mirror of
https://github.com/wassname/ray.git
synced 2026-07-17 11:32:33 +08:00
Co-authored-by: Richard Liaw <rliaw@berkeley.edu> Co-authored-by: Edward Oakes <ed.nmi.oakes@gmail.com>
590 lines
22 KiB
Python
590 lines
22 KiB
Python
try: # py3
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from shlex import quote
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except ImportError: # py2
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from pipes import quote
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import click
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import hashlib
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import logging
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import os
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import subprocess
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import sys
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import time
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from threading import Thread
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from getpass import getuser
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from ray.autoscaler.tags import TAG_RAY_NODE_STATUS, TAG_RAY_RUNTIME_CONFIG, \
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STATUS_UP_TO_DATE, STATUS_UPDATE_FAILED, STATUS_WAITING_FOR_SSH, \
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STATUS_SETTING_UP, STATUS_SYNCING_FILES
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from ray.autoscaler.log_timer import LogTimer
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from ray.autoscaler.docker import check_docker_running_cmd, with_docker_exec
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logger = logging.getLogger(__name__)
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# How long to wait for a node to start, in seconds
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NODE_START_WAIT_S = 300
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READY_CHECK_INTERVAL = 5
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HASH_MAX_LENGTH = 10
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KUBECTL_RSYNC = os.path.join(
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os.path.dirname(os.path.abspath(__file__)), "kubernetes/kubectl-rsync.sh")
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def with_interactive(cmd):
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force_interactive = ("true && source ~/.bashrc && "
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"export OMP_NUM_THREADS=1 PYTHONWARNINGS=ignore && ")
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return ["bash", "--login", "-c", "-i", quote(force_interactive + cmd)]
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class KubernetesCommandRunner:
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def __init__(self, log_prefix, namespace, node_id, auth_config,
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process_runner):
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self.log_prefix = log_prefix
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self.process_runner = process_runner
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self.node_id = node_id
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self.namespace = namespace
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self.kubectl = ["kubectl", "-n", self.namespace]
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def run(self,
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cmd=None,
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timeout=120,
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exit_on_fail=False,
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port_forward=None,
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with_output=False,
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**kwargs):
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if cmd and port_forward:
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raise Exception(
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"exec with Kubernetes can't forward ports and execute"
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"commands together.")
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if port_forward:
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if not isinstance(port_forward, list):
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port_forward = [port_forward]
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port_forward_cmd = self.kubectl + [
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"port-forward",
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self.node_id,
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] + [
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"{}:{}".format(local, remote) for local, remote in port_forward
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]
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logger.info("Port forwarding with: {}".format(
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" ".join(port_forward_cmd)))
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port_forward_process = subprocess.Popen(port_forward_cmd)
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port_forward_process.wait()
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# We should never get here, this indicates that port forwarding
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# failed, likely because we couldn't bind to a port.
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pout, perr = port_forward_process.communicate()
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exception_str = " ".join(
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port_forward_cmd) + " failed with error: " + perr
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raise Exception(exception_str)
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else:
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final_cmd = self.kubectl + ["exec", "-it"]
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final_cmd += [
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self.node_id,
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"--",
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]
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final_cmd += with_interactive(cmd)
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logger.info(self.log_prefix + "Running {}".format(final_cmd))
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try:
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if with_output:
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return self.process_runner.check_output(
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" ".join(final_cmd), shell=True)
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else:
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self.process_runner.check_call(
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" ".join(final_cmd), shell=True)
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except subprocess.CalledProcessError:
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if exit_on_fail:
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quoted_cmd = " ".join(final_cmd[:-1] +
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[quote(final_cmd[-1])])
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logger.error(
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self.log_prefix +
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"Command failed: \n\n {}\n".format(quoted_cmd))
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sys.exit(1)
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else:
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raise
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def run_rsync_up(self, source, target):
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if target.startswith("~"):
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target = "/root" + target[1:]
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try:
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self.process_runner.check_call([
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KUBECTL_RSYNC,
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"-avz",
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source,
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"{}@{}:{}".format(self.node_id, self.namespace, target),
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])
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except Exception as e:
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logger.warning(self.log_prefix +
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"rsync failed: '{}'. Falling back to 'kubectl cp'"
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.format(e))
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self.process_runner.check_call(self.kubectl + [
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"cp", source, "{}/{}:{}".format(self.namespace, self.node_id,
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target)
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])
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def run_rsync_down(self, source, target):
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if target.startswith("~"):
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target = "/root" + target[1:]
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try:
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self.process_runner.check_call([
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KUBECTL_RSYNC,
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"-avz",
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"{}@{}:{}".format(self.node_id, self.namespace, source),
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target,
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])
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except Exception as e:
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logger.warning(self.log_prefix +
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"rsync failed: '{}'. Falling back to 'kubectl cp'"
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.format(e))
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self.process_runner.check_call(self.kubectl + [
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"cp", "{}/{}:{}".format(self.namespace, self.node_id, source),
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target
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])
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def remote_shell_command_str(self):
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return "{} exec -it {} bash".format(" ".join(self.kubectl),
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self.node_id)
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class SSHOptions:
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def __init__(self, ssh_key, control_path=None, **kwargs):
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self.ssh_key = ssh_key
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self.arg_dict = {
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# Supresses initial fingerprint verification.
