Files
ray/python/ray/autoscaler/updater.py
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Eric LiangandGitHub b6c42f96be Auto-scale ray clusters based on GCS load metrics (#1348)
This adds (experimental) auto-scaling support for Ray clusters based on GCS load metrics. The auto-scaling algorithm is as follows:

Based on current (instantaneous) load information, we compute the approximate number of "used workers". This is based on the bottleneck resource, e.g. if 8/8 GPUs are used in a 8-node cluster but all the CPUs are idle, the number of used nodes is still counted as 8. This number can also be fractional.
We scale that number by 1 / target_utilization_fraction and round up to determine the target cluster size (subject to the max_workers constraint). The autoscaler control loop takes care of launching new nodes until the target cluster size is met.
When a node is idle for more than idle_timeout_minutes, we remove it from the cluster if that would not drop the cluster size below min_workers.
Note that we'll need to update the wheel in the example yaml file after this PR is merged.
2017-12-31 14:39:57 -08:00

177 lines
6.6 KiB
Python

from __future__ import absolute_import
from __future__ import division
from __future__ import print_function
import pipes
import os
import subprocess
import sys
import tempfile
import time
from multiprocessing import Process
from threading import Thread
from ray.autoscaler.node_provider import get_node_provider
from ray.autoscaler.tags import TAG_RAY_NODE_STATUS, TAG_RAY_RUNTIME_CONFIG
# How long to wait for a node to start, in seconds
NODE_START_WAIT_S = 300
class NodeUpdater(object):
"""A process for syncing files and running init commands on a node."""
def __init__(
self, node_id, provider_config, auth_config, cluster_name,
file_mounts, setup_cmds, runtime_hash, redirect_output=True,
process_runner=subprocess):
self.daemon = True
self.process_runner = process_runner
self.provider = get_node_provider(provider_config, cluster_name)
self.ssh_private_key = auth_config["ssh_private_key"]
self.ssh_user = auth_config["ssh_user"]
self.ssh_ip = self.provider.external_ip(node_id)
self.node_id = node_id
self.file_mounts = file_mounts
self.setup_cmds = setup_cmds
self.runtime_hash = runtime_hash
if redirect_output:
self.logfile = tempfile.NamedTemporaryFile(
mode="w", prefix="node-updater-", delete=False)
self.output_name = self.logfile.name
self.stdout = self.logfile
self.stderr = self.logfile
else:
self.logfile = None
self.output_name = "(console)"
self.stdout = sys.stdout
self.stderr = sys.stderr
def run(self):
print("NodeUpdater: Updating {} to {}, logging to {}".format(
self.node_id, self.runtime_hash, self.output_name))
try:
self.do_update()
except Exception as e:
print(
"NodeUpdater: Error updating {}, "
"see {} for remote logs".format(e, self.output_name),
file=self.stdout)
self.provider.set_node_tags(
self.node_id, {TAG_RAY_NODE_STATUS: "UpdateFailed"})
if self.logfile is not None:
print(
"----- BEGIN REMOTE LOGS -----\n" +
open(self.logfile.name).read() +
"\n----- END REMOTE LOGS -----")
raise e
self.provider.set_node_tags(
self.node_id, {
TAG_RAY_NODE_STATUS: "Up-to-date",
TAG_RAY_RUNTIME_CONFIG: self.runtime_hash
})
print(
"NodeUpdater: Applied config {} to node {}".format(
self.runtime_hash, self.node_id),
file=self.stdout)
def do_update(self):
self.provider.set_node_tags(
self.node_id, {TAG_RAY_NODE_STATUS: "WaitingForSSH"})
deadline = time.time() + NODE_START_WAIT_S
# Wait for external IP
while time.time() < deadline and \
not self.provider.is_terminated(self.node_id):
print(
"NodeUpdater: Waiting for IP of {}...".format(self.node_id),
file=self.stdout)
self.ssh_ip = self.provider.external_ip(self.node_id)
if self.ssh_ip is not None:
break
time.sleep(5)
assert self.ssh_ip is not None, "Unable to find IP of node"
# Wait for SSH access
ssh_ok = False
while time.time() < deadline and \
not self.provider.is_terminated(self.node_id):
try:
print(
"NodeUpdater: Waiting for SSH to {}...".format(
self.node_id),
file=self.stdout)
if not self.provider.is_running(self.node_id):
raise Exception()
self.ssh_cmd(
"uptime",
connect_timeout=5, redirect=open("/dev/null", "w"))
ssh_ok = True
except Exception as e:
print(
"NodeUpdater: SSH not up, retrying: {}".format(e),
file=self.stdout)
time.sleep(5)
else:
break
assert ssh_ok, "Unable to SSH to node"
# Rsync file mounts
self.provider.set_node_tags(
self.node_id, {TAG_RAY_NODE_STATUS: "SyncingFiles"})
for remote_path, local_path in self.file_mounts.items():
print(
"NodeUpdater: Syncing {} to {}...".format(
local_path, remote_path),
file=self.stdout)
assert os.path.exists(local_path)
if os.path.isdir(local_path):
if not local_path.endswith("/"):
local_path += "/"
if not remote_path.endswith("/"):
remote_path += "/"
self.ssh_cmd(
"mkdir -p {}".format(os.path.dirname(remote_path)))
self.process_runner.check_call([
"rsync", "-e", "ssh -i {} ".format(self.ssh_private_key) +
"-o ConnectTimeout=60s -o StrictHostKeyChecking=no",
"--delete", "-avz", "{}".format(local_path),
"{}@{}:{}".format(self.ssh_user, self.ssh_ip, remote_path)
], stdout=self.stdout, stderr=self.stderr)
# Run init commands
self.provider.set_node_tags(
self.node_id, {TAG_RAY_NODE_STATUS: "SettingUp"})
for cmd in self.setup_cmds:
self.ssh_cmd(cmd, verbose=True)
def ssh_cmd(self, cmd, connect_timeout=60, redirect=None, verbose=False):
if verbose:
print(
"NodeUpdater: running {} on {}...".format(
cmd, self.ssh_ip),
file=self.stdout)
force_interactive = "set -i && source ~/.bashrc && "
self.process_runner.check_call([
"ssh", "-o", "ConnectTimeout={}s".format(connect_timeout),
"-o", "StrictHostKeyChecking=no",
"-i", self.ssh_private_key,
"{}@{}".format(self.ssh_user, self.ssh_ip),
"bash --login -c {}".format(pipes.quote(force_interactive + cmd))
], stdout=redirect or self.stdout, stderr=redirect or self.stderr)
class NodeUpdaterProcess(NodeUpdater, Process):
def __init__(self, *args, **kwargs):
Process.__init__(self)
NodeUpdater.__init__(self, *args, **kwargs)
# Single-threaded version for unit tests
class NodeUpdaterThread(NodeUpdater, Thread):
def __init__(self, *args, **kwargs):
Thread.__init__(self)
NodeUpdater.__init__(self, *args, **kwargs)
self.exitcode = 0