprocess_utils.handle_returncode(
rc,
cmd,
error_msg='Failed to run docker setup commands.',
stderr=stdout + stderr,
# Print out the error message if the command failed.
stream_logs=log_err_when_fail)
return stdout.strip()
def initialize(self) -> str:
specific_image = self.docker_config['image']
self._check_docker_installed()
# SkyPilot: Check if the container is exited but not removed.
# If true, then we can start the container directly.
# Notice that we will skip all setup commands, so we need to
# manually start the ssh service.
if self._check_container_exited():
self.initialized = True
self._run(f'{self.docker_cmd} start {self.container_name}')
self._run('sudo service ssh start', run_env='docker')
return self._run('whoami', run_env='docker')
# SkyPilot: Docker login if user specified a private docker registry.
if 'docker_login_config' in self.docker_config:
# TODO(tian): Maybe support a command to get the login password?
docker_login_config = DockerLoginConfig(
**self.docker_config['docker_login_config'])
self._run(
f'{self.docker_cmd} login --username '
f'{docker_login_config.username} '
f'--password {docker_login_config.password} '
f'{docker_login_config.server}',
wait_for_docker_daemon=True)
# We automatically add the server prefix to the image name if
# the user did not add it.
server_prefix = f'{docker_login_config.server}/'
if not specific_image.startswith(server_prefix):
specific_image = f'{server_prefix}{specific_image}'
if self.docker_config.get('pull_before_run', True):
assert specific_image, ('Image must be included in config if ' +
'pull_before_run is specified')
self._run(f'{self.docker_cmd} pull {specific_image}',
wait_for_docker_daemon=True)
else:
self._run(
f'{self.docker_cmd} image inspect {specific_image} '
'1> /dev/null 2>&1 || '
f'{self.docker_cmd} pull {specific_image}',
wait_for_docker_daemon=True)
logger.info(f'Starting container {self.container_name} with image '
f'{specific_image}')
container_running = self._check_container_status()
if container_running:
running_image = self._run(
check_docker_image(self.container_name, self.docker_cmd))
if running_image != specific_image:
logger.error(
f'A container with name {self.container_name} is running '
f'image {running_image} instead of {specific_image} (which '
'was provided in the YAML)')
else:
# Edit docker config first to avoid disconnecting the container
# from GPUs when a systemctl command is called. This is a known
# issue with nvidia container toolkit:
# https://github.com/NVIDIA/nvidia-container-toolkit/issues/48
self._run(
'[ -f /etc/docker/daemon.json ] || '
'echo "{}" | sudo tee /etc/docker/daemon.json;'
'sudo jq \'.["exec-opts"] = ["native.cgroupdriver=cgroupfs"]\' '
'/etc/docker/daemon.json > /tmp/daemon.json;'
'sudo mv /tmp/daemon.json /etc/docker/daemon.json;'
'sudo systemctl restart docker')
user_docker_run_options = self.docker_config.get('run_options', [])
start_command = docker_start_cmds(
specific_image,
self.container_name,
self._configure_runtime(
self._auto_configure_shm(user_docker_run_options)),
self.docker_cmd,
)
self._run(start_command)
# SkyPilot: Setup Commands.
# TODO(zhwu): the following setups should be aligned with the kubernetes
# pod setup, like provision.kubernetes.instance::_set_env_vars_in_pods
# TODO(tian): These setup commands assumed that the container is
# debian-based. We should make it more general.
# Most of docker images are using root as default user, so we set an
# alias for sudo to empty string, therefore any sudo in the following
# commands won't fail.
# Disable apt-get from asking user input during installation.
# see https://askubuntu.com/questions/909277/avoiding-user-interaction-with-tzdata-when-installing-certbot-in-a-docker-contai # pylint: disable=line-too-long
self._run(
f'echo \'{command_runner.ALIAS_SUDO_TO_EMPTY_FOR_ROOT_CMD}\' '
'>> ~/.bashrc;'
'echo "export DEBIAN_FRONTEND=noninteractive" >> ~/.bashrc;',
run_env='docker')
# Install dependencies.
self._run(
'sudo apt-get update; '
# Our mount script will install gcsfuse without fuse package.
# We need to install fuse package first to enable storage mount.
# The dpkg option is to suppress the prompt for fuse installation.
'sudo apt-get -o DPkg::Options::="--force-confnew" install -y '
'rsync curl wget patch openssh-server python3-pip fuse;',
run_env='docker')
