Integrate "tempfile_service" into "ray.node.Node" (#3953)

This commit is contained in:
Si-Yuan
2019-02-13 09:34:04 +08:00
committed by Robert Nishihara
parent dac1969647
commit 21472b890a
9 changed files with 288 additions and 346 deletions
+174 -48
View File
@@ -3,21 +3,21 @@ from __future__ import division
from __future__ import print_function
import atexit
import collections
import datetime
import errno
import json
import os
import logging
import signal
import tempfile
import threading
import time
import ray
import ray.ray_constants as ray_constants
from ray.tempfile_services import (
get_logs_dir_path, get_object_store_socket_name, get_raylet_socket_name,
new_log_monitor_log_file, new_monitor_log_file,
new_raylet_monitor_log_file, new_plasma_store_log_file,
new_raylet_log_file, new_webui_log_file, set_temp_root,
try_to_create_directory)
import ray.services
from ray.utils import try_to_create_directory
# Logger for this module. It should be configured at the entry point
# into the program using Ray. Ray configures it by default automatically
@@ -36,7 +36,11 @@ class Node(object):
server list, which has multiple.
"""
def __init__(self, ray_params, head=False, shutdown_at_exit=True):
def __init__(self,
ray_params,
head=False,
shutdown_at_exit=True,
connect_only=False):
"""Start a node.
Args:
@@ -48,7 +52,11 @@ class Node(object):
shutdown_at_exit (bool): If true, a handler will be registered to
shutdown the processes started here when the Python interpreter
exits.
connect_only (bool): If true, connect to the node without starting
new processes.
"""
assert not (shutdown_at_exit and connect_only), (
"'shutdown_at_exit' and 'connect_only' cannot be both true.")
self.all_processes = {}
ray_params.update_if_absent(
@@ -60,29 +68,60 @@ class Node(object):
os.path.dirname(os.path.abspath(__file__)),
"workers/default_worker.py"))
self._ray_params = ray_params
self._node_ip_address = ray_params.node_ip_address
self._redis_address = ray_params.redis_address
self._config = (json.loads(ray_params._internal_config)
if ray_params._internal_config else None)
if head:
ray_params.update_if_absent(num_redis_shards=1, include_webui=True)
self._plasma_store_socket_name = None
self._raylet_socket_name = None
self._webui_url = None
else:
redis_client = ray.services.create_redis_client(
ray_params.redis_address, ray_params.redis_password)
self._plasma_store_socket_name = (
ray_params.plasma_store_socket_name)
self._raylet_socket_name = ray_params.raylet_socket_name
redis_client = self.create_redis_client()
# TODO(suquark): Replace _webui_url_helper in worker.py in
# another PR.
_webui_url = redis_client.hmget("webui", "url")[0]
self._webui_url = (ray.utils.decode(_webui_url)
if _webui_url is not None else None)
ray_params.include_java = (
ray.services.include_java_from_redis(redis_client))
self._ray_params = ray_params
self._config = (json.loads(ray_params._internal_config)
if ray_params._internal_config else None)
self._node_ip_address = ray_params.node_ip_address
self._redis_address = ray_params.redis_address
self._plasma_store_socket_name = None
self._raylet_socket_name = None
self._webui_url = None
self._init_temp()
self.start_ray_processes()
if not connect_only:
self.start_ray_processes()
if shutdown_at_exit:
atexit.register(lambda: self.kill_all_processes(
check_alive=False, allow_graceful=True))
def _init_temp(self):
# Create an dictionary to store temp file index.
self._incremental_dict = collections.defaultdict(lambda: 0)
self._temp_dir = self._ray_params.temp_dir
if self._temp_dir is None:
date_str = datetime.datetime.today().strftime("%Y-%m-%d_%H-%M-%S")
self._temp_dir = self._make_inc_temp(
prefix="session_{date_str}_{pid}".format(
pid=os.getpid(), date_str=date_str),
directory_name="/tmp/ray")
try_to_create_directory(self._temp_dir)
# Create a directory to be used for socket files.
self._sockets_dir = os.path.join(self._temp_dir, "sockets")
try_to_create_directory(self._sockets_dir)
# Create a directory to be used for process log files.
self._logs_dir = os.path.join(self._temp_dir, "logs")
try_to_create_directory(self._logs_dir)
@property
def node_ip_address(self):
"""Get the cluster Redis address."""