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"StrictHostKeyChecking": "no",
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# SSH IP and fingerprint pairs no longer added to known_hosts.
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# This is to remove a "REMOTE HOST IDENTIFICATION HAS CHANGED"
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# warning if a new node has the same IP as a previously
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# deleted node, because the fingerprints will not match in
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# that case.
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"UserKnownHostsFile": os.devnull,
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# Try fewer extraneous key pairs.
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"IdentitiesOnly": "yes",
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# Abort if port forwarding fails (instead of just printing to
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# stderr).
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"ExitOnForwardFailure": "yes",
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# Quickly kill the connection if network connection breaks (as
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# opposed to hanging/blocking).
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"ServerAliveInterval": 5,
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"ServerAliveCountMax": 3
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}
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if control_path:
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self.arg_dict.update({
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"ControlMaster": "auto",
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"ControlPath": "{}/%C".format(control_path),
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"ControlPersist": "10s",
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})
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self.arg_dict.update(kwargs)
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def to_ssh_options_list(self, *, timeout=60):
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self.arg_dict["ConnectTimeout"] = "{}s".format(timeout)
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return ["-i", self.ssh_key] + [
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x for y in (["-o", "{}={}".format(k, v)]
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for k, v in self.arg_dict.items()) for x in y
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]
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class SSHCommandRunner:
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def __init__(self, log_prefix, node_id, provider, auth_config,
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cluster_name, process_runner, use_internal_ip):
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ssh_control_hash = hashlib.md5(cluster_name.encode()).hexdigest()
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ssh_user_hash = hashlib.md5(getuser().encode()).hexdigest()
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ssh_control_path = "/tmp/ray_ssh_{}/{}".format(
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ssh_user_hash[:HASH_MAX_LENGTH],
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ssh_control_hash[:HASH_MAX_LENGTH])
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self.log_prefix = log_prefix
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self.process_runner = process_runner
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self.node_id = node_id
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self.use_internal_ip = use_internal_ip
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self.provider = provider
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self.ssh_private_key = auth_config["ssh_private_key"]
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self.ssh_user = auth_config["ssh_user"]
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self.ssh_control_path = ssh_control_path
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self.ssh_ip = None
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self.base_ssh_options = SSHOptions(self.ssh_private_key,
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self.ssh_control_path)
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def get_node_ip(self):
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if self.use_internal_ip:
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return self.provider.internal_ip(self.node_id)
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else:
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return self.provider.external_ip(self.node_id)
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def wait_for_ip(self, deadline):
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while time.time() < deadline and \
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not self.provider.is_terminated(self.node_id):
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logger.info(self.log_prefix + "Waiting for IP...")
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ip = self.get_node_ip()
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if ip is not None:
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return ip
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time.sleep(10)
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return None
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def set_ssh_ip_if_required(self):
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if self.ssh_ip is not None:
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return
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# We assume that this never changes.
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# I think that's reasonable.
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deadline = time.time() + NODE_START_WAIT_S
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with LogTimer(self.log_prefix + "Got IP"):
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ip = self.wait_for_ip(deadline)
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assert ip is not None, "Unable to find IP of node"
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self.ssh_ip = ip
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# This should run before any SSH commands and therefore ensure that
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# the ControlPath directory exists, allowing SSH to maintain
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# persistent sessions later on.
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try:
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os.makedirs(self.ssh_control_path, mode=0o700, exist_ok=True)
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except OSError as e:
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logger.warning(e)
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def run(self,
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cmd,
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timeout=120,
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exit_on_fail=False,
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port_forward=None,
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with_output=False,
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ssh_options_override=None,
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**kwargs):
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ssh_options = ssh_options_override or self.base_ssh_options
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assert isinstance(
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ssh_options, SSHOptions
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), "ssh_options must be of type SSHOptions, got {}".format(
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type(ssh_options))
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self.set_ssh_ip_if_required()
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ssh = ["ssh", "-tt"]
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if port_forward:
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if not isinstance(port_forward, list):
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port_forward = [port_forward]
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for local, remote in port_forward:
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logger.info(self.log_prefix + "Forwarding " +
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"{} -> localhost:{}".format(local, remote))
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ssh += ["-L", "{}:localhost:{}".format(remote, local)]
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final_cmd = ssh + ssh_options.to_ssh_options_list(timeout=timeout) + [
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"{}@{}".format(self.ssh_user, self.ssh_ip)
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]
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if cmd:
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final_cmd += with_interactive(cmd)
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logger.info(self.log_prefix +
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"Running {}".format(" ".join(final_cmd)))
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else:
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# We do this because `-o ControlMaster` causes the `-N` flag to
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# still create an interactive shell in some ssh versions.
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final_cmd.append(quote("while true; do sleep 86400; done"))
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try:
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if with_output:
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return self.process_runner.check_output(final_cmd)
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else:
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self.process_runner.check_call(final_cmd)
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except subprocess.CalledProcessError:
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if exit_on_fail:
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quoted_cmd = " ".join(final_cmd[:-1] + [quote(final_cmd[-1])])
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raise click.ClickException(
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"Command failed: \n\n {}\n".format(quoted_cmd)) from None
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else:
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raise click.ClickException(
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"SSH command Failed. See above for the output from the"
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" failure.") from None
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def run_rsync_up(self, source, target):
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self.set_ssh_ip_if_required()
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self.process_runner.check_call([
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"rsync", "--rsh",
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" ".join(["ssh"] +
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self.base_ssh_options.to_ssh_options_list(timeout=120)),
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"-avz", source, "{}@{}:{}".format(self.ssh_user, self.ssh_ip,
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target)
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])
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def run_rsync_down(self, source, target):
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self.set_ssh_ip_if_required()
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self.process_runner.check_call([
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"rsync", "--rsh",
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" ".join(["ssh"] +
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self.base_ssh_options.to_ssh_options_list(timeout=120)),
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"-avz", "{}@{}:{}".format(self.ssh_user, self.ssh_ip,
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source), target
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])
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def remote_shell_command_str(self):
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return "ssh -o IdentitiesOnly=yes -i {} {}@{}\n".format(
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self.ssh_private_key, self.ssh_user, self.ssh_ip)
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class DockerCommandRunner(SSHCommandRunner):
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def __init__(self, docker_config, **common_args):
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self.ssh_command_runner = SSHCommandRunner(**common_args)
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self.docker_name = docker_config["container_name"]
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self.docker_config = docker_config
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self.home_dir = None
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self.check_docker_installed()
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self.shutdown = False
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def run(self,
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cmd,
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timeout=120,
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exit_on_fail=False,
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port_forward=None,
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with_output=False,
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run_env=True,
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ssh_options_override=None,
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**kwargs):
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if run_env == "auto":
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run_env = "host" if cmd.find("docker") == 0 else "docker"
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if run_env == "docker":
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cmd = self.docker_expand_user(cmd, any_char=True)
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cmd = with_docker_exec(
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[cmd], container_name=self.docker_name,
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with_interactive=True)[0]
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if self.shutdown:
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cmd += "; sudo shutdown -h now"
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return self.ssh_command_runner.run(
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cmd,
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timeout=timeout,
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exit_on_fail=exit_on_fail,
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port_forward=None,
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with_output=False,
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ssh_options_override=ssh_options_override)
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def check_docker_installed(self):
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try:
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self.ssh_command_runner.run("command -v docker")
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return
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except Exception:
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install_commands = [
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"curl -fsSL https://get.docker.com -o get-docker.sh",
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"sudo sh get-docker.sh", "sudo usermod -aG docker $USER",
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"sudo systemctl restart docker -f"
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]