# Copy local authorized_keys to docker container.
# Stop and disable jupyter service. This is to avoid port conflict on
# 8080 if we use default deep learning image in GCP, and 8888 if we use
# default deep learning image in Azure.
# Azure also has a jupyterhub service running on 8081, so we stop and
# disable that too.
container_name = constants.DEFAULT_DOCKER_CONTAINER_NAME
self._run(
f'rsync -e "{self.docker_cmd} exec -i" -avz ~/.ssh/authorized_keys '
f'{container_name}:/tmp/host_ssh_authorized_keys;'
'sudo systemctl stop jupyter > /dev/null 2>&1 || true;'
'sudo systemctl disable jupyter > /dev/null 2>&1 || true;'
'sudo systemctl stop jupyterhub > /dev/null 2>&1 || true;'
'sudo systemctl disable jupyterhub > /dev/null 2>&1 || true;',
run_env='host')
# Change the default port of sshd from 22 to DEFAULT_DOCKER_PORT.
# Append the host VM's authorized_keys to the container's authorized_keys.
# This allows any machine that can ssh into the host VM to ssh into the
# container.
# Last command here is to eliminate the error
# `mesg: ttyname failed: inappropriate ioctl for device`.
# see https://www.educative.io/answers/error-mesg-ttyname-failed-inappropriate-ioctl-for-device # pylint: disable=line-too-long
port = constants.DEFAULT_DOCKER_PORT
# pylint: disable=anomalous-backslash-in-string
self._run(
f'sudo sed -i "s/#Port 22/Port {port}/" /etc/ssh/sshd_config;'
'mkdir -p ~/.ssh;'
'cat /tmp/host_ssh_authorized_keys >> ~/.ssh/authorized_keys;'
'sudo service ssh start;'
'sudo sed -i "s/mesg n/tty -s \&\& mesg n/" ~/.profile;'
f'{SETUP_ENV_VARS_CMD}',
run_env='docker')
# SkyPilot: End of Setup Commands.
docker_user = self._run('whoami', run_env='docker')
self.initialized = True
return docker_user
def _check_docker_installed(self):
no_exist = 'NoExist'
cleaned_output = self._run(
f'command -v {self.docker_cmd} || echo {no_exist!r}')
if no_exist in cleaned_output or 'docker' not in cleaned_output:
logger.error(
f'{self.docker_cmd.capitalize()} not installed. Please use an '
f'image with {self.docker_cmd.capitalize()} installed.')
def _check_container_status(self):
if self.initialized:
return True
output = (self._run(
check_docker_running_cmd(self.container_name, self.docker_cmd)))
# Checks for the false positive where 'true' is in the container name
return 'true' in output.lower(
) and 'no such object' not in output.lower()
def _docker_expand_user(self, string, any_char=False):
user_pos = string.find('~')
if user_pos > -1:
if self.home_dir is None:
cmd = (f'{self.docker_cmd} exec {self.container_name} '
'printenv HOME')
self.home_dir = self._run(cmd, separate_stderr=True)
# Check for unexpected newline in home directory, which can be
# a common issue when the output is mixed with stderr.
assert '\n' not in self.home_dir, (
'Unexpected newline in home directory '
f'({{self.home_dir}}) retrieved with {cmd}')
if any_char:
return string.replace('~/', self.home_dir + '/')
elif not any_char and user_pos == 0:
return string.replace('~', self.home_dir, 1)
return string
def _configure_runtime(self, run_options: List[str]) -> List[str]:
if self.docker_config.get('disable_automatic_runtime_detection'):
return run_options
runtime_output = (self._run(f'{self.docker_cmd} ' +
'info -f "{{.Runtimes}}"'))
if 'nvidia-container-runtime' in runtime_output:
try:
self._run('nvidia-smi', log_err_when_fail=False)
return run_options + ['--runtime=nvidia', '--gpus all']
except Exception as e: # pylint: disable=broad-except
logger.debug(
'Nvidia Container Runtime is present in the docker image'
'specified, but no GPUs found on the cluster. It should '
'still if the cluster is expected to have no GPU.\n'
f' Details for nvidia-smi: {e}')
return run_options
return run_options
def _auto_configure_shm(self, run_options: List[str]) -> List[str]:
if self.docker_config.get('disable_shm_size_detection'):
return run_options
for run_opt in run_options:
if '--shm-size' in run_opt:
logger.info('Bypassing automatic SHM-Detection because of '
f'`run_option`: {run_opt}')
return run_options
try:
shm_output = self._run('cat /proc/meminfo || true')
available_memory = int([
ln for ln in shm_output.split('\n') if 'MemAvailable' in ln
][0].split()[1])
available_memory_bytes = available_memory * 1024
# Overestimate SHM size by 10%
shm_size = min(
(available_memory_bytes *
DEFAULT_OBJECT_STORE_MEMORY_PROPORTION * 1.1),
DEFAULT_OBJECT_STORE_MAX_MEMORY_BYTES,
)
return run_options + [f'--shm-size="{shm_size}b"']
except Exception as e: # pylint: disable=broad-except
logger.warning(
f'Received error while trying to auto-compute SHM size {e}')
return run_options
# SkyPilot: New function to check whether a container is exited
# (but not removed). This is due to previous `sky stop` command,
# which will stop the container but not remove it.
def _check_container_exited(self) -> bool:
if self.initialized:
return True
output = (self._run(check_docker_running_cmd(self.container_name,
self.docker_cmd),
wait_for_docker_daemon=True))
return 'false' in output.lower(
) and 'no such object' not in output.lower()