@@ -108,7 +147,87 @@ class Node(object):
"""Get the node's raylet socket name."""
return self._raylet_socket_name
def prepare_socket_file(self, socket_path):
def create_redis_client(self):
"""Create a redis client."""
return ray.services.create_redis_client(
self._redis_address, self._ray_params.redis_password)
def get_temp_dir_path(self):
"""Get the path of the temporary directory."""
return self._temp_dir
def get_logs_dir_path(self):
"""Get the path of the log files directory."""
return self._logs_dir
def get_sockets_dir_path(self):
"""Get the path of the sockets directory."""
return self._sockets_dir
def _make_inc_temp(self, suffix="", prefix="", directory_name="/tmp/ray"):
"""Return a incremental temporary file name. The file is not created.
Args:
suffix (str): The suffix of the temp file.
prefix (str): The prefix of the temp file.
directory_name (str) : The base directory of the temp file.
Returns:
A string of file name. If there existing a file having
the same name, the returned name will look like
"{directory_name}/{prefix}.{unique_index}{suffix}"
"""
directory_name = os.path.expanduser(directory_name)
index = self._incremental_dict[suffix, prefix, directory_name]
# `tempfile.TMP_MAX` could be extremely large,
# so using `range` in Python2.x should be avoided.
while index < tempfile.TMP_MAX:
if index == 0:
filename = os.path.join(directory_name, prefix + suffix)
else:
filename = os.path.join(directory_name,
prefix + "." + str(index) + suffix)
index += 1
if not os.path.exists(filename):
# Save the index.
self._incremental_dict[suffix, prefix, directory_name] = index
return filename
raise FileExistsError(errno.EEXIST,
"No usable temporary filename found")
def new_log_files(self, name, redirect_output=None):
"""Generate partially randomized filenames for log files.
Args:
name (str): descriptive string for this log file.
redirect_output (bool): True if files should be generated for
logging stdout and stderr and false if stdout and stderr
should not be redirected.
If it is None, it will use the "redirect_output" Ray parameter.
Returns:
If redirect_output is true, this will return a tuple of two
file handles. The first is for redirecting stdout and the
second is for redirecting stderr.
If redirect_output is false, this will return a tuple
of two None objects.
"""
if redirect_output is None:
redirect_output = self._ray_params.redirect_output
if not redirect_output:
return None, None
log_stdout = self._make_inc_temp(
suffix=".out", prefix=name, directory_name=self._logs_dir)
log_stderr = self._make_inc_temp(
suffix=".err", prefix=name, directory_name=self._logs_dir)
# Line-buffer the output (mode 1)
log_stdout_file = open(log_stdout, "a", buffering=1)
log_stderr_file = open(log_stderr, "a", buffering=1)
return log_stdout_file, log_stderr_file
def _prepare_socket_file(self, socket_path, default_prefix):
"""Prepare the socket file for raylet and plasma.
This method helps to prepare a socket file.
@@ -118,24 +237,30 @@ class Node(object):
Args:
socket_path (string): the socket file to prepare.
"""
if not os.path.exists(socket_path):
path = os.path.dirname(socket_path)
if not os.path.isdir(path):
try_to_create_directory(path)
else:
raise Exception("Socket file {} exists!".format(socket_path))
if socket_path is not None:
if os.path.exists(socket_path):
raise Exception("Socket file {} exists!".format(socket_path))
socket_dir = os.path.dirname(socket_path)
try_to_create_directory(socket_dir)
return socket_path
return self._make_inc_temp(
prefix=default_prefix, directory_name=self._sockets_dir)
def start_redis(self):
"""Start the Redis servers."""
assert self._redis_address is None
redis_log_files = [self.new_log_files("redis")]
for i in range(self._ray_params.num_redis_shards):
redis_log_files.append(self.new_log_files("redis-shard_" + str(i)))
(self._redis_address, redis_shards,
process_infos) = ray.services.start_redis(
self._node_ip_address,
redis_log_files,
port=self._ray_params.redis_port,
redis_shard_ports=self._ray_params.redis_shard_ports,
num_redis_shards=self._ray_params.num_redis_shards,
redis_max_clients=self._ray_params.redis_max_clients,
redirect_output=self._ray_params.redirect_output,
redirect_worker_output=self._ray_params.redirect_worker_output,
password=self._ray_params.redis_password,
redis_max_memory=self._ray_params.redis_max_memory)
@@ -146,9 +271,10 @@ class Node(object):
def start_log_monitor(self):
"""Start the log monitor."""