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logger.error(
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"Docker not installed. You can install Docker by adding the "
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"following commands to 'initialization_commands':\n" +
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"\n".join(install_commands))
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def shutdown_after_next_cmd(self):
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self.shutdown = True
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def check_container_status(self):
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no_exist = "not_present"
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cmd = check_docker_running_cmd(self.docker_name) + " ".join(
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["||", "echo", quote(no_exist)])
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output = self.ssh_command_runner.run(
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cmd, with_output=True).decode("utf-8").strip()
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if no_exist in output:
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return False
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return "true" in output.lower()
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def run_rsync_up(self, source, target):
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self.ssh_command_runner.run_rsync_up(source, target)
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if self.check_container_status():
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self.ssh_command_runner.run("docker cp {} {}:{}".format(
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target, self.docker_name, self.docker_expand_user(target)))
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def run_rsync_down(self, source, target):
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self.ssh_command_runner.run("docker cp {}:{} {}".format(
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self.docker_name, self.docker_expand_user(source), source))
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self.ssh_command_runner.run_rsync_down(source, target)
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def remote_shell_command_str(self):
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inner_str = self.ssh_command_runner.remote_shell_command_str().replace(
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"ssh", "ssh -tt", 1).strip("\n")
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return inner_str + " docker exec -it {} /bin/bash\n".format(
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self.docker_name)
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def docker_expand_user(self, string, any_char=False):
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user_pos = string.find("~")
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if user_pos > -1:
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if self.home_dir is None:
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self.home_dir = self.ssh_command_runner.run(
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"docker exec {} env | grep HOME | cut -d'=' -f2".format(
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self.docker_name),
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with_output=True).decode("utf-8").strip()
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if any_char:
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return string.replace("~/", self.home_dir + "/")
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elif not any_char and user_pos == 0:
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return string.replace("~", self.home_dir, 1)
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return string
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class NodeUpdater:
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"""A process for syncing files and running init commands on a node."""
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def __init__(self,
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node_id,
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provider_config,
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provider,
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auth_config,
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cluster_name,
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file_mounts,
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initialization_commands,
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setup_commands,
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ray_start_commands,
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runtime_hash,
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process_runner=subprocess,
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use_internal_ip=False,
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docker_config=None):
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self.log_prefix = "NodeUpdater: {}: ".format(node_id)
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use_internal_ip = (use_internal_ip
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or provider_config.get("use_internal_ips", False))
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self.cmd_runner = provider.get_command_runner(
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self.log_prefix, node_id, auth_config, cluster_name,
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process_runner, use_internal_ip, docker_config)
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self.daemon = True
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self.process_runner = process_runner
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self.node_id = node_id
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self.provider = provider
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self.file_mounts = {
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remote: os.path.expanduser(local)
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for remote, local in file_mounts.items()
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}
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self.initialization_commands = initialization_commands
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self.setup_commands = setup_commands
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self.ray_start_commands = ray_start_commands
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self.runtime_hash = runtime_hash
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self.auth_config = auth_config
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def run(self):
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logger.info(self.log_prefix +
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"Updating to {}".format(self.runtime_hash))
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try:
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with LogTimer(self.log_prefix +
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"Applied config {}".format(self.runtime_hash)):
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self.do_update()
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except Exception as e:
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error_str = str(e)
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if hasattr(e, "cmd"):
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error_str = "(Exit Status {}) {}".format(
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e.returncode, " ".join(e.cmd))
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self.provider.set_node_tags(
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self.node_id, {TAG_RAY_NODE_STATUS: STATUS_UPDATE_FAILED})
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logger.error(self.log_prefix +
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"Error executing: {}".format(error_str) + "\n")
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if isinstance(e, click.ClickException):
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return
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raise
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self.provider.set_node_tags(
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self.node_id, {
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TAG_RAY_NODE_STATUS: STATUS_UP_TO_DATE,
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TAG_RAY_RUNTIME_CONFIG: self.runtime_hash
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})
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self.exitcode = 0
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|
|
def sync_file_mounts(self, sync_cmd):
|
|
# Rsync file mounts
|
|
for remote_path, local_path in self.file_mounts.items():
|
|
assert os.path.exists(local_path), local_path
|
|
if os.path.isdir(local_path):
|
|
if not local_path.endswith("/"):
|
|
local_path += "/"
|
|
if not remote_path.endswith("/"):
|
|
remote_path += "/"
|
|
|
|
with LogTimer(self.log_prefix +
|
|
"Synced {} to {}".format(local_path, remote_path)):
|
|
self.cmd_runner.run("mkdir -p {}".format(
|
|
os.path.dirname(remote_path)))
|
|
sync_cmd(local_path, remote_path)
|
|
|
|
def wait_ready(self, deadline):
|
|
with LogTimer(self.log_prefix + "Got remote shell"):
|
|
logger.info(self.log_prefix + "Waiting for remote shell...")
|
|
|
|
while time.time() < deadline and \
|
|
not self.provider.is_terminated(self.node_id):
|
|
try:
|
|
logger.debug(self.log_prefix +
|
|
"Waiting for remote shell...")
|
|
|
|
self.cmd_runner.run("uptime", timeout=5)
|
|
logger.debug("Uptime succeeded.")
|
|
return True
|
|
|
|
except Exception as e:
|
|
retry_str = str(e)
|
|
if hasattr(e, "cmd"):
|
|
retry_str = "(Exit Status {}): {}".format(
|
|
e.returncode, " ".join(e.cmd))
|
|
logger.debug(self.log_prefix +
|
|
"Node not up, retrying: {}".format(retry_str))
|
|
time.sleep(READY_CHECK_INTERVAL)
|
|
|
|
assert False, "Unable to connect to node"
|
|
|
|
def do_update(self):
|
|
self.provider.set_node_tags(
|
|
self.node_id, {TAG_RAY_NODE_STATUS: STATUS_WAITING_FOR_SSH})
|
|
deadline = time.time() + NODE_START_WAIT_S
|
|
self.wait_ready(deadline)
|
|
|
|
node_tags = self.provider.node_tags(self.node_id)
|
|
logger.debug("Node tags: {}".format(str(node_tags)))
|
|
if node_tags.get(TAG_RAY_RUNTIME_CONFIG) == self.runtime_hash:
|
|
logger.info(self.log_prefix +
|
|
"{} already up-to-date, skip to ray start".format(
|
|
self.node_id))
|
|
else:
|
|
self.provider.set_node_tags(
|
|
self.node_id, {TAG_RAY_NODE_STATUS: STATUS_SYNCING_FILES})
|
|
self.sync_file_mounts(self.rsync_up)
|
|
|
|
# Run init commands
|
|
self.provider.set_node_tags(
|
|
self.node_id, {TAG_RAY_NODE_STATUS: STATUS_SETTING_UP})
|
|
with LogTimer(
|
|
self.log_prefix + "Initialization commands",
|
|
show_status=True):
|
|
for cmd in self.initialization_commands:
|
|
self.cmd_runner.run(
|
|
cmd,
|
|
ssh_options_override=SSHOptions(
|
|
self.auth_config.get("ssh_private_key")))
|
|
|
|
with LogTimer(
|
|
self.log_prefix + "Setup commands", show_status=True):
|
|
for cmd in self.setup_commands:
|
|
self.cmd_runner.run(cmd)
|
|
|
|
with LogTimer(
|
|
self.log_prefix + "Ray start commands", show_status=True):
|
|
for cmd in self.ray_start_commands:
|
|
self.cmd_runner.run(cmd)
|
|
|
|
def rsync_up(self, source, target):
|
|
logger.info(self.log_prefix +
|
|
"Syncing {} to {}...".format(source, target))
|
|
self.cmd_runner.run_rsync_up(source, target)
|
|
|
|
def rsync_down(self, source, target):
|
|
logger.info(self.log_prefix +
|
|
"Syncing {} from {}...".format(source, target))
|
|
self.cmd_runner.run_rsync_down(source, target)
|
|
|
|
|
|
class NodeUpdaterThread(NodeUpdater, Thread):
|
|
def __init__(self, *args, **kwargs):
|
|
Thread.__init__(self)
|
|
NodeUpdater.__init__(self, *args, **kwargs)
|
|
self.exitcode = -1
|