stdout_file, stderr_file = new_log_monitor_log_file()
stdout_file, stderr_file = self.new_log_files("log_monitor", True)
process_info = ray.services.start_log_monitor(
self.redis_address,
self._logs_dir,
stdout_file=stdout_file,
stderr_file=stderr_file,
redis_password=self._ray_params.redis_password)
@@ -159,9 +285,12 @@ class Node(object):
def start_ui(self):
"""Start the web UI."""
stdout_file, stderr_file = new_webui_log_file()
stdout_file, stderr_file = self.new_log_files("webui", True)
notebook_name = self._make_inc_temp(
suffix=".ipynb", prefix="ray_ui", directory_name=self._temp_dir)
self._webui_url, process_info = ray.services.start_ui(
self._redis_address,
notebook_name,
stdout_file=stdout_file,
stderr_file=stderr_file)
assert ray_constants.PROCESS_TYPE_WEB_UI not in self.all_processes
@@ -174,15 +303,11 @@ class Node(object):
"""Start the plasma store."""
assert self._plasma_store_socket_name is None
# If the user specified a socket name, use it.
self._plasma_store_socket_name = (
self._ray_params.plasma_store_socket_name
or get_object_store_socket_name())
self.prepare_socket_file(self._plasma_store_socket_name)
stdout_file, stderr_file = (new_plasma_store_log_file(
self._ray_params.redirect_output))
self._plasma_store_socket_name = self._prepare_socket_file(
self._ray_params.plasma_store_socket_name,
default_prefix="plasma_store")
stdout_file, stderr_file = self.new_log_files("plasma_store")
process_info = ray.services.start_plasma_store(
self._node_ip_address,
self._redis_address,
stdout_file=stdout_file,
stderr_file=stderr_file,
object_store_memory=self._ray_params.object_store_memory,
@@ -206,17 +331,16 @@ class Node(object):
"""
assert self._raylet_socket_name is None
# If the user specified a socket name, use it.
self._raylet_socket_name = (self._ray_params.raylet_socket_name
or get_raylet_socket_name())
self.prepare_socket_file(self._raylet_socket_name)
stdout_file, stderr_file = new_raylet_log_file(
redirect_output=self._ray_params.redirect_output)
self._raylet_socket_name = self._prepare_socket_file(
self._ray_params.raylet_socket_name, default_prefix="raylet")
stdout_file, stderr_file = self.new_log_files("raylet")
process_info = ray.services.start_raylet(
self._redis_address,
self._node_ip_address,
self._raylet_socket_name,
self._plasma_store_socket_name,
self._ray_params.worker_path,
self._temp_dir,
self._ray_params.num_cpus,
self._ray_params.num_gpus,
self._ray_params.resources,
@@ -234,17 +358,21 @@ class Node(object):
assert ray_constants.PROCESS_TYPE_RAYLET not in self.all_processes
self.all_processes[ray_constants.PROCESS_TYPE_RAYLET] = [process_info]
def new_worker_redirected_log_file(self, worker_id):
"""Create new logging files for workers to redirect its output."""
worker_stdout_file, worker_stderr_file = (self.new_log_files(
"worker-" + ray.utils.binary_to_hex(worker_id), True))
return worker_stdout_file, worker_stderr_file
def start_worker(self):
"""Start a worker process."""
raise NotImplementedError
def start_monitor(self):
"""Start the monitor."""
stdout_file, stderr_file = new_monitor_log_file(
self._ray_params.redirect_output)
stdout_file, stderr_file = self.new_log_files("monitor")
process_info = ray.services.start_monitor(
self._redis_address,
self._node_ip_address,
stdout_file=stdout_file,
stderr_file=stderr_file,
autoscaling_config=self._ray_params.autoscaling_config,
@@ -254,8 +382,7 @@ class Node(object):
def start_raylet_monitor(self):
"""Start the raylet monitor."""
stdout_file, stderr_file = new_raylet_monitor_log_file(
self._ray_params.redirect_output)
stdout_file, stderr_file = self.new_log_files("raylet_monitor")
process_info = ray.services.start_raylet_monitor(
self._redis_address,
stdout_file=stdout_file,
@@ -270,10 +397,9 @@ class Node(object):
def start_ray_processes(self):
"""Start all of the processes on the node."""
set_temp_root(self._ray_params.temp_dir)
logger.info(
"Process STDOUT and STDERR is being redirected to {}.".format(
get_logs_dir_path()))
self._logs_dir))
# If this is the head node, start the relevant head node processes.
if self._redis_address is